From 5cf852e392bed5887eb2ee600a5a6c5d3f772c92 Mon Sep 17 00:00:00 2001 From: Sandile Mdluli Date: Mon, 12 Jun 2023 23:32:10 +0200 Subject: [PATCH 01/19] data cleaning phase --- ...ation_predict_notebook_data_cleaning.ipynb | 1293 +++++++++++++++++ 1 file changed, 1293 insertions(+) create mode 100644 Classification_predict_notebook_data_cleaning.ipynb diff --git a/Classification_predict_notebook_data_cleaning.ipynb b/Classification_predict_notebook_data_cleaning.ipynb new file mode 100644 index 00000000..99fde13b --- /dev/null +++ b/Classification_predict_notebook_data_cleaning.ipynb @@ -0,0 +1,1293 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd #For data loading and data manipulation\n", + "import seaborn as sns #For data visualization \n", + "import matplotlib.pyplot as plt #For data visualization\n", + "%matplotlib inline\n", + "import re\n", + "\n", + "import nltk\n", + "from nltk.corpus import stopwords #For stopword removals\n", + "\n", + "import string #For Punctuations\n", + "\n", + "import numpy as np\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Display.max_colwidth option set to None to show all text content without truncation\n", + "pd.set_option('display.max_colwidth', None)\n", + "\n", + "# Your code to read the DataFrame\n", + "df = pd.read_csv('train.csv')\n", + "test_df = pd.read_csv('test_with_no_labels.csv')\n", + "\n", + "\n", + "\n", + "# df = pd.read_csv('train.csv', encoding='utf-8')\n", + "# df_test = pd.read_csv('test_with_no_labels.csv', encoding='utf-8')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetid
01PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221
11It's not like we lack evidence of anthropogenic global warming126103
22RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562
31#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736
41RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954
51Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j425577
61RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R294933
71RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h…992717
81@AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change.664510
91RT @paigetweedy: no offense… but like… how do you just not believe… in global warming………260471
\n", + "
" + ], + "text/plain": [ + " sentiment \n", + "0 1 \\\n", + "1 1 \n", + "2 2 \n", + "3 1 \n", + "4 1 \n", + "5 1 \n", + "6 1 \n", + "7 1 \n", + "8 1 \n", + "9 1 \n", + "\n", + " message \n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \\\n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "5 Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j \n", + "6 RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R \n", + "7 RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h… \n", + "8 @AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change. \n", + "9 RT @paigetweedy: no offense… but like… how do you just not believe… in global warming……… \n", + "\n", + " tweetid \n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "5 425577 \n", + "6 294933 \n", + "7 992717 \n", + "8 664510 \n", + "9 260471 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the data snippet shown above, we see that the message column contains some noise (stop words, puntuations, mentions, hashtags and even urls). We need to deal with the noise before proceeding to analyze the data." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(15819, 3)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 15819 entries, 0 to 15818\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 sentiment 15819 non-null int64 \n", + " 1 message 15819 non-null object\n", + " 2 tweetid 15819 non-null int64 \n", + "dtypes: int64(2), object(1)\n", + "memory usage: 370.9+ KB\n" + ] + } + ], + "source": [ + "df.info() #Let's see our datatypes" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot a barg graph to show the distribution of the sentiments\n", + "df['sentiment'].value_counts().plot(kind = 'bar')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **DATA PREPROCESSING**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **NOISE REMOVAL**\n", + "\n", + "**REMOVAL OF STOPWORDS**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "df_train = df.copy() #Let us make a copy of our dataframe to avoid modifying the original dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n" + ] + } + ], + "source": [ + "#To get a list of english stopwords\n", + "stop_words = stopwords.words('english')\n", + "print(stop_words)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + " clean_texts = []\n", + "\n", + "for text in df_train['message']:\n", + " words = text.split()\n", + " filtered_words = [word for word in words if word.lower() not in stop_words]\n", + " clean_text = ' '.join(filtered_words)\n", + " clean_texts.append(clean_text)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidclean_message
01PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable
11It's not like we lack evidence of anthropogenic global warming126103like lack evidence anthropogenic global warming
22RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…
31#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736#TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD
41RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight
\n", + "
" + ], + "text/plain": [ + " sentiment \n", + "0 1 \\\n", + "1 1 \n", + "2 2 \n", + "3 1 \n", + "4 1 \n", + "\n", + " message \n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \\\n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "\n", + " tweetid \n", + "0 625221 \\\n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "\n", + " clean_message \n", + "0 PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Add clean_texts to the dataframe\n", + "df_train['clean_message'] = clean_texts\n", + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**QUESTION**\n", + "Should we drop the original message column at this point? Or would it be useful for future reference?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**REMOVE URLS**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "#Remove urls and replace with 'url'\n", + " \n", + "pattern_url = r'http[s]?://(?:[A-Za-z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9A-Fa-f][0-9A-Fa-f]))+'\n", + "\n", + "subs_url = r'url'\n", + "\n", + "df_train['clean_message'] = df_train['clean_message'].replace(to_replace = pattern_url, value = subs_url, regex = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'RT @RawStory: Researchers say three years act climate change it’s late url url…'" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**REMOVE PUNCTUATIONS**" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "!\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n" + ] + } + ], + "source": [ + "#Convert message to lower case\n", + "df_train['clean_message'] = df_train['clean_message'].str.lower()\n", + "\n", + "print(string.punctuation)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt paigetweedy offense… like… believe… global warming………'" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def remove_punctuation(message):\n", + " return ''.join([l for l in message if l not in string.punctuation])\n", + "\n", + "\n", + "df_train['clean_message'] = df_train['clean_message'].apply(remove_punctuation)\n", + "df_train['clean_message'].iloc[9]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt rawstory researchers say three years act climate change it’s late url url…'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Despite removing puntuations, we still observe some curly quotation marks (’) and repeated punctuations (.....).\n", + "\n", + "Let's deal with these using regular expression(regex)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt rawstory researchers say three years act climate change its late url url'" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def clean_text(text):\n", + " text = re.sub(r'[^\\w\\s\"“”]', '', text) # Remove non-alphanumeric characters and curly quotation marks\n", + " text = re.sub(r'\\s+', ' ', text) # Remove extra whitespaces\n", + " text = re.sub(r'([!?.])\\1+', r'\\1', text) # Remove repeated punctuation marks\n", + " return text.strip()\n", + "\n", + "# Apply the clean_text function to the 'message' column\n", + "df_train['clean_message'] = df_train['clean_message'].apply(clean_text)\n", + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt paigetweedy offense like believe global warming'" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[9]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looks like our data has been delivered of every noise......." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **DATA NORMALIZATION**\n", + "\n", + "**TOKENIZATION**" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk.tokenize import word_tokenize, TreebankWordTokenizer\n", + "\n", + "tokeniser = TreebankWordTokenizer()\n", + "df_train['tokens'] = df_train['clean_message'].apply(tokeniser.tokenize)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['rt',\n", + " 'rawstory',\n", + " 'researchers',\n", + " 'say',\n", + " 'three',\n", + " 'years',\n", + " 'act',\n", + " 'climate',\n", + " 'change',\n", + " 'its',\n", + " 'late',\n", + " 'url',\n", + " 'url']" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['tokens'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**STEMMING**" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk import SnowballStemmer, PorterStemmer, LancasterStemmer\n", + "\n", + "stemmer = SnowballStemmer('english')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "def df_train_stemmer(words, stemmer):\n", + " return [stemmer.stem(word) for word in words]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "#Apply stemming function\n", + "df_train['stem'] = df_train['tokens'].apply(df_train_stemmer, args=(stemmer, ))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "rt --> rt \n", + "rawstory --> rawstori \n", + "researchers --> research \n", + "say --> say \n", + "three --> three \n", + "years --> year \n", + "act --> act \n", + "climate --> climat \n", + "change --> chang \n", + "its --> it \n", + "late --> late \n", + "url --> url \n", + "url --> url \n" + ] + } + ], + "source": [ + "for i, t in enumerate(df_train.iloc[2]['tokens']): \n", + " print ('{:20s} --> {:10s}'.format(t, df_train.iloc[2]['stem'][i]))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidclean_messagetokensstem
01PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable[polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable][polyscimajor, epa, chief, think, carbon, dioxid, main, caus, global, warm, and, wait, what, url, via, mashabl]
11It's not like we lack evidence of anthropogenic global warming126103like lack evidence anthropogenic global warming[like, lack, evidence, anthropogenic, global, warming][like, lack, evid, anthropogen, global, warm]
22RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562rt rawstory researchers say three years act climate change its late url url[rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url][rt, rawstori, research, say, three, year, act, climat, chang, it, late, url, url]
31#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736todayinmaker wired 2016 pivotal year war climate change url[todayinmaker, wired, 2016, pivotal, year, war, climate, change, url][todayinmak, wire, 2016, pivot, year, war, climat, chang, url]
41RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight[rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight][rt, soynoviodetoda, 2016, racist, sexist, climat, chang, deni, bigot, lead, poll, electionnight]
\n", + "
" + ], + "text/plain": [ + " sentiment \n", + "0 1 \\\n", + "1 1 \n", + "2 2 \n", + "3 1 \n", + "4 1 \n", + "\n", + " message \n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \\\n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "\n", + " tweetid \n", + "0 625221 \\\n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \\\n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight \n", + "\n", + " tokens \n", + "0 [polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable] \\\n", + "1 [like, lack, evidence, anthropogenic, global, warming] \n", + "2 [rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url] \n", + "3 [todayinmaker, wired, 2016, pivotal, year, war, climate, change, url] \n", + "4 [rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight] \n", + "\n", + " stem \n", + "0 [polyscimajor, epa, chief, think, carbon, dioxid, main, caus, global, warm, and, wait, what, url, via, mashabl] \n", + "1 [like, lack, evid, anthropogen, global, warm] \n", + "2 [rt, rawstori, research, say, three, year, act, climat, chang, it, late, url, url] \n", + "3 [todayinmak, wire, 2016, pivot, year, war, climat, chang, url] \n", + "4 [rt, soynoviodetoda, 2016, racist, sexist, climat, chang, deni, bigot, lead, poll, electionnight] " + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Lemmatization**" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk.stem import WordNetLemmatizer\n", + "\n", + "lemmatizer = WordNetLemmatizer()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "def df_train_lemma(words, lemmatizer):\n", + " return [lemmatizer.lemmatize(word) for word in words] " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "#Apply Lemmatization function\n", + "df_train['lemma'] = df_train['tokens'].apply(df_train_lemma, args=(lemmatizer, ))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "rt --> rt \n", + "rawstory --> rawstory \n", + "researchers --> researcher\n", + "say --> say \n", + "three --> three \n", + "years --> year \n", + "act --> act \n", + "climate --> climate \n", + "change --> change \n", + "its --> it \n", + "late --> late \n", + "url --> url \n", + "url --> url \n" + ] + } + ], + "source": [ + "for i, t in enumerate(df_train.iloc[2]['tokens']): \n", + " print ('{:20s} --> {:10s}'.format(t, df_train.iloc[2]['lemma'][i]))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidclean_messagetokensstemlemma
01PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable[polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable][polyscimajor, epa, chief, think, carbon, dioxid, main, caus, global, warm, and, wait, what, url, via, mashabl][polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable]
11It's not like we lack evidence of anthropogenic global warming126103like lack evidence anthropogenic global warming[like, lack, evidence, anthropogenic, global, warming][like, lack, evid, anthropogen, global, warm][like, lack, evidence, anthropogenic, global, warming]
22RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562rt rawstory researchers say three years act climate change its late url url[rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url][rt, rawstori, research, say, three, year, act, climat, chang, it, late, url, url][rt, rawstory, researcher, say, three, year, act, climate, change, it, late, url, url]
31#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736todayinmaker wired 2016 pivotal year war climate change url[todayinmaker, wired, 2016, pivotal, year, war, climate, change, url][todayinmak, wire, 2016, pivot, year, war, climat, chang, url][todayinmaker, wired, 2016, pivotal, year, war, climate, change, url]
41RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight[rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight][rt, soynoviodetoda, 2016, racist, sexist, climat, chang, deni, bigot, lead, poll, electionnight][rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, poll, electionnight]
\n", + "
" + ], + "text/plain": [ + " sentiment \n", + "0 1 \\\n", + "1 1 \n", + "2 2 \n", + "3 1 \n", + "4 1 \n", + "\n", + " message \n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \\\n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "\n", + " tweetid \n", + "0 625221 \\\n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \\\n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight \n", + "\n", + " tokens \n", + "0 [polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable] \\\n", + "1 [like, lack, evidence, anthropogenic, global, warming] \n", + "2 [rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url] \n", + "3 [todayinmaker, wired, 2016, pivotal, year, war, climate, change, url] \n", + "4 [rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight] \n", + "\n", + " stem \n", + "0 [polyscimajor, epa, chief, think, carbon, dioxid, main, caus, global, warm, and, wait, what, url, via, mashabl] \\\n", + "1 [like, lack, evid, anthropogen, global, warm] \n", + "2 [rt, rawstori, research, say, three, year, act, climat, chang, it, late, url, url] \n", + "3 [todayinmak, wire, 2016, pivot, year, war, climat, chang, url] \n", + "4 [rt, soynoviodetoda, 2016, racist, sexist, climat, chang, deni, bigot, lead, poll, electionnight] \n", + "\n", + " lemma \n", + "0 [polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable] \n", + "1 [like, lack, evidence, anthropogenic, global, warming] \n", + "2 [rt, rawstory, researcher, say, three, year, act, climate, change, it, late, url, url] \n", + "3 [todayinmaker, wired, 2016, pivotal, year, war, climate, change, url] \n", + "4 [rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, poll, electionnight] " + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#DROP MESSAGE COLUMN\n", + "\n", + "#df_train = df_train.drop(['message'], axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **EDA**\n", + "\n", + "### **TEXT FEATURE EXTRACTION**\n", + "\n", + "**BAG OF WORDS**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# type_labels = list(mbti.type.unique()) \n", + "\n", + "# personality = {}\n", + "# for pp in type_labels:\n", + "# df = all_mbti.groupby('type')\n", + "# personality[pp] = {} \n", + "# for row in df.get_group(pp)['tokens']:\n", + "# personality[pp] = bag_of_words_count(row, personality[pp]) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sentiment_labels = list(df.sentiment.unique()) #retrieves the unique values of the 'sentiment' column\n", + "\n", + "category = {} #initializes an empty dictionary to store the sentiment categories and their corresponding word counts\n", + "for ct in sentiment_labels_labels:\n", + " df_bow = df.groupby('sentiment') # groups the DataFrame by the 'sentiment' column\n", + " category[ct] = {} #initializes an empty dictionary within the personality dictionary for the current personality type\n", + " for row in df_bow.get_group(ct)['tokens']:\n", + " category[ct] = bag_of_words_count(row, category[ct]) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "all_words = set()\n", + "for ct in sentiment_labels:\n", + " for word in category[ct]:\n", + " all_words.add(word)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# personality['all'] = {}\n", + "# for pp in type_labels: \n", + "# for word in all_words:\n", + "# if word in personality[pp].keys():\n", + "# if word in personality['all']:\n", + "# personality['all'][word] += personality[pp][word]\n", + "# else:\n", + "# personality['all'][word] = personality[pp][word]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "N-grams" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk.util import ngrams" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8\n" + ] + } + ], + "source": [ + "ngram = [x for x in ngrams('Classification is a great machine learning technique to learn'.split(' '), 2)]\n", + "print(len(ngram))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# or\n", + "# # Sample code to remove noisy words from a text\n", + "\n", + "# noise_list = [\"is\", \"a\", \"this\", \"...\"] \n", + "# def _remove_noise(input_text):\n", + "# words = input_text.split() \n", + "# noise_free_words = [word for word in words if word not in noise_list] \n", + "# noise_free_text = \" \".join(noise_free_words) \n", + "# return noise_free_text\n", + "\n", + "# print(_remove_noise(\"this is a sample text\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 710b03a81272f78f0ec770f57965a880b8feffcd Mon Sep 17 00:00:00 2001 From: MeekyT Date: Tue, 13 Jun 2023 19:17:51 +0100 Subject: [PATCH 02/19] Highest accuracy so far, didnt use stem or lemma, so there is room for improvement --- ...ng_origial_latest_control_controlRNN.ipynb | 2307 +++++++++++++++++ 1 file changed, 2307 insertions(+) create mode 100644 Classification_predict_notebook_data_cleaning_origial_latest_control_controlRNN.ipynb diff --git a/Classification_predict_notebook_data_cleaning_origial_latest_control_controlRNN.ipynb b/Classification_predict_notebook_data_cleaning_origial_latest_control_controlRNN.ipynb new file mode 100644 index 00000000..e3d8fd4f --- /dev/null +++ b/Classification_predict_notebook_data_cleaning_origial_latest_control_controlRNN.ipynb @@ -0,0 +1,2307 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd #For data loading and data manipulation\n", + "import seaborn as sns #For data visualization \n", + "import matplotlib.pyplot as plt #For data visualization\n", + "%matplotlib inline\n", + "import re\n", + "\n", + "import nltk\n", + "from nltk.corpus import stopwords #For stopword removals\n", + "\n", + "import string #For Punctuations\n", + "\n", + "import numpy as np\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Display.max_colwidth option set to None to show all text content without truncation\n", + "pd.set_option('display.max_colwidth', None)\n", + "\n", + "# Your code to read the DataFrame\n", + "df1 = pd.read_csv('train.csv')\n", + "test_df = pd.read_csv('test_with_no_labels.csv')\n", + "df=pd.concat([df1,test_df])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetid
01.0PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221
11.0It's not like we lack evidence of anthropogenic global warming126103
22.0RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562
31.0#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736
41.0RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954
51.0Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j425577
61.0RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R294933
71.0RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h…992717
81.0@AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change.664510
91.0RT @paigetweedy: no offense… but like… how do you just not believe… in global warming………260471
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1.0 \n", + "1 1.0 \n", + "2 2.0 \n", + "3 1.0 \n", + "4 1.0 \n", + "5 1.0 \n", + "6 1.0 \n", + "7 1.0 \n", + "8 1.0 \n", + "9 1.0 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "5 Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j \n", + "6 RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R \n", + "7 RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h… \n", + "8 @AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change. \n", + "9 RT @paigetweedy: no offense… but like… how do you just not believe… in global warming……… \n", + "\n", + " tweetid \n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "5 425577 \n", + "6 294933 \n", + "7 992717 \n", + "8 664510 \n", + "9 260471 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the data snippet shown above, we see that the message column contains some noise (stop words, puntuations, mentions, hashtags and even urls). We need to deal with the noise before proceeding to analyze the data." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(26365, 3)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 26365 entries, 0 to 10545\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 sentiment 15819 non-null float64\n", + " 1 message 26365 non-null object \n", + " 2 tweetid 26365 non-null int64 \n", + "dtypes: float64(1), int64(1), object(1)\n", + "memory usage: 823.9+ KB\n" + ] + } + ], + "source": [ + "df.info() #Let's see our datatypes" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plot a barg graph to show the distribution of the sentiments\n", + "df['sentiment'].value_counts().plot(kind = 'bar')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **DATA PREPROCESSING**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Stop words**" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "df_train = df.copy() #Let us make a copy of our dataframe to avoid modifying the original dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n" + ] + } + ], + "source": [ + "#To get a list of english stopwords\n", + "stop_words = stopwords.words('english')\n", + "print(stop_words)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidclean_message
01.0PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable
11.0It's not like we lack evidence of anthropogenic global warming126103like lack evidence anthropogenic global warming
22.0RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…
31.0#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736#TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD
41.0RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1.0 \n", + "1 1.0 \n", + "2 2.0 \n", + "3 1.0 \n", + "4 1.0 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "\n", + " tweetid \\\n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "\n", + " clean_message \n", + "0 PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " clean_texts = []\n", + "\n", + "for text in df_train['message']:\n", + " words = text.split()\n", + " filtered_words = [word for word in words if word.lower() not in stop_words]\n", + " clean_text = ' '.join(filtered_words)\n", + " clean_texts.append(clean_text)\n", + "\n", + "# clean_texts\n", + "df_train['clean_message'] = clean_texts\n", + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**QUESTION**\n", + "Should we drop the original message column at this point? Or would it be useful for future reference?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Urls**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "#Remove urls and replace with 'url'\n", + " \n", + "pattern_url = r'http[s]?://(?:[A-Za-z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9A-Fa-f][0-9A-Fa-f]))+'\n", + "\n", + "subs_url = r'url'\n", + "\n", + "df_train['clean_message'] = df_train['clean_message'].replace(to_replace = pattern_url, value = subs_url, regex = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'RT @RawStory: Researchers say three years act climate change it’s late url url…'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Punctuation**" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "!\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n" + ] + } + ], + "source": [ + "#Convert message to lower case\n", + "df_train['clean_message'] = df_train['clean_message'].str.lower()\n", + "\n", + "print(string.punctuation)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt paigetweedy offense… like… believe… global warming………'" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def remove_punctuation(message):\n", + " return ''.join([l for l in message if l not in string.punctuation])\n", + "\n", + "\n", + "df_train['clean_message'] = df_train['clean_message'].apply(remove_punctuation)\n", + "df_train['clean_message'].iloc[9]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt rawstory researchers say three years act climate change it’s late url url…'" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Despite removing puntuations, we still observe some curly quotation marks and repeated punctuations.\n", + "\n", + "Let's deal with these using regular expression(regex)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt rawstory researchers say three years act climate change its late url url'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def clean_text(text):\n", + " text = re.sub(r'[^\\w\\s\"“”]', '', text) # Remove non-alphanumeric characters and curly quotation marks\n", + " text = re.sub(r'\\s+', ' ', text) # Remove extra whitespaces\n", + " text = re.sub(r'([!?.])\\1+', r'\\1', text) # Remove repeated punctuation marks\n", + " return text.strip()\n", + "\n", + "# Apply the clean_text function to the 'message' column\n", + "df_train['clean_message'] = df_train['clean_message'].apply(clean_text)\n", + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt paigetweedy offense like believe global warming'" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[9]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looks like our data has been delivered of every noise......." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(26365, 4)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "df_train=df_train.drop([\"message\"],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_message
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# CountVectorizer" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.feature_extraction.text import CountVectorizer" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CountVectorizer()" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vect = CountVectorizer()\n", + "vect.fit(df_train['clean_message'])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_message
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(stop_words='english')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(ngram_range=(1, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(max_df=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(min_df=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "betterVect = CountVectorizer(stop_words='english', \n", + " min_df=2, \n", + " max_df=0.5, \n", + " ngram_range=(1, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "df_new=betterVect.fit_transform(df_train['clean_message'])" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CountVectorizer(max_df=0.5, min_df=2, stop_words='english')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "betterVect" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_message
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight
............
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url
10543NaN78329rt loopvanuatu pacific countries positive fiji leading global climate change conference november url
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h
\n", + "

26365 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "... ... ... \n", + "10541 NaN 895714 \n", + "10542 NaN 875167 \n", + "10543 NaN 78329 \n", + "10544 NaN 867455 \n", + "10545 NaN 470892 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight \n", + "... ... \n", + "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", + "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", + "10543 rt loopvanuatu pacific countries positive fiji leading global climate change conference november url \n", + "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", + "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", + "\n", + "[26365 rows x 3 columns]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " (0, 4009)\t1\n", + " (0, 2133)\t1\n", + " (0, 11177)\t1\n", + " (0, 1865)\t1\n", + " (0, 3363)\t1\n", + " (0, 6908)\t1\n", + " (0, 1934)\t1\n", + " (0, 4929)\t1\n", + " (0, 12007)\t1\n", + " (0, 11972)\t1\n", + " (0, 11771)\t1\n", + " (0, 7033)\t1\n", + " (1, 4929)\t1\n", + " (1, 12007)\t1\n", + " (1, 6703)\t1\n", + " (1, 6479)\t1\n", + " (1, 4112)\t1\n", + " (1, 848)\t1\n", + " (2, 11771)\t2\n", + " (2, 9093)\t1\n", + " (2, 9398)\t1\n", + " (2, 9791)\t1\n", + " (2, 12405)\t1\n", + " (2, 393)\t1\n", + " (2, 6524)\t1\n", + " :\t:\n", + " (26362, 6570)\t1\n", + " (26362, 2763)\t1\n", + " (26362, 7777)\t1\n", + " (26362, 2562)\t1\n", + " (26362, 8096)\t1\n", + " (26362, 8601)\t1\n", + " (26362, 4445)\t1\n", + " (26363, 1934)\t1\n", + " (26363, 4929)\t1\n", + " (26363, 12007)\t1\n", + " (26363, 5526)\t1\n", + " (26363, 12436)\t1\n", + " (26363, 627)\t1\n", + " (26363, 12366)\t1\n", + " (26363, 6229)\t1\n", + " (26363, 1013)\t1\n", + " (26364, 4929)\t1\n", + " (26364, 11076)\t1\n", + " (26364, 6040)\t1\n", + " (26364, 3737)\t1\n", + " (26364, 12310)\t1\n", + " (26364, 8445)\t1\n", + " (26364, 3805)\t1\n", + " (26364, 4887)\t1\n", + " (26364, 1238)\t1\n" + ] + } + ], + "source": [ + "print(df_new)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1., 1., 2., ..., nan, nan, nan])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"sentiment\"].values" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentiment
01.0
11.0
22.0
31.0
41.0
......
158141.0
158152.0
158160.0
15817-1.0
158180.0
\n", + "

15819 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " sentiment\n", + "0 1.0\n", + "1 1.0\n", + "2 2.0\n", + "3 1.0\n", + "4 1.0\n", + "... ...\n", + "15814 1.0\n", + "15815 2.0\n", + "15816 0.0\n", + "15817 -1.0\n", + "15818 0.0\n", + "\n", + "[15819 rows x 1 columns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y=df_train[:len(df1)][[\"sentiment\"]]\n", + "y" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " (0, 4009)\t1\n", + " (0, 2133)\t1\n", + " (0, 11177)\t1\n", + " (0, 1865)\t1\n", + " (0, 3363)\t1\n", + " (0, 6908)\t1\n", + " (0, 1934)\t1\n", + " (0, 4929)\t1\n", + " (0, 12007)\t1\n", + " (0, 11972)\t1\n", + " (0, 11771)\t1\n", + " (0, 7033)\t1\n", + " (1, 4929)\t1\n", + " (1, 12007)\t1\n", + " (1, 6703)\t1\n", + " (1, 6479)\t1\n", + " (1, 4112)\t1\n", + " (1, 848)\t1\n", + " (2, 11771)\t2\n", + " (2, 9093)\t1\n", + " (2, 9398)\t1\n", + " (2, 9791)\t1\n", + " (2, 12405)\t1\n", + " (2, 393)\t1\n", + " (2, 6524)\t1\n", + " :\t:\n", + " (15815, 11771)\t1\n", + " (15815, 1624)\t1\n", + " (15815, 12032)\t1\n", + " (15815, 9290)\t1\n", + " (15815, 91)\t1\n", + " (15816, 11771)\t1\n", + " (15816, 1330)\t1\n", + " (15816, 11480)\t1\n", + " (15816, 9520)\t1\n", + " (15816, 8308)\t1\n", + " (15816, 6202)\t1\n", + " (15816, 581)\t1\n", + " (15816, 422)\t1\n", + " (15816, 7837)\t1\n", + " (15817, 5389)\t1\n", + " (15817, 2037)\t1\n", + " (15817, 5460)\t1\n", + " (15817, 6674)\t1\n", + " (15817, 2811)\t1\n", + " (15817, 11250)\t1\n", + " (15817, 546)\t1\n", + " (15817, 9753)\t1\n", + " (15817, 1778)\t1\n", + " (15818, 11771)\t1\n", + " (15818, 4024)\t1\n" + ] + } + ], + "source": [ + "X_train=df_new[:len(df1)]\n", + "print(X_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1., 1., 2., ..., 0., -1., 0.])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y[\"sentiment\"].values" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "X_TEST=df_new[len(df1):]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now our parameters are y,X_train,X_TEST" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X_train,y[\"sentiment\"].values, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Scaling" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# Scale the tweet vectors\n", + "scaler = StandardScaler(with_mean=False)\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)\n", + "X_TEST_scaled= scaler.transform(X_TEST)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Support Vector Machine" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy score of the SVC is: 0.7149178255372945\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " -1.0 0.59 0.49 0.54 278\n", + " 0.0 0.44 0.54 0.48 425\n", + " 1.0 0.80 0.77 0.79 1755\n", + " 2.0 0.76 0.76 0.76 706\n", + "\n", + " accuracy 0.71 3164\n", + " macro avg 0.65 0.64 0.64 3164\n", + "weighted avg 0.72 0.71 0.72 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import classification_report\n", + "\n", + "svc = SVC(kernel='linear')\n", + "svc.fit(X_train, y_train)\n", + "y_pred = svc.predict(X_test)\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy score of the SVC is: 0.6014538558786346\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " -1.0 0.40 0.52 0.45 278\n", + " 0.0 0.34 0.50 0.41 425\n", + " 1.0 0.76 0.64 0.69 1755\n", + " 2.0 0.60 0.61 0.61 706\n", + "\n", + " accuracy 0.60 3164\n", + " macro avg 0.53 0.57 0.54 3164\n", + "weighted avg 0.64 0.60 0.61 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import classification_report\n", + "\n", + "svc = SVC(kernel='linear')\n", + "svc.fit(X_train_scaled, y_train)\n", + "y_pred = svc.predict(X_test_scaled)\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It was noticed that training with unscaled data led to higher training accuracy but lower test accuracy. Inshort scale ur data. Thanks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# GridSearch Using SVC" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Parameters: {'svc__C': 10, 'svc__kernel': 'rbf'}\n", + "Best Score: 0.679494271039115\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.pipeline import Pipeline\n", + "# Create a pipeline with CountVectorizer and SVC\n", + "vectorizer = CountVectorizer()\n", + "pipeline = Pipeline([\n", + " ('svc', SVC())\n", + "])\n", + "\n", + "# Define the parameter grid for GridSearchCV\n", + "param_grid = {\n", + " 'svc__C': [0.1, 1, 10],\n", + " 'svc__kernel': ['linear', 'rbf']\n", + "}\n", + "\n", + "# Initialize GridSearchCV\n", + "grid_search = GridSearchCV(pipeline, param_grid, cv=5)\n", + "\n", + "# Fit the GridSearchCV on the training data\n", + "grid_search.fit(X_train_scaled, y_train)\n", + "\n", + "# Print the best parameters and best score\n", + "print(\"Best Parameters:\", grid_search.best_params_)\n", + "print(\"Best Score:\", grid_search.best_score_)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Logistic Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "lr = LogisticRegression(max_iter=1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegression(max_iter=1000)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lr.fit(X_train_scaled, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "pred_lr = lr.predict(X_test_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classification Report\n", + " precision recall f1-score support\n", + "\n", + " 0: Neutral 0.53 0.46 0.50 278\n", + " 1: ProClimate 0.40 0.51 0.45 425\n", + " 2: News 0.76 0.72 0.74 1755\n", + "-1:AntiClimate 0.67 0.67 0.67 706\n", + "\n", + " accuracy 0.66 3164\n", + " macro avg 0.59 0.59 0.59 3164\n", + " weighted avg 0.67 0.66 0.66 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.metrics import classification_report\n", + "print('Classification Report')\n", + "print(classification_report(y_test, pred_lr, target_names=['0: Neutral', '1: ProClimate','2: News','-1:AntiClimate']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Naive Bayes" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.6463337547408344\n" + ] + } + ], + "source": [ + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "nb_classifier = MultinomialNB()\n", + "\n", + "# Train the classifier\n", + "nb_classifier.fit(X_train_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred = nb_classifier.predict(X_test_scaled)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Neural Network" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MLP Accuracy: 0.6905815423514539\n" + ] + } + ], + "source": [ + "from sklearn.neural_network import MLPClassifier\n", + "mlp_classifier = MLPClassifier()\n", + "mlp_classifier.fit(X_train_scaled, y_train)\n", + "mlp_predictions = mlp_classifier.predict(X_test_scaled)\n", + "mlp_accuracy = accuracy_score(y_test, mlp_predictions)\n", + "print(\"MLP Accuracy:\", mlp_accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# RNN" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1083/1582 [===================>..........] - ETA: 3:30:48 - loss: 0.2792 - accuracy: 0.5347" + ] + } + ], + "source": [ + "import numpy as np\n", + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from keras.models import Sequential\n", + "from keras.layers import Embedding, LSTM, Dense\n", + "\n", + "# Assuming you have already prepared your training and testing data: X_trainrnn, X_testrnn, y_train, y_test\n", + "\n", + "# Convert sparse input data to dense arrays\n", + "X_trainrnn = X_train_scaled.toarray()\n", + "X_testrnn = X_test_scaled.toarray()\n", + "\n", + "# Determine the number of unique tokens in your input data\n", + "num_tokens = int(np.max([np.max(X_trainrnn[i, :]) for i in range(X_trainrnn.shape[0])]) + 1)\n", + "\n", + "model = Sequential()\n", + "model.add(Embedding(input_dim=num_tokens, output_dim=32))\n", + "model.add(LSTM(64))\n", + "model.add(Dense(1, activation='sigmoid'))\n", + "\n", + "# Compile the model\n", + "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "model.fit(X_trainrnn, y_train, batch_size=8, epochs=10, verbose=1)\n", + "\n", + "# Evaluate the model\n", + "_, accuracy = model.evaluate(X_testrnn, y_test)\n", + "print(\"RNN Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Transfomers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install transformers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import tensorflow as tf\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from transformers import TFBertModel, BertTokenizer\n", + "from tensorflow import keras\n", + "from tensorflow.keras.layers import Input, Dense\n", + "from tensorflow.keras.models import Model\n", + "\n", + "# Assuming X_train_scaled, X_test_scaled, y_train, and y_test are available\n", + "\n", + "tokenizer = BertTokenizer.from_pretrained('bert-base-uncased')\n", + "bert_model = TFBertModel.from_pretrained('bert-base-uncased')\n", + "\n", + "# Convert input data to list of strings\n", + "X_train_texts = [str(seq) for seq in X_train_scaled]\n", + "X_test_texts = [str(seq) for seq in X_test_scaled]\n", + "\n", + "# Tokenize and pad the input sequences\n", + "input_ids = tokenizer.batch_encode_plus(X_train_texts, padding='longest', truncation=True, return_tensors='tf')['input_ids']\n", + "input_ids_test = tokenizer.batch_encode_plus(X_test_texts, padding='longest', truncation=True, return_tensors='tf')['input_ids']\n", + "\n", + "# Build the model architecture\n", + "input_layer = Input(shape=(input_ids.shape[1],), dtype=tf.int32)\n", + "bert_output = bert_model(input_layer)[0][:, 0, :]\n", + "output_layer = Dense(1, activation='sigmoid')(bert_output)\n", + "model = Model(inputs=input_layer, outputs=output_layer)\n", + "\n", + "# Compile the model\n", + "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "model.fit(input_ids, y_train, batch_size=8, epochs=3, verbose=1)\n", + "\n", + "# Evaluate the model\n", + "predictions = model.predict(input_ids_test)\n", + "predictions = (predictions > 0.5).astype(int)\n", + "accuracy = accuracy_score(y_test, predictions)\n", + "print(\"Transformers Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "# Initialize Random Forest classifier\n", + "rf_classifier = RandomForestClassifier(n_estimators=100)\n", + "\n", + "# Train the classifier\n", + "rf_classifier.fit(X_train_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred = rf_classifier.predict(X_test_scaled)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Random Forest Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Random Forest with Grid Search" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the parameter grid for grid search\n", + "param_grid = {\n", + " 'n_estimators': [100, 200, 300],\n", + " 'max_depth': [None, 5, 10],\n", + " 'min_samples_split': [2, 5, 10],\n", + " 'min_samples_leaf': [1, 2, 4],\n", + " 'max_features': ['auto', 'sqrt', 'log2']\n", + "}\n", + "\n", + "# Initialize Random Forest classifier\n", + "rf_classifier = RandomForestClassifier()\n", + "\n", + "# Perform grid search to find the best parameters\n", + "grid_search = GridSearchCV(rf_classifier, param_grid, cv=5)\n", + "grid_search.fit(X_train_scaled, y_train)\n", + "\n", + "# Get the best parameters and score\n", + "best_params = grid_search.best_params_\n", + "best_score = grid_search.best_score_\n", + "\n", + "print(\"Best Parameters:\", best_params)\n", + "print(\"Best Score:\", best_score)\n", + "\n", + "# Train the classifier with the best parameters\n", + "best_rf_classifier = RandomForestClassifier(**best_params)\n", + "best_rf_classifier.fit(X_train_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred = best_rf_classifier.predict(X_test_scaled)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Random Forest Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# XGBoost Classifier" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "y_trainint=[int(i) for i in y_train]\n", + "y_testint=[int(i) for i in y_test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Map the labels to [0, 1, 2, 3] instead of 0,-1,2,\n", + "\n", + "\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "label_mapping_train = {label: idx for idx, label in enumerate(np.unique(y_trainint))}\n", + "labels_train = np.array([label_mapping_train[label] for label in y_trainint])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "label_mapping_test = {label: idx for idx, label in enumerate(np.unique(y_testint))}\n", + "labels_test = np.array([label_mapping_test[label] for label in y_testint])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import xgboost as xgb\n", + "# Initialize XGBoost classifier\n", + "xgb_classifier = xgb.XGBClassifier()\n", + "\n", + "\n", + "\n", + "# Train the classifier\n", + "xgb_classifier.fit(X_train_scaled, labels_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred_test = xgb_classifier.predict(X_test_scaled)\n", + "\n", + "#Now we convert changed prediction labels back\n", + "\n", + "# Define inverse mapping dictionaries\n", + "inv_label_mapping_train = {idx: label for label, idx in label_mapping_train.items()}\n", + "inv_label_mapping_test = {idx: label for label, idx in label_mapping_test.items()}\n", + "y_pred_original_test = np.array([inv_label_mapping_test[pred] for pred in y_pred_test])\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred_original_test)\n", + "print(\"XGBoost Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# XGBoost Classifier using Gridsearch CV" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the parameter grid for grid search\n", + "param_grid = {\n", + " 'max_depth': [3, 5, 7],\n", + " 'learning_rate': [0.1, 0.01, 0.001],\n", + " 'n_estimators': [100, 200, 300],\n", + " 'subsample': [0.8, 1.0],\n", + " 'colsample_bytree': [0.8, 1.0],\n", + "}\n", + "\n", + "# Initialize XGBoost classifier\n", + "xgb_classifier = xgb.XGBClassifier()\n", + "\n", + "# Perform grid search to find the best parameters\n", + "grid_search = GridSearchCV(xgb_classifier, param_grid, cv=5)\n", + "grid_search.fit(X_train_scaled, labels_train)\n", + "\n", + "# Get the best parameters and score\n", + "best_params = grid_search.best_params_\n", + "best_score = grid_search.best_score_\n", + "\n", + "print(\"Best Parameters:\", best_params)\n", + "print(\"Best Score:\", best_score)\n", + "\n", + "# Train the classifier with the best parameters\n", + "best_xgb_classifier = xgb.XGBClassifier(**best_params)\n", + "best_xgb_classifier.fit(X_train_scaled, labels_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred_test = best_xgb_classifier.predict(X_test_scaled)\n", + "\n", + "\n", + "\n", + "#Now we convert changed prediction labels back\n", + "\n", + "# Define inverse mapping dictionaries\n", + "inv_label_mapping_train = {idx: label for label, idx in label_mapping_train.items()}\n", + "inv_label_mapping_test = {idx: label for label, idx in label_mapping_test.items()}\n", + "y_pred_original_test = np.array([inv_label_mapping_test[pred] for pred in y_pred_test])\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred_original_test)\n", + "print(\"XGBoost Accuracy:\", accuracy)\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"XGBoost Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "result=lr.predict(X_TEST_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "result=[int(i) for i in result]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "result" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "DAF=pd.DataFrame(result,columns=[\"sentiment\"])\n", + "DAF.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import accuracy_score\n", + "accuracy = accuracy_score(y_test, result)\n", + "print(\"Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "output=pd.DataFrame({\"tweetid\":test_df[\"tweetid\"]})\n", + "submission=output.join(DAF)\n", + "submission" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "submission.to_csv(\"submissions.csv\",index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Tokenization**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "IGNORE THE SECTIONS BELOW THIS CELL FOR NOW" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk import SnowballStemmer, PorterStemmer, LancasterStemmer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "word = 'loving loves lovingly loved lover lovable'\n", + "stemmer = SnowballStemmer('english')\n", + "stemmed_word = stemmer.stem(word)\n", + "print(stemmed_word)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "N-grams" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk.util import ngrams" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ngram = [x for x in ngrams('Classification is a great machine learning technique to learn'.split(' '), 2)]\n", + "print(len(ngram))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# or\n", + "# # Sample code to remove noisy words from a text\n", + "\n", + "# noise_list = [\"is\", \"a\", \"this\", \"...\"] \n", + "# def _remove_noise(input_text):\n", + "# words = input_text.split() \n", + "# noise_free_words = [word for word in words if word not in noise_list] \n", + "# noise_free_text = \" \".join(noise_free_words) \n", + "# return noise_free_text\n", + "\n", + "# print(_remove_noise(\"this is a sample text\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 57d97b2983a881043258f9c879c36b90915d8fb9 Mon Sep 17 00:00:00 2001 From: MeekyT Date: Fri, 16 Jun 2023 13:10:33 +0100 Subject: [PATCH 03/19] Best Model currently,0.72 --- ..._latest_control_controlRNN_COUNT_SVM.ipynb | 4319 +++++++++++++++++ 1 file changed, 4319 insertions(+) create mode 100644 data_cleaning_origial_latest_control_controlRNN_COUNT_SVM.ipynb diff --git a/data_cleaning_origial_latest_control_controlRNN_COUNT_SVM.ipynb b/data_cleaning_origial_latest_control_controlRNN_COUNT_SVM.ipynb new file mode 100644 index 00000000..a98373ac --- /dev/null +++ b/data_cleaning_origial_latest_control_controlRNN_COUNT_SVM.ipynb @@ -0,0 +1,4319 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\numpy\\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.EL2C6PLE4ZYW3ECEVIV3OXXGRN2NRFM2.gfortran-win_amd64.dll\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.FB5AE2TYXYH2IJRDKGDGQ3XBKLKTF43H.gfortran-win_amd64.dll\n", + " warnings.warn(\"loaded more than 1 DLL from .libs:\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\scipy\\__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.0\n", + " warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n" + ] + } + ], + "source": [ + "import pandas as pd #For data loading and data manipulation\n", + "import seaborn as sns #For data visualization \n", + "import matplotlib.pyplot as plt #For data visualization\n", + "%matplotlib inline\n", + "import re\n", + "\n", + "import nltk\n", + "from nltk.corpus import stopwords #For stopword removals\n", + "\n", + "import string #For Punctuations\n", + "\n", + "import numpy as np\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Display.max_colwidth option set to None to show all text content without truncation\n", + "pd.set_option('display.max_colwidth', None)\n", + "\n", + "# Your code to read the DataFrame\n", + "df1 = pd.read_csv('train.csv')\n", + "test_df = pd.read_csv('test_with_no_labels.csv')\n", + "df=pd.concat([df1,test_df])" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetid
01.0PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221
11.0It's not like we lack evidence of anthropogenic global warming126103
22.0RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562
31.0#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736
41.0RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954
51.0Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j425577
61.0RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R294933
71.0RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h…992717
81.0@AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change.664510
91.0RT @paigetweedy: no offense… but like… how do you just not believe… in global warming………260471
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1.0 \n", + "1 1.0 \n", + "2 2.0 \n", + "3 1.0 \n", + "4 1.0 \n", + "5 1.0 \n", + "6 1.0 \n", + "7 1.0 \n", + "8 1.0 \n", + "9 1.0 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "5 Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j \n", + "6 RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R \n", + "7 RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h… \n", + "8 @AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change. \n", + "9 RT @paigetweedy: no offense… but like… how do you just not believe… in global warming……… \n", + "\n", + " tweetid \n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "5 425577 \n", + "6 294933 \n", + "7 992717 \n", + "8 664510 \n", + "9 260471 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the data snippet shown above, we see that the message column contains some noise (stop words, puntuations, mentions, hashtags and even urls). We need to deal with the noise before proceeding to analyze the data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(26365, 3)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 26365 entries, 0 to 10545\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 sentiment 15819 non-null float64\n", + " 1 message 26365 non-null object \n", + " 2 tweetid 26365 non-null int64 \n", + "dtypes: float64(1), int64(1), object(1)\n", + "memory usage: 823.9+ KB\n" + ] + } + ], + "source": [ + "df.info() #Let's see our datatypes" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plot a barg graph to show the distribution of the sentiments\n", + "df['sentiment'].value_counts().plot(kind = 'bar')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.groupby(df[\"tweetid\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **DATA PREPROCESSING**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Stop words**" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "df_train = df.copy() #Let us make a copy of our dataframe to avoid modifying the original dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n" + ] + } + ], + "source": [ + "#To get a list of english stopwords\n", + "stop_words = stopwords.words('english')\n", + "print(stop_words)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidclean_message
01.0PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable
11.0It's not like we lack evidence of anthropogenic global warming126103like lack evidence anthropogenic global warming
22.0RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…
31.0#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736#TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD
41.0RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1.0 \n", + "1 1.0 \n", + "2 2.0 \n", + "3 1.0 \n", + "4 1.0 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "\n", + " tweetid \\\n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "\n", + " clean_message \n", + "0 PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " clean_texts = []\n", + "\n", + "for text in df_train['message']:\n", + " words = text.split()\n", + " filtered_words = [word for word in words if word.lower() not in stop_words]\n", + " clean_text = ' '.join(filtered_words)\n", + " clean_texts.append(clean_text)\n", + "\n", + "# clean_texts\n", + "df_train['clean_message'] = clean_texts\n", + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**QUESTION**\n", + "Should we drop the original message column at this point? Or would it be useful for future reference?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Urls**" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "#Remove urls and replace with 'url'\n", + " \n", + "pattern_url = r'http[s]?://(?:[A-Za-z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9A-Fa-f][0-9A-Fa-f]))+'\n", + "\n", + "subs_url = r'url'\n", + "\n", + "df_train['clean_message'] = df_train['clean_message'].replace(to_replace = pattern_url, value = subs_url, regex = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'RT @RawStory: Researchers say three years act climate change it’s late url url…'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Punctuation**" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "!\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n" + ] + } + ], + "source": [ + "#Convert message to lower case\n", + "df_train['clean_message'] = df_train['clean_message'].str.lower()\n", + "\n", + "print(string.punctuation)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt paigetweedy offense… like… believe… global warming………'" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def remove_punctuation(message):\n", + " return ''.join([l for l in message if l not in string.punctuation])\n", + "\n", + "\n", + "df_train['clean_message'] = df_train['clean_message'].apply(remove_punctuation)\n", + "df_train['clean_message'].iloc[9]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt rawstory researchers say three years act climate change it’s late url url…'" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Despite removing puntuations, we still observe some curly quotation marks and repeated punctuations.\n", + "\n", + "Let's deal with these using regular expression(regex)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt rawstory researchers say three years act climate change its late url url'" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def clean_text(text):\n", + " text = re.sub(r'[^\\w\\s\"“”]', '', text) # Remove non-alphanumeric characters and curly quotation marks\n", + " text = re.sub(r'\\s+', ' ', text) # Remove extra whitespaces\n", + " text = re.sub(r'([!?.])\\1+', r'\\1', text) # Remove repeated punctuation marks\n", + " return text.strip()\n", + "\n", + "# Apply the clean_text function to the 'message' column\n", + "df_train['clean_message'] = df_train['clean_message'].apply(clean_text)\n", + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt paigetweedy offense like believe global warming'" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[9]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looks like our data has been delivered of every noise......." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(26365, 4)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "df_train=df_train.drop([\"message\"],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_message
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Improved CountVectorizer using SVM" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.model_selection import GridSearchCV, train_test_split\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.svm import SVC\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 1.0\n", + "1 1.0\n", + "2 2.0\n", + "3 1.0\n", + "4 1.0\n", + " ... \n", + "15814 1.0\n", + "15815 2.0\n", + "15816 0.0\n", + "15817 -1.0\n", + "15818 0.0\n", + "Name: sentiment, Length: 15819, dtype: float64" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y=df_train[:len(df1)][\"sentiment\"]\n", + "y" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable\n", + "1 like lack evidence anthropogenic global warming\n", + "2 rt rawstory researchers say three years act climate change its late url url\n", + "3 todayinmaker wired 2016 pivotal year war climate change url\n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight\n", + " ... \n", + "15814 rt ezlusztig took material global warming lgbt rights health care theyre hocking melanias qvc https\n", + "15815 rt washingtonpost climate change could breaking 200millionyearold relationship url\n", + "15816 notiven rt nytimesworld what trump actually believe climate change rick perry joins aides url\n", + "15817 rt sara8smiles hey liberals climate change crap hoax ties agenda2030 climate changed byãââ\n", + "15818 rt chetcannon kurteichenwalds climate change equation 4 screenshots url\n", + "Name: clean_message, Length: 15819, dtype: object\n" + ] + } + ], + "source": [ + "X_trains=df_train[:len(df1)][\"clean_message\"]\n", + "print(X_trains)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.],\n", + " [ 1.],\n", + " [ 2.],\n", + " ...,\n", + " [ 0.],\n", + " [-1.],\n", + " [ 0.]])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y.values" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "X_TEST=df_train[len(df1):][\"clean_message\"]\n", + "X_TEST=X_TEST.values" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "X_TEST_lower = [text.lower() for text in X_TEST]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now our parameters are y,X_train,X_TEST" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X_train.values,y[\"sentiment\"].values, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Scaling" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "12655" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(X_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "JUST RUN THE NEXT CODE AFTER STEMMATIZING" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Score: 0.7177400237060451\n", + "Best Parameters: {'clf__C': 1, 'clf__kernel': 'rbf', 'vect__max_features': 2000, 'vect__ngram_range': (1, 1)}\n", + "Accuracy: 0.72724399494311\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.svm import SVC\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.preprocessing import MaxAbsScaler\n", + "\n", + "# Assuming you have the following data: X (input text), y (labels)\n", + "\n", + "# Split the data into training and testing sets\n", + "X_train, X_test, y_train, y_test = train_test_split(X_trains, y, test_size=0.2, random_state=42)\n", + "\n", + "# Define the pipeline with CountVectorizer and SVM\n", + "pipeline = Pipeline([\n", + " ('vect', CountVectorizer()),\n", + " ('scaler', MaxAbsScaler()),\n", + " ('clf', SVC())\n", + "])\n", + "\n", + "# Define the parameter grid for grid search\n", + "param_grid = {\n", + " 'vect__max_features': [500, 1000, 2000], # Number of features\n", + " 'vect__ngram_range': [(1, 1), (1, 2)], # Range of n-grams\n", + " 'clf__C': [0.1, 1, 10], # Regularization parameter\n", + " 'clf__kernel': ['linear', 'rbf'] # Kernel function\n", + "}\n", + "\n", + "# Create the grid search object\n", + "grid_search = GridSearchCV(pipeline, param_grid, cv=5, scoring='accuracy')\n", + "\n", + "# Fit the grid search to the training data\n", + "grid_search.fit(X_train, y_train)\n", + "\n", + "# Print the best score and best parameters\n", + "print(\"Best Score:\", grid_search.best_score_)\n", + "print(\"Best Parameters:\", grid_search.best_params_)\n", + "\n", + "# Evaluate the best model on the testing data\n", + "best_model = grid_search.best_estimator_\n", + "y_pred = best_model.predict(X_test)\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "# Transform the X_TEST dataset using the same CountVectorizer parameters\n", + "# Transform the X_TEST dataset using the same CountVectorizer fitted on the training data\n", + "X_TEST_transformed = best_model.named_steps['vect'].transform(X_TEST)\n", + "\n", + "# Predict values using the best model\n", + "predictions = best_model.predict(X_TEST)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "result=[int(i) for i in predictions]" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentiment
01
11
21
31
40
\n", + "
" + ], + "text/plain": [ + " sentiment\n", + "0 1\n", + "1 1\n", + "2 1\n", + "3 1\n", + "4 0" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "DAF=pd.DataFrame(result,columns=[\"sentiment\"])\n", + "DAF.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
tweetidsentiment
01697601
1353261
22249851
34762631
48729280
.........
105418957141
105428751671
10543783292
105448674550
105454708921
\n", + "

10546 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " tweetid sentiment\n", + "0 169760 1\n", + "1 35326 1\n", + "2 224985 1\n", + "3 476263 1\n", + "4 872928 0\n", + "... ... ...\n", + "10541 895714 1\n", + "10542 875167 1\n", + "10543 78329 2\n", + "10544 867455 0\n", + "10545 470892 1\n", + "\n", + "[10546 rows x 2 columns]" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "output=pd.DataFrame({\"tweetid\":test_df[\"tweetid\"]})\n", + "submission=output.join(DAF)\n", + "submission" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "submission.to_csv(\"submissions.csv\",index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Invalid parameter C for estimator RandomForestClassifier(). Check the list of available parameters with `estimator.get_params().keys()`.", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_2600/39932481.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 27\u001b[0m \u001b[1;31m# Perform grid search with cross-validation\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 28\u001b[0m \u001b[0mgrid_search\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mGridSearchCV\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpipeline\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparam_grid\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mparam_grid\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcv\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 29\u001b[1;33m \u001b[0mgrid_search\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 30\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 31\u001b[0m \u001b[1;31m# Get the best model and its parameters\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36minner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 62\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m<=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 63\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 64\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 65\u001b[0m \u001b[1;31m# extra_args > 0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, X, y, groups, **fit_params)\u001b[0m\n\u001b[0;32m 839\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mresults\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 840\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 841\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_run_search\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mevaluate_candidates\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 842\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 843\u001b[0m \u001b[1;31m# multimetric is determined here because in the case of a callable\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py\u001b[0m in \u001b[0;36m_run_search\u001b[1;34m(self, evaluate_candidates)\u001b[0m\n\u001b[0;32m 1294\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_run_search\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mevaluate_candidates\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1295\u001b[0m \u001b[1;34m\"\"\"Search all candidates in param_grid\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1296\u001b[1;33m \u001b[0mevaluate_candidates\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mParameterGrid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparam_grid\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1297\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1298\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py\u001b[0m in \u001b[0;36mevaluate_candidates\u001b[1;34m(candidate_params, cv, more_results)\u001b[0m\n\u001b[0;32m 793\u001b[0m n_splits, n_candidates, n_candidates * n_splits))\n\u001b[0;32m 794\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 795\u001b[1;33m out = parallel(delayed(_fit_and_score)(clone(base_estimator),\n\u001b[0m\u001b[0;32m 796\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 797\u001b[0m \u001b[0mtrain\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtrain\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtest\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtest\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, iterable)\u001b[0m\n\u001b[0;32m 1041\u001b[0m \u001b[1;31m# remaining jobs.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1042\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_iterating\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1043\u001b[1;33m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdispatch_one_batch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1044\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_iterating\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_original_iterator\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1045\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py\u001b[0m in \u001b[0;36mdispatch_one_batch\u001b[1;34m(self, iterator)\u001b[0m\n\u001b[0;32m 859\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 860\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 861\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_dispatch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtasks\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 862\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 863\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py\u001b[0m in \u001b[0;36m_dispatch\u001b[1;34m(self, batch)\u001b[0m\n\u001b[0;32m 777\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_lock\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 778\u001b[0m \u001b[0mjob_idx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jobs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 779\u001b[1;33m \u001b[0mjob\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_backend\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply_async\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcallback\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 780\u001b[0m \u001b[1;31m# A job can complete so quickly than its callback is\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 781\u001b[0m \u001b[1;31m# called before we get here, causing self._jobs to\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\_parallel_backends.py\u001b[0m in \u001b[0;36mapply_async\u001b[1;34m(self, func, callback)\u001b[0m\n\u001b[0;32m 206\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mapply_async\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcallback\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 207\u001b[0m \u001b[1;34m\"\"\"Schedule a func to be run\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 208\u001b[1;33m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mImmediateResult\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 209\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mcallback\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 210\u001b[0m \u001b[0mcallback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\_parallel_backends.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, batch)\u001b[0m\n\u001b[0;32m 570\u001b[0m \u001b[1;31m# Don't delay the application, to avoid keeping the input\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 571\u001b[0m \u001b[1;31m# arguments in memory\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 572\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbatch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 573\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 574\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 260\u001b[0m \u001b[1;31m# change the default number of processes to -1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 261\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mparallel_backend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_backend\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_jobs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_n_jobs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 262\u001b[1;33m return [func(*args, **kwargs)\n\u001b[0m\u001b[0;32m 263\u001b[0m for func, args, kwargs in self.items]\n\u001b[0;32m 264\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py\u001b[0m in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 260\u001b[0m \u001b[1;31m# change the default number of processes to -1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 261\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mparallel_backend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_backend\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_jobs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_n_jobs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 262\u001b[1;33m return [func(*args, **kwargs)\n\u001b[0m\u001b[0;32m 263\u001b[0m for func, args, kwargs in self.items]\n\u001b[0;32m 264\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\fixes.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 220\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 221\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mconfig_context\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfig\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 222\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunction\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\u001b[0m in \u001b[0;36m_fit_and_score\u001b[1;34m(estimator, X, y, scorer, train, test, verbose, parameters, fit_params, return_train_score, return_parameters, return_n_test_samples, return_times, return_estimator, split_progress, candidate_progress, error_score)\u001b[0m\n\u001b[0;32m 584\u001b[0m \u001b[0mcloned_parameters\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mclone\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msafe\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 585\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 586\u001b[1;33m \u001b[0mestimator\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_params\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mcloned_parameters\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 587\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 588\u001b[0m \u001b[0mstart_time\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\u001b[0m in \u001b[0;36mset_params\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m 148\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 149\u001b[0m \"\"\"\n\u001b[1;32m--> 150\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_params\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'steps'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 151\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 152\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\metaestimators.py\u001b[0m in \u001b[0;36m_set_params\u001b[1;34m(self, attr, **params)\u001b[0m\n\u001b[0;32m 52\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_replace_estimator\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mattr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 53\u001b[0m \u001b[1;31m# 3. Step parameters and other initialisation arguments\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 54\u001b[1;33m \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_params\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 55\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 56\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\base.py\u001b[0m in \u001b[0;36mset_params\u001b[1;34m(self, **params)\u001b[0m\n\u001b[0;32m 240\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 241\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msub_params\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mnested_params\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 242\u001b[1;33m \u001b[0mvalid_params\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_params\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0msub_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 243\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 244\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\base.py\u001b[0m in \u001b[0;36mset_params\u001b[1;34m(self, **params)\u001b[0m\n\u001b[0;32m 228\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdelim\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msub_key\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpartition\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'__'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 229\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mkey\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mvalid_params\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 230\u001b[1;33m raise ValueError('Invalid parameter %s for estimator %s. '\n\u001b[0m\u001b[0;32m 231\u001b[0m \u001b[1;34m'Check the list of available parameters '\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 232\u001b[0m \u001b[1;34m'with `estimator.get_params().keys()`.'\u001b[0m \u001b[1;33m%\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mValueError\u001b[0m: Invalid parameter C for estimator RandomForestClassifier(). Check the list of available parameters with `estimator.get_params().keys()`." + ] + } + ], + "source": [ + "from sklearn.pipeline import Pipeline\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.model_selection import GridSearchCV\n", + "\n", + "# Define the pipeline\n", + "pipeline = Pipeline([\n", + " ('vect', CountVectorizer()),\n", + " ('scaler', MaxAbsScaler()),\n", + " ('clf', RandomForestClassifier())\n", + "])\n", + "\n", + "# Define the parameter grid\n", + "param_grid = {\n", + " 'vect__max_features': [1000, 2000, 3000],\n", + " 'vect__ngram_range': [(1, 1), (1, 2)], # Range of n-grams\n", + " 'clf__C': [0.1, 1, 10], # Regularization parameter\n", + " 'clf__kernel': ['linear', 'rbf'], # Kernel function\n", + " 'clf__n_estimators': [100, 200, 300],\n", + " 'clf__max_depth': [None, 10, 20],\n", + " 'clf__min_samples_split': [2, 5, 10],\n", + " 'clf__min_samples_leaf': [1, 2, 4],\n", + " 'clf__max_features': ['auto', 'sqrt'],\n", + " 'clf__bootstrap': [True, False]\n", + "}\n", + "\n", + "# Perform grid search with cross-validation\n", + "grid_search = GridSearchCV(pipeline, param_grid=param_grid, cv=5)\n", + "grid_search.fit(X_train, y_train)\n", + "\n", + "# Get the best model and its parameters\n", + "best_model = grid_search.best_estimator_\n", + "best_params = grid_search.best_params_\n", + "\n", + "# Evaluate the best model on the testing data\n", + "best_model = grid_search.best_estimator_\n", + "y_pred = best_model.predict(X_test)\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<10546x2000 sparse matrix of type ''\n", + "\twith 96140 stored elements in Compressed Sparse Row format>" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_TEST_transformed" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Score: 0.7187672856578429\n", + "Best Parameters: {'clf__C': 1, 'clf__kernel': 'rbf', 'vect__max_features': 2000, 'vect__ngram_range': (1, 1)}\n", + "Accuracy: 0.7304045512010113\n" + ] + } + ], + "source": [ + "# Assuming you have the following data: X (input text), y (labels)\n", + "\n", + "# Split the data into training and testing sets\n", + "\n", + "# Define the pipeline with CountVectorizer and SVM\n", + "pipeline = Pipeline([\n", + " ('vect', CountVectorizer()),\n", + " ('clf', SVC())\n", + "])\n", + "\n", + "# Define the parameter grid for grid search\n", + "param_grid = {\n", + " 'vect__max_features': [500, 1000, 2000], # Number of features\n", + " 'vect__ngram_range': [(1, 1), (1, 2)], # Range of n-grams\n", + " 'clf__C': [0.1, 1, 10], # Regularization parameter\n", + " 'clf__kernel': ['linear', 'rbf'] # Kernel function\n", + "}\n", + "\n", + "# Create the grid search object\n", + "grid_search = GridSearchCV(pipeline, param_grid, cv=5, scoring='accuracy')\n", + "\n", + "# Fit the grid search to the training data\n", + "grid_search.fit(X_train, y_train)\n", + "\n", + "# Print the best score and best parameters\n", + "print(\"Best Score:\", grid_search.best_score_)\n", + "print(\"Best Parameters:\", grid_search.best_params_)\n", + "\n", + "# Evaluate the best model on the testing data\n", + "best_model = grid_search.best_estimator_\n", + "accuracy = best_model.score(X_test, y_test)\n", + "print(\"Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n", + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:615: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: \n", + "Traceback (most recent call last):\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 598, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 341, in fit\n", + " Xt = self._fit(X, y, **fit_params_steps)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 303, in _fit\n", + " X, fitted_transformer = fit_transform_one_cached(\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\joblib\\memory.py\", line 349, in __call__\n", + " return self.func(*args, **kwargs)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py\", line 754, in _fit_transform_one\n", + " res = transformer.fit_transform(X, y, **fit_params)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\base.py\", line 702, in fit_transform\n", + " return self.fit(X, y, **fit_params).transform(X)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 730, in fit\n", + " return self.partial_fit(X, y, sample_weight)\n", + " File \"C:\\Users\\HP\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_data.py\", line 793, in partial_fit\n", + " raise ValueError(\n", + "ValueError: Cannot center sparse matrices: pass `with_mean=False` instead. See docstring for motivation and alternatives.\n", + "\n", + " warnings.warn(\"Estimator fit failed. The score on this train-test\"\n" + ] + } + ], + "source": [ + "\n", + "\n", + "# Define the pipeline with CountVectorizer and SVM\n", + "pipeline = Pipeline([\n", + " ('vect', CountVectorizer()),\n", + " ('scaler', StandardScaler(with_mean=False)),\n", + " ('clf', SVC())\n", + "])\n", + "\n", + "# Define the parameter grid for grid search\n", + "param_grid = {\n", + " 'vect__max_features': [500, 1000, 2000], # Number of features\n", + " 'vect__ngram_range': [(1, 1), (1, 2)], # Range of n-grams\n", + " 'scaler__with_mean': [True, False], # Whether to center the data\n", + " 'clf__C': [0.1, 1, 10], # Regularization parameter\n", + " 'clf__kernel': ['linear', 'rbf'] # Kernel function\n", + "}\n", + "\n", + "# Create the grid search object\n", + "grid_search = GridSearchCV(pipeline, param_grid, cv=5, scoring='accuracy')\n", + "\n", + "# Fit the grid search to the training data\n", + "grid_search.fit(X_train, y_train)\n", + "\n", + "# Print the best score and best parameters\n", + "print(\"Best Score:\", grid_search.best_score_)\n", + "print(\"Best Parameters:\", grid_search.best_params_)\n", + "\n", + "# Evaluate the best model on the testing data\n", + "best_model = grid_search.best_estimator_\n", + "y_pred = best_model.predict(X_test)\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Support Vector Machine" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy score of the SVC is: 0.7149178255372945\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " -1.0 0.59 0.49 0.54 278\n", + " 0.0 0.44 0.54 0.48 425\n", + " 1.0 0.80 0.77 0.79 1755\n", + " 2.0 0.76 0.76 0.76 706\n", + "\n", + " accuracy 0.71 3164\n", + " macro avg 0.65 0.64 0.64 3164\n", + "weighted avg 0.72 0.71 0.72 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import classification_report\n", + "\n", + "svc = SVC(kernel='linear')\n", + "svc.fit(X_train, y_train)\n", + "y_pred = svc.predict(X_test)\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy score of the SVC is: 0.6014538558786346\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " -1.0 0.40 0.52 0.45 278\n", + " 0.0 0.34 0.50 0.41 425\n", + " 1.0 0.76 0.64 0.69 1755\n", + " 2.0 0.60 0.61 0.61 706\n", + "\n", + " accuracy 0.60 3164\n", + " macro avg 0.53 0.57 0.54 3164\n", + "weighted avg 0.64 0.60 0.61 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import classification_report\n", + "\n", + "svc = SVC(kernel='linear')\n", + "svc.fit(X_train_scaled, y_train)\n", + "y_pred = svc.predict(X_test_scaled)\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It was noticed that training with unscaled data led to higher training accuracy but lower test accuracy. Inshort scale ur data. Thanks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# GridSearch Using SVC" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Parameters: {'svc__C': 10, 'svc__kernel': 'rbf'}\n", + "Best Score: 0.679494271039115\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.pipeline import Pipeline\n", + "# Create a pipeline with CountVectorizer and SVC\n", + "vectorizer = CountVectorizer()\n", + "pipeline = Pipeline([\n", + " ('svc', SVC())\n", + "])\n", + "\n", + "# Define the parameter grid for GridSearchCV\n", + "param_grid = {\n", + " 'svc__C': [0.1, 1, 10],\n", + " 'svc__kernel': ['linear', 'rbf']\n", + "}\n", + "\n", + "# Initialize GridSearchCV\n", + "grid_search = GridSearchCV(pipeline, param_grid, cv=5)\n", + "\n", + "# Fit the GridSearchCV on the training data\n", + "grid_search.fit(X_train_scaled, y_train)\n", + "\n", + "# Print the best parameters and best score\n", + "print(\"Best Parameters:\", grid_search.best_params_)\n", + "print(\"Best Score:\", grid_search.best_score_)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Logistic Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "lr = LogisticRegression(max_iter=1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegression(max_iter=1000)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lr.fit(X_train_scaled, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "pred_lr = lr.predict(X_test_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classification Report\n", + " precision recall f1-score support\n", + "\n", + " 0: Neutral 0.53 0.46 0.50 278\n", + " 1: ProClimate 0.40 0.51 0.45 425\n", + " 2: News 0.76 0.72 0.74 1755\n", + "-1:AntiClimate 0.67 0.67 0.67 706\n", + "\n", + " accuracy 0.66 3164\n", + " macro avg 0.59 0.59 0.59 3164\n", + " weighted avg 0.67 0.66 0.66 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.metrics import classification_report\n", + "print('Classification Report')\n", + "print(classification_report(y_test, pred_lr, target_names=['0: Neutral', '1: ProClimate','2: News','-1:AntiClimate']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Naive Bayes" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.6463337547408344\n" + ] + } + ], + "source": [ + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "nb_classifier = MultinomialNB()\n", + "\n", + "# Train the classifier\n", + "nb_classifier.fit(X_train_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred = nb_classifier.predict(X_test_scaled)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Neural Network" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MLP Accuracy: 0.6905815423514539\n" + ] + } + ], + "source": [ + "from sklearn.neural_network import MLPClassifier\n", + "mlp_classifier = MLPClassifier()\n", + "mlp_classifier.fit(X_train_scaled, y_train)\n", + "mlp_predictions = mlp_classifier.predict(X_test_scaled)\n", + "mlp_accuracy = accuracy_score(y_test, mlp_predictions)\n", + "print(\"MLP Accuracy:\", mlp_accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# RNN" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1083/1582 [===================>..........] - ETA: 3:30:48 - loss: 0.2792 - accuracy: 0.5347" + ] + } + ], + "source": [ + "import numpy as np\n", + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from keras.models import Sequential\n", + "from keras.layers import Embedding, LSTM, Dense\n", + "\n", + "# Assuming you have already prepared your training and testing data: X_trainrnn, X_testrnn, y_train, y_test\n", + "\n", + "# Convert sparse input data to dense arrays\n", + "X_trainrnn = X_train_scaled.toarray()\n", + "X_testrnn = X_test_scaled.toarray()\n", + "\n", + "# Determine the number of unique tokens in your input data\n", + "num_tokens = int(np.max([np.max(X_trainrnn[i, :]) for i in range(X_trainrnn.shape[0])]) + 1)\n", + "\n", + "model = Sequential()\n", + "model.add(Embedding(input_dim=num_tokens, output_dim=32))\n", + "model.add(LSTM(64))\n", + "model.add(Dense(1, activation='sigmoid'))\n", + "\n", + "# Compile the model\n", + "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "model.fit(X_trainrnn, y_train, batch_size=8, epochs=10, verbose=1)\n", + "\n", + "# Evaluate the model\n", + "_, accuracy = model.evaluate(X_testrnn, y_test)\n", + "print(\"RNN Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Transfomers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install transformers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import tensorflow as tf\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from transformers import TFBertModel, BertTokenizer\n", + "from tensorflow import keras\n", + "from tensorflow.keras.layers import Input, Dense\n", + "from tensorflow.keras.models import Model\n", + "\n", + "# Assuming X_train_scaled, X_test_scaled, y_train, and y_test are available\n", + "\n", + "tokenizer = BertTokenizer.from_pretrained('bert-base-uncased')\n", + "bert_model = TFBertModel.from_pretrained('bert-base-uncased')\n", + "\n", + "# Convert input data to list of strings\n", + "X_train_texts = [str(seq) for seq in X_train_scaled]\n", + "X_test_texts = [str(seq) for seq in X_test_scaled]\n", + "\n", + "# Tokenize and pad the input sequences\n", + "input_ids = tokenizer.batch_encode_plus(X_train_texts, padding='longest', truncation=True, return_tensors='tf')['input_ids']\n", + "input_ids_test = tokenizer.batch_encode_plus(X_test_texts, padding='longest', truncation=True, return_tensors='tf')['input_ids']\n", + "\n", + "# Build the model architecture\n", + "input_layer = Input(shape=(input_ids.shape[1],), dtype=tf.int32)\n", + "bert_output = bert_model(input_layer)[0][:, 0, :]\n", + "output_layer = Dense(1, activation='sigmoid')(bert_output)\n", + "model = Model(inputs=input_layer, outputs=output_layer)\n", + "\n", + "# Compile the model\n", + "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "model.fit(input_ids, y_train, batch_size=8, epochs=3, verbose=1)\n", + "\n", + "# Evaluate the model\n", + "predictions = model.predict(input_ids_test)\n", + "predictions = (predictions > 0.5).astype(int)\n", + "accuracy = accuracy_score(y_test, predictions)\n", + "print(\"Transformers Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "# Initialize Random Forest classifier\n", + "rf_classifier = RandomForestClassifier(n_estimators=100)\n", + "\n", + "# Train the classifier\n", + "rf_classifier.fit(X_train_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred = rf_classifier.predict(X_test_scaled)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Random Forest Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Random Forest with Grid Search" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the parameter grid for grid search\n", + "param_grid = {\n", + " 'n_estimators': [100, 200, 300],\n", + " 'max_depth': [None, 5, 10],\n", + " 'min_samples_split': [2, 5, 10],\n", + " 'min_samples_leaf': [1, 2, 4],\n", + " 'max_features': ['auto', 'sqrt', 'log2']\n", + "}\n", + "\n", + "# Initialize Random Forest classifier\n", + "rf_classifier = RandomForestClassifier()\n", + "\n", + "# Perform grid search to find the best parameters\n", + "grid_search = GridSearchCV(rf_classifier, param_grid, cv=5)\n", + "grid_search.fit(X_train_scaled, y_train)\n", + "\n", + "# Get the best parameters and score\n", + "best_params = grid_search.best_params_\n", + "best_score = grid_search.best_score_\n", + "\n", + "print(\"Best Parameters:\", best_params)\n", + "print(\"Best Score:\", best_score)\n", + "\n", + "# Train the classifier with the best parameters\n", + "best_rf_classifier = RandomForestClassifier(**best_params)\n", + "best_rf_classifier.fit(X_train_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred = best_rf_classifier.predict(X_test_scaled)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Random Forest Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# XGBoost Classifier" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "y_trainint=[int(i) for i in y_train]\n", + "y_testint=[int(i) for i in y_test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Map the labels to [0, 1, 2, 3] instead of 0,-1,2,\n", + "\n", + "\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "label_mapping_train = {label: idx for idx, label in enumerate(np.unique(y_trainint))}\n", + "labels_train = np.array([label_mapping_train[label] for label in y_trainint])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "label_mapping_test = {label: idx for idx, label in enumerate(np.unique(y_testint))}\n", + "labels_test = np.array([label_mapping_test[label] for label in y_testint])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import xgboost as xgb\n", + "# Initialize XGBoost classifier\n", + "xgb_classifier = xgb.XGBClassifier()\n", + "\n", + "\n", + "\n", + "# Train the classifier\n", + "xgb_classifier.fit(X_train_scaled, labels_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred_test = xgb_classifier.predict(X_test_scaled)\n", + "\n", + "#Now we convert changed prediction labels back\n", + "\n", + "# Define inverse mapping dictionaries\n", + "inv_label_mapping_train = {idx: label for label, idx in label_mapping_train.items()}\n", + "inv_label_mapping_test = {idx: label for label, idx in label_mapping_test.items()}\n", + "y_pred_original_test = np.array([inv_label_mapping_test[pred] for pred in y_pred_test])\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred_original_test)\n", + "print(\"XGBoost Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# XGBoost Classifier using Gridsearch CV" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the parameter grid for grid search\n", + "param_grid = {\n", + " 'max_depth': [3, 5, 7],\n", + " 'learning_rate': [0.1, 0.01, 0.001],\n", + " 'n_estimators': [100, 200, 300],\n", + " 'subsample': [0.8, 1.0],\n", + " 'colsample_bytree': [0.8, 1.0],\n", + "}\n", + "\n", + "# Initialize XGBoost classifier\n", + "xgb_classifier = xgb.XGBClassifier()\n", + "\n", + "# Perform grid search to find the best parameters\n", + "grid_search = GridSearchCV(xgb_classifier, param_grid, cv=5)\n", + "grid_search.fit(X_train_scaled, labels_train)\n", + "\n", + "# Get the best parameters and score\n", + "best_params = grid_search.best_params_\n", + "best_score = grid_search.best_score_\n", + "\n", + "print(\"Best Parameters:\", best_params)\n", + "print(\"Best Score:\", best_score)\n", + "\n", + "# Train the classifier with the best parameters\n", + "best_xgb_classifier = xgb.XGBClassifier(**best_params)\n", + "best_xgb_classifier.fit(X_train_scaled, labels_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred_test = best_xgb_classifier.predict(X_test_scaled)\n", + "\n", + "\n", + "\n", + "#Now we convert changed prediction labels back\n", + "\n", + "# Define inverse mapping dictionaries\n", + "inv_label_mapping_train = {idx: label for label, idx in label_mapping_train.items()}\n", + "inv_label_mapping_test = {idx: label for label, idx in label_mapping_test.items()}\n", + "y_pred_original_test = np.array([inv_label_mapping_test[pred] for pred in y_pred_test])\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred_original_test)\n", + "print(\"XGBoost Accuracy:\", accuracy)\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"XGBoost Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "result=lr.predict(X_TEST_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "result=[int(i) for i in result]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "result" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "DAF=pd.DataFrame(result,columns=[\"sentiment\"])\n", + "DAF.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import accuracy_score\n", + "accuracy = accuracy_score(y_test, result)\n", + "print(\"Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "output=pd.DataFrame({\"tweetid\":test_df[\"tweetid\"]})\n", + "submission=output.join(DAF)\n", + "submission" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "submission.to_csv(\"submissions.csv\",index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Tokenization**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "IGNORE THE SECTIONS BELOW THIS CELL FOR NOW" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk import SnowballStemmer, PorterStemmer, LancasterStemmer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "word = 'loving loves lovingly loved lover lovable'\n", + "stemmer = SnowballStemmer('english')\n", + "stemmed_word = stemmer.stem(word)\n", + "print(stemmed_word)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "N-grams" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk.util import ngrams" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ngram = [x for x in ngrams('Classification is a great machine learning technique to learn'.split(' '), 2)]\n", + "print(len(ngram))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# or\n", + "# # Sample code to remove noisy words from a text\n", + "\n", + "# noise_list = [\"is\", \"a\", \"this\", \"...\"] \n", + "# def _remove_noise(input_text):\n", + "# words = input_text.split() \n", + "# noise_free_words = [word for word in words if word not in noise_list] \n", + "# noise_free_text = \" \".join(noise_free_words) \n", + "# return noise_free_text\n", + "\n", + "# print(_remove_noise(\"this is a sample text\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 1306f6d97f6fe77c75a7cb35a745337778b8223c Mon Sep 17 00:00:00 2001 From: obinnameso <127059513+obinnameso@users.noreply.github.com> Date: Sat, 17 Jun 2023 13:56:44 +0100 Subject: [PATCH 04/19] Add files via upload this notebook used lemmatized tweets and rf_model using gridSearch to make predictions. --- twitter_sentiment_notebook.ipynb | 4380 ++++++++++++++++++++++++++++++ 1 file changed, 4380 insertions(+) create mode 100644 twitter_sentiment_notebook.ipynb diff --git a/twitter_sentiment_notebook.ipynb b/twitter_sentiment_notebook.ipynb new file mode 100644 index 00000000..321431a9 --- /dev/null +++ b/twitter_sentiment_notebook.ipynb @@ -0,0 +1,4380 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd #For data loading and data manipulation\n", + "import seaborn as sns #For data visualization \n", + "import matplotlib.pyplot as plt #For data visualization\n", + "%matplotlib inline\n", + "import re\n", + "\n", + "import nltk\n", + "from nltk.corpus import stopwords #For stopword removals\n", + "\n", + "import string #For Punctuations\n", + "\n", + "import numpy as np\n", + "from nltk.stem import WordNetLemmatizer\n", + "from nltk.tokenize import word_tokenize, TreebankWordTokenizer\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.model_selection import cross_val_score\n", + "import xgboost as xgb\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Display.max_colwidth option set to None to show all text content without truncation\n", + "pd.set_option('display.max_colwidth', None)\n", + "\n", + "# Your code to read the DataFrame\n", + "df1 = pd.read_csv('train.csv')\n", + "test_df = pd.read_csv('test_with_no_labels.csv')\n", + "df=pd.concat([df1,test_df])" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetid
01.0PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221
11.0It's not like we lack evidence of anthropogenic global warming126103
22.0RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562
31.0#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736
41.0RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954
51.0Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j425577
61.0RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R294933
71.0RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h…992717
81.0@AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change.664510
91.0RT @paigetweedy: no offense… but like… how do you just not believe… in global warming………260471
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1.0 \n", + "1 1.0 \n", + "2 2.0 \n", + "3 1.0 \n", + "4 1.0 \n", + "5 1.0 \n", + "6 1.0 \n", + "7 1.0 \n", + "8 1.0 \n", + "9 1.0 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "5 Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j \n", + "6 RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R \n", + "7 RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h… \n", + "8 @AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change. \n", + "9 RT @paigetweedy: no offense… but like… how do you just not believe… in global warming……… \n", + "\n", + " tweetid \n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "5 425577 \n", + "6 294933 \n", + "7 992717 \n", + "8 664510 \n", + "9 260471 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the data snippet shown above, we see that the message column contains some noise (stop words, puntuations, mentions, hashtags and even urls). We need to deal with the noise before proceeding to analyze the data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(26365, 3)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 26365 entries, 0 to 10545\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 sentiment 15819 non-null float64\n", + " 1 message 26365 non-null object \n", + " 2 tweetid 26365 non-null int64 \n", + "dtypes: float64(1), int64(1), object(1)\n", + "memory usage: 823.9+ KB\n" + ] + } + ], + "source": [ + "df.info() #Let's see our datatypes" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Separate minority and majority classes\n", + "news = df1[df1['sentiment']== 2]\n", + "pro = df1[df1['sentiment']== 1]\n", + "neutral = df1[df1['sentiment']== 0]\n", + "anti = df1[df1['sentiment']== -1]\n", + "\n", + "labels = df1['sentiment'].unique()\n", + "heights = [len(news),len(pro), len(neutral), len(anti)]\n", + "plt.bar(labels,heights,color='green')\n", + "plt.xticks(labels,['news(2)','pro(1)', 'neutral(0)', 'anti(-1)'], rotation = 60)\n", + "plt.ylabel(\"no. of observations\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **DATA PREPROCESSING**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Stop words**" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "df_train = df.copy() #Let us make a copy of our dataframe to avoid modifying the original dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n" + ] + } + ], + "source": [ + "#To get a list of english stopwords\n", + "stop_words = stopwords.words('english')\n", + "print(stop_words)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidclean_message
01.0PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable
11.0It's not like we lack evidence of anthropogenic global warming126103like lack evidence anthropogenic global warming
22.0RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…
31.0#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736#TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD
41.0RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1.0 \n", + "1 1.0 \n", + "2 2.0 \n", + "3 1.0 \n", + "4 1.0 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "\n", + " tweetid \\\n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "\n", + " clean_message \n", + "0 PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " clean_texts = []\n", + "\n", + "for text in df_train['message']:\n", + " words = text.split()\n", + " filtered_words = [word for word in words if word.lower() not in stop_words]\n", + " clean_text = ' '.join(filtered_words)\n", + " clean_texts.append(clean_text)\n", + "\n", + "# clean_texts\n", + "df_train['clean_message'] = clean_texts\n", + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**QUESTION**\n", + "Should we drop the original message column at this point? Or would it be useful for future reference?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Urls**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "#Remove urls and replace with 'url'\n", + " \n", + "pattern_url = r'http[s]?://(?:[A-Za-z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9A-Fa-f][0-9A-Fa-f]))+'\n", + "\n", + "subs_url = r'url'\n", + "\n", + "df_train['clean_message'] = df_train['clean_message'].replace(to_replace = pattern_url, value = subs_url, regex = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'RT @RawStory: Researchers say three years act climate change it’s late url url…'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Punctuation**" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "!\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n" + ] + } + ], + "source": [ + "#Convert message to lower case\n", + "df_train['clean_message'] = df_train['clean_message'].str.lower()\n", + "\n", + "print(string.punctuation)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt paigetweedy offense… like… believe… global warming………'" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def remove_punctuation(message):\n", + " return ''.join([l for l in message if l not in string.punctuation])\n", + "\n", + "\n", + "df_train['clean_message'] = df_train['clean_message'].apply(remove_punctuation)\n", + "df_train['clean_message'].iloc[9]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt rawstory researchers say three years act climate change it’s late url url…'" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Despite removing puntuations, we still observe some curly quotation marks and repeated punctuations.\n", + "\n", + "Let's deal with these using regular expression(regex)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt rawstory researchers say three years act climate change its late url url'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def clean_text(text):\n", + " text = re.sub(r'[^\\w\\s\"“”]', '', text) # Remove non-alphanumeric characters and curly quotation marks\n", + " text = re.sub(r'\\s+', ' ', text) # Remove extra whitespaces\n", + " text = re.sub(r'([!?.])\\1+', r'\\1', text) # Remove repeated punctuation marks\n", + " return text.strip()\n", + "\n", + "# Apply the clean_text function to the 'message' column\n", + "df_train['clean_message'] = df_train['clean_message'].apply(clean_text)\n", + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt paigetweedy offense like believe global warming'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[9]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looks like our data has been delivered of every noise......." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(26365, 4)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "df_train=df_train.drop([\"message\"],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_message
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Tokenization" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_messagetokenize
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable[polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable]
11.0126103like lack evidence anthropogenic global warming[like, lack, evidence, anthropogenic, global, warming]
22.0698562rt rawstory researchers say three years act climate change its late url url[rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url]
31.0573736todayinmaker wired 2016 pivotal year war climate change url[todayinmaker, wired, 2016, pivotal, year, war, climate, change, url]
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight[rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight]
...............
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url[rt, brittanybohrer, brb, writing, poem, climate, change, climatechange, science, poetry, fakenews, alternativefacts, url]
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url[2016, year, climate, change, came, home, hottest, year, record, karl, mathiesen, travelled, tasmania, url]
10543NaN78329rt loopvanuatu pacific countries positive fiji leading global climate change conference november url[rt, loopvanuatu, pacific, countries, positive, fiji, leading, global, climate, change, conference, november, url]
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585[rt, xanria00018, youre, hot, must, cause, global, warming, aldublaboroflove, jophie30, asn585]
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h[rt, chloebalaoing, climate, change, global, issue, thats, getting, worse, eating, plant, based, least, amount, effort, h]
\n", + "

26365 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "... ... ... \n", + "10541 NaN 895714 \n", + "10542 NaN 875167 \n", + "10543 NaN 78329 \n", + "10544 NaN 867455 \n", + "10545 NaN 470892 \n", + "\n", + " clean_message \\\n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight \n", + "... ... \n", + "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", + "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", + "10543 rt loopvanuatu pacific countries positive fiji leading global climate change conference november url \n", + "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", + "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", + "\n", + " tokenize \n", + "0 [polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable] \n", + "1 [like, lack, evidence, anthropogenic, global, warming] \n", + "2 [rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url] \n", + "3 [todayinmaker, wired, 2016, pivotal, year, war, climate, change, url] \n", + "4 [rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight] \n", + "... ... \n", + "10541 [rt, brittanybohrer, brb, writing, poem, climate, change, climatechange, science, poetry, fakenews, alternativefacts, url] \n", + "10542 [2016, year, climate, change, came, home, hottest, year, record, karl, mathiesen, travelled, tasmania, url] \n", + "10543 [rt, loopvanuatu, pacific, countries, positive, fiji, leading, global, climate, change, conference, november, url] \n", + "10544 [rt, xanria00018, youre, hot, must, cause, global, warming, aldublaboroflove, jophie30, asn585] \n", + "10545 [rt, chloebalaoing, climate, change, global, issue, thats, getting, worse, eating, plant, based, least, amount, effort, h] \n", + "\n", + "[26365 rows x 4 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tokeniser = TreebankWordTokenizer()\n", + "df_train['tokenize'] = df_train['clean_message'].apply(tokeniser.tokenize)\n", + "df_train" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Lematization" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "lemmatizer = WordNetLemmatizer()\n", + "def lemma(words, lemmatizer):\n", + " return ' '.join([lemmatizer.lemmatize(word) for word in words])\n", + "\n", + "# df_train['lemmatized'] = df_train['tokenize'].apply(lambda x: [lemmatizer.lemmatize(i) for i in x])\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "df_train['lemmatized'] = df_train['tokenize'].apply(lemma, args=(lemmatizer, ))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_messagetokenizelemmatized
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable[polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable]polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming[like, lack, evidence, anthropogenic, global, warming]like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url[rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url]rt rawstory researcher say three year act climate change it late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url[todayinmaker, wired, 2016, pivotal, year, war, climate, change, url]todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight[rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight]rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
..................
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url[rt, brittanybohrer, brb, writing, poem, climate, change, climatechange, science, poetry, fakenews, alternativefacts, url]rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url[2016, year, climate, change, came, home, hottest, year, record, karl, mathiesen, travelled, tasmania, url]2016 year climate change came home hottest year record karl mathiesen travelled tasmania url
10543NaN78329rt loopvanuatu pacific countries positive fiji leading global climate change conference november url[rt, loopvanuatu, pacific, countries, positive, fiji, leading, global, climate, change, conference, november, url]rt loopvanuatu pacific country positive fiji leading global climate change conference november url
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585[rt, xanria00018, youre, hot, must, cause, global, warming, aldublaboroflove, jophie30, asn585]rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h[rt, chloebalaoing, climate, change, global, issue, thats, getting, worse, eating, plant, based, least, amount, effort, h]rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h
\n", + "

26365 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "... ... ... \n", + "10541 NaN 895714 \n", + "10542 NaN 875167 \n", + "10543 NaN 78329 \n", + "10544 NaN 867455 \n", + "10545 NaN 470892 \n", + "\n", + " clean_message \\\n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight \n", + "... ... \n", + "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", + "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", + "10543 rt loopvanuatu pacific countries positive fiji leading global climate change conference november url \n", + "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", + "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", + "\n", + " tokenize \\\n", + "0 [polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable] \n", + "1 [like, lack, evidence, anthropogenic, global, warming] \n", + "2 [rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url] \n", + "3 [todayinmaker, wired, 2016, pivotal, year, war, climate, change, url] \n", + "4 [rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight] \n", + "... ... \n", + "10541 [rt, brittanybohrer, brb, writing, poem, climate, change, climatechange, science, poetry, fakenews, alternativefacts, url] \n", + "10542 [2016, year, climate, change, came, home, hottest, year, record, karl, mathiesen, travelled, tasmania, url] \n", + "10543 [rt, loopvanuatu, pacific, countries, positive, fiji, leading, global, climate, change, conference, november, url] \n", + "10544 [rt, xanria00018, youre, hot, must, cause, global, warming, aldublaboroflove, jophie30, asn585] \n", + "10545 [rt, chloebalaoing, climate, change, global, issue, thats, getting, worse, eating, plant, based, least, amount, effort, h] \n", + "\n", + " lemmatized \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researcher say three year act climate change it late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight \n", + "... ... \n", + "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", + "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", + "10543 rt loopvanuatu pacific country positive fiji leading global climate change conference november url \n", + "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", + "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", + "\n", + "[26365 rows x 5 columns]" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "###drop unwanted columns\n", + "df_train = df_train.drop(['tokenize'], axis =1)\n", + "df_train = df_train.drop(['clean_message'], axis =1)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidlemmatized
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researcher say three year act climate change it late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
............
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url
10543NaN78329rt loopvanuatu pacific country positive fiji leading global climate change conference november url
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h
\n", + "

26365 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "... ... ... \n", + "10541 NaN 895714 \n", + "10542 NaN 875167 \n", + "10543 NaN 78329 \n", + "10544 NaN 867455 \n", + "10545 NaN 470892 \n", + "\n", + " lemmatized \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researcher say three year act climate change it late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight \n", + "... ... \n", + "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", + "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", + "10543 rt loopvanuatu pacific country positive fiji leading global climate change conference november url \n", + "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", + "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", + "\n", + "[26365 rows x 3 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# CountVectorizer" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.feature_extraction.text import CountVectorizer" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
CountVectorizer()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "CountVectorizer()" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vect = CountVectorizer()\n", + "vect.fit(df_train['lemmatized'])" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidlemmatized
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researcher say three year act climate change it late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "\n", + " lemmatized \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researcher say three year act climate change it late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(stop_words='english')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(ngram_range=(1, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(max_df=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(min_df=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "betterVect = CountVectorizer(stop_words='english', \n", + " min_df=2, \n", + " max_df=0.5, \n", + " ngram_range=(1, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "df_new=betterVect.fit_transform(df_train['lemmatized'])" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
CountVectorizer(max_df=0.5, min_df=2, stop_words='english')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "CountVectorizer(max_df=0.5, min_df=2, stop_words='english')" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "betterVect" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidlemmatized
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researcher say three year act climate change it late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
............
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url
10543NaN78329rt loopvanuatu pacific country positive fiji leading global climate change conference november url
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h
\n", + "

26365 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "... ... ... \n", + "10541 NaN 895714 \n", + "10542 NaN 875167 \n", + "10543 NaN 78329 \n", + "10544 NaN 867455 \n", + "10545 NaN 470892 \n", + "\n", + " lemmatized \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researcher say three year act climate change it late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight \n", + "... ... \n", + "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", + "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", + "10543 rt loopvanuatu pacific country positive fiji leading global climate change conference november url \n", + "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", + "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", + "\n", + "[26365 rows x 3 columns]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " (0, 3693)\t1\n", + " (0, 1964)\t1\n", + " (0, 10230)\t1\n", + " (0, 1724)\t1\n", + " (0, 3097)\t1\n", + " (0, 6353)\t1\n", + " (0, 1785)\t1\n", + " (0, 4516)\t1\n", + " (0, 10991)\t1\n", + " (0, 10960)\t1\n", + " (0, 10780)\t1\n", + " (0, 6469)\t1\n", + " (1, 4516)\t1\n", + " (1, 10991)\t1\n", + " (1, 6162)\t1\n", + " (1, 5965)\t1\n", + " (1, 3784)\t1\n", + " (1, 794)\t1\n", + " (2, 10780)\t2\n", + " (2, 8344)\t1\n", + " (2, 8621)\t1\n", + " (2, 8978)\t1\n", + " (2, 11348)\t1\n", + " (2, 380)\t1\n", + " (2, 6004)\t1\n", + " :\t:\n", + " (26362, 6045)\t1\n", + " (26362, 2542)\t1\n", + " (26362, 7153)\t1\n", + " (26362, 2356)\t1\n", + " (26362, 7451)\t1\n", + " (26362, 7900)\t1\n", + " (26362, 4085)\t1\n", + " (26363, 1785)\t1\n", + " (26363, 4516)\t1\n", + " (26363, 10991)\t1\n", + " (26363, 5065)\t1\n", + " (26363, 11379)\t1\n", + " (26363, 584)\t1\n", + " (26363, 11313)\t1\n", + " (26363, 5726)\t1\n", + " (26363, 947)\t1\n", + " (26364, 4516)\t1\n", + " (26364, 5545)\t1\n", + " (26364, 10134)\t1\n", + " (26364, 7760)\t1\n", + " (26364, 3508)\t1\n", + " (26364, 3445)\t1\n", + " (26364, 11258)\t1\n", + " (26364, 4480)\t1\n", + " (26364, 1154)\t1\n" + ] + } + ], + "source": [ + "print(df_new)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1., 1., 2., ..., nan, nan, nan])" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"sentiment\"].values" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentiment
01.0
11.0
22.0
31.0
41.0
......
158141.0
158152.0
158160.0
15817-1.0
158180.0
\n", + "

15819 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " sentiment\n", + "0 1.0\n", + "1 1.0\n", + "2 2.0\n", + "3 1.0\n", + "4 1.0\n", + "... ...\n", + "15814 1.0\n", + "15815 2.0\n", + "15816 0.0\n", + "15817 -1.0\n", + "15818 0.0\n", + "\n", + "[15819 rows x 1 columns]" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y=df_train[:len(df1)][[\"sentiment\"]]\n", + "y" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " (0, 3693)\t1\n", + " (0, 1964)\t1\n", + " (0, 10230)\t1\n", + " (0, 1724)\t1\n", + " (0, 3097)\t1\n", + " (0, 6353)\t1\n", + " (0, 1785)\t1\n", + " (0, 4516)\t1\n", + " (0, 10991)\t1\n", + " (0, 10960)\t1\n", + " (0, 10780)\t1\n", + " (0, 6469)\t1\n", + " (1, 4516)\t1\n", + " (1, 10991)\t1\n", + " (1, 6162)\t1\n", + " (1, 5965)\t1\n", + " (1, 3784)\t1\n", + " (1, 794)\t1\n", + " (2, 10780)\t2\n", + " (2, 8344)\t1\n", + " (2, 8621)\t1\n", + " (2, 8978)\t1\n", + " (2, 11348)\t1\n", + " (2, 380)\t1\n", + " (2, 6004)\t1\n", + " :\t:\n", + " (15815, 10780)\t1\n", + " (15815, 1503)\t1\n", + " (15815, 11013)\t1\n", + " (15815, 8524)\t1\n", + " (15815, 89)\t1\n", + " (15816, 10780)\t1\n", + " (15816, 1236)\t1\n", + " (15816, 10501)\t1\n", + " (15816, 8736)\t1\n", + " (15816, 7640)\t1\n", + " (15816, 5698)\t1\n", + " (15816, 544)\t1\n", + " (15816, 404)\t1\n", + " (15816, 7208)\t1\n", + " (15817, 4938)\t1\n", + " (15817, 1878)\t1\n", + " (15817, 5004)\t1\n", + " (15817, 6133)\t1\n", + " (15817, 2581)\t1\n", + " (15817, 10295)\t1\n", + " (15817, 514)\t1\n", + " (15817, 8947)\t1\n", + " (15817, 1648)\t1\n", + " (15818, 10780)\t1\n", + " (15818, 3705)\t1\n" + ] + } + ], + "source": [ + "X_train=df_new[:len(df1)]\n", + "print(X_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1., 1., 2., ..., 0., -1., 0.])" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y[\"sentiment\"].values" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "X_TEST=df_new[len(df1):]" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10546, 11458)" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_TEST.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now our parameters are y,X_train,X_TEST" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X_train,y[\"sentiment\"].values, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Scaling" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# Scale the tweet vectors\n", + "scaler = StandardScaler(with_mean=False)\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)\n", + "X_TEST_scaled= scaler.transform(X_TEST)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Support Vector Machine" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy score of the SVC is: 0.7196586599241467\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " -1.0 0.59 0.50 0.54 278\n", + " 0.0 0.45 0.53 0.49 425\n", + " 1.0 0.80 0.78 0.79 1755\n", + " 2.0 0.76 0.76 0.76 706\n", + "\n", + " accuracy 0.72 3164\n", + " macro avg 0.65 0.64 0.65 3164\n", + "weighted avg 0.72 0.72 0.72 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import classification_report\n", + "\n", + "svc = SVC(kernel='linear')\n", + "svc.fit(X_train, y_train)\n", + "y_pred = svc.predict(X_test)\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy score of the SVC is: 0.5989254108723135\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " -1.0 0.38 0.49 0.43 278\n", + " 0.0 0.33 0.49 0.40 425\n", + " 1.0 0.75 0.63 0.69 1755\n", + " 2.0 0.63 0.63 0.63 706\n", + "\n", + " accuracy 0.60 3164\n", + " macro avg 0.52 0.56 0.54 3164\n", + "weighted avg 0.64 0.60 0.61 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import classification_report\n", + "\n", + "svc = SVC(kernel='linear')\n", + "svc.fit(X_train_scaled, y_train)\n", + "y_pred = svc.predict(X_test_scaled)\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It was noticed that training with unscaled data led to higher training accuracy but lower test accuracy. Inshort scale ur data. Thanks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# GridSearch Using SVC" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[87], line 21\u001b[0m\n\u001b[0;32m 18\u001b[0m grid_search \u001b[38;5;241m=\u001b[39m GridSearchCV(pipeline, param_grid, cv\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m5\u001b[39m)\n\u001b[0;32m 20\u001b[0m \u001b[38;5;66;03m# Fit the GridSearchCV on the training data\u001b[39;00m\n\u001b[1;32m---> 21\u001b[0m \u001b[43mgrid_search\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train_scaled\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 23\u001b[0m \u001b[38;5;66;03m# Print the best parameters and best score\u001b[39;00m\n\u001b[0;32m 24\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBest Parameters:\u001b[39m\u001b[38;5;124m\"\u001b[39m, grid_search\u001b[38;5;241m.\u001b[39mbest_params_)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:874\u001b[0m, in \u001b[0;36mBaseSearchCV.fit\u001b[1;34m(self, X, y, groups, **fit_params)\u001b[0m\n\u001b[0;32m 868\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_format_results(\n\u001b[0;32m 869\u001b[0m all_candidate_params, n_splits, all_out, all_more_results\n\u001b[0;32m 870\u001b[0m )\n\u001b[0;32m 872\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m results\n\u001b[1;32m--> 874\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_search\u001b[49m\u001b[43m(\u001b[49m\u001b[43mevaluate_candidates\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 876\u001b[0m \u001b[38;5;66;03m# multimetric is determined here because in the case of a callable\u001b[39;00m\n\u001b[0;32m 877\u001b[0m \u001b[38;5;66;03m# self.scoring the return type is only known after calling\u001b[39;00m\n\u001b[0;32m 878\u001b[0m first_test_score \u001b[38;5;241m=\u001b[39m all_out[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtest_scores\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:1388\u001b[0m, in \u001b[0;36mGridSearchCV._run_search\u001b[1;34m(self, evaluate_candidates)\u001b[0m\n\u001b[0;32m 1386\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_run_search\u001b[39m(\u001b[38;5;28mself\u001b[39m, evaluate_candidates):\n\u001b[0;32m 1387\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Search all candidates in param_grid\"\"\"\u001b[39;00m\n\u001b[1;32m-> 1388\u001b[0m \u001b[43mevaluate_candidates\u001b[49m\u001b[43m(\u001b[49m\u001b[43mParameterGrid\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparam_grid\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:821\u001b[0m, in \u001b[0;36mBaseSearchCV.fit..evaluate_candidates\u001b[1;34m(candidate_params, cv, more_results)\u001b[0m\n\u001b[0;32m 813\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mverbose \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m 814\u001b[0m \u001b[38;5;28mprint\u001b[39m(\n\u001b[0;32m 815\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFitting \u001b[39m\u001b[38;5;132;01m{0}\u001b[39;00m\u001b[38;5;124m folds for each of \u001b[39m\u001b[38;5;132;01m{1}\u001b[39;00m\u001b[38;5;124m candidates,\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 816\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m totalling \u001b[39m\u001b[38;5;132;01m{2}\u001b[39;00m\u001b[38;5;124m fits\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(\n\u001b[0;32m 817\u001b[0m n_splits, n_candidates, n_candidates \u001b[38;5;241m*\u001b[39m n_splits\n\u001b[0;32m 818\u001b[0m )\n\u001b[0;32m 819\u001b[0m )\n\u001b[1;32m--> 821\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[43mparallel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 822\u001b[0m \u001b[43m \u001b[49m\u001b[43mdelayed\u001b[49m\u001b[43m(\u001b[49m\u001b[43m_fit_and_score\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 823\u001b[0m \u001b[43m \u001b[49m\u001b[43mclone\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbase_estimator\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 824\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 825\u001b[0m \u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 826\u001b[0m \u001b[43m \u001b[49m\u001b[43mtrain\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 827\u001b[0m \u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 828\u001b[0m \u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 829\u001b[0m \u001b[43m \u001b[49m\u001b[43msplit_progress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_splits\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 830\u001b[0m \u001b[43m \u001b[49m\u001b[43mcandidate_progress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_candidates\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 831\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mfit_and_score_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 832\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 833\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mproduct\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 834\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcandidate_params\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcv\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msplit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgroups\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 835\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 836\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 838\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(out) \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 839\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 840\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo fits were performed. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 841\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWas the CV iterator empty? \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 842\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWere there no candidates?\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 843\u001b[0m )\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\parallel.py:63\u001b[0m, in \u001b[0;36mParallel.__call__\u001b[1;34m(self, iterable)\u001b[0m\n\u001b[0;32m 58\u001b[0m config \u001b[38;5;241m=\u001b[39m get_config()\n\u001b[0;32m 59\u001b[0m iterable_with_config \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 60\u001b[0m (_with_config(delayed_func, config), args, kwargs)\n\u001b[0;32m 61\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m delayed_func, args, kwargs \u001b[38;5;129;01min\u001b[39;00m iterable\n\u001b[0;32m 62\u001b[0m )\n\u001b[1;32m---> 63\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__call__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43miterable_with_config\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:1051\u001b[0m, in \u001b[0;36mParallel.__call__\u001b[1;34m(self, iterable)\u001b[0m\n\u001b[0;32m 1048\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdispatch_one_batch(iterator):\n\u001b[0;32m 1049\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_iterating \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_original_iterator \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m-> 1051\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdispatch_one_batch\u001b[49m\u001b[43m(\u001b[49m\u001b[43miterator\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[0;32m 1052\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[0;32m 1054\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m pre_dispatch \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mall\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m n_jobs \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 1055\u001b[0m \u001b[38;5;66;03m# The iterable was consumed all at once by the above for loop.\u001b[39;00m\n\u001b[0;32m 1056\u001b[0m \u001b[38;5;66;03m# No need to wait for async callbacks to trigger to\u001b[39;00m\n\u001b[0;32m 1057\u001b[0m \u001b[38;5;66;03m# consumption.\u001b[39;00m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:864\u001b[0m, in \u001b[0;36mParallel.dispatch_one_batch\u001b[1;34m(self, iterator)\u001b[0m\n\u001b[0;32m 862\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m 863\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 864\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtasks\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 865\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:782\u001b[0m, in \u001b[0;36mParallel._dispatch\u001b[1;34m(self, batch)\u001b[0m\n\u001b[0;32m 780\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m 781\u001b[0m job_idx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jobs)\n\u001b[1;32m--> 782\u001b[0m job \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_backend\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_async\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbatch\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 783\u001b[0m \u001b[38;5;66;03m# A job can complete so quickly than its callback is\u001b[39;00m\n\u001b[0;32m 784\u001b[0m \u001b[38;5;66;03m# called before we get here, causing self._jobs to\u001b[39;00m\n\u001b[0;32m 785\u001b[0m \u001b[38;5;66;03m# grow. To ensure correct results ordering, .insert is\u001b[39;00m\n\u001b[0;32m 786\u001b[0m \u001b[38;5;66;03m# used (rather than .append) in the following line\u001b[39;00m\n\u001b[0;32m 787\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jobs\u001b[38;5;241m.\u001b[39minsert(job_idx, job)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\_parallel_backends.py:208\u001b[0m, in \u001b[0;36mSequentialBackend.apply_async\u001b[1;34m(self, func, callback)\u001b[0m\n\u001b[0;32m 206\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mapply_async\u001b[39m(\u001b[38;5;28mself\u001b[39m, func, callback\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m 207\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Schedule a func to be run\"\"\"\u001b[39;00m\n\u001b[1;32m--> 208\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mImmediateResult\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 209\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m callback:\n\u001b[0;32m 210\u001b[0m callback(result)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\_parallel_backends.py:572\u001b[0m, in \u001b[0;36mImmediateResult.__init__\u001b[1;34m(self, batch)\u001b[0m\n\u001b[0;32m 569\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, batch):\n\u001b[0;32m 570\u001b[0m \u001b[38;5;66;03m# Don't delay the application, to avoid keeping the input\u001b[39;00m\n\u001b[0;32m 571\u001b[0m \u001b[38;5;66;03m# arguments in memory\u001b[39;00m\n\u001b[1;32m--> 572\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mresults \u001b[38;5;241m=\u001b[39m \u001b[43mbatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:263\u001b[0m, in \u001b[0;36mBatchedCalls.__call__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 259\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m 260\u001b[0m \u001b[38;5;66;03m# Set the default nested backend to self._backend but do not set the\u001b[39;00m\n\u001b[0;32m 261\u001b[0m \u001b[38;5;66;03m# change the default number of processes to -1\u001b[39;00m\n\u001b[0;32m 262\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m parallel_backend(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backend, n_jobs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_n_jobs):\n\u001b[1;32m--> 263\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 264\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m func, args, kwargs \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mitems]\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:263\u001b[0m, in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 259\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m 260\u001b[0m \u001b[38;5;66;03m# Set the default nested backend to self._backend but do not set the\u001b[39;00m\n\u001b[0;32m 261\u001b[0m \u001b[38;5;66;03m# change the default number of processes to -1\u001b[39;00m\n\u001b[0;32m 262\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m parallel_backend(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backend, n_jobs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_n_jobs):\n\u001b[1;32m--> 263\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 264\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m func, args, kwargs \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mitems]\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\parallel.py:123\u001b[0m, in \u001b[0;36m_FuncWrapper.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 121\u001b[0m config \u001b[38;5;241m=\u001b[39m {}\n\u001b[0;32m 122\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mconfig):\n\u001b[1;32m--> 123\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunction(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:708\u001b[0m, in \u001b[0;36m_fit_and_score\u001b[1;34m(estimator, X, y, scorer, train, test, verbose, parameters, fit_params, return_train_score, return_parameters, return_n_test_samples, return_times, return_estimator, split_progress, candidate_progress, error_score)\u001b[0m\n\u001b[0;32m 705\u001b[0m result[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfit_error\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 707\u001b[0m fit_time \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime() \u001b[38;5;241m-\u001b[39m start_time\n\u001b[1;32m--> 708\u001b[0m test_scores \u001b[38;5;241m=\u001b[39m \u001b[43m_score\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mX_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mscorer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merror_score\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 709\u001b[0m score_time \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime() \u001b[38;5;241m-\u001b[39m start_time \u001b[38;5;241m-\u001b[39m fit_time\n\u001b[0;32m 710\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m return_train_score:\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:767\u001b[0m, in \u001b[0;36m_score\u001b[1;34m(estimator, X_test, y_test, scorer, error_score)\u001b[0m\n\u001b[0;32m 765\u001b[0m scores \u001b[38;5;241m=\u001b[39m scorer(estimator, X_test)\n\u001b[0;32m 766\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 767\u001b[0m scores \u001b[38;5;241m=\u001b[39m \u001b[43mscorer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mX_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_test\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 768\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[0;32m 769\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(scorer, _MultimetricScorer):\n\u001b[0;32m 770\u001b[0m \u001b[38;5;66;03m# If `_MultimetricScorer` raises exception, the `error_score`\u001b[39;00m\n\u001b[0;32m 771\u001b[0m \u001b[38;5;66;03m# parameter is equal to \"raise\".\u001b[39;00m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_scorer.py:444\u001b[0m, in \u001b[0;36m_passthrough_scorer\u001b[1;34m(estimator, *args, **kwargs)\u001b[0m\n\u001b[0;32m 442\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_passthrough_scorer\u001b[39m(estimator, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m 443\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Function that wraps estimator.score\"\"\"\u001b[39;00m\n\u001b[1;32m--> 444\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m estimator\u001b[38;5;241m.\u001b[39mscore(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py:722\u001b[0m, in \u001b[0;36mPipeline.score\u001b[1;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[0;32m 720\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m sample_weight \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 721\u001b[0m score_params[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msample_weight\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m sample_weight\n\u001b[1;32m--> 722\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msteps[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m][\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39mscore(Xt, y, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mscore_params)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\base.py:649\u001b[0m, in \u001b[0;36mClassifierMixin.score\u001b[1;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[0;32m 624\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 625\u001b[0m \u001b[38;5;124;03mReturn the mean accuracy on the given test data and labels.\u001b[39;00m\n\u001b[0;32m 626\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 645\u001b[0m \u001b[38;5;124;03m Mean accuracy of ``self.predict(X)`` wrt. `y`.\u001b[39;00m\n\u001b[0;32m 646\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 647\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmetrics\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m accuracy_score\n\u001b[1;32m--> 649\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m accuracy_score(y, \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m, sample_weight\u001b[38;5;241m=\u001b[39msample_weight)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:820\u001b[0m, in \u001b[0;36mBaseSVC.predict\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m 818\u001b[0m y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39margmax(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdecision_function(X), axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[0;32m 819\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 820\u001b[0m y \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 821\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclasses_\u001b[38;5;241m.\u001b[39mtake(np\u001b[38;5;241m.\u001b[39masarray(y, dtype\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39mintp))\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:435\u001b[0m, in \u001b[0;36mBaseLibSVM.predict\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m 433\u001b[0m X \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_for_predict(X)\n\u001b[0;32m 434\u001b[0m predict \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sparse_predict \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sparse \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dense_predict\n\u001b[1;32m--> 435\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:481\u001b[0m, in \u001b[0;36mBaseLibSVM._sparse_predict\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m 477\u001b[0m kernel_type \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sparse_kernels\u001b[38;5;241m.\u001b[39mindex(kernel)\n\u001b[0;32m 479\u001b[0m C \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.0\u001b[39m \u001b[38;5;66;03m# C is not useful here\u001b[39;00m\n\u001b[1;32m--> 481\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mlibsvm_sparse\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlibsvm_sparse_predict\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 482\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 483\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindices\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 484\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindptr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 485\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msupport_vectors_\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 486\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msupport_vectors_\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindices\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 487\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msupport_vectors_\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindptr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 488\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dual_coef_\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 489\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_intercept_\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 490\u001b[0m \u001b[43m \u001b[49m\u001b[43mLIBSVM_IMPL\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_impl\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 491\u001b[0m \u001b[43m \u001b[49m\u001b[43mkernel_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 492\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdegree\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 493\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_gamma\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 494\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcoef0\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 495\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtol\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 496\u001b[0m \u001b[43m \u001b[49m\u001b[43mC\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 497\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# TODO(1.4): Replace \"_class_weight\" with \"class_weight_\"\u001b[39;49;00m\n\u001b[0;32m 498\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mgetattr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m_class_weight\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mempty\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 499\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnu\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 500\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mepsilon\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 501\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshrinking\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 502\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mprobability\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 503\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_n_support\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 504\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_probA\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 505\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_probB\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 506\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[1;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.pipeline import Pipeline\n", + "# Create a pipeline with CountVectorizer and SVC\n", + "vectorizer = CountVectorizer()\n", + "pipeline = Pipeline([\n", + " ('svc', SVC())\n", + "])\n", + "\n", + "# Define the parameter grid for GridSearchCV\n", + "param_grid = {\n", + " 'svc__C': [0.1, 1, 10],\n", + " 'svc__kernel': ['linear', 'rbf']\n", + "}\n", + "\n", + "# Initialize GridSearchCV\n", + "grid_search = GridSearchCV(pipeline, param_grid, cv=5)\n", + "\n", + "# Fit the GridSearchCV on the training data\n", + "grid_search.fit(X_train_scaled, y_train)\n", + "\n", + "# Print the best parameters and best score\n", + "print(\"Best Parameters:\", grid_search.best_params_)\n", + "print(\"Best Score:\", grid_search.best_score_)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Logistic Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [], + "source": [ + "lr = LogisticRegression(max_iter=1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
LogisticRegression(max_iter=1000)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LogisticRegression(max_iter=1000)" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lr.fit(X_train_scaled, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "pred_lr = lr.predict(X_test_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classification Report\n", + " precision recall f1-score support\n", + "\n", + " 0: Neutral 0.55 0.46 0.50 278\n", + " 1: ProClimate 0.39 0.49 0.44 425\n", + " 2: News 0.76 0.72 0.74 1755\n", + "-1:AntiClimate 0.67 0.70 0.69 706\n", + "\n", + " accuracy 0.66 3164\n", + " macro avg 0.59 0.59 0.59 3164\n", + " weighted avg 0.67 0.66 0.67 3164\n", + "\n", + "The accuracy score of the SVC is: 0.6630847029077117\n" + ] + } + ], + "source": [ + "from sklearn.metrics import classification_report\n", + "print('Classification Report')\n", + "print(classification_report(y_test, pred_lr, target_names=['0: Neutral', '1: ProClimate','2: News','-1:AntiClimate']))\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, pred_lr))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Naive Bayes" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
MultinomialNB()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "MultinomialNB()" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "nb_classifier = MultinomialNB()\n", + "\n", + "# Train the classifier\n", + "nb_classifier.fit(X_train_scaled, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "# Make predictions on the testing data\n", + "y_pred = nb_classifier.predict(X_test_scaled)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.6419089759797725\n" + ] + } + ], + "source": [ + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Neural Network" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
MLPClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "MLPClassifier()" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.neural_network import MLPClassifier\n", + "mlp_classifier = MLPClassifier()\n", + "mlp_classifier.fit(X_train_scaled, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "mlp_predictions = mlp_classifier.predict(X_test_scaled)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MLP Accuracy: 0.690897597977244\n" + ] + } + ], + "source": [ + "mlp_accuracy = accuracy_score(y_test, mlp_predictions)\n", + "print(\"MLP Accuracy:\", mlp_accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# RNN" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1083/1582 [===================>..........] - ETA: 3:30:48 - loss: 0.2792 - accuracy: 0.5347" + ] + } + ], + "source": [ + "import numpy as np\n", + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from keras.models import Sequential\n", + "from keras.layers import Embedding, LSTM, Dense\n", + "\n", + "# Assuming you have already prepared your training and testing data: X_trainrnn, X_testrnn, y_train, y_test\n", + "\n", + "# Convert sparse input data to dense arrays\n", + "X_trainrnn = X_train_scaled.toarray()\n", + "X_testrnn = X_test_scaled.toarray()\n", + "\n", + "# Determine the number of unique tokens in your input data\n", + "num_tokens = int(np.max([np.max(X_trainrnn[i, :]) for i in range(X_trainrnn.shape[0])]) + 1)\n", + "\n", + "model = Sequential()\n", + "model.add(Embedding(input_dim=num_tokens, output_dim=32))\n", + "model.add(LSTM(64))\n", + "model.add(Dense(1, activation='sigmoid'))\n", + "\n", + "# Compile the model\n", + "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "model.fit(X_trainrnn, y_train, batch_size=8, epochs=10, verbose=1)\n", + "\n", + "# Evaluate the model\n", + "_, accuracy = model.evaluate(X_testrnn, y_test)\n", + "print(\"RNN Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Transfomers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install transformers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import tensorflow as tf\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from transformers import TFBertModel, BertTokenizer\n", + "from tensorflow import keras\n", + "from tensorflow.keras.layers import Input, Dense\n", + "from tensorflow.keras.models import Model\n", + "\n", + "# Assuming X_train_scaled, X_test_scaled, y_train, and y_test are available\n", + "\n", + "tokenizer = BertTokenizer.from_pretrained('bert-base-uncased')\n", + "bert_model = TFBertModel.from_pretrained('bert-base-uncased')\n", + "\n", + "# Convert input data to list of strings\n", + "X_train_texts = [str(seq) for seq in X_train_scaled]\n", + "X_test_texts = [str(seq) for seq in X_test_scaled]\n", + "\n", + "# Tokenize and pad the input sequences\n", + "input_ids = tokenizer.batch_encode_plus(X_train_texts, padding='longest', truncation=True, return_tensors='tf')['input_ids']\n", + "input_ids_test = tokenizer.batch_encode_plus(X_test_texts, padding='longest', truncation=True, return_tensors='tf')['input_ids']\n", + "\n", + "# Build the model architecture\n", + "input_layer = Input(shape=(input_ids.shape[1],), dtype=tf.int32)\n", + "bert_output = bert_model(input_layer)[0][:, 0, :]\n", + "output_layer = Dense(1, activation='sigmoid')(bert_output)\n", + "model = Model(inputs=input_layer, outputs=output_layer)\n", + "\n", + "# Compile the model\n", + "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "model.fit(input_ids, y_train, batch_size=8, epochs=3, verbose=1)\n", + "\n", + "# Evaluate the model\n", + "predictions = model.predict(input_ids_test)\n", + "predictions = (predictions > 0.5).astype(int)\n", + "accuracy = accuracy_score(y_test, predictions)\n", + "print(\"Transformers Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
RandomForestClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "RandomForestClassifier()" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "# Initialize Random Forest classifier\n", + "rf_classifier = RandomForestClassifier(n_estimators=100)\n", + "\n", + "# Train the classifier\n", + "rf_classifier.fit(X_train_scaled, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "# Make predictions on the testing data\n", + "y_pred = rf_classifier.predict(X_test_scaled)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest Accuracy: 0.7035398230088495\n" + ] + } + ], + "source": [ + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Random Forest Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.model_selection import cross_val_score\n", + "\n", + "# Define your random forest classifier\n", + "rf_classifier = RandomForestClassifier()\n", + "\n", + "# Define the parameter grid to search over\n", + "param_grid = {'n_estimators': [100, 200, 300, 400, 500]}\n", + "\n", + "# Perform grid search using cross-validation\n", + "grid_search = GridSearchCV(rf_classifier, param_grid, cv=5)\n", + "grid_search.fit(X, y) # X is your feature matrix, y is your target variable\n", + "\n", + "# Get the best parameter value\n", + "best_n_estimators = grid_search.best_params_['n_estimators']\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Random Forest with Grid Search" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
GridSearchCV(cv=5, estimator=RandomForestClassifier(),\n",
+       "             param_grid={'max_depth': [None, 5],\n",
+       "                         'max_features': ['auto', 'sqrt'],\n",
+       "                         'min_samples_leaf': [1, 2],\n",
+       "                         'min_samples_split': [2, 5],\n",
+       "                         'n_estimators': [100, 200]})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "GridSearchCV(cv=5, estimator=RandomForestClassifier(),\n", + " param_grid={'max_depth': [None, 5],\n", + " 'max_features': ['auto', 'sqrt'],\n", + " 'min_samples_leaf': [1, 2],\n", + " 'min_samples_split': [2, 5],\n", + " 'n_estimators': [100, 200]})" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Define the parameter grid for grid search\n", + "param_grid = {\n", + " 'n_estimators': [100, 200],\n", + " 'max_depth': [None, 5],\n", + " 'min_samples_split': [2, 5],\n", + " 'min_samples_leaf': [1, 2],\n", + " 'max_features': ['auto', 'sqrt']\n", + "}\n", + "\n", + "# Initialize Random Forest classifier\n", + "rf_classifier = RandomForestClassifier()\n", + "\n", + "# Perform grid search to find the best parameters\n", + "grid_search = GridSearchCV(rf_classifier, param_grid, cv=5)\n", + "grid_search.fit(X_train_scaled, y_train)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Parameters: {'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 5, 'n_estimators': 200}\n", + "Best Score: 0.705807981035164\n" + ] + }, + { + "data": { + "text/html": [ + "
RandomForestClassifier(min_samples_split=5, n_estimators=200)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "RandomForestClassifier(min_samples_split=5, n_estimators=200)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get the best parameters and score\n", + "best_params = grid_search.best_params_\n", + "best_score = grid_search.best_score_\n", + "\n", + "print(\"Best Parameters:\", best_params)\n", + "print(\"Best Score:\", best_score)\n", + "\n", + "# Train the classifier with the best parameters\n", + "best_rf_classifier = RandomForestClassifier(**best_params)\n", + "best_rf_classifier.fit(X_train_scaled, y_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest Accuracy: 0.7221871049304678\n" + ] + } + ], + "source": [ + "# Make predictions on the testing data\n", + "y_pred = best_rf_classifier.predict(X_test_scaled)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Random Forest Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# XGBoost Classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "y_trainint=[int(i) for i in y_train]\n", + "y_testint=[int(i) for i in y_test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Map the labels to [0, 1, 2, 3] instead of 0,-1,2,\n", + "\n", + "\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "label_mapping_train = {label: idx for idx, label in enumerate(np.unique(y_trainint))}\n", + "labels_train = np.array([label_mapping_train[label] for label in y_trainint])" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "label_mapping_test = {label: idx for idx, label in enumerate(np.unique(y_testint))}\n", + "labels_test = np.array([label_mapping_test[label] for label in y_testint])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "XGBoost Accuracy: 0.7104930467762326\n" + ] + } + ], + "source": [ + "import xgboost as xgb\n", + "# Initialize XGBoost classifier\n", + "xgb_classifier = xgb.XGBClassifier()\n", + "\n", + "\n", + "\n", + "# Train the classifier\n", + "xgb_classifier.fit(X_train_scaled, labels_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred_test = xgb_classifier.predict(X_test_scaled)\n", + "\n", + "#Now we convert changed prediction labels back\n", + "\n", + "# Define inverse mapping dictionaries\n", + "inv_label_mapping_train = {idx: label for label, idx in label_mapping_train.items()}\n", + "inv_label_mapping_test = {idx: label for label, idx in label_mapping_test.items()}\n", + "y_pred_original_test = np.array([inv_label_mapping_test[pred] for pred in y_pred_test])\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred_original_test)\n", + "print(\"XGBoost Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# XGBoost Classifier using Gridsearch CV" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "\nAll the 540 fits failed.\nIt is very likely that your model is misconfigured.\nYou can try to debug the error by setting error_score='raise'.\n\nBelow are more details about the failures:\n--------------------------------------------------------------------------------\n540 fits failed with the following error:\nTraceback (most recent call last):\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\xgboost\\core.py\", line 620, in inner_f\n return func(**kwargs)\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py\", line 1440, in fit\n raise ValueError(\nValueError: Invalid classes inferred from unique values of `y`. Expected: [0 1 2 3], got [-1. 0. 1. 2.]\n", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[80], line 15\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;66;03m# Perform grid search to find the best parameters\u001b[39;00m\n\u001b[0;32m 14\u001b[0m grid_search \u001b[38;5;241m=\u001b[39m GridSearchCV(xgb_classifier, param_grid, cv\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m5\u001b[39m)\n\u001b[1;32m---> 15\u001b[0m \u001b[43mgrid_search\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train_scaled\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 17\u001b[0m \u001b[38;5;66;03m# Get the best parameters and score\u001b[39;00m\n\u001b[0;32m 18\u001b[0m best_params \u001b[38;5;241m=\u001b[39m grid_search\u001b[38;5;241m.\u001b[39mbest_params_\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:874\u001b[0m, in \u001b[0;36mBaseSearchCV.fit\u001b[1;34m(self, X, y, groups, **fit_params)\u001b[0m\n\u001b[0;32m 868\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_format_results(\n\u001b[0;32m 869\u001b[0m all_candidate_params, n_splits, all_out, all_more_results\n\u001b[0;32m 870\u001b[0m )\n\u001b[0;32m 872\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m results\n\u001b[1;32m--> 874\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_search\u001b[49m\u001b[43m(\u001b[49m\u001b[43mevaluate_candidates\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 876\u001b[0m \u001b[38;5;66;03m# multimetric is determined here because in the case of a callable\u001b[39;00m\n\u001b[0;32m 877\u001b[0m \u001b[38;5;66;03m# self.scoring the return type is only known after calling\u001b[39;00m\n\u001b[0;32m 878\u001b[0m first_test_score \u001b[38;5;241m=\u001b[39m all_out[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtest_scores\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:1388\u001b[0m, in \u001b[0;36mGridSearchCV._run_search\u001b[1;34m(self, evaluate_candidates)\u001b[0m\n\u001b[0;32m 1386\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_run_search\u001b[39m(\u001b[38;5;28mself\u001b[39m, evaluate_candidates):\n\u001b[0;32m 1387\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Search all candidates in param_grid\"\"\"\u001b[39;00m\n\u001b[1;32m-> 1388\u001b[0m \u001b[43mevaluate_candidates\u001b[49m\u001b[43m(\u001b[49m\u001b[43mParameterGrid\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparam_grid\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:851\u001b[0m, in \u001b[0;36mBaseSearchCV.fit..evaluate_candidates\u001b[1;34m(candidate_params, cv, more_results)\u001b[0m\n\u001b[0;32m 844\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(out) \u001b[38;5;241m!=\u001b[39m n_candidates \u001b[38;5;241m*\u001b[39m n_splits:\n\u001b[0;32m 845\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 846\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcv.split and cv.get_n_splits returned \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 847\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minconsistent results. Expected \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 848\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msplits, got \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(n_splits, \u001b[38;5;28mlen\u001b[39m(out) \u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m n_candidates)\n\u001b[0;32m 849\u001b[0m )\n\u001b[1;32m--> 851\u001b[0m \u001b[43m_warn_or_raise_about_fit_failures\u001b[49m\u001b[43m(\u001b[49m\u001b[43mout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43merror_score\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 853\u001b[0m \u001b[38;5;66;03m# For callable self.scoring, the return type is only know after\u001b[39;00m\n\u001b[0;32m 854\u001b[0m \u001b[38;5;66;03m# calling. If the return type is a dictionary, the error scores\u001b[39;00m\n\u001b[0;32m 855\u001b[0m \u001b[38;5;66;03m# can now be inserted with the correct key. The type checking\u001b[39;00m\n\u001b[0;32m 856\u001b[0m \u001b[38;5;66;03m# of out will be done in `_insert_error_scores`.\u001b[39;00m\n\u001b[0;32m 857\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcallable\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mscoring):\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:367\u001b[0m, in \u001b[0;36m_warn_or_raise_about_fit_failures\u001b[1;34m(results, error_score)\u001b[0m\n\u001b[0;32m 360\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m num_failed_fits \u001b[38;5;241m==\u001b[39m num_fits:\n\u001b[0;32m 361\u001b[0m all_fits_failed_message \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 362\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mAll the \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnum_fits\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m fits failed.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 363\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIt is very likely that your model is misconfigured.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 364\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou can try to debug the error by setting error_score=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mraise\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 365\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBelow are more details about the failures:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mfit_errors_summary\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 366\u001b[0m )\n\u001b[1;32m--> 367\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(all_fits_failed_message)\n\u001b[0;32m 369\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 370\u001b[0m some_fits_failed_message \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 371\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mnum_failed_fits\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m fits failed out of a total of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnum_fits\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 372\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe score on these train-test partitions for these parameters\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 376\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBelow are more details about the failures:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mfit_errors_summary\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 377\u001b[0m )\n", + "\u001b[1;31mValueError\u001b[0m: \nAll the 540 fits failed.\nIt is very likely that your model is misconfigured.\nYou can try to debug the error by setting error_score='raise'.\n\nBelow are more details about the failures:\n--------------------------------------------------------------------------------\n540 fits failed with the following error:\nTraceback (most recent call last):\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\xgboost\\core.py\", line 620, in inner_f\n return func(**kwargs)\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py\", line 1440, in fit\n raise ValueError(\nValueError: Invalid classes inferred from unique values of `y`. Expected: [0 1 2 3], got [-1. 0. 1. 2.]\n" + ] + } + ], + "source": [ + "# Define the parameter grid for grid search \n", + "param_grid = {\n", + " 'max_depth': [3, 5, 7],\n", + " 'learning_rate': [0.1, 0.01, 0.001],\n", + " 'n_estimators': [100, 200, 300],\n", + " 'subsample': [0.8, 1.0],\n", + " 'colsample_bytree': [0.8, 1.0],\n", + "}\n", + "\n", + "# Initialize XGBoost classifier\n", + "xgb_classifier = xgb.XGBClassifier()\n", + "\n", + "# Perform grid search to find the best parameters\n", + "grid_search = GridSearchCV(xgb_classifier, param_grid, cv=5)\n", + "grid_search.fit(X_train_scaled, y_train)\n", + "\n", + "# Get the best parameters and score\n", + "best_params = grid_search.best_params_\n", + "best_score = grid_search.best_score_\n", + "\n", + "print(\"Best Parameters:\", best_params)\n", + "print(\"Best Score:\", best_score)\n", + "\n", + "# Train the classifier with the best parameters\n", + "best_xgb_classifier = xgb.XGBClassifier(**best_params)\n", + "best_xgb_classifier.fit(X_train_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred_test = best_xgb_classifier.predict(X_test_scaled)\n", + "\n", + "#Now we convert changed prediction labels back\n", + "\n", + "# Define inverse mapping dictionaries\n", + "inv_label_mapping_train = {idx: label for label, idx in label_mapping_train.items()}\n", + "inv_label_mapping_test = {idx: label for label, idx in label_mapping_test.items()}\n", + "y_pred_original_test = np.array([inv_label_mapping_test[pred] for pred in y_pred_test])\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred_original_test)\n", + "print(\"XGBoost Accuracy:\", accuracy)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"XGBoost Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "### preparing result for submission\n", + "# result=lr.predict(X_TEST_scaled)\n", + "# res = svc.predict(X_TEST_scaled)\n", + "res = best_rf_classifier.predict(X_TEST_scaled)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "# result=[int(i) for i in result]\n", + "res=[int(i) for i in res]" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " -1,\n", + " -1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " -1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " -1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " -1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 0,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " -1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 0,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " ...]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10546, 1)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# DAF=pd.DataFrame(result,columns=[\"sentiment\"])\n", + "# DAF.head()\n", + "DAF=pd.DataFrame(res,columns=[\"sentiment\"])\n", + "DAF.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Found input variables with inconsistent numbers of samples: [3164, 10546]", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[67], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmetrics\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m accuracy_score\n\u001b[1;32m----> 2\u001b[0m accuracy \u001b[38;5;241m=\u001b[39m \u001b[43maccuracy_score\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mres\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAccuracy:\u001b[39m\u001b[38;5;124m\"\u001b[39m, accuracy)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\_param_validation.py:192\u001b[0m, in \u001b[0;36mvalidate_params..decorator..wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 187\u001b[0m validate_parameter_constraints(\n\u001b[0;32m 188\u001b[0m parameter_constraints, params, caller_name\u001b[38;5;241m=\u001b[39mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__qualname__\u001b[39m\n\u001b[0;32m 189\u001b[0m )\n\u001b[0;32m 191\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 192\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 193\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m InvalidParameterError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 194\u001b[0m \u001b[38;5;66;03m# When the function is just a wrapper around an estimator, we allow\u001b[39;00m\n\u001b[0;32m 195\u001b[0m \u001b[38;5;66;03m# the function to delegate validation to the estimator, but we replace\u001b[39;00m\n\u001b[0;32m 196\u001b[0m \u001b[38;5;66;03m# the name of the estimator by the name of the function in the error\u001b[39;00m\n\u001b[0;32m 197\u001b[0m \u001b[38;5;66;03m# message to avoid confusion.\u001b[39;00m\n\u001b[0;32m 198\u001b[0m msg \u001b[38;5;241m=\u001b[39m re\u001b[38;5;241m.\u001b[39msub(\n\u001b[0;32m 199\u001b[0m \u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mw+ must be\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 200\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__qualname__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must be\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 201\u001b[0m \u001b[38;5;28mstr\u001b[39m(e),\n\u001b[0;32m 202\u001b[0m )\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:221\u001b[0m, in \u001b[0;36maccuracy_score\u001b[1;34m(y_true, y_pred, normalize, sample_weight)\u001b[0m\n\u001b[0;32m 155\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Accuracy classification score.\u001b[39;00m\n\u001b[0;32m 156\u001b[0m \n\u001b[0;32m 157\u001b[0m \u001b[38;5;124;03mIn multilabel classification, this function computes subset accuracy:\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 217\u001b[0m \u001b[38;5;124;03m0.5\u001b[39;00m\n\u001b[0;32m 218\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 220\u001b[0m \u001b[38;5;66;03m# Compute accuracy for each possible representation\u001b[39;00m\n\u001b[1;32m--> 221\u001b[0m y_type, y_true, y_pred \u001b[38;5;241m=\u001b[39m \u001b[43m_check_targets\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_true\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_pred\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 222\u001b[0m check_consistent_length(y_true, y_pred, sample_weight)\n\u001b[0;32m 223\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m y_type\u001b[38;5;241m.\u001b[39mstartswith(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmultilabel\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:86\u001b[0m, in \u001b[0;36m_check_targets\u001b[1;34m(y_true, y_pred)\u001b[0m\n\u001b[0;32m 59\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_check_targets\u001b[39m(y_true, y_pred):\n\u001b[0;32m 60\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Check that y_true and y_pred belong to the same classification task.\u001b[39;00m\n\u001b[0;32m 61\u001b[0m \n\u001b[0;32m 62\u001b[0m \u001b[38;5;124;03m This converts multiclass or binary types to a common shape, and raises a\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 84\u001b[0m \u001b[38;5;124;03m y_pred : array or indicator matrix\u001b[39;00m\n\u001b[0;32m 85\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m---> 86\u001b[0m \u001b[43mcheck_consistent_length\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_true\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_pred\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 87\u001b[0m type_true \u001b[38;5;241m=\u001b[39m type_of_target(y_true, input_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my_true\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 88\u001b[0m type_pred \u001b[38;5;241m=\u001b[39m type_of_target(y_pred, input_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my_pred\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:397\u001b[0m, in \u001b[0;36mcheck_consistent_length\u001b[1;34m(*arrays)\u001b[0m\n\u001b[0;32m 395\u001b[0m uniques \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39munique(lengths)\n\u001b[0;32m 396\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(uniques) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m--> 397\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 398\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFound input variables with inconsistent numbers of samples: \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 399\u001b[0m \u001b[38;5;241m%\u001b[39m [\u001b[38;5;28mint\u001b[39m(l) \u001b[38;5;28;01mfor\u001b[39;00m l \u001b[38;5;129;01min\u001b[39;00m lengths]\n\u001b[0;32m 400\u001b[0m )\n", + "\u001b[1;31mValueError\u001b[0m: Found input variables with inconsistent numbers of samples: [3164, 10546]" + ] + } + ], + "source": [ + "from sklearn.metrics import accuracy_score\n", + "accuracy = accuracy_score(y_test, res)\n", + "print(\"Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
tweetidsentiment
01697602
1353261
22249851
34762631
48729280
.........
105418957141
105428751671
10543783291
105448674550
105454708921
\n", + "

10546 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " tweetid sentiment\n", + "0 169760 2\n", + "1 35326 1\n", + "2 224985 1\n", + "3 476263 1\n", + "4 872928 0\n", + "... ... ...\n", + "10541 895714 1\n", + "10542 875167 1\n", + "10543 78329 1\n", + "10544 867455 0\n", + "10545 470892 1\n", + "\n", + "[10546 rows x 2 columns]" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "output=pd.DataFrame({\"tweetid\":test_df[\"tweetid\"]})\n", + "submission=output.join(DAF)\n", + "submission" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "submission.to_csv(\"submission.csv\",index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From b1365b280d051ad8b854e03abc47983e2ca757c3 Mon Sep 17 00:00:00 2001 From: obinnameso <127059513+obinnameso@users.noreply.github.com> Date: Sat, 17 Jun 2023 14:01:24 +0100 Subject: [PATCH 05/19] Delete twitter_sentiment_notebook.ipynb --- twitter_sentiment_notebook.ipynb | 4380 ------------------------------ 1 file changed, 4380 deletions(-) delete mode 100644 twitter_sentiment_notebook.ipynb diff --git a/twitter_sentiment_notebook.ipynb b/twitter_sentiment_notebook.ipynb deleted file mode 100644 index 321431a9..00000000 --- a/twitter_sentiment_notebook.ipynb +++ /dev/null @@ -1,4380 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd #For data loading and data manipulation\n", - "import seaborn as sns #For data visualization \n", - "import matplotlib.pyplot as plt #For data visualization\n", - "%matplotlib inline\n", - "import re\n", - "\n", - "import nltk\n", - "from nltk.corpus import stopwords #For stopword removals\n", - "\n", - "import string #For Punctuations\n", - "\n", - "import numpy as np\n", - "from nltk.stem import WordNetLemmatizer\n", - "from nltk.tokenize import word_tokenize, TreebankWordTokenizer\n", - "from sklearn.ensemble import RandomForestClassifier\n", - "from sklearn.model_selection import GridSearchCV\n", - "from sklearn.model_selection import cross_val_score\n", - "import xgboost as xgb\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Display.max_colwidth option set to None to show all text content without truncation\n", - "pd.set_option('display.max_colwidth', None)\n", - "\n", - "# Your code to read the DataFrame\n", - "df1 = pd.read_csv('train.csv')\n", - "test_df = pd.read_csv('test_with_no_labels.csv')\n", - "df=pd.concat([df1,test_df])" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
sentimentmessagetweetid
01.0PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221
11.0It's not like we lack evidence of anthropogenic global warming126103
22.0RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562
31.0#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736
41.0RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954
51.0Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j425577
61.0RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R294933
71.0RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h…992717
81.0@AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change.664510
91.0RT @paigetweedy: no offense… but like… how do you just not believe… in global warming………260471
\n", - "
" - ], - "text/plain": [ - " sentiment \\\n", - "0 1.0 \n", - "1 1.0 \n", - "2 2.0 \n", - "3 1.0 \n", - "4 1.0 \n", - "5 1.0 \n", - "6 1.0 \n", - "7 1.0 \n", - "8 1.0 \n", - "9 1.0 \n", - "\n", - " message \\\n", - "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", - "1 It's not like we lack evidence of anthropogenic global warming \n", - "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", - "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", - "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", - "5 Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j \n", - "6 RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R \n", - "7 RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h… \n", - "8 @AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change. \n", - "9 RT @paigetweedy: no offense… but like… how do you just not believe… in global warming……… \n", - "\n", - " tweetid \n", - "0 625221 \n", - "1 126103 \n", - "2 698562 \n", - "3 573736 \n", - "4 466954 \n", - "5 425577 \n", - "6 294933 \n", - "7 992717 \n", - "8 664510 \n", - "9 260471 " - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.head(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From the data snippet shown above, we see that the message column contains some noise (stop words, puntuations, mentions, hashtags and even urls). We need to deal with the noise before proceeding to analyze the data." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(26365, 3)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Int64Index: 26365 entries, 0 to 10545\n", - "Data columns (total 3 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 sentiment 15819 non-null float64\n", - " 1 message 26365 non-null object \n", - " 2 tweetid 26365 non-null int64 \n", - "dtypes: float64(1), int64(1), object(1)\n", - "memory usage: 823.9+ KB\n" - ] - } - ], - "source": [ - "df.info() #Let's see our datatypes" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Separate minority and majority classes\n", - "news = df1[df1['sentiment']== 2]\n", - "pro = df1[df1['sentiment']== 1]\n", - "neutral = df1[df1['sentiment']== 0]\n", - "anti = df1[df1['sentiment']== -1]\n", - "\n", - "labels = df1['sentiment'].unique()\n", - "heights = [len(news),len(pro), len(neutral), len(anti)]\n", - "plt.bar(labels,heights,color='green')\n", - "plt.xticks(labels,['news(2)','pro(1)', 'neutral(0)', 'anti(-1)'], rotation = 60)\n", - "plt.ylabel(\"no. of observations\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## **DATA PREPROCESSING**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### **Remove Stop words**" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "df_train = df.copy() #Let us make a copy of our dataframe to avoid modifying the original dataframe" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n" - ] - } - ], - "source": [ - "#To get a list of english stopwords\n", - "stop_words = stopwords.words('english')\n", - "print(stop_words)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
sentimentmessagetweetidclean_message
01.0PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable
11.0It's not like we lack evidence of anthropogenic global warming126103like lack evidence anthropogenic global warming
22.0RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…
31.0#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736#TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD
41.0RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight
\n", - "
" - ], - "text/plain": [ - " sentiment \\\n", - "0 1.0 \n", - "1 1.0 \n", - "2 2.0 \n", - "3 1.0 \n", - "4 1.0 \n", - "\n", - " message \\\n", - "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", - "1 It's not like we lack evidence of anthropogenic global warming \n", - "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", - "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", - "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", - "\n", - " tweetid \\\n", - "0 625221 \n", - "1 126103 \n", - "2 698562 \n", - "3 573736 \n", - "4 466954 \n", - "\n", - " clean_message \n", - "0 PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", - "1 like lack evidence anthropogenic global warming \n", - "2 RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", - "3 #TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD \n", - "4 RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight " - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - " clean_texts = []\n", - "\n", - "for text in df_train['message']:\n", - " words = text.split()\n", - " filtered_words = [word for word in words if word.lower() not in stop_words]\n", - " clean_text = ' '.join(filtered_words)\n", - " clean_texts.append(clean_text)\n", - "\n", - "# clean_texts\n", - "df_train['clean_message'] = clean_texts\n", - "df_train.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**QUESTION**\n", - "Should we drop the original message column at this point? Or would it be useful for future reference?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### **Remove Urls**" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "#Remove urls and replace with 'url'\n", - " \n", - "pattern_url = r'http[s]?://(?:[A-Za-z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9A-Fa-f][0-9A-Fa-f]))+'\n", - "\n", - "subs_url = r'url'\n", - "\n", - "df_train['clean_message'] = df_train['clean_message'].replace(to_replace = pattern_url, value = subs_url, regex = True)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'RT @RawStory: Researchers say three years act climate change it’s late url url…'" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_train['clean_message'].iloc[2]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### **Remove Punctuation**" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "!\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n" - ] - } - ], - "source": [ - "#Convert message to lower case\n", - "df_train['clean_message'] = df_train['clean_message'].str.lower()\n", - "\n", - "print(string.punctuation)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'rt paigetweedy offense… like… believe… global warming………'" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def remove_punctuation(message):\n", - " return ''.join([l for l in message if l not in string.punctuation])\n", - "\n", - "\n", - "df_train['clean_message'] = df_train['clean_message'].apply(remove_punctuation)\n", - "df_train['clean_message'].iloc[9]" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'rt rawstory researchers say three years act climate change it’s late url url…'" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_train['clean_message'].iloc[2]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Despite removing puntuations, we still observe some curly quotation marks and repeated punctuations.\n", - "\n", - "Let's deal with these using regular expression(regex)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'rt rawstory researchers say three years act climate change its late url url'" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def clean_text(text):\n", - " text = re.sub(r'[^\\w\\s\"“”]', '', text) # Remove non-alphanumeric characters and curly quotation marks\n", - " text = re.sub(r'\\s+', ' ', text) # Remove extra whitespaces\n", - " text = re.sub(r'([!?.])\\1+', r'\\1', text) # Remove repeated punctuation marks\n", - " return text.strip()\n", - "\n", - "# Apply the clean_text function to the 'message' column\n", - "df_train['clean_message'] = df_train['clean_message'].apply(clean_text)\n", - "df_train['clean_message'].iloc[2]" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'rt paigetweedy offense like believe global warming'" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_train['clean_message'].iloc[9]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Looks like our data has been delivered of every noise......." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(26365, 4)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_train.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "df_train=df_train.drop([\"message\"],axis=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
sentimenttweetidclean_message
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight
\n", - "
" - ], - "text/plain": [ - " sentiment tweetid \\\n", - "0 1.0 625221 \n", - "1 1.0 126103 \n", - "2 2.0 698562 \n", - "3 1.0 573736 \n", - "4 1.0 466954 \n", - "\n", - " clean_message \n", - "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", - "1 like lack evidence anthropogenic global warming \n", - "2 rt rawstory researchers say three years act climate change its late url url \n", - "3 todayinmaker wired 2016 pivotal year war climate change url \n", - "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight " - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_train.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Tokenization" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
sentimenttweetidclean_messagetokenize
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable[polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable]
11.0126103like lack evidence anthropogenic global warming[like, lack, evidence, anthropogenic, global, warming]
22.0698562rt rawstory researchers say three years act climate change its late url url[rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url]
31.0573736todayinmaker wired 2016 pivotal year war climate change url[todayinmaker, wired, 2016, pivotal, year, war, climate, change, url]
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight[rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight]
...............
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url[rt, brittanybohrer, brb, writing, poem, climate, change, climatechange, science, poetry, fakenews, alternativefacts, url]
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url[2016, year, climate, change, came, home, hottest, year, record, karl, mathiesen, travelled, tasmania, url]
10543NaN78329rt loopvanuatu pacific countries positive fiji leading global climate change conference november url[rt, loopvanuatu, pacific, countries, positive, fiji, leading, global, climate, change, conference, november, url]
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585[rt, xanria00018, youre, hot, must, cause, global, warming, aldublaboroflove, jophie30, asn585]
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h[rt, chloebalaoing, climate, change, global, issue, thats, getting, worse, eating, plant, based, least, amount, effort, h]
\n", - "

26365 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " sentiment tweetid \\\n", - "0 1.0 625221 \n", - "1 1.0 126103 \n", - "2 2.0 698562 \n", - "3 1.0 573736 \n", - "4 1.0 466954 \n", - "... ... ... \n", - "10541 NaN 895714 \n", - "10542 NaN 875167 \n", - "10543 NaN 78329 \n", - "10544 NaN 867455 \n", - "10545 NaN 470892 \n", - "\n", - " clean_message \\\n", - "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", - "1 like lack evidence anthropogenic global warming \n", - "2 rt rawstory researchers say three years act climate change its late url url \n", - "3 todayinmaker wired 2016 pivotal year war climate change url \n", - "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight \n", - "... ... \n", - "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", - "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", - "10543 rt loopvanuatu pacific countries positive fiji leading global climate change conference november url \n", - "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", - "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", - "\n", - " tokenize \n", - "0 [polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable] \n", - "1 [like, lack, evidence, anthropogenic, global, warming] \n", - "2 [rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url] \n", - "3 [todayinmaker, wired, 2016, pivotal, year, war, climate, change, url] \n", - "4 [rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight] \n", - "... ... \n", - "10541 [rt, brittanybohrer, brb, writing, poem, climate, change, climatechange, science, poetry, fakenews, alternativefacts, url] \n", - "10542 [2016, year, climate, change, came, home, hottest, year, record, karl, mathiesen, travelled, tasmania, url] \n", - "10543 [rt, loopvanuatu, pacific, countries, positive, fiji, leading, global, climate, change, conference, november, url] \n", - "10544 [rt, xanria00018, youre, hot, must, cause, global, warming, aldublaboroflove, jophie30, asn585] \n", - "10545 [rt, chloebalaoing, climate, change, global, issue, thats, getting, worse, eating, plant, based, least, amount, effort, h] \n", - "\n", - "[26365 rows x 4 columns]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tokeniser = TreebankWordTokenizer()\n", - "df_train['tokenize'] = df_train['clean_message'].apply(tokeniser.tokenize)\n", - "df_train" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Lematization" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "lemmatizer = WordNetLemmatizer()\n", - "def lemma(words, lemmatizer):\n", - " return ' '.join([lemmatizer.lemmatize(word) for word in words])\n", - "\n", - "# df_train['lemmatized'] = df_train['tokenize'].apply(lambda x: [lemmatizer.lemmatize(i) for i in x])\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "df_train['lemmatized'] = df_train['tokenize'].apply(lemma, args=(lemmatizer, ))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
sentimenttweetidclean_messagetokenizelemmatized
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable[polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable]polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming[like, lack, evidence, anthropogenic, global, warming]like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url[rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url]rt rawstory researcher say three year act climate change it late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url[todayinmaker, wired, 2016, pivotal, year, war, climate, change, url]todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight[rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight]rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
..................
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url[rt, brittanybohrer, brb, writing, poem, climate, change, climatechange, science, poetry, fakenews, alternativefacts, url]rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url[2016, year, climate, change, came, home, hottest, year, record, karl, mathiesen, travelled, tasmania, url]2016 year climate change came home hottest year record karl mathiesen travelled tasmania url
10543NaN78329rt loopvanuatu pacific countries positive fiji leading global climate change conference november url[rt, loopvanuatu, pacific, countries, positive, fiji, leading, global, climate, change, conference, november, url]rt loopvanuatu pacific country positive fiji leading global climate change conference november url
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585[rt, xanria00018, youre, hot, must, cause, global, warming, aldublaboroflove, jophie30, asn585]rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h[rt, chloebalaoing, climate, change, global, issue, thats, getting, worse, eating, plant, based, least, amount, effort, h]rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h
\n", - "

26365 rows × 5 columns

\n", - "
" - ], - "text/plain": [ - " sentiment tweetid \\\n", - "0 1.0 625221 \n", - "1 1.0 126103 \n", - "2 2.0 698562 \n", - "3 1.0 573736 \n", - "4 1.0 466954 \n", - "... ... ... \n", - "10541 NaN 895714 \n", - "10542 NaN 875167 \n", - "10543 NaN 78329 \n", - "10544 NaN 867455 \n", - "10545 NaN 470892 \n", - "\n", - " clean_message \\\n", - "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", - "1 like lack evidence anthropogenic global warming \n", - "2 rt rawstory researchers say three years act climate change its late url url \n", - "3 todayinmaker wired 2016 pivotal year war climate change url \n", - "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight \n", - "... ... \n", - "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", - "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", - "10543 rt loopvanuatu pacific countries positive fiji leading global climate change conference november url \n", - "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", - "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", - "\n", - " tokenize \\\n", - "0 [polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable] \n", - "1 [like, lack, evidence, anthropogenic, global, warming] \n", - "2 [rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url] \n", - "3 [todayinmaker, wired, 2016, pivotal, year, war, climate, change, url] \n", - "4 [rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight] \n", - "... ... \n", - "10541 [rt, brittanybohrer, brb, writing, poem, climate, change, climatechange, science, poetry, fakenews, alternativefacts, url] \n", - "10542 [2016, year, climate, change, came, home, hottest, year, record, karl, mathiesen, travelled, tasmania, url] \n", - "10543 [rt, loopvanuatu, pacific, countries, positive, fiji, leading, global, climate, change, conference, november, url] \n", - "10544 [rt, xanria00018, youre, hot, must, cause, global, warming, aldublaboroflove, jophie30, asn585] \n", - "10545 [rt, chloebalaoing, climate, change, global, issue, thats, getting, worse, eating, plant, based, least, amount, effort, h] \n", - "\n", - " lemmatized \n", - "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", - "1 like lack evidence anthropogenic global warming \n", - "2 rt rawstory researcher say three year act climate change it late url url \n", - "3 todayinmaker wired 2016 pivotal year war climate change url \n", - "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight \n", - "... ... \n", - "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", - "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", - "10543 rt loopvanuatu pacific country positive fiji leading global climate change conference november url \n", - "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", - "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", - "\n", - "[26365 rows x 5 columns]" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_train " - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "###drop unwanted columns\n", - "df_train = df_train.drop(['tokenize'], axis =1)\n", - "df_train = df_train.drop(['clean_message'], axis =1)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
sentimenttweetidlemmatized
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researcher say three year act climate change it late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
............
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url
10543NaN78329rt loopvanuatu pacific country positive fiji leading global climate change conference november url
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h
\n", - "

26365 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " sentiment tweetid \\\n", - "0 1.0 625221 \n", - "1 1.0 126103 \n", - "2 2.0 698562 \n", - "3 1.0 573736 \n", - "4 1.0 466954 \n", - "... ... ... \n", - "10541 NaN 895714 \n", - "10542 NaN 875167 \n", - "10543 NaN 78329 \n", - "10544 NaN 867455 \n", - "10545 NaN 470892 \n", - "\n", - " lemmatized \n", - "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", - "1 like lack evidence anthropogenic global warming \n", - "2 rt rawstory researcher say three year act climate change it late url url \n", - "3 todayinmaker wired 2016 pivotal year war climate change url \n", - "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight \n", - "... ... \n", - "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", - "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", - "10543 rt loopvanuatu pacific country positive fiji leading global climate change conference november url \n", - "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", - "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", - "\n", - "[26365 rows x 3 columns]" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_train" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# CountVectorizer" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.feature_extraction.text import CountVectorizer" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
CountVectorizer()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "CountVectorizer()" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vect = CountVectorizer()\n", - "vect.fit(df_train['lemmatized'])" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
sentimenttweetidlemmatized
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researcher say three year act climate change it late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
\n", - "
" - ], - "text/plain": [ - " sentiment tweetid \\\n", - "0 1.0 625221 \n", - "1 1.0 126103 \n", - "2 2.0 698562 \n", - "3 1.0 573736 \n", - "4 1.0 466954 \n", - "\n", - " lemmatized \n", - "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", - "1 like lack evidence anthropogenic global warming \n", - "2 rt rawstory researcher say three year act climate change it late url url \n", - "3 todayinmaker wired 2016 pivotal year war climate change url \n", - "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight " - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_train.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "vect = CountVectorizer(stop_words='english')" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "vect = CountVectorizer(ngram_range=(1, 2))" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "vect = CountVectorizer(max_df=0.5)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "vect = CountVectorizer(min_df=2)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "betterVect = CountVectorizer(stop_words='english', \n", - " min_df=2, \n", - " max_df=0.5, \n", - " ngram_range=(1, 1))" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [], - "source": [ - "df_new=betterVect.fit_transform(df_train['lemmatized'])" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
CountVectorizer(max_df=0.5, min_df=2, stop_words='english')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "CountVectorizer(max_df=0.5, min_df=2, stop_words='english')" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "betterVect" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
sentimenttweetidlemmatized
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researcher say three year act climate change it late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
............
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url
10543NaN78329rt loopvanuatu pacific country positive fiji leading global climate change conference november url
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h
\n", - "

26365 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " sentiment tweetid \\\n", - "0 1.0 625221 \n", - "1 1.0 126103 \n", - "2 2.0 698562 \n", - "3 1.0 573736 \n", - "4 1.0 466954 \n", - "... ... ... \n", - "10541 NaN 895714 \n", - "10542 NaN 875167 \n", - "10543 NaN 78329 \n", - "10544 NaN 867455 \n", - "10545 NaN 470892 \n", - "\n", - " lemmatized \n", - "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", - "1 like lack evidence anthropogenic global warming \n", - "2 rt rawstory researcher say three year act climate change it late url url \n", - "3 todayinmaker wired 2016 pivotal year war climate change url \n", - "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight \n", - "... ... \n", - "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", - "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", - "10543 rt loopvanuatu pacific country positive fiji leading global climate change conference november url \n", - "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", - "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", - "\n", - "[26365 rows x 3 columns]" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_train" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " (0, 3693)\t1\n", - " (0, 1964)\t1\n", - " (0, 10230)\t1\n", - " (0, 1724)\t1\n", - " (0, 3097)\t1\n", - " (0, 6353)\t1\n", - " (0, 1785)\t1\n", - " (0, 4516)\t1\n", - " (0, 10991)\t1\n", - " (0, 10960)\t1\n", - " (0, 10780)\t1\n", - " (0, 6469)\t1\n", - " (1, 4516)\t1\n", - " (1, 10991)\t1\n", - " (1, 6162)\t1\n", - " (1, 5965)\t1\n", - " (1, 3784)\t1\n", - " (1, 794)\t1\n", - " (2, 10780)\t2\n", - " (2, 8344)\t1\n", - " (2, 8621)\t1\n", - " (2, 8978)\t1\n", - " (2, 11348)\t1\n", - " (2, 380)\t1\n", - " (2, 6004)\t1\n", - " :\t:\n", - " (26362, 6045)\t1\n", - " (26362, 2542)\t1\n", - " (26362, 7153)\t1\n", - " (26362, 2356)\t1\n", - " (26362, 7451)\t1\n", - " (26362, 7900)\t1\n", - " (26362, 4085)\t1\n", - " (26363, 1785)\t1\n", - " (26363, 4516)\t1\n", - " (26363, 10991)\t1\n", - " (26363, 5065)\t1\n", - " (26363, 11379)\t1\n", - " (26363, 584)\t1\n", - " (26363, 11313)\t1\n", - " (26363, 5726)\t1\n", - " (26363, 947)\t1\n", - " (26364, 4516)\t1\n", - " (26364, 5545)\t1\n", - " (26364, 10134)\t1\n", - " (26364, 7760)\t1\n", - " (26364, 3508)\t1\n", - " (26364, 3445)\t1\n", - " (26364, 11258)\t1\n", - " (26364, 4480)\t1\n", - " (26364, 1154)\t1\n" - ] - } - ], - "source": [ - "print(df_new)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 1., 1., 2., ..., nan, nan, nan])" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df[\"sentiment\"].values" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
sentiment
01.0
11.0
22.0
31.0
41.0
......
158141.0
158152.0
158160.0
15817-1.0
158180.0
\n", - "

15819 rows × 1 columns

\n", - "
" - ], - "text/plain": [ - " sentiment\n", - "0 1.0\n", - "1 1.0\n", - "2 2.0\n", - "3 1.0\n", - "4 1.0\n", - "... ...\n", - "15814 1.0\n", - "15815 2.0\n", - "15816 0.0\n", - "15817 -1.0\n", - "15818 0.0\n", - "\n", - "[15819 rows x 1 columns]" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "y=df_train[:len(df1)][[\"sentiment\"]]\n", - "y" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " (0, 3693)\t1\n", - " (0, 1964)\t1\n", - " (0, 10230)\t1\n", - " (0, 1724)\t1\n", - " (0, 3097)\t1\n", - " (0, 6353)\t1\n", - " (0, 1785)\t1\n", - " (0, 4516)\t1\n", - " (0, 10991)\t1\n", - " (0, 10960)\t1\n", - " (0, 10780)\t1\n", - " (0, 6469)\t1\n", - " (1, 4516)\t1\n", - " (1, 10991)\t1\n", - " (1, 6162)\t1\n", - " (1, 5965)\t1\n", - " (1, 3784)\t1\n", - " (1, 794)\t1\n", - " (2, 10780)\t2\n", - " (2, 8344)\t1\n", - " (2, 8621)\t1\n", - " (2, 8978)\t1\n", - " (2, 11348)\t1\n", - " (2, 380)\t1\n", - " (2, 6004)\t1\n", - " :\t:\n", - " (15815, 10780)\t1\n", - " (15815, 1503)\t1\n", - " (15815, 11013)\t1\n", - " (15815, 8524)\t1\n", - " (15815, 89)\t1\n", - " (15816, 10780)\t1\n", - " (15816, 1236)\t1\n", - " (15816, 10501)\t1\n", - " (15816, 8736)\t1\n", - " (15816, 7640)\t1\n", - " (15816, 5698)\t1\n", - " (15816, 544)\t1\n", - " (15816, 404)\t1\n", - " (15816, 7208)\t1\n", - " (15817, 4938)\t1\n", - " (15817, 1878)\t1\n", - " (15817, 5004)\t1\n", - " (15817, 6133)\t1\n", - " (15817, 2581)\t1\n", - " (15817, 10295)\t1\n", - " (15817, 514)\t1\n", - " (15817, 8947)\t1\n", - " (15817, 1648)\t1\n", - " (15818, 10780)\t1\n", - " (15818, 3705)\t1\n" - ] - } - ], - "source": [ - "X_train=df_new[:len(df1)]\n", - "print(X_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 1., 1., 2., ..., 0., -1., 0.])" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "y[\"sentiment\"].values" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [], - "source": [ - "X_TEST=df_new[len(df1):]" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(10546, 11458)" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "X_TEST.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now our parameters are y,X_train,X_TEST" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import train_test_split" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [], - "source": [ - "X_train, X_test, y_train, y_test = train_test_split(X_train,y[\"sentiment\"].values, test_size=0.2, random_state=42)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Scaling" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.preprocessing import StandardScaler\n", - "\n", - "# Scale the tweet vectors\n", - "scaler = StandardScaler(with_mean=False)\n", - "X_train_scaled = scaler.fit_transform(X_train)\n", - "X_test_scaled = scaler.transform(X_test)\n", - "X_TEST_scaled= scaler.transform(X_TEST)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Support Vector Machine" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The accuracy score of the SVC is: 0.7196586599241467\n", - "\n", - "\n", - "Classification Report:\n", - "\n", - " precision recall f1-score support\n", - "\n", - " -1.0 0.59 0.50 0.54 278\n", - " 0.0 0.45 0.53 0.49 425\n", - " 1.0 0.80 0.78 0.79 1755\n", - " 2.0 0.76 0.76 0.76 706\n", - "\n", - " accuracy 0.72 3164\n", - " macro avg 0.65 0.64 0.65 3164\n", - "weighted avg 0.72 0.72 0.72 3164\n", - "\n" - ] - } - ], - "source": [ - "from sklearn.svm import SVC\n", - "from sklearn.metrics import accuracy_score\n", - "from sklearn.metrics import classification_report\n", - "\n", - "svc = SVC(kernel='linear')\n", - "svc.fit(X_train, y_train)\n", - "y_pred = svc.predict(X_test)\n", - "\n", - "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", - "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The accuracy score of the SVC is: 0.5989254108723135\n", - "\n", - "\n", - "Classification Report:\n", - "\n", - " precision recall f1-score support\n", - "\n", - " -1.0 0.38 0.49 0.43 278\n", - " 0.0 0.33 0.49 0.40 425\n", - " 1.0 0.75 0.63 0.69 1755\n", - " 2.0 0.63 0.63 0.63 706\n", - "\n", - " accuracy 0.60 3164\n", - " macro avg 0.52 0.56 0.54 3164\n", - "weighted avg 0.64 0.60 0.61 3164\n", - "\n" - ] - } - ], - "source": [ - "from sklearn.svm import SVC\n", - "from sklearn.metrics import accuracy_score\n", - "from sklearn.metrics import classification_report\n", - "\n", - "svc = SVC(kernel='linear')\n", - "svc.fit(X_train_scaled, y_train)\n", - "y_pred = svc.predict(X_test_scaled)\n", - "\n", - "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", - "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It was noticed that training with unscaled data led to higher training accuracy but lower test accuracy. Inshort scale ur data. Thanks" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# GridSearch Using SVC" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [ - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[87], line 21\u001b[0m\n\u001b[0;32m 18\u001b[0m grid_search \u001b[38;5;241m=\u001b[39m GridSearchCV(pipeline, param_grid, cv\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m5\u001b[39m)\n\u001b[0;32m 20\u001b[0m \u001b[38;5;66;03m# Fit the GridSearchCV on the training data\u001b[39;00m\n\u001b[1;32m---> 21\u001b[0m \u001b[43mgrid_search\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train_scaled\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 23\u001b[0m \u001b[38;5;66;03m# Print the best parameters and best score\u001b[39;00m\n\u001b[0;32m 24\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBest Parameters:\u001b[39m\u001b[38;5;124m\"\u001b[39m, grid_search\u001b[38;5;241m.\u001b[39mbest_params_)\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:874\u001b[0m, in \u001b[0;36mBaseSearchCV.fit\u001b[1;34m(self, X, y, groups, **fit_params)\u001b[0m\n\u001b[0;32m 868\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_format_results(\n\u001b[0;32m 869\u001b[0m all_candidate_params, n_splits, all_out, all_more_results\n\u001b[0;32m 870\u001b[0m )\n\u001b[0;32m 872\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m results\n\u001b[1;32m--> 874\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_search\u001b[49m\u001b[43m(\u001b[49m\u001b[43mevaluate_candidates\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 876\u001b[0m \u001b[38;5;66;03m# multimetric is determined here because in the case of a callable\u001b[39;00m\n\u001b[0;32m 877\u001b[0m \u001b[38;5;66;03m# self.scoring the return type is only known after calling\u001b[39;00m\n\u001b[0;32m 878\u001b[0m first_test_score \u001b[38;5;241m=\u001b[39m all_out[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtest_scores\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:1388\u001b[0m, in \u001b[0;36mGridSearchCV._run_search\u001b[1;34m(self, evaluate_candidates)\u001b[0m\n\u001b[0;32m 1386\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_run_search\u001b[39m(\u001b[38;5;28mself\u001b[39m, evaluate_candidates):\n\u001b[0;32m 1387\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Search all candidates in param_grid\"\"\"\u001b[39;00m\n\u001b[1;32m-> 1388\u001b[0m \u001b[43mevaluate_candidates\u001b[49m\u001b[43m(\u001b[49m\u001b[43mParameterGrid\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparam_grid\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:821\u001b[0m, in \u001b[0;36mBaseSearchCV.fit..evaluate_candidates\u001b[1;34m(candidate_params, cv, more_results)\u001b[0m\n\u001b[0;32m 813\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mverbose \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m 814\u001b[0m \u001b[38;5;28mprint\u001b[39m(\n\u001b[0;32m 815\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFitting \u001b[39m\u001b[38;5;132;01m{0}\u001b[39;00m\u001b[38;5;124m folds for each of \u001b[39m\u001b[38;5;132;01m{1}\u001b[39;00m\u001b[38;5;124m candidates,\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 816\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m totalling \u001b[39m\u001b[38;5;132;01m{2}\u001b[39;00m\u001b[38;5;124m fits\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(\n\u001b[0;32m 817\u001b[0m n_splits, n_candidates, n_candidates \u001b[38;5;241m*\u001b[39m n_splits\n\u001b[0;32m 818\u001b[0m )\n\u001b[0;32m 819\u001b[0m )\n\u001b[1;32m--> 821\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[43mparallel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 822\u001b[0m \u001b[43m \u001b[49m\u001b[43mdelayed\u001b[49m\u001b[43m(\u001b[49m\u001b[43m_fit_and_score\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 823\u001b[0m \u001b[43m \u001b[49m\u001b[43mclone\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbase_estimator\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 824\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 825\u001b[0m \u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 826\u001b[0m \u001b[43m \u001b[49m\u001b[43mtrain\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 827\u001b[0m \u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 828\u001b[0m \u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 829\u001b[0m \u001b[43m \u001b[49m\u001b[43msplit_progress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_splits\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 830\u001b[0m \u001b[43m \u001b[49m\u001b[43mcandidate_progress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_candidates\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 831\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mfit_and_score_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 832\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 833\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mproduct\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 834\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcandidate_params\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcv\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msplit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgroups\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 835\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 836\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 838\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(out) \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 839\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 840\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo fits were performed. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 841\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWas the CV iterator empty? \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 842\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWere there no candidates?\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 843\u001b[0m )\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\parallel.py:63\u001b[0m, in \u001b[0;36mParallel.__call__\u001b[1;34m(self, iterable)\u001b[0m\n\u001b[0;32m 58\u001b[0m config \u001b[38;5;241m=\u001b[39m get_config()\n\u001b[0;32m 59\u001b[0m iterable_with_config \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 60\u001b[0m (_with_config(delayed_func, config), args, kwargs)\n\u001b[0;32m 61\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m delayed_func, args, kwargs \u001b[38;5;129;01min\u001b[39;00m iterable\n\u001b[0;32m 62\u001b[0m )\n\u001b[1;32m---> 63\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__call__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43miterable_with_config\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:1051\u001b[0m, in \u001b[0;36mParallel.__call__\u001b[1;34m(self, iterable)\u001b[0m\n\u001b[0;32m 1048\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdispatch_one_batch(iterator):\n\u001b[0;32m 1049\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_iterating \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_original_iterator \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m-> 1051\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdispatch_one_batch\u001b[49m\u001b[43m(\u001b[49m\u001b[43miterator\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[0;32m 1052\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[0;32m 1054\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m pre_dispatch \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mall\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m n_jobs \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 1055\u001b[0m \u001b[38;5;66;03m# The iterable was consumed all at once by the above for loop.\u001b[39;00m\n\u001b[0;32m 1056\u001b[0m \u001b[38;5;66;03m# No need to wait for async callbacks to trigger to\u001b[39;00m\n\u001b[0;32m 1057\u001b[0m \u001b[38;5;66;03m# consumption.\u001b[39;00m\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:864\u001b[0m, in \u001b[0;36mParallel.dispatch_one_batch\u001b[1;34m(self, iterator)\u001b[0m\n\u001b[0;32m 862\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m 863\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 864\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtasks\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 865\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:782\u001b[0m, in \u001b[0;36mParallel._dispatch\u001b[1;34m(self, batch)\u001b[0m\n\u001b[0;32m 780\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m 781\u001b[0m job_idx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jobs)\n\u001b[1;32m--> 782\u001b[0m job \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_backend\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_async\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbatch\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 783\u001b[0m \u001b[38;5;66;03m# A job can complete so quickly than its callback is\u001b[39;00m\n\u001b[0;32m 784\u001b[0m \u001b[38;5;66;03m# called before we get here, causing self._jobs to\u001b[39;00m\n\u001b[0;32m 785\u001b[0m \u001b[38;5;66;03m# grow. To ensure correct results ordering, .insert is\u001b[39;00m\n\u001b[0;32m 786\u001b[0m \u001b[38;5;66;03m# used (rather than .append) in the following line\u001b[39;00m\n\u001b[0;32m 787\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jobs\u001b[38;5;241m.\u001b[39minsert(job_idx, job)\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\_parallel_backends.py:208\u001b[0m, in \u001b[0;36mSequentialBackend.apply_async\u001b[1;34m(self, func, callback)\u001b[0m\n\u001b[0;32m 206\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mapply_async\u001b[39m(\u001b[38;5;28mself\u001b[39m, func, callback\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m 207\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Schedule a func to be run\"\"\"\u001b[39;00m\n\u001b[1;32m--> 208\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mImmediateResult\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 209\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m callback:\n\u001b[0;32m 210\u001b[0m callback(result)\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\_parallel_backends.py:572\u001b[0m, in \u001b[0;36mImmediateResult.__init__\u001b[1;34m(self, batch)\u001b[0m\n\u001b[0;32m 569\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, batch):\n\u001b[0;32m 570\u001b[0m \u001b[38;5;66;03m# Don't delay the application, to avoid keeping the input\u001b[39;00m\n\u001b[0;32m 571\u001b[0m \u001b[38;5;66;03m# arguments in memory\u001b[39;00m\n\u001b[1;32m--> 572\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mresults \u001b[38;5;241m=\u001b[39m \u001b[43mbatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:263\u001b[0m, in \u001b[0;36mBatchedCalls.__call__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 259\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m 260\u001b[0m \u001b[38;5;66;03m# Set the default nested backend to self._backend but do not set the\u001b[39;00m\n\u001b[0;32m 261\u001b[0m \u001b[38;5;66;03m# change the default number of processes to -1\u001b[39;00m\n\u001b[0;32m 262\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m parallel_backend(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backend, n_jobs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_n_jobs):\n\u001b[1;32m--> 263\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 264\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m func, args, kwargs \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mitems]\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:263\u001b[0m, in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 259\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m 260\u001b[0m \u001b[38;5;66;03m# Set the default nested backend to self._backend but do not set the\u001b[39;00m\n\u001b[0;32m 261\u001b[0m \u001b[38;5;66;03m# change the default number of processes to -1\u001b[39;00m\n\u001b[0;32m 262\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m parallel_backend(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backend, n_jobs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_n_jobs):\n\u001b[1;32m--> 263\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 264\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m func, args, kwargs \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mitems]\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\parallel.py:123\u001b[0m, in \u001b[0;36m_FuncWrapper.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 121\u001b[0m config \u001b[38;5;241m=\u001b[39m {}\n\u001b[0;32m 122\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mconfig):\n\u001b[1;32m--> 123\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunction(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:708\u001b[0m, in \u001b[0;36m_fit_and_score\u001b[1;34m(estimator, X, y, scorer, train, test, verbose, parameters, fit_params, return_train_score, return_parameters, return_n_test_samples, return_times, return_estimator, split_progress, candidate_progress, error_score)\u001b[0m\n\u001b[0;32m 705\u001b[0m result[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfit_error\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 707\u001b[0m fit_time \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime() \u001b[38;5;241m-\u001b[39m start_time\n\u001b[1;32m--> 708\u001b[0m test_scores \u001b[38;5;241m=\u001b[39m \u001b[43m_score\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mX_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mscorer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merror_score\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 709\u001b[0m score_time \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime() \u001b[38;5;241m-\u001b[39m start_time \u001b[38;5;241m-\u001b[39m fit_time\n\u001b[0;32m 710\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m return_train_score:\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:767\u001b[0m, in \u001b[0;36m_score\u001b[1;34m(estimator, X_test, y_test, scorer, error_score)\u001b[0m\n\u001b[0;32m 765\u001b[0m scores \u001b[38;5;241m=\u001b[39m scorer(estimator, X_test)\n\u001b[0;32m 766\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 767\u001b[0m scores \u001b[38;5;241m=\u001b[39m \u001b[43mscorer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mX_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_test\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 768\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[0;32m 769\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(scorer, _MultimetricScorer):\n\u001b[0;32m 770\u001b[0m \u001b[38;5;66;03m# If `_MultimetricScorer` raises exception, the `error_score`\u001b[39;00m\n\u001b[0;32m 771\u001b[0m \u001b[38;5;66;03m# parameter is equal to \"raise\".\u001b[39;00m\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_scorer.py:444\u001b[0m, in \u001b[0;36m_passthrough_scorer\u001b[1;34m(estimator, *args, **kwargs)\u001b[0m\n\u001b[0;32m 442\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_passthrough_scorer\u001b[39m(estimator, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m 443\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Function that wraps estimator.score\"\"\"\u001b[39;00m\n\u001b[1;32m--> 444\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m estimator\u001b[38;5;241m.\u001b[39mscore(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py:722\u001b[0m, in \u001b[0;36mPipeline.score\u001b[1;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[0;32m 720\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m sample_weight \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 721\u001b[0m score_params[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msample_weight\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m sample_weight\n\u001b[1;32m--> 722\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msteps[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m][\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39mscore(Xt, y, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mscore_params)\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\base.py:649\u001b[0m, in \u001b[0;36mClassifierMixin.score\u001b[1;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[0;32m 624\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 625\u001b[0m \u001b[38;5;124;03mReturn the mean accuracy on the given test data and labels.\u001b[39;00m\n\u001b[0;32m 626\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 645\u001b[0m \u001b[38;5;124;03m Mean accuracy of ``self.predict(X)`` wrt. `y`.\u001b[39;00m\n\u001b[0;32m 646\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 647\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmetrics\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m accuracy_score\n\u001b[1;32m--> 649\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m accuracy_score(y, \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m, sample_weight\u001b[38;5;241m=\u001b[39msample_weight)\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:820\u001b[0m, in \u001b[0;36mBaseSVC.predict\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m 818\u001b[0m y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39margmax(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdecision_function(X), axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[0;32m 819\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 820\u001b[0m y \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 821\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclasses_\u001b[38;5;241m.\u001b[39mtake(np\u001b[38;5;241m.\u001b[39masarray(y, dtype\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39mintp))\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:435\u001b[0m, in \u001b[0;36mBaseLibSVM.predict\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m 433\u001b[0m X \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_for_predict(X)\n\u001b[0;32m 434\u001b[0m predict \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sparse_predict \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sparse \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dense_predict\n\u001b[1;32m--> 435\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:481\u001b[0m, in \u001b[0;36mBaseLibSVM._sparse_predict\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m 477\u001b[0m kernel_type \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sparse_kernels\u001b[38;5;241m.\u001b[39mindex(kernel)\n\u001b[0;32m 479\u001b[0m C \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.0\u001b[39m \u001b[38;5;66;03m# C is not useful here\u001b[39;00m\n\u001b[1;32m--> 481\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mlibsvm_sparse\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlibsvm_sparse_predict\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 482\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 483\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindices\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 484\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindptr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 485\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msupport_vectors_\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 486\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msupport_vectors_\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindices\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 487\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msupport_vectors_\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindptr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 488\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dual_coef_\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 489\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_intercept_\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 490\u001b[0m \u001b[43m \u001b[49m\u001b[43mLIBSVM_IMPL\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_impl\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 491\u001b[0m \u001b[43m \u001b[49m\u001b[43mkernel_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 492\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdegree\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 493\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_gamma\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 494\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcoef0\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 495\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtol\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 496\u001b[0m \u001b[43m \u001b[49m\u001b[43mC\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 497\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# TODO(1.4): Replace \"_class_weight\" with \"class_weight_\"\u001b[39;49;00m\n\u001b[0;32m 498\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mgetattr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m_class_weight\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mempty\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 499\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnu\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 500\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mepsilon\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 501\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshrinking\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 502\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mprobability\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 503\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_n_support\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 504\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_probA\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 505\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_probB\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 506\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[1;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], - "source": [ - "from sklearn.svm import SVC\n", - "from sklearn.model_selection import GridSearchCV\n", - "from sklearn.feature_extraction.text import CountVectorizer\n", - "from sklearn.pipeline import Pipeline\n", - "# Create a pipeline with CountVectorizer and SVC\n", - "vectorizer = CountVectorizer()\n", - "pipeline = Pipeline([\n", - " ('svc', SVC())\n", - "])\n", - "\n", - "# Define the parameter grid for GridSearchCV\n", - "param_grid = {\n", - " 'svc__C': [0.1, 1, 10],\n", - " 'svc__kernel': ['linear', 'rbf']\n", - "}\n", - "\n", - "# Initialize GridSearchCV\n", - "grid_search = GridSearchCV(pipeline, param_grid, cv=5)\n", - "\n", - "# Fit the GridSearchCV on the training data\n", - "grid_search.fit(X_train_scaled, y_train)\n", - "\n", - "# Print the best parameters and best score\n", - "print(\"Best Parameters:\", grid_search.best_params_)\n", - "print(\"Best Score:\", grid_search.best_score_)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Logistic Regression" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.linear_model import LogisticRegression" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": {}, - "outputs": [], - "source": [ - "lr = LogisticRegression(max_iter=1000)" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
LogisticRegression(max_iter=1000)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "LogisticRegression(max_iter=1000)" - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lr.fit(X_train_scaled, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": {}, - "outputs": [], - "source": [ - "pred_lr = lr.predict(X_test_scaled)" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Classification Report\n", - " precision recall f1-score support\n", - "\n", - " 0: Neutral 0.55 0.46 0.50 278\n", - " 1: ProClimate 0.39 0.49 0.44 425\n", - " 2: News 0.76 0.72 0.74 1755\n", - "-1:AntiClimate 0.67 0.70 0.69 706\n", - "\n", - " accuracy 0.66 3164\n", - " macro avg 0.59 0.59 0.59 3164\n", - " weighted avg 0.67 0.66 0.67 3164\n", - "\n", - "The accuracy score of the SVC is: 0.6630847029077117\n" - ] - } - ], - "source": [ - "from sklearn.metrics import classification_report\n", - "print('Classification Report')\n", - "print(classification_report(y_test, pred_lr, target_names=['0: Neutral', '1: ProClimate','2: News','-1:AntiClimate']))\n", - "\n", - "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, pred_lr))\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Naive Bayes" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
MultinomialNB()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "MultinomialNB()" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from sklearn.naive_bayes import MultinomialNB\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.metrics import accuracy_score\n", - "nb_classifier = MultinomialNB()\n", - "\n", - "# Train the classifier\n", - "nb_classifier.fit(X_train_scaled, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [], - "source": [ - "# Make predictions on the testing data\n", - "y_pred = nb_classifier.predict(X_test_scaled)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy: 0.6419089759797725\n" - ] - } - ], - "source": [ - "# Calculate accuracy\n", - "accuracy = accuracy_score(y_test, y_pred)\n", - "print(\"Accuracy:\", accuracy)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Neural Network" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
MLPClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "MLPClassifier()" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from sklearn.neural_network import MLPClassifier\n", - "mlp_classifier = MLPClassifier()\n", - "mlp_classifier.fit(X_train_scaled, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [], - "source": [ - "mlp_predictions = mlp_classifier.predict(X_test_scaled)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MLP Accuracy: 0.690897597977244\n" - ] - } - ], - "source": [ - "mlp_accuracy = accuracy_score(y_test, mlp_predictions)\n", - "print(\"MLP Accuracy:\", mlp_accuracy)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# RNN" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/10\n", - "1083/1582 [===================>..........] - ETA: 3:30:48 - loss: 0.2792 - accuracy: 0.5347" - ] - } - ], - "source": [ - "import numpy as np\n", - "import tensorflow as tf\n", - "from tensorflow import keras\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.metrics import accuracy_score\n", - "from keras.models import Sequential\n", - "from keras.layers import Embedding, LSTM, Dense\n", - "\n", - "# Assuming you have already prepared your training and testing data: X_trainrnn, X_testrnn, y_train, y_test\n", - "\n", - "# Convert sparse input data to dense arrays\n", - "X_trainrnn = X_train_scaled.toarray()\n", - "X_testrnn = X_test_scaled.toarray()\n", - "\n", - "# Determine the number of unique tokens in your input data\n", - "num_tokens = int(np.max([np.max(X_trainrnn[i, :]) for i in range(X_trainrnn.shape[0])]) + 1)\n", - "\n", - "model = Sequential()\n", - "model.add(Embedding(input_dim=num_tokens, output_dim=32))\n", - "model.add(LSTM(64))\n", - "model.add(Dense(1, activation='sigmoid'))\n", - "\n", - "# Compile the model\n", - "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", - "\n", - "# Train the model\n", - "model.fit(X_trainrnn, y_train, batch_size=8, epochs=10, verbose=1)\n", - "\n", - "# Evaluate the model\n", - "_, accuracy = model.evaluate(X_testrnn, y_test)\n", - "print(\"RNN Accuracy:\", accuracy)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Transfomers" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "!pip install transformers" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import tensorflow as tf\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.metrics import accuracy_score\n", - "from transformers import TFBertModel, BertTokenizer\n", - "from tensorflow import keras\n", - "from tensorflow.keras.layers import Input, Dense\n", - "from tensorflow.keras.models import Model\n", - "\n", - "# Assuming X_train_scaled, X_test_scaled, y_train, and y_test are available\n", - "\n", - "tokenizer = BertTokenizer.from_pretrained('bert-base-uncased')\n", - "bert_model = TFBertModel.from_pretrained('bert-base-uncased')\n", - "\n", - "# Convert input data to list of strings\n", - "X_train_texts = [str(seq) for seq in X_train_scaled]\n", - "X_test_texts = [str(seq) for seq in X_test_scaled]\n", - "\n", - "# Tokenize and pad the input sequences\n", - "input_ids = tokenizer.batch_encode_plus(X_train_texts, padding='longest', truncation=True, return_tensors='tf')['input_ids']\n", - "input_ids_test = tokenizer.batch_encode_plus(X_test_texts, padding='longest', truncation=True, return_tensors='tf')['input_ids']\n", - "\n", - "# Build the model architecture\n", - "input_layer = Input(shape=(input_ids.shape[1],), dtype=tf.int32)\n", - "bert_output = bert_model(input_layer)[0][:, 0, :]\n", - "output_layer = Dense(1, activation='sigmoid')(bert_output)\n", - "model = Model(inputs=input_layer, outputs=output_layer)\n", - "\n", - "# Compile the model\n", - "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", - "\n", - "# Train the model\n", - "model.fit(input_ids, y_train, batch_size=8, epochs=3, verbose=1)\n", - "\n", - "# Evaluate the model\n", - "predictions = model.predict(input_ids_test)\n", - "predictions = (predictions > 0.5).astype(int)\n", - "accuracy = accuracy_score(y_test, predictions)\n", - "print(\"Transformers Accuracy:\", accuracy)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Random Forest" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
RandomForestClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "RandomForestClassifier()" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.metrics import accuracy_score\n", - "from sklearn.ensemble import RandomForestClassifier\n", - "# Initialize Random Forest classifier\n", - "rf_classifier = RandomForestClassifier(n_estimators=100)\n", - "\n", - "# Train the classifier\n", - "rf_classifier.fit(X_train_scaled, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [], - "source": [ - "# Make predictions on the testing data\n", - "y_pred = rf_classifier.predict(X_test_scaled)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Random Forest Accuracy: 0.7035398230088495\n" - ] - } - ], - "source": [ - "# Calculate accuracy\n", - "accuracy = accuracy_score(y_test, y_pred)\n", - "print(\"Random Forest Accuracy:\", accuracy)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.ensemble import RandomForestClassifier\n", - "from sklearn.model_selection import GridSearchCV\n", - "from sklearn.model_selection import cross_val_score\n", - "\n", - "# Define your random forest classifier\n", - "rf_classifier = RandomForestClassifier()\n", - "\n", - "# Define the parameter grid to search over\n", - "param_grid = {'n_estimators': [100, 200, 300, 400, 500]}\n", - "\n", - "# Perform grid search using cross-validation\n", - "grid_search = GridSearchCV(rf_classifier, param_grid, cv=5)\n", - "grid_search.fit(X, y) # X is your feature matrix, y is your target variable\n", - "\n", - "# Get the best parameter value\n", - "best_n_estimators = grid_search.best_params_['n_estimators']\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Random Forest with Grid Search" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n", - "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", - " warn(\n" - ] - }, - { - "data": { - "text/html": [ - "
GridSearchCV(cv=5, estimator=RandomForestClassifier(),\n",
-       "             param_grid={'max_depth': [None, 5],\n",
-       "                         'max_features': ['auto', 'sqrt'],\n",
-       "                         'min_samples_leaf': [1, 2],\n",
-       "                         'min_samples_split': [2, 5],\n",
-       "                         'n_estimators': [100, 200]})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "GridSearchCV(cv=5, estimator=RandomForestClassifier(),\n", - " param_grid={'max_depth': [None, 5],\n", - " 'max_features': ['auto', 'sqrt'],\n", - " 'min_samples_leaf': [1, 2],\n", - " 'min_samples_split': [2, 5],\n", - " 'n_estimators': [100, 200]})" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Define the parameter grid for grid search\n", - "param_grid = {\n", - " 'n_estimators': [100, 200],\n", - " 'max_depth': [None, 5],\n", - " 'min_samples_split': [2, 5],\n", - " 'min_samples_leaf': [1, 2],\n", - " 'max_features': ['auto', 'sqrt']\n", - "}\n", - "\n", - "# Initialize Random Forest classifier\n", - "rf_classifier = RandomForestClassifier()\n", - "\n", - "# Perform grid search to find the best parameters\n", - "grid_search = GridSearchCV(rf_classifier, param_grid, cv=5)\n", - "grid_search.fit(X_train_scaled, y_train)\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Best Parameters: {'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 5, 'n_estimators': 200}\n", - "Best Score: 0.705807981035164\n" - ] - }, - { - "data": { - "text/html": [ - "
RandomForestClassifier(min_samples_split=5, n_estimators=200)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "RandomForestClassifier(min_samples_split=5, n_estimators=200)" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get the best parameters and score\n", - "best_params = grid_search.best_params_\n", - "best_score = grid_search.best_score_\n", - "\n", - "print(\"Best Parameters:\", best_params)\n", - "print(\"Best Score:\", best_score)\n", - "\n", - "# Train the classifier with the best parameters\n", - "best_rf_classifier = RandomForestClassifier(**best_params)\n", - "best_rf_classifier.fit(X_train_scaled, y_train)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Random Forest Accuracy: 0.7221871049304678\n" - ] - } - ], - "source": [ - "# Make predictions on the testing data\n", - "y_pred = best_rf_classifier.predict(X_test_scaled)\n", - "\n", - "# Calculate accuracy\n", - "accuracy = accuracy_score(y_test, y_pred)\n", - "print(\"Random Forest Accuracy:\", accuracy)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# XGBoost Classifier" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [], - "source": [ - "y_trainint=[int(i) for i in y_train]\n", - "y_testint=[int(i) for i in y_test]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Map the labels to [0, 1, 2, 3] instead of 0,-1,2,\n", - "\n", - "\n", - "\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [], - "source": [ - "label_mapping_train = {label: idx for idx, label in enumerate(np.unique(y_trainint))}\n", - "labels_train = np.array([label_mapping_train[label] for label in y_trainint])" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [], - "source": [ - "label_mapping_test = {label: idx for idx, label in enumerate(np.unique(y_testint))}\n", - "labels_test = np.array([label_mapping_test[label] for label in y_testint])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "XGBoost Accuracy: 0.7104930467762326\n" - ] - } - ], - "source": [ - "import xgboost as xgb\n", - "# Initialize XGBoost classifier\n", - "xgb_classifier = xgb.XGBClassifier()\n", - "\n", - "\n", - "\n", - "# Train the classifier\n", - "xgb_classifier.fit(X_train_scaled, labels_train)\n", - "\n", - "# Make predictions on the testing data\n", - "y_pred_test = xgb_classifier.predict(X_test_scaled)\n", - "\n", - "#Now we convert changed prediction labels back\n", - "\n", - "# Define inverse mapping dictionaries\n", - "inv_label_mapping_train = {idx: label for label, idx in label_mapping_train.items()}\n", - "inv_label_mapping_test = {idx: label for label, idx in label_mapping_test.items()}\n", - "y_pred_original_test = np.array([inv_label_mapping_test[pred] for pred in y_pred_test])\n", - "\n", - "# Calculate accuracy\n", - "accuracy = accuracy_score(y_test, y_pred_original_test)\n", - "print(\"XGBoost Accuracy:\", accuracy)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# XGBoost Classifier using Gridsearch CV" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "\nAll the 540 fits failed.\nIt is very likely that your model is misconfigured.\nYou can try to debug the error by setting error_score='raise'.\n\nBelow are more details about the failures:\n--------------------------------------------------------------------------------\n540 fits failed with the following error:\nTraceback (most recent call last):\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\xgboost\\core.py\", line 620, in inner_f\n return func(**kwargs)\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py\", line 1440, in fit\n raise ValueError(\nValueError: Invalid classes inferred from unique values of `y`. Expected: [0 1 2 3], got [-1. 0. 1. 2.]\n", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[80], line 15\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;66;03m# Perform grid search to find the best parameters\u001b[39;00m\n\u001b[0;32m 14\u001b[0m grid_search \u001b[38;5;241m=\u001b[39m GridSearchCV(xgb_classifier, param_grid, cv\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m5\u001b[39m)\n\u001b[1;32m---> 15\u001b[0m \u001b[43mgrid_search\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train_scaled\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 17\u001b[0m \u001b[38;5;66;03m# Get the best parameters and score\u001b[39;00m\n\u001b[0;32m 18\u001b[0m best_params \u001b[38;5;241m=\u001b[39m grid_search\u001b[38;5;241m.\u001b[39mbest_params_\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:874\u001b[0m, in \u001b[0;36mBaseSearchCV.fit\u001b[1;34m(self, X, y, groups, **fit_params)\u001b[0m\n\u001b[0;32m 868\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_format_results(\n\u001b[0;32m 869\u001b[0m all_candidate_params, n_splits, all_out, all_more_results\n\u001b[0;32m 870\u001b[0m )\n\u001b[0;32m 872\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m results\n\u001b[1;32m--> 874\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_search\u001b[49m\u001b[43m(\u001b[49m\u001b[43mevaluate_candidates\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 876\u001b[0m \u001b[38;5;66;03m# multimetric is determined here because in the case of a callable\u001b[39;00m\n\u001b[0;32m 877\u001b[0m \u001b[38;5;66;03m# self.scoring the return type is only known after calling\u001b[39;00m\n\u001b[0;32m 878\u001b[0m first_test_score \u001b[38;5;241m=\u001b[39m all_out[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtest_scores\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:1388\u001b[0m, in \u001b[0;36mGridSearchCV._run_search\u001b[1;34m(self, evaluate_candidates)\u001b[0m\n\u001b[0;32m 1386\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_run_search\u001b[39m(\u001b[38;5;28mself\u001b[39m, evaluate_candidates):\n\u001b[0;32m 1387\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Search all candidates in param_grid\"\"\"\u001b[39;00m\n\u001b[1;32m-> 1388\u001b[0m \u001b[43mevaluate_candidates\u001b[49m\u001b[43m(\u001b[49m\u001b[43mParameterGrid\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparam_grid\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:851\u001b[0m, in \u001b[0;36mBaseSearchCV.fit..evaluate_candidates\u001b[1;34m(candidate_params, cv, more_results)\u001b[0m\n\u001b[0;32m 844\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(out) \u001b[38;5;241m!=\u001b[39m n_candidates \u001b[38;5;241m*\u001b[39m n_splits:\n\u001b[0;32m 845\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 846\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcv.split and cv.get_n_splits returned \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 847\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minconsistent results. Expected \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 848\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msplits, got \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(n_splits, \u001b[38;5;28mlen\u001b[39m(out) \u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m n_candidates)\n\u001b[0;32m 849\u001b[0m )\n\u001b[1;32m--> 851\u001b[0m \u001b[43m_warn_or_raise_about_fit_failures\u001b[49m\u001b[43m(\u001b[49m\u001b[43mout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43merror_score\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 853\u001b[0m \u001b[38;5;66;03m# For callable self.scoring, the return type is only know after\u001b[39;00m\n\u001b[0;32m 854\u001b[0m \u001b[38;5;66;03m# calling. If the return type is a dictionary, the error scores\u001b[39;00m\n\u001b[0;32m 855\u001b[0m \u001b[38;5;66;03m# can now be inserted with the correct key. The type checking\u001b[39;00m\n\u001b[0;32m 856\u001b[0m \u001b[38;5;66;03m# of out will be done in `_insert_error_scores`.\u001b[39;00m\n\u001b[0;32m 857\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcallable\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mscoring):\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:367\u001b[0m, in \u001b[0;36m_warn_or_raise_about_fit_failures\u001b[1;34m(results, error_score)\u001b[0m\n\u001b[0;32m 360\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m num_failed_fits \u001b[38;5;241m==\u001b[39m num_fits:\n\u001b[0;32m 361\u001b[0m all_fits_failed_message \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 362\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mAll the \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnum_fits\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m fits failed.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 363\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIt is very likely that your model is misconfigured.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 364\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou can try to debug the error by setting error_score=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mraise\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 365\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBelow are more details about the failures:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mfit_errors_summary\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 366\u001b[0m )\n\u001b[1;32m--> 367\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(all_fits_failed_message)\n\u001b[0;32m 369\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 370\u001b[0m some_fits_failed_message \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 371\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mnum_failed_fits\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m fits failed out of a total of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnum_fits\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 372\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe score on these train-test partitions for these parameters\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 376\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBelow are more details about the failures:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mfit_errors_summary\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 377\u001b[0m )\n", - "\u001b[1;31mValueError\u001b[0m: \nAll the 540 fits failed.\nIt is very likely that your model is misconfigured.\nYou can try to debug the error by setting error_score='raise'.\n\nBelow are more details about the failures:\n--------------------------------------------------------------------------------\n540 fits failed with the following error:\nTraceback (most recent call last):\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\xgboost\\core.py\", line 620, in inner_f\n return func(**kwargs)\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py\", line 1440, in fit\n raise ValueError(\nValueError: Invalid classes inferred from unique values of `y`. Expected: [0 1 2 3], got [-1. 0. 1. 2.]\n" - ] - } - ], - "source": [ - "# Define the parameter grid for grid search \n", - "param_grid = {\n", - " 'max_depth': [3, 5, 7],\n", - " 'learning_rate': [0.1, 0.01, 0.001],\n", - " 'n_estimators': [100, 200, 300],\n", - " 'subsample': [0.8, 1.0],\n", - " 'colsample_bytree': [0.8, 1.0],\n", - "}\n", - "\n", - "# Initialize XGBoost classifier\n", - "xgb_classifier = xgb.XGBClassifier()\n", - "\n", - "# Perform grid search to find the best parameters\n", - "grid_search = GridSearchCV(xgb_classifier, param_grid, cv=5)\n", - "grid_search.fit(X_train_scaled, y_train)\n", - "\n", - "# Get the best parameters and score\n", - "best_params = grid_search.best_params_\n", - "best_score = grid_search.best_score_\n", - "\n", - "print(\"Best Parameters:\", best_params)\n", - "print(\"Best Score:\", best_score)\n", - "\n", - "# Train the classifier with the best parameters\n", - "best_xgb_classifier = xgb.XGBClassifier(**best_params)\n", - "best_xgb_classifier.fit(X_train_scaled, y_train)\n", - "\n", - "# Make predictions on the testing data\n", - "y_pred_test = best_xgb_classifier.predict(X_test_scaled)\n", - "\n", - "#Now we convert changed prediction labels back\n", - "\n", - "# Define inverse mapping dictionaries\n", - "inv_label_mapping_train = {idx: label for label, idx in label_mapping_train.items()}\n", - "inv_label_mapping_test = {idx: label for label, idx in label_mapping_test.items()}\n", - "y_pred_original_test = np.array([inv_label_mapping_test[pred] for pred in y_pred_test])\n", - "\n", - "# Calculate accuracy\n", - "accuracy = accuracy_score(y_test, y_pred_original_test)\n", - "print(\"XGBoost Accuracy:\", accuracy)\n", - "\n", - "# Calculate accuracy\n", - "accuracy = accuracy_score(y_test, y_pred)\n", - "print(\"XGBoost Accuracy:\", accuracy)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [], - "source": [ - "### preparing result for submission\n", - "# result=lr.predict(X_TEST_scaled)\n", - "# res = svc.predict(X_TEST_scaled)\n", - "res = best_rf_classifier.predict(X_TEST_scaled)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [], - "source": [ - "# result=[int(i) for i in result]\n", - "res=[int(i) for i in res]" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " -1,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " -1,\n", - " -1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " -1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " -1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " -1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 2,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " -1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 0,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " -1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " -1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " -1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 2,\n", - " -1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " -1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " -1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " -1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 0,\n", - " -1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 0,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " -1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " -1,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " -1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " -1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 0,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 0,\n", - " 0,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " -1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " -1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 2,\n", - " 2,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " -1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 0,\n", - " -1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " -1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " -1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " -1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " -1,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " -1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 0,\n", - " 1,\n", - " 0,\n", - " 2,\n", - " 1,\n", - " 2,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " 2,\n", - " 0,\n", - " 1,\n", - " 1,\n", - " 1,\n", - " ...]" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(10546, 1)" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# DAF=pd.DataFrame(result,columns=[\"sentiment\"])\n", - "# DAF.head()\n", - "DAF=pd.DataFrame(res,columns=[\"sentiment\"])\n", - "DAF.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "Found input variables with inconsistent numbers of samples: [3164, 10546]", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[67], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmetrics\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m accuracy_score\n\u001b[1;32m----> 2\u001b[0m accuracy \u001b[38;5;241m=\u001b[39m \u001b[43maccuracy_score\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mres\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAccuracy:\u001b[39m\u001b[38;5;124m\"\u001b[39m, accuracy)\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\_param_validation.py:192\u001b[0m, in \u001b[0;36mvalidate_params..decorator..wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 187\u001b[0m validate_parameter_constraints(\n\u001b[0;32m 188\u001b[0m parameter_constraints, params, caller_name\u001b[38;5;241m=\u001b[39mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__qualname__\u001b[39m\n\u001b[0;32m 189\u001b[0m )\n\u001b[0;32m 191\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 192\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 193\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m InvalidParameterError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 194\u001b[0m \u001b[38;5;66;03m# When the function is just a wrapper around an estimator, we allow\u001b[39;00m\n\u001b[0;32m 195\u001b[0m \u001b[38;5;66;03m# the function to delegate validation to the estimator, but we replace\u001b[39;00m\n\u001b[0;32m 196\u001b[0m \u001b[38;5;66;03m# the name of the estimator by the name of the function in the error\u001b[39;00m\n\u001b[0;32m 197\u001b[0m \u001b[38;5;66;03m# message to avoid confusion.\u001b[39;00m\n\u001b[0;32m 198\u001b[0m msg \u001b[38;5;241m=\u001b[39m re\u001b[38;5;241m.\u001b[39msub(\n\u001b[0;32m 199\u001b[0m \u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mw+ must be\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 200\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__qualname__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must be\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 201\u001b[0m \u001b[38;5;28mstr\u001b[39m(e),\n\u001b[0;32m 202\u001b[0m )\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:221\u001b[0m, in \u001b[0;36maccuracy_score\u001b[1;34m(y_true, y_pred, normalize, sample_weight)\u001b[0m\n\u001b[0;32m 155\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Accuracy classification score.\u001b[39;00m\n\u001b[0;32m 156\u001b[0m \n\u001b[0;32m 157\u001b[0m \u001b[38;5;124;03mIn multilabel classification, this function computes subset accuracy:\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 217\u001b[0m \u001b[38;5;124;03m0.5\u001b[39;00m\n\u001b[0;32m 218\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 220\u001b[0m \u001b[38;5;66;03m# Compute accuracy for each possible representation\u001b[39;00m\n\u001b[1;32m--> 221\u001b[0m y_type, y_true, y_pred \u001b[38;5;241m=\u001b[39m \u001b[43m_check_targets\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_true\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_pred\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 222\u001b[0m check_consistent_length(y_true, y_pred, sample_weight)\n\u001b[0;32m 223\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m y_type\u001b[38;5;241m.\u001b[39mstartswith(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmultilabel\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:86\u001b[0m, in \u001b[0;36m_check_targets\u001b[1;34m(y_true, y_pred)\u001b[0m\n\u001b[0;32m 59\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_check_targets\u001b[39m(y_true, y_pred):\n\u001b[0;32m 60\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Check that y_true and y_pred belong to the same classification task.\u001b[39;00m\n\u001b[0;32m 61\u001b[0m \n\u001b[0;32m 62\u001b[0m \u001b[38;5;124;03m This converts multiclass or binary types to a common shape, and raises a\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 84\u001b[0m \u001b[38;5;124;03m y_pred : array or indicator matrix\u001b[39;00m\n\u001b[0;32m 85\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m---> 86\u001b[0m \u001b[43mcheck_consistent_length\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_true\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_pred\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 87\u001b[0m type_true \u001b[38;5;241m=\u001b[39m type_of_target(y_true, input_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my_true\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 88\u001b[0m type_pred \u001b[38;5;241m=\u001b[39m type_of_target(y_pred, input_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my_pred\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:397\u001b[0m, in \u001b[0;36mcheck_consistent_length\u001b[1;34m(*arrays)\u001b[0m\n\u001b[0;32m 395\u001b[0m uniques \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39munique(lengths)\n\u001b[0;32m 396\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(uniques) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m--> 397\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 398\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFound input variables with inconsistent numbers of samples: \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 399\u001b[0m \u001b[38;5;241m%\u001b[39m [\u001b[38;5;28mint\u001b[39m(l) \u001b[38;5;28;01mfor\u001b[39;00m l \u001b[38;5;129;01min\u001b[39;00m lengths]\n\u001b[0;32m 400\u001b[0m )\n", - "\u001b[1;31mValueError\u001b[0m: Found input variables with inconsistent numbers of samples: [3164, 10546]" - ] - } - ], - "source": [ - "from sklearn.metrics import accuracy_score\n", - "accuracy = accuracy_score(y_test, res)\n", - "print(\"Accuracy:\", accuracy)" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
tweetidsentiment
01697602
1353261
22249851
34762631
48729280
.........
105418957141
105428751671
10543783291
105448674550
105454708921
\n", - "

10546 rows × 2 columns

\n", - "
" - ], - "text/plain": [ - " tweetid sentiment\n", - "0 169760 2\n", - "1 35326 1\n", - "2 224985 1\n", - "3 476263 1\n", - "4 872928 0\n", - "... ... ...\n", - "10541 895714 1\n", - "10542 875167 1\n", - "10543 78329 1\n", - "10544 867455 0\n", - "10545 470892 1\n", - "\n", - "[10546 rows x 2 columns]" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "output=pd.DataFrame({\"tweetid\":test_df[\"tweetid\"]})\n", - "submission=output.join(DAF)\n", - "submission" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [], - "source": [ - "submission.to_csv(\"submission.csv\",index=False)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.9" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From ef20dc874fb58bfaba8728dab077c3ccd0ca9a38 Mon Sep 17 00:00:00 2001 From: obinnameso <127059513+obinnameso@users.noreply.github.com> Date: Sat, 17 Jun 2023 14:02:44 +0100 Subject: [PATCH 06/19] lemmatized tweets and rf model using gridsearch --- twitter_sentiment_notebook.ipynb | 4380 ++++++++++++++++++++++++++++++ 1 file changed, 4380 insertions(+) create mode 100644 twitter_sentiment_notebook.ipynb diff --git a/twitter_sentiment_notebook.ipynb b/twitter_sentiment_notebook.ipynb new file mode 100644 index 00000000..321431a9 --- /dev/null +++ b/twitter_sentiment_notebook.ipynb @@ -0,0 +1,4380 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd #For data loading and data manipulation\n", + "import seaborn as sns #For data visualization \n", + "import matplotlib.pyplot as plt #For data visualization\n", + "%matplotlib inline\n", + "import re\n", + "\n", + "import nltk\n", + "from nltk.corpus import stopwords #For stopword removals\n", + "\n", + "import string #For Punctuations\n", + "\n", + "import numpy as np\n", + "from nltk.stem import WordNetLemmatizer\n", + "from nltk.tokenize import word_tokenize, TreebankWordTokenizer\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.model_selection import cross_val_score\n", + "import xgboost as xgb\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Display.max_colwidth option set to None to show all text content without truncation\n", + "pd.set_option('display.max_colwidth', None)\n", + "\n", + "# Your code to read the DataFrame\n", + "df1 = pd.read_csv('train.csv')\n", + "test_df = pd.read_csv('test_with_no_labels.csv')\n", + "df=pd.concat([df1,test_df])" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetid
01.0PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221
11.0It's not like we lack evidence of anthropogenic global warming126103
22.0RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562
31.0#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736
41.0RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954
51.0Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j425577
61.0RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R294933
71.0RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h…992717
81.0@AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change.664510
91.0RT @paigetweedy: no offense… but like… how do you just not believe… in global warming………260471
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1.0 \n", + "1 1.0 \n", + "2 2.0 \n", + "3 1.0 \n", + "4 1.0 \n", + "5 1.0 \n", + "6 1.0 \n", + "7 1.0 \n", + "8 1.0 \n", + "9 1.0 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "5 Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j \n", + "6 RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R \n", + "7 RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h… \n", + "8 @AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change. \n", + "9 RT @paigetweedy: no offense… but like… how do you just not believe… in global warming……… \n", + "\n", + " tweetid \n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "5 425577 \n", + "6 294933 \n", + "7 992717 \n", + "8 664510 \n", + "9 260471 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the data snippet shown above, we see that the message column contains some noise (stop words, puntuations, mentions, hashtags and even urls). We need to deal with the noise before proceeding to analyze the data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(26365, 3)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 26365 entries, 0 to 10545\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 sentiment 15819 non-null float64\n", + " 1 message 26365 non-null object \n", + " 2 tweetid 26365 non-null int64 \n", + "dtypes: float64(1), int64(1), object(1)\n", + "memory usage: 823.9+ KB\n" + ] + } + ], + "source": [ + "df.info() #Let's see our datatypes" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Separate minority and majority classes\n", + "news = df1[df1['sentiment']== 2]\n", + "pro = df1[df1['sentiment']== 1]\n", + "neutral = df1[df1['sentiment']== 0]\n", + "anti = df1[df1['sentiment']== -1]\n", + "\n", + "labels = df1['sentiment'].unique()\n", + "heights = [len(news),len(pro), len(neutral), len(anti)]\n", + "plt.bar(labels,heights,color='green')\n", + "plt.xticks(labels,['news(2)','pro(1)', 'neutral(0)', 'anti(-1)'], rotation = 60)\n", + "plt.ylabel(\"no. of observations\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **DATA PREPROCESSING**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Stop words**" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "df_train = df.copy() #Let us make a copy of our dataframe to avoid modifying the original dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n" + ] + } + ], + "source": [ + "#To get a list of english stopwords\n", + "stop_words = stopwords.words('english')\n", + "print(stop_words)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidclean_message
01.0PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable
11.0It's not like we lack evidence of anthropogenic global warming126103like lack evidence anthropogenic global warming
22.0RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…
31.0#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736#TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD
41.0RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1.0 \n", + "1 1.0 \n", + "2 2.0 \n", + "3 1.0 \n", + "4 1.0 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "\n", + " tweetid \\\n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "\n", + " clean_message \n", + "0 PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " clean_texts = []\n", + "\n", + "for text in df_train['message']:\n", + " words = text.split()\n", + " filtered_words = [word for word in words if word.lower() not in stop_words]\n", + " clean_text = ' '.join(filtered_words)\n", + " clean_texts.append(clean_text)\n", + "\n", + "# clean_texts\n", + "df_train['clean_message'] = clean_texts\n", + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**QUESTION**\n", + "Should we drop the original message column at this point? Or would it be useful for future reference?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Urls**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "#Remove urls and replace with 'url'\n", + " \n", + "pattern_url = r'http[s]?://(?:[A-Za-z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9A-Fa-f][0-9A-Fa-f]))+'\n", + "\n", + "subs_url = r'url'\n", + "\n", + "df_train['clean_message'] = df_train['clean_message'].replace(to_replace = pattern_url, value = subs_url, regex = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'RT @RawStory: Researchers say three years act climate change it’s late url url…'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Punctuation**" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "!\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n" + ] + } + ], + "source": [ + "#Convert message to lower case\n", + "df_train['clean_message'] = df_train['clean_message'].str.lower()\n", + "\n", + "print(string.punctuation)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt paigetweedy offense… like… believe… global warming………'" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def remove_punctuation(message):\n", + " return ''.join([l for l in message if l not in string.punctuation])\n", + "\n", + "\n", + "df_train['clean_message'] = df_train['clean_message'].apply(remove_punctuation)\n", + "df_train['clean_message'].iloc[9]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt rawstory researchers say three years act climate change it’s late url url…'" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Despite removing puntuations, we still observe some curly quotation marks and repeated punctuations.\n", + "\n", + "Let's deal with these using regular expression(regex)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt rawstory researchers say three years act climate change its late url url'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def clean_text(text):\n", + " text = re.sub(r'[^\\w\\s\"“”]', '', text) # Remove non-alphanumeric characters and curly quotation marks\n", + " text = re.sub(r'\\s+', ' ', text) # Remove extra whitespaces\n", + " text = re.sub(r'([!?.])\\1+', r'\\1', text) # Remove repeated punctuation marks\n", + " return text.strip()\n", + "\n", + "# Apply the clean_text function to the 'message' column\n", + "df_train['clean_message'] = df_train['clean_message'].apply(clean_text)\n", + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt paigetweedy offense like believe global warming'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[9]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looks like our data has been delivered of every noise......." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(26365, 4)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "df_train=df_train.drop([\"message\"],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_message
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Tokenization" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_messagetokenize
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable[polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable]
11.0126103like lack evidence anthropogenic global warming[like, lack, evidence, anthropogenic, global, warming]
22.0698562rt rawstory researchers say three years act climate change its late url url[rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url]
31.0573736todayinmaker wired 2016 pivotal year war climate change url[todayinmaker, wired, 2016, pivotal, year, war, climate, change, url]
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight[rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight]
...............
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url[rt, brittanybohrer, brb, writing, poem, climate, change, climatechange, science, poetry, fakenews, alternativefacts, url]
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url[2016, year, climate, change, came, home, hottest, year, record, karl, mathiesen, travelled, tasmania, url]
10543NaN78329rt loopvanuatu pacific countries positive fiji leading global climate change conference november url[rt, loopvanuatu, pacific, countries, positive, fiji, leading, global, climate, change, conference, november, url]
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585[rt, xanria00018, youre, hot, must, cause, global, warming, aldublaboroflove, jophie30, asn585]
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h[rt, chloebalaoing, climate, change, global, issue, thats, getting, worse, eating, plant, based, least, amount, effort, h]
\n", + "

26365 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "... ... ... \n", + "10541 NaN 895714 \n", + "10542 NaN 875167 \n", + "10543 NaN 78329 \n", + "10544 NaN 867455 \n", + "10545 NaN 470892 \n", + "\n", + " clean_message \\\n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight \n", + "... ... \n", + "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", + "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", + "10543 rt loopvanuatu pacific countries positive fiji leading global climate change conference november url \n", + "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", + "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", + "\n", + " tokenize \n", + "0 [polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable] \n", + "1 [like, lack, evidence, anthropogenic, global, warming] \n", + "2 [rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url] \n", + "3 [todayinmaker, wired, 2016, pivotal, year, war, climate, change, url] \n", + "4 [rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight] \n", + "... ... \n", + "10541 [rt, brittanybohrer, brb, writing, poem, climate, change, climatechange, science, poetry, fakenews, alternativefacts, url] \n", + "10542 [2016, year, climate, change, came, home, hottest, year, record, karl, mathiesen, travelled, tasmania, url] \n", + "10543 [rt, loopvanuatu, pacific, countries, positive, fiji, leading, global, climate, change, conference, november, url] \n", + "10544 [rt, xanria00018, youre, hot, must, cause, global, warming, aldublaboroflove, jophie30, asn585] \n", + "10545 [rt, chloebalaoing, climate, change, global, issue, thats, getting, worse, eating, plant, based, least, amount, effort, h] \n", + "\n", + "[26365 rows x 4 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tokeniser = TreebankWordTokenizer()\n", + "df_train['tokenize'] = df_train['clean_message'].apply(tokeniser.tokenize)\n", + "df_train" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Lematization" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "lemmatizer = WordNetLemmatizer()\n", + "def lemma(words, lemmatizer):\n", + " return ' '.join([lemmatizer.lemmatize(word) for word in words])\n", + "\n", + "# df_train['lemmatized'] = df_train['tokenize'].apply(lambda x: [lemmatizer.lemmatize(i) for i in x])\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "df_train['lemmatized'] = df_train['tokenize'].apply(lemma, args=(lemmatizer, ))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_messagetokenizelemmatized
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable[polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable]polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming[like, lack, evidence, anthropogenic, global, warming]like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url[rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url]rt rawstory researcher say three year act climate change it late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url[todayinmaker, wired, 2016, pivotal, year, war, climate, change, url]todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight[rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight]rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
..................
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url[rt, brittanybohrer, brb, writing, poem, climate, change, climatechange, science, poetry, fakenews, alternativefacts, url]rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url[2016, year, climate, change, came, home, hottest, year, record, karl, mathiesen, travelled, tasmania, url]2016 year climate change came home hottest year record karl mathiesen travelled tasmania url
10543NaN78329rt loopvanuatu pacific countries positive fiji leading global climate change conference november url[rt, loopvanuatu, pacific, countries, positive, fiji, leading, global, climate, change, conference, november, url]rt loopvanuatu pacific country positive fiji leading global climate change conference november url
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585[rt, xanria00018, youre, hot, must, cause, global, warming, aldublaboroflove, jophie30, asn585]rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h[rt, chloebalaoing, climate, change, global, issue, thats, getting, worse, eating, plant, based, least, amount, effort, h]rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h
\n", + "

26365 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "... ... ... \n", + "10541 NaN 895714 \n", + "10542 NaN 875167 \n", + "10543 NaN 78329 \n", + "10544 NaN 867455 \n", + "10545 NaN 470892 \n", + "\n", + " clean_message \\\n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight \n", + "... ... \n", + "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", + "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", + "10543 rt loopvanuatu pacific countries positive fiji leading global climate change conference november url \n", + "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", + "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", + "\n", + " tokenize \\\n", + "0 [polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable] \n", + "1 [like, lack, evidence, anthropogenic, global, warming] \n", + "2 [rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url] \n", + "3 [todayinmaker, wired, 2016, pivotal, year, war, climate, change, url] \n", + "4 [rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight] \n", + "... ... \n", + "10541 [rt, brittanybohrer, brb, writing, poem, climate, change, climatechange, science, poetry, fakenews, alternativefacts, url] \n", + "10542 [2016, year, climate, change, came, home, hottest, year, record, karl, mathiesen, travelled, tasmania, url] \n", + "10543 [rt, loopvanuatu, pacific, countries, positive, fiji, leading, global, climate, change, conference, november, url] \n", + "10544 [rt, xanria00018, youre, hot, must, cause, global, warming, aldublaboroflove, jophie30, asn585] \n", + "10545 [rt, chloebalaoing, climate, change, global, issue, thats, getting, worse, eating, plant, based, least, amount, effort, h] \n", + "\n", + " lemmatized \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researcher say three year act climate change it late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight \n", + "... ... \n", + "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", + "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", + "10543 rt loopvanuatu pacific country positive fiji leading global climate change conference november url \n", + "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", + "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", + "\n", + "[26365 rows x 5 columns]" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "###drop unwanted columns\n", + "df_train = df_train.drop(['tokenize'], axis =1)\n", + "df_train = df_train.drop(['clean_message'], axis =1)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidlemmatized
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researcher say three year act climate change it late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
............
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url
10543NaN78329rt loopvanuatu pacific country positive fiji leading global climate change conference november url
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h
\n", + "

26365 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "... ... ... \n", + "10541 NaN 895714 \n", + "10542 NaN 875167 \n", + "10543 NaN 78329 \n", + "10544 NaN 867455 \n", + "10545 NaN 470892 \n", + "\n", + " lemmatized \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researcher say three year act climate change it late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight \n", + "... ... \n", + "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", + "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", + "10543 rt loopvanuatu pacific country positive fiji leading global climate change conference november url \n", + "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", + "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", + "\n", + "[26365 rows x 3 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# CountVectorizer" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.feature_extraction.text import CountVectorizer" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
CountVectorizer()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "CountVectorizer()" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vect = CountVectorizer()\n", + "vect.fit(df_train['lemmatized'])" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidlemmatized
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researcher say three year act climate change it late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "\n", + " lemmatized \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researcher say three year act climate change it late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(stop_words='english')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(ngram_range=(1, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(max_df=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(min_df=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "betterVect = CountVectorizer(stop_words='english', \n", + " min_df=2, \n", + " max_df=0.5, \n", + " ngram_range=(1, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "df_new=betterVect.fit_transform(df_train['lemmatized'])" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
CountVectorizer(max_df=0.5, min_df=2, stop_words='english')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "CountVectorizer(max_df=0.5, min_df=2, stop_words='english')" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "betterVect" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidlemmatized
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researcher say three year act climate change it late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
............
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url
10543NaN78329rt loopvanuatu pacific country positive fiji leading global climate change conference november url
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h
\n", + "

26365 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "... ... ... \n", + "10541 NaN 895714 \n", + "10542 NaN 875167 \n", + "10543 NaN 78329 \n", + "10544 NaN 867455 \n", + "10545 NaN 470892 \n", + "\n", + " lemmatized \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researcher say three year act climate change it late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight \n", + "... ... \n", + "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", + "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", + "10543 rt loopvanuatu pacific country positive fiji leading global climate change conference november url \n", + "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", + "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", + "\n", + "[26365 rows x 3 columns]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " (0, 3693)\t1\n", + " (0, 1964)\t1\n", + " (0, 10230)\t1\n", + " (0, 1724)\t1\n", + " (0, 3097)\t1\n", + " (0, 6353)\t1\n", + " (0, 1785)\t1\n", + " (0, 4516)\t1\n", + " (0, 10991)\t1\n", + " (0, 10960)\t1\n", + " (0, 10780)\t1\n", + " (0, 6469)\t1\n", + " (1, 4516)\t1\n", + " (1, 10991)\t1\n", + " (1, 6162)\t1\n", + " (1, 5965)\t1\n", + " (1, 3784)\t1\n", + " (1, 794)\t1\n", + " (2, 10780)\t2\n", + " (2, 8344)\t1\n", + " (2, 8621)\t1\n", + " (2, 8978)\t1\n", + " (2, 11348)\t1\n", + " (2, 380)\t1\n", + " (2, 6004)\t1\n", + " :\t:\n", + " (26362, 6045)\t1\n", + " (26362, 2542)\t1\n", + " (26362, 7153)\t1\n", + " (26362, 2356)\t1\n", + " (26362, 7451)\t1\n", + " (26362, 7900)\t1\n", + " (26362, 4085)\t1\n", + " (26363, 1785)\t1\n", + " (26363, 4516)\t1\n", + " (26363, 10991)\t1\n", + " (26363, 5065)\t1\n", + " (26363, 11379)\t1\n", + " (26363, 584)\t1\n", + " (26363, 11313)\t1\n", + " (26363, 5726)\t1\n", + " (26363, 947)\t1\n", + " (26364, 4516)\t1\n", + " (26364, 5545)\t1\n", + " (26364, 10134)\t1\n", + " (26364, 7760)\t1\n", + " (26364, 3508)\t1\n", + " (26364, 3445)\t1\n", + " (26364, 11258)\t1\n", + " (26364, 4480)\t1\n", + " (26364, 1154)\t1\n" + ] + } + ], + "source": [ + "print(df_new)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1., 1., 2., ..., nan, nan, nan])" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"sentiment\"].values" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentiment
01.0
11.0
22.0
31.0
41.0
......
158141.0
158152.0
158160.0
15817-1.0
158180.0
\n", + "

15819 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " sentiment\n", + "0 1.0\n", + "1 1.0\n", + "2 2.0\n", + "3 1.0\n", + "4 1.0\n", + "... ...\n", + "15814 1.0\n", + "15815 2.0\n", + "15816 0.0\n", + "15817 -1.0\n", + "15818 0.0\n", + "\n", + "[15819 rows x 1 columns]" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y=df_train[:len(df1)][[\"sentiment\"]]\n", + "y" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " (0, 3693)\t1\n", + " (0, 1964)\t1\n", + " (0, 10230)\t1\n", + " (0, 1724)\t1\n", + " (0, 3097)\t1\n", + " (0, 6353)\t1\n", + " (0, 1785)\t1\n", + " (0, 4516)\t1\n", + " (0, 10991)\t1\n", + " (0, 10960)\t1\n", + " (0, 10780)\t1\n", + " (0, 6469)\t1\n", + " (1, 4516)\t1\n", + " (1, 10991)\t1\n", + " (1, 6162)\t1\n", + " (1, 5965)\t1\n", + " (1, 3784)\t1\n", + " (1, 794)\t1\n", + " (2, 10780)\t2\n", + " (2, 8344)\t1\n", + " (2, 8621)\t1\n", + " (2, 8978)\t1\n", + " (2, 11348)\t1\n", + " (2, 380)\t1\n", + " (2, 6004)\t1\n", + " :\t:\n", + " (15815, 10780)\t1\n", + " (15815, 1503)\t1\n", + " (15815, 11013)\t1\n", + " (15815, 8524)\t1\n", + " (15815, 89)\t1\n", + " (15816, 10780)\t1\n", + " (15816, 1236)\t1\n", + " (15816, 10501)\t1\n", + " (15816, 8736)\t1\n", + " (15816, 7640)\t1\n", + " (15816, 5698)\t1\n", + " (15816, 544)\t1\n", + " (15816, 404)\t1\n", + " (15816, 7208)\t1\n", + " (15817, 4938)\t1\n", + " (15817, 1878)\t1\n", + " (15817, 5004)\t1\n", + " (15817, 6133)\t1\n", + " (15817, 2581)\t1\n", + " (15817, 10295)\t1\n", + " (15817, 514)\t1\n", + " (15817, 8947)\t1\n", + " (15817, 1648)\t1\n", + " (15818, 10780)\t1\n", + " (15818, 3705)\t1\n" + ] + } + ], + "source": [ + "X_train=df_new[:len(df1)]\n", + "print(X_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1., 1., 2., ..., 0., -1., 0.])" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y[\"sentiment\"].values" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "X_TEST=df_new[len(df1):]" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10546, 11458)" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_TEST.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now our parameters are y,X_train,X_TEST" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X_train,y[\"sentiment\"].values, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Scaling" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# Scale the tweet vectors\n", + "scaler = StandardScaler(with_mean=False)\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)\n", + "X_TEST_scaled= scaler.transform(X_TEST)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Support Vector Machine" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy score of the SVC is: 0.7196586599241467\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " -1.0 0.59 0.50 0.54 278\n", + " 0.0 0.45 0.53 0.49 425\n", + " 1.0 0.80 0.78 0.79 1755\n", + " 2.0 0.76 0.76 0.76 706\n", + "\n", + " accuracy 0.72 3164\n", + " macro avg 0.65 0.64 0.65 3164\n", + "weighted avg 0.72 0.72 0.72 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import classification_report\n", + "\n", + "svc = SVC(kernel='linear')\n", + "svc.fit(X_train, y_train)\n", + "y_pred = svc.predict(X_test)\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy score of the SVC is: 0.5989254108723135\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " -1.0 0.38 0.49 0.43 278\n", + " 0.0 0.33 0.49 0.40 425\n", + " 1.0 0.75 0.63 0.69 1755\n", + " 2.0 0.63 0.63 0.63 706\n", + "\n", + " accuracy 0.60 3164\n", + " macro avg 0.52 0.56 0.54 3164\n", + "weighted avg 0.64 0.60 0.61 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import classification_report\n", + "\n", + "svc = SVC(kernel='linear')\n", + "svc.fit(X_train_scaled, y_train)\n", + "y_pred = svc.predict(X_test_scaled)\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It was noticed that training with unscaled data led to higher training accuracy but lower test accuracy. Inshort scale ur data. Thanks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# GridSearch Using SVC" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[87], line 21\u001b[0m\n\u001b[0;32m 18\u001b[0m grid_search \u001b[38;5;241m=\u001b[39m GridSearchCV(pipeline, param_grid, cv\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m5\u001b[39m)\n\u001b[0;32m 20\u001b[0m \u001b[38;5;66;03m# Fit the GridSearchCV on the training data\u001b[39;00m\n\u001b[1;32m---> 21\u001b[0m \u001b[43mgrid_search\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train_scaled\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 23\u001b[0m \u001b[38;5;66;03m# Print the best parameters and best score\u001b[39;00m\n\u001b[0;32m 24\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBest Parameters:\u001b[39m\u001b[38;5;124m\"\u001b[39m, grid_search\u001b[38;5;241m.\u001b[39mbest_params_)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:874\u001b[0m, in \u001b[0;36mBaseSearchCV.fit\u001b[1;34m(self, X, y, groups, **fit_params)\u001b[0m\n\u001b[0;32m 868\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_format_results(\n\u001b[0;32m 869\u001b[0m all_candidate_params, n_splits, all_out, all_more_results\n\u001b[0;32m 870\u001b[0m )\n\u001b[0;32m 872\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m results\n\u001b[1;32m--> 874\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_search\u001b[49m\u001b[43m(\u001b[49m\u001b[43mevaluate_candidates\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 876\u001b[0m \u001b[38;5;66;03m# multimetric is determined here because in the case of a callable\u001b[39;00m\n\u001b[0;32m 877\u001b[0m \u001b[38;5;66;03m# self.scoring the return type is only known after calling\u001b[39;00m\n\u001b[0;32m 878\u001b[0m first_test_score \u001b[38;5;241m=\u001b[39m all_out[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtest_scores\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:1388\u001b[0m, in \u001b[0;36mGridSearchCV._run_search\u001b[1;34m(self, evaluate_candidates)\u001b[0m\n\u001b[0;32m 1386\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_run_search\u001b[39m(\u001b[38;5;28mself\u001b[39m, evaluate_candidates):\n\u001b[0;32m 1387\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Search all candidates in param_grid\"\"\"\u001b[39;00m\n\u001b[1;32m-> 1388\u001b[0m \u001b[43mevaluate_candidates\u001b[49m\u001b[43m(\u001b[49m\u001b[43mParameterGrid\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparam_grid\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:821\u001b[0m, in \u001b[0;36mBaseSearchCV.fit..evaluate_candidates\u001b[1;34m(candidate_params, cv, more_results)\u001b[0m\n\u001b[0;32m 813\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mverbose \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m 814\u001b[0m \u001b[38;5;28mprint\u001b[39m(\n\u001b[0;32m 815\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFitting \u001b[39m\u001b[38;5;132;01m{0}\u001b[39;00m\u001b[38;5;124m folds for each of \u001b[39m\u001b[38;5;132;01m{1}\u001b[39;00m\u001b[38;5;124m candidates,\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 816\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m totalling \u001b[39m\u001b[38;5;132;01m{2}\u001b[39;00m\u001b[38;5;124m fits\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(\n\u001b[0;32m 817\u001b[0m n_splits, n_candidates, n_candidates \u001b[38;5;241m*\u001b[39m n_splits\n\u001b[0;32m 818\u001b[0m )\n\u001b[0;32m 819\u001b[0m )\n\u001b[1;32m--> 821\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[43mparallel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 822\u001b[0m \u001b[43m \u001b[49m\u001b[43mdelayed\u001b[49m\u001b[43m(\u001b[49m\u001b[43m_fit_and_score\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 823\u001b[0m \u001b[43m \u001b[49m\u001b[43mclone\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbase_estimator\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 824\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 825\u001b[0m \u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 826\u001b[0m \u001b[43m \u001b[49m\u001b[43mtrain\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 827\u001b[0m \u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 828\u001b[0m \u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 829\u001b[0m \u001b[43m \u001b[49m\u001b[43msplit_progress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_splits\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 830\u001b[0m \u001b[43m \u001b[49m\u001b[43mcandidate_progress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_candidates\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 831\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mfit_and_score_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 832\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 833\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mproduct\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 834\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcandidate_params\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcv\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msplit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgroups\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 835\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 836\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 838\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(out) \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 839\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 840\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo fits were performed. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 841\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWas the CV iterator empty? \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 842\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWere there no candidates?\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 843\u001b[0m )\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\parallel.py:63\u001b[0m, in \u001b[0;36mParallel.__call__\u001b[1;34m(self, iterable)\u001b[0m\n\u001b[0;32m 58\u001b[0m config \u001b[38;5;241m=\u001b[39m get_config()\n\u001b[0;32m 59\u001b[0m iterable_with_config \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 60\u001b[0m (_with_config(delayed_func, config), args, kwargs)\n\u001b[0;32m 61\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m delayed_func, args, kwargs \u001b[38;5;129;01min\u001b[39;00m iterable\n\u001b[0;32m 62\u001b[0m )\n\u001b[1;32m---> 63\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__call__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43miterable_with_config\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:1051\u001b[0m, in \u001b[0;36mParallel.__call__\u001b[1;34m(self, iterable)\u001b[0m\n\u001b[0;32m 1048\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdispatch_one_batch(iterator):\n\u001b[0;32m 1049\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_iterating \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_original_iterator \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m-> 1051\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdispatch_one_batch\u001b[49m\u001b[43m(\u001b[49m\u001b[43miterator\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[0;32m 1052\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[0;32m 1054\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m pre_dispatch \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mall\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m n_jobs \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 1055\u001b[0m \u001b[38;5;66;03m# The iterable was consumed all at once by the above for loop.\u001b[39;00m\n\u001b[0;32m 1056\u001b[0m \u001b[38;5;66;03m# No need to wait for async callbacks to trigger to\u001b[39;00m\n\u001b[0;32m 1057\u001b[0m \u001b[38;5;66;03m# consumption.\u001b[39;00m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:864\u001b[0m, in \u001b[0;36mParallel.dispatch_one_batch\u001b[1;34m(self, iterator)\u001b[0m\n\u001b[0;32m 862\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m 863\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 864\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtasks\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 865\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:782\u001b[0m, in \u001b[0;36mParallel._dispatch\u001b[1;34m(self, batch)\u001b[0m\n\u001b[0;32m 780\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m 781\u001b[0m job_idx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jobs)\n\u001b[1;32m--> 782\u001b[0m job \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_backend\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_async\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbatch\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 783\u001b[0m \u001b[38;5;66;03m# A job can complete so quickly than its callback is\u001b[39;00m\n\u001b[0;32m 784\u001b[0m \u001b[38;5;66;03m# called before we get here, causing self._jobs to\u001b[39;00m\n\u001b[0;32m 785\u001b[0m \u001b[38;5;66;03m# grow. To ensure correct results ordering, .insert is\u001b[39;00m\n\u001b[0;32m 786\u001b[0m \u001b[38;5;66;03m# used (rather than .append) in the following line\u001b[39;00m\n\u001b[0;32m 787\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jobs\u001b[38;5;241m.\u001b[39minsert(job_idx, job)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\_parallel_backends.py:208\u001b[0m, in \u001b[0;36mSequentialBackend.apply_async\u001b[1;34m(self, func, callback)\u001b[0m\n\u001b[0;32m 206\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mapply_async\u001b[39m(\u001b[38;5;28mself\u001b[39m, func, callback\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m 207\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Schedule a func to be run\"\"\"\u001b[39;00m\n\u001b[1;32m--> 208\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mImmediateResult\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 209\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m callback:\n\u001b[0;32m 210\u001b[0m callback(result)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\_parallel_backends.py:572\u001b[0m, in \u001b[0;36mImmediateResult.__init__\u001b[1;34m(self, batch)\u001b[0m\n\u001b[0;32m 569\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, batch):\n\u001b[0;32m 570\u001b[0m \u001b[38;5;66;03m# Don't delay the application, to avoid keeping the input\u001b[39;00m\n\u001b[0;32m 571\u001b[0m \u001b[38;5;66;03m# arguments in memory\u001b[39;00m\n\u001b[1;32m--> 572\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mresults \u001b[38;5;241m=\u001b[39m \u001b[43mbatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:263\u001b[0m, in \u001b[0;36mBatchedCalls.__call__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 259\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m 260\u001b[0m \u001b[38;5;66;03m# Set the default nested backend to self._backend but do not set the\u001b[39;00m\n\u001b[0;32m 261\u001b[0m \u001b[38;5;66;03m# change the default number of processes to -1\u001b[39;00m\n\u001b[0;32m 262\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m parallel_backend(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backend, n_jobs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_n_jobs):\n\u001b[1;32m--> 263\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 264\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m func, args, kwargs \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mitems]\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\joblib\\parallel.py:263\u001b[0m, in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 259\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m 260\u001b[0m \u001b[38;5;66;03m# Set the default nested backend to self._backend but do not set the\u001b[39;00m\n\u001b[0;32m 261\u001b[0m \u001b[38;5;66;03m# change the default number of processes to -1\u001b[39;00m\n\u001b[0;32m 262\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m parallel_backend(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backend, n_jobs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_n_jobs):\n\u001b[1;32m--> 263\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 264\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m func, args, kwargs \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mitems]\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\parallel.py:123\u001b[0m, in \u001b[0;36m_FuncWrapper.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 121\u001b[0m config \u001b[38;5;241m=\u001b[39m {}\n\u001b[0;32m 122\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mconfig):\n\u001b[1;32m--> 123\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunction(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:708\u001b[0m, in \u001b[0;36m_fit_and_score\u001b[1;34m(estimator, X, y, scorer, train, test, verbose, parameters, fit_params, return_train_score, return_parameters, return_n_test_samples, return_times, return_estimator, split_progress, candidate_progress, error_score)\u001b[0m\n\u001b[0;32m 705\u001b[0m result[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfit_error\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 707\u001b[0m fit_time \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime() \u001b[38;5;241m-\u001b[39m start_time\n\u001b[1;32m--> 708\u001b[0m test_scores \u001b[38;5;241m=\u001b[39m \u001b[43m_score\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mX_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mscorer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merror_score\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 709\u001b[0m score_time \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime() \u001b[38;5;241m-\u001b[39m start_time \u001b[38;5;241m-\u001b[39m fit_time\n\u001b[0;32m 710\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m return_train_score:\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:767\u001b[0m, in \u001b[0;36m_score\u001b[1;34m(estimator, X_test, y_test, scorer, error_score)\u001b[0m\n\u001b[0;32m 765\u001b[0m scores \u001b[38;5;241m=\u001b[39m scorer(estimator, X_test)\n\u001b[0;32m 766\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 767\u001b[0m scores \u001b[38;5;241m=\u001b[39m \u001b[43mscorer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mX_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_test\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 768\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[0;32m 769\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(scorer, _MultimetricScorer):\n\u001b[0;32m 770\u001b[0m \u001b[38;5;66;03m# If `_MultimetricScorer` raises exception, the `error_score`\u001b[39;00m\n\u001b[0;32m 771\u001b[0m \u001b[38;5;66;03m# parameter is equal to \"raise\".\u001b[39;00m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_scorer.py:444\u001b[0m, in \u001b[0;36m_passthrough_scorer\u001b[1;34m(estimator, *args, **kwargs)\u001b[0m\n\u001b[0;32m 442\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_passthrough_scorer\u001b[39m(estimator, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m 443\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Function that wraps estimator.score\"\"\"\u001b[39;00m\n\u001b[1;32m--> 444\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m estimator\u001b[38;5;241m.\u001b[39mscore(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\pipeline.py:722\u001b[0m, in \u001b[0;36mPipeline.score\u001b[1;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[0;32m 720\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m sample_weight \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 721\u001b[0m score_params[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msample_weight\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m sample_weight\n\u001b[1;32m--> 722\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msteps[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m][\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39mscore(Xt, y, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mscore_params)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\base.py:649\u001b[0m, in \u001b[0;36mClassifierMixin.score\u001b[1;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[0;32m 624\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 625\u001b[0m \u001b[38;5;124;03mReturn the mean accuracy on the given test data and labels.\u001b[39;00m\n\u001b[0;32m 626\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 645\u001b[0m \u001b[38;5;124;03m Mean accuracy of ``self.predict(X)`` wrt. `y`.\u001b[39;00m\n\u001b[0;32m 646\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 647\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmetrics\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m accuracy_score\n\u001b[1;32m--> 649\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m accuracy_score(y, \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m, sample_weight\u001b[38;5;241m=\u001b[39msample_weight)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:820\u001b[0m, in \u001b[0;36mBaseSVC.predict\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m 818\u001b[0m y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39margmax(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdecision_function(X), axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[0;32m 819\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 820\u001b[0m y \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 821\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclasses_\u001b[38;5;241m.\u001b[39mtake(np\u001b[38;5;241m.\u001b[39masarray(y, dtype\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39mintp))\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:435\u001b[0m, in \u001b[0;36mBaseLibSVM.predict\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m 433\u001b[0m X \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_for_predict(X)\n\u001b[0;32m 434\u001b[0m predict \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sparse_predict \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sparse \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dense_predict\n\u001b[1;32m--> 435\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:481\u001b[0m, in \u001b[0;36mBaseLibSVM._sparse_predict\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m 477\u001b[0m kernel_type \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sparse_kernels\u001b[38;5;241m.\u001b[39mindex(kernel)\n\u001b[0;32m 479\u001b[0m C \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.0\u001b[39m \u001b[38;5;66;03m# C is not useful here\u001b[39;00m\n\u001b[1;32m--> 481\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mlibsvm_sparse\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlibsvm_sparse_predict\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 482\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 483\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindices\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 484\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindptr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 485\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msupport_vectors_\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 486\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msupport_vectors_\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindices\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 487\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msupport_vectors_\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindptr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 488\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dual_coef_\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 489\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_intercept_\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 490\u001b[0m \u001b[43m \u001b[49m\u001b[43mLIBSVM_IMPL\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_impl\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 491\u001b[0m \u001b[43m \u001b[49m\u001b[43mkernel_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 492\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdegree\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 493\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_gamma\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 494\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcoef0\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 495\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtol\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 496\u001b[0m \u001b[43m \u001b[49m\u001b[43mC\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 497\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# TODO(1.4): Replace \"_class_weight\" with \"class_weight_\"\u001b[39;49;00m\n\u001b[0;32m 498\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mgetattr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m_class_weight\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mempty\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 499\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnu\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 500\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mepsilon\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 501\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshrinking\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 502\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mprobability\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 503\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_n_support\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 504\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_probA\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 505\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_probB\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 506\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[1;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.pipeline import Pipeline\n", + "# Create a pipeline with CountVectorizer and SVC\n", + "vectorizer = CountVectorizer()\n", + "pipeline = Pipeline([\n", + " ('svc', SVC())\n", + "])\n", + "\n", + "# Define the parameter grid for GridSearchCV\n", + "param_grid = {\n", + " 'svc__C': [0.1, 1, 10],\n", + " 'svc__kernel': ['linear', 'rbf']\n", + "}\n", + "\n", + "# Initialize GridSearchCV\n", + "grid_search = GridSearchCV(pipeline, param_grid, cv=5)\n", + "\n", + "# Fit the GridSearchCV on the training data\n", + "grid_search.fit(X_train_scaled, y_train)\n", + "\n", + "# Print the best parameters and best score\n", + "print(\"Best Parameters:\", grid_search.best_params_)\n", + "print(\"Best Score:\", grid_search.best_score_)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Logistic Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [], + "source": [ + "lr = LogisticRegression(max_iter=1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
LogisticRegression(max_iter=1000)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LogisticRegression(max_iter=1000)" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lr.fit(X_train_scaled, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "pred_lr = lr.predict(X_test_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classification Report\n", + " precision recall f1-score support\n", + "\n", + " 0: Neutral 0.55 0.46 0.50 278\n", + " 1: ProClimate 0.39 0.49 0.44 425\n", + " 2: News 0.76 0.72 0.74 1755\n", + "-1:AntiClimate 0.67 0.70 0.69 706\n", + "\n", + " accuracy 0.66 3164\n", + " macro avg 0.59 0.59 0.59 3164\n", + " weighted avg 0.67 0.66 0.67 3164\n", + "\n", + "The accuracy score of the SVC is: 0.6630847029077117\n" + ] + } + ], + "source": [ + "from sklearn.metrics import classification_report\n", + "print('Classification Report')\n", + "print(classification_report(y_test, pred_lr, target_names=['0: Neutral', '1: ProClimate','2: News','-1:AntiClimate']))\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, pred_lr))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Naive Bayes" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
MultinomialNB()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "MultinomialNB()" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "nb_classifier = MultinomialNB()\n", + "\n", + "# Train the classifier\n", + "nb_classifier.fit(X_train_scaled, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "# Make predictions on the testing data\n", + "y_pred = nb_classifier.predict(X_test_scaled)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.6419089759797725\n" + ] + } + ], + "source": [ + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Neural Network" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
MLPClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "MLPClassifier()" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.neural_network import MLPClassifier\n", + "mlp_classifier = MLPClassifier()\n", + "mlp_classifier.fit(X_train_scaled, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "mlp_predictions = mlp_classifier.predict(X_test_scaled)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MLP Accuracy: 0.690897597977244\n" + ] + } + ], + "source": [ + "mlp_accuracy = accuracy_score(y_test, mlp_predictions)\n", + "print(\"MLP Accuracy:\", mlp_accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# RNN" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1083/1582 [===================>..........] - ETA: 3:30:48 - loss: 0.2792 - accuracy: 0.5347" + ] + } + ], + "source": [ + "import numpy as np\n", + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from keras.models import Sequential\n", + "from keras.layers import Embedding, LSTM, Dense\n", + "\n", + "# Assuming you have already prepared your training and testing data: X_trainrnn, X_testrnn, y_train, y_test\n", + "\n", + "# Convert sparse input data to dense arrays\n", + "X_trainrnn = X_train_scaled.toarray()\n", + "X_testrnn = X_test_scaled.toarray()\n", + "\n", + "# Determine the number of unique tokens in your input data\n", + "num_tokens = int(np.max([np.max(X_trainrnn[i, :]) for i in range(X_trainrnn.shape[0])]) + 1)\n", + "\n", + "model = Sequential()\n", + "model.add(Embedding(input_dim=num_tokens, output_dim=32))\n", + "model.add(LSTM(64))\n", + "model.add(Dense(1, activation='sigmoid'))\n", + "\n", + "# Compile the model\n", + "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "model.fit(X_trainrnn, y_train, batch_size=8, epochs=10, verbose=1)\n", + "\n", + "# Evaluate the model\n", + "_, accuracy = model.evaluate(X_testrnn, y_test)\n", + "print(\"RNN Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Transfomers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install transformers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import tensorflow as tf\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from transformers import TFBertModel, BertTokenizer\n", + "from tensorflow import keras\n", + "from tensorflow.keras.layers import Input, Dense\n", + "from tensorflow.keras.models import Model\n", + "\n", + "# Assuming X_train_scaled, X_test_scaled, y_train, and y_test are available\n", + "\n", + "tokenizer = BertTokenizer.from_pretrained('bert-base-uncased')\n", + "bert_model = TFBertModel.from_pretrained('bert-base-uncased')\n", + "\n", + "# Convert input data to list of strings\n", + "X_train_texts = [str(seq) for seq in X_train_scaled]\n", + "X_test_texts = [str(seq) for seq in X_test_scaled]\n", + "\n", + "# Tokenize and pad the input sequences\n", + "input_ids = tokenizer.batch_encode_plus(X_train_texts, padding='longest', truncation=True, return_tensors='tf')['input_ids']\n", + "input_ids_test = tokenizer.batch_encode_plus(X_test_texts, padding='longest', truncation=True, return_tensors='tf')['input_ids']\n", + "\n", + "# Build the model architecture\n", + "input_layer = Input(shape=(input_ids.shape[1],), dtype=tf.int32)\n", + "bert_output = bert_model(input_layer)[0][:, 0, :]\n", + "output_layer = Dense(1, activation='sigmoid')(bert_output)\n", + "model = Model(inputs=input_layer, outputs=output_layer)\n", + "\n", + "# Compile the model\n", + "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "model.fit(input_ids, y_train, batch_size=8, epochs=3, verbose=1)\n", + "\n", + "# Evaluate the model\n", + "predictions = model.predict(input_ids_test)\n", + "predictions = (predictions > 0.5).astype(int)\n", + "accuracy = accuracy_score(y_test, predictions)\n", + "print(\"Transformers Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
RandomForestClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "RandomForestClassifier()" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "# Initialize Random Forest classifier\n", + "rf_classifier = RandomForestClassifier(n_estimators=100)\n", + "\n", + "# Train the classifier\n", + "rf_classifier.fit(X_train_scaled, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "# Make predictions on the testing data\n", + "y_pred = rf_classifier.predict(X_test_scaled)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest Accuracy: 0.7035398230088495\n" + ] + } + ], + "source": [ + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Random Forest Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.model_selection import cross_val_score\n", + "\n", + "# Define your random forest classifier\n", + "rf_classifier = RandomForestClassifier()\n", + "\n", + "# Define the parameter grid to search over\n", + "param_grid = {'n_estimators': [100, 200, 300, 400, 500]}\n", + "\n", + "# Perform grid search using cross-validation\n", + "grid_search = GridSearchCV(rf_classifier, param_grid, cv=5)\n", + "grid_search.fit(X, y) # X is your feature matrix, y is your target variable\n", + "\n", + "# Get the best parameter value\n", + "best_n_estimators = grid_search.best_params_['n_estimators']\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Random Forest with Grid Search" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n", + "C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\ensemble\\_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.\n", + " warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
GridSearchCV(cv=5, estimator=RandomForestClassifier(),\n",
+       "             param_grid={'max_depth': [None, 5],\n",
+       "                         'max_features': ['auto', 'sqrt'],\n",
+       "                         'min_samples_leaf': [1, 2],\n",
+       "                         'min_samples_split': [2, 5],\n",
+       "                         'n_estimators': [100, 200]})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "GridSearchCV(cv=5, estimator=RandomForestClassifier(),\n", + " param_grid={'max_depth': [None, 5],\n", + " 'max_features': ['auto', 'sqrt'],\n", + " 'min_samples_leaf': [1, 2],\n", + " 'min_samples_split': [2, 5],\n", + " 'n_estimators': [100, 200]})" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Define the parameter grid for grid search\n", + "param_grid = {\n", + " 'n_estimators': [100, 200],\n", + " 'max_depth': [None, 5],\n", + " 'min_samples_split': [2, 5],\n", + " 'min_samples_leaf': [1, 2],\n", + " 'max_features': ['auto', 'sqrt']\n", + "}\n", + "\n", + "# Initialize Random Forest classifier\n", + "rf_classifier = RandomForestClassifier()\n", + "\n", + "# Perform grid search to find the best parameters\n", + "grid_search = GridSearchCV(rf_classifier, param_grid, cv=5)\n", + "grid_search.fit(X_train_scaled, y_train)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Parameters: {'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 5, 'n_estimators': 200}\n", + "Best Score: 0.705807981035164\n" + ] + }, + { + "data": { + "text/html": [ + "
RandomForestClassifier(min_samples_split=5, n_estimators=200)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "RandomForestClassifier(min_samples_split=5, n_estimators=200)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get the best parameters and score\n", + "best_params = grid_search.best_params_\n", + "best_score = grid_search.best_score_\n", + "\n", + "print(\"Best Parameters:\", best_params)\n", + "print(\"Best Score:\", best_score)\n", + "\n", + "# Train the classifier with the best parameters\n", + "best_rf_classifier = RandomForestClassifier(**best_params)\n", + "best_rf_classifier.fit(X_train_scaled, y_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest Accuracy: 0.7221871049304678\n" + ] + } + ], + "source": [ + "# Make predictions on the testing data\n", + "y_pred = best_rf_classifier.predict(X_test_scaled)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Random Forest Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# XGBoost Classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "y_trainint=[int(i) for i in y_train]\n", + "y_testint=[int(i) for i in y_test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Map the labels to [0, 1, 2, 3] instead of 0,-1,2,\n", + "\n", + "\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "label_mapping_train = {label: idx for idx, label in enumerate(np.unique(y_trainint))}\n", + "labels_train = np.array([label_mapping_train[label] for label in y_trainint])" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "label_mapping_test = {label: idx for idx, label in enumerate(np.unique(y_testint))}\n", + "labels_test = np.array([label_mapping_test[label] for label in y_testint])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "XGBoost Accuracy: 0.7104930467762326\n" + ] + } + ], + "source": [ + "import xgboost as xgb\n", + "# Initialize XGBoost classifier\n", + "xgb_classifier = xgb.XGBClassifier()\n", + "\n", + "\n", + "\n", + "# Train the classifier\n", + "xgb_classifier.fit(X_train_scaled, labels_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred_test = xgb_classifier.predict(X_test_scaled)\n", + "\n", + "#Now we convert changed prediction labels back\n", + "\n", + "# Define inverse mapping dictionaries\n", + "inv_label_mapping_train = {idx: label for label, idx in label_mapping_train.items()}\n", + "inv_label_mapping_test = {idx: label for label, idx in label_mapping_test.items()}\n", + "y_pred_original_test = np.array([inv_label_mapping_test[pred] for pred in y_pred_test])\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred_original_test)\n", + "print(\"XGBoost Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# XGBoost Classifier using Gridsearch CV" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "\nAll the 540 fits failed.\nIt is very likely that your model is misconfigured.\nYou can try to debug the error by setting error_score='raise'.\n\nBelow are more details about the failures:\n--------------------------------------------------------------------------------\n540 fits failed with the following error:\nTraceback (most recent call last):\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\xgboost\\core.py\", line 620, in inner_f\n return func(**kwargs)\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py\", line 1440, in fit\n raise ValueError(\nValueError: Invalid classes inferred from unique values of `y`. Expected: [0 1 2 3], got [-1. 0. 1. 2.]\n", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[80], line 15\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;66;03m# Perform grid search to find the best parameters\u001b[39;00m\n\u001b[0;32m 14\u001b[0m grid_search \u001b[38;5;241m=\u001b[39m GridSearchCV(xgb_classifier, param_grid, cv\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m5\u001b[39m)\n\u001b[1;32m---> 15\u001b[0m \u001b[43mgrid_search\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train_scaled\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 17\u001b[0m \u001b[38;5;66;03m# Get the best parameters and score\u001b[39;00m\n\u001b[0;32m 18\u001b[0m best_params \u001b[38;5;241m=\u001b[39m grid_search\u001b[38;5;241m.\u001b[39mbest_params_\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:874\u001b[0m, in \u001b[0;36mBaseSearchCV.fit\u001b[1;34m(self, X, y, groups, **fit_params)\u001b[0m\n\u001b[0;32m 868\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_format_results(\n\u001b[0;32m 869\u001b[0m all_candidate_params, n_splits, all_out, all_more_results\n\u001b[0;32m 870\u001b[0m )\n\u001b[0;32m 872\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m results\n\u001b[1;32m--> 874\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_search\u001b[49m\u001b[43m(\u001b[49m\u001b[43mevaluate_candidates\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 876\u001b[0m \u001b[38;5;66;03m# multimetric is determined here because in the case of a callable\u001b[39;00m\n\u001b[0;32m 877\u001b[0m \u001b[38;5;66;03m# self.scoring the return type is only known after calling\u001b[39;00m\n\u001b[0;32m 878\u001b[0m first_test_score \u001b[38;5;241m=\u001b[39m all_out[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtest_scores\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:1388\u001b[0m, in \u001b[0;36mGridSearchCV._run_search\u001b[1;34m(self, evaluate_candidates)\u001b[0m\n\u001b[0;32m 1386\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_run_search\u001b[39m(\u001b[38;5;28mself\u001b[39m, evaluate_candidates):\n\u001b[0;32m 1387\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Search all candidates in param_grid\"\"\"\u001b[39;00m\n\u001b[1;32m-> 1388\u001b[0m \u001b[43mevaluate_candidates\u001b[49m\u001b[43m(\u001b[49m\u001b[43mParameterGrid\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparam_grid\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:851\u001b[0m, in \u001b[0;36mBaseSearchCV.fit..evaluate_candidates\u001b[1;34m(candidate_params, cv, more_results)\u001b[0m\n\u001b[0;32m 844\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(out) \u001b[38;5;241m!=\u001b[39m n_candidates \u001b[38;5;241m*\u001b[39m n_splits:\n\u001b[0;32m 845\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 846\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcv.split and cv.get_n_splits returned \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 847\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minconsistent results. Expected \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 848\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msplits, got \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(n_splits, \u001b[38;5;28mlen\u001b[39m(out) \u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m n_candidates)\n\u001b[0;32m 849\u001b[0m )\n\u001b[1;32m--> 851\u001b[0m \u001b[43m_warn_or_raise_about_fit_failures\u001b[49m\u001b[43m(\u001b[49m\u001b[43mout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43merror_score\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 853\u001b[0m \u001b[38;5;66;03m# For callable self.scoring, the return type is only know after\u001b[39;00m\n\u001b[0;32m 854\u001b[0m \u001b[38;5;66;03m# calling. If the return type is a dictionary, the error scores\u001b[39;00m\n\u001b[0;32m 855\u001b[0m \u001b[38;5;66;03m# can now be inserted with the correct key. The type checking\u001b[39;00m\n\u001b[0;32m 856\u001b[0m \u001b[38;5;66;03m# of out will be done in `_insert_error_scores`.\u001b[39;00m\n\u001b[0;32m 857\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcallable\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mscoring):\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:367\u001b[0m, in \u001b[0;36m_warn_or_raise_about_fit_failures\u001b[1;34m(results, error_score)\u001b[0m\n\u001b[0;32m 360\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m num_failed_fits \u001b[38;5;241m==\u001b[39m num_fits:\n\u001b[0;32m 361\u001b[0m all_fits_failed_message \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 362\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mAll the \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnum_fits\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m fits failed.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 363\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIt is very likely that your model is misconfigured.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 364\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou can try to debug the error by setting error_score=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mraise\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 365\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBelow are more details about the failures:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mfit_errors_summary\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 366\u001b[0m )\n\u001b[1;32m--> 367\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(all_fits_failed_message)\n\u001b[0;32m 369\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 370\u001b[0m some_fits_failed_message \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 371\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mnum_failed_fits\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m fits failed out of a total of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnum_fits\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 372\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe score on these train-test partitions for these parameters\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 376\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBelow are more details about the failures:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mfit_errors_summary\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 377\u001b[0m )\n", + "\u001b[1;31mValueError\u001b[0m: \nAll the 540 fits failed.\nIt is very likely that your model is misconfigured.\nYou can try to debug the error by setting error_score='raise'.\n\nBelow are more details about the failures:\n--------------------------------------------------------------------------------\n540 fits failed with the following error:\nTraceback (most recent call last):\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\xgboost\\core.py\", line 620, in inner_f\n return func(**kwargs)\n File \"C:\\Users\\DELL\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py\", line 1440, in fit\n raise ValueError(\nValueError: Invalid classes inferred from unique values of `y`. Expected: [0 1 2 3], got [-1. 0. 1. 2.]\n" + ] + } + ], + "source": [ + "# Define the parameter grid for grid search \n", + "param_grid = {\n", + " 'max_depth': [3, 5, 7],\n", + " 'learning_rate': [0.1, 0.01, 0.001],\n", + " 'n_estimators': [100, 200, 300],\n", + " 'subsample': [0.8, 1.0],\n", + " 'colsample_bytree': [0.8, 1.0],\n", + "}\n", + "\n", + "# Initialize XGBoost classifier\n", + "xgb_classifier = xgb.XGBClassifier()\n", + "\n", + "# Perform grid search to find the best parameters\n", + "grid_search = GridSearchCV(xgb_classifier, param_grid, cv=5)\n", + "grid_search.fit(X_train_scaled, y_train)\n", + "\n", + "# Get the best parameters and score\n", + "best_params = grid_search.best_params_\n", + "best_score = grid_search.best_score_\n", + "\n", + "print(\"Best Parameters:\", best_params)\n", + "print(\"Best Score:\", best_score)\n", + "\n", + "# Train the classifier with the best parameters\n", + "best_xgb_classifier = xgb.XGBClassifier(**best_params)\n", + "best_xgb_classifier.fit(X_train_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred_test = best_xgb_classifier.predict(X_test_scaled)\n", + "\n", + "#Now we convert changed prediction labels back\n", + "\n", + "# Define inverse mapping dictionaries\n", + "inv_label_mapping_train = {idx: label for label, idx in label_mapping_train.items()}\n", + "inv_label_mapping_test = {idx: label for label, idx in label_mapping_test.items()}\n", + "y_pred_original_test = np.array([inv_label_mapping_test[pred] for pred in y_pred_test])\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred_original_test)\n", + "print(\"XGBoost Accuracy:\", accuracy)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"XGBoost Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "### preparing result for submission\n", + "# result=lr.predict(X_TEST_scaled)\n", + "# res = svc.predict(X_TEST_scaled)\n", + "res = best_rf_classifier.predict(X_TEST_scaled)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "# result=[int(i) for i in result]\n", + "res=[int(i) for i in res]" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " -1,\n", + " -1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " -1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " -1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " -1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 0,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " -1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 0,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " -1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " -1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 2,\n", + " 1,\n", + " 2,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1,\n", + " 1,\n", + " ...]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10546, 1)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# DAF=pd.DataFrame(result,columns=[\"sentiment\"])\n", + "# DAF.head()\n", + "DAF=pd.DataFrame(res,columns=[\"sentiment\"])\n", + "DAF.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Found input variables with inconsistent numbers of samples: [3164, 10546]", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[67], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmetrics\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m accuracy_score\n\u001b[1;32m----> 2\u001b[0m accuracy \u001b[38;5;241m=\u001b[39m \u001b[43maccuracy_score\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mres\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAccuracy:\u001b[39m\u001b[38;5;124m\"\u001b[39m, accuracy)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\_param_validation.py:192\u001b[0m, in \u001b[0;36mvalidate_params..decorator..wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 187\u001b[0m validate_parameter_constraints(\n\u001b[0;32m 188\u001b[0m parameter_constraints, params, caller_name\u001b[38;5;241m=\u001b[39mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__qualname__\u001b[39m\n\u001b[0;32m 189\u001b[0m )\n\u001b[0;32m 191\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 192\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 193\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m InvalidParameterError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 194\u001b[0m \u001b[38;5;66;03m# When the function is just a wrapper around an estimator, we allow\u001b[39;00m\n\u001b[0;32m 195\u001b[0m \u001b[38;5;66;03m# the function to delegate validation to the estimator, but we replace\u001b[39;00m\n\u001b[0;32m 196\u001b[0m \u001b[38;5;66;03m# the name of the estimator by the name of the function in the error\u001b[39;00m\n\u001b[0;32m 197\u001b[0m \u001b[38;5;66;03m# message to avoid confusion.\u001b[39;00m\n\u001b[0;32m 198\u001b[0m msg \u001b[38;5;241m=\u001b[39m re\u001b[38;5;241m.\u001b[39msub(\n\u001b[0;32m 199\u001b[0m \u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mw+ must be\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 200\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__qualname__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must be\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 201\u001b[0m \u001b[38;5;28mstr\u001b[39m(e),\n\u001b[0;32m 202\u001b[0m )\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:221\u001b[0m, in \u001b[0;36maccuracy_score\u001b[1;34m(y_true, y_pred, normalize, sample_weight)\u001b[0m\n\u001b[0;32m 155\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Accuracy classification score.\u001b[39;00m\n\u001b[0;32m 156\u001b[0m \n\u001b[0;32m 157\u001b[0m \u001b[38;5;124;03mIn multilabel classification, this function computes subset accuracy:\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 217\u001b[0m \u001b[38;5;124;03m0.5\u001b[39;00m\n\u001b[0;32m 218\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 220\u001b[0m \u001b[38;5;66;03m# Compute accuracy for each possible representation\u001b[39;00m\n\u001b[1;32m--> 221\u001b[0m y_type, y_true, y_pred \u001b[38;5;241m=\u001b[39m \u001b[43m_check_targets\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_true\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_pred\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 222\u001b[0m check_consistent_length(y_true, y_pred, sample_weight)\n\u001b[0;32m 223\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m y_type\u001b[38;5;241m.\u001b[39mstartswith(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmultilabel\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:86\u001b[0m, in \u001b[0;36m_check_targets\u001b[1;34m(y_true, y_pred)\u001b[0m\n\u001b[0;32m 59\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_check_targets\u001b[39m(y_true, y_pred):\n\u001b[0;32m 60\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Check that y_true and y_pred belong to the same classification task.\u001b[39;00m\n\u001b[0;32m 61\u001b[0m \n\u001b[0;32m 62\u001b[0m \u001b[38;5;124;03m This converts multiclass or binary types to a common shape, and raises a\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 84\u001b[0m \u001b[38;5;124;03m y_pred : array or indicator matrix\u001b[39;00m\n\u001b[0;32m 85\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m---> 86\u001b[0m \u001b[43mcheck_consistent_length\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_true\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_pred\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 87\u001b[0m type_true \u001b[38;5;241m=\u001b[39m type_of_target(y_true, input_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my_true\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 88\u001b[0m type_pred \u001b[38;5;241m=\u001b[39m type_of_target(y_pred, input_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my_pred\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:397\u001b[0m, in \u001b[0;36mcheck_consistent_length\u001b[1;34m(*arrays)\u001b[0m\n\u001b[0;32m 395\u001b[0m uniques \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39munique(lengths)\n\u001b[0;32m 396\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(uniques) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m--> 397\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 398\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFound input variables with inconsistent numbers of samples: \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 399\u001b[0m \u001b[38;5;241m%\u001b[39m [\u001b[38;5;28mint\u001b[39m(l) \u001b[38;5;28;01mfor\u001b[39;00m l \u001b[38;5;129;01min\u001b[39;00m lengths]\n\u001b[0;32m 400\u001b[0m )\n", + "\u001b[1;31mValueError\u001b[0m: Found input variables with inconsistent numbers of samples: [3164, 10546]" + ] + } + ], + "source": [ + "from sklearn.metrics import accuracy_score\n", + "accuracy = accuracy_score(y_test, res)\n", + "print(\"Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
tweetidsentiment
01697602
1353261
22249851
34762631
48729280
.........
105418957141
105428751671
10543783291
105448674550
105454708921
\n", + "

10546 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " tweetid sentiment\n", + "0 169760 2\n", + "1 35326 1\n", + "2 224985 1\n", + "3 476263 1\n", + "4 872928 0\n", + "... ... ...\n", + "10541 895714 1\n", + "10542 875167 1\n", + "10543 78329 1\n", + "10544 867455 0\n", + "10545 470892 1\n", + "\n", + "[10546 rows x 2 columns]" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "output=pd.DataFrame({\"tweetid\":test_df[\"tweetid\"]})\n", + "submission=output.join(DAF)\n", + "submission" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "submission.to_csv(\"submission.csv\",index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 1a9635fb0d5681e44fce1c16fefed0f15e38e1ee Mon Sep 17 00:00:00 2001 From: GreenxPearl <126969997+GreenxPearl@users.noreply.github.com> Date: Sat, 17 Jun 2023 16:56:03 +0100 Subject: [PATCH 07/19] Add files via upload --- advanced_classification_eda.ipynb | 99383 ++++++++++++++++++++++++++++ 1 file changed, 99383 insertions(+) create mode 100644 advanced_classification_eda.ipynb diff --git a/advanced_classification_eda.ipynb b/advanced_classification_eda.ipynb new file mode 100644 index 00000000..6fcf9589 --- /dev/null +++ b/advanced_classification_eda.ipynb @@ -0,0 +1,99383 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 29, + "id": "be640258", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting wordcloud\n", + " Downloading wordcloud-1.9.2-cp39-cp39-win_amd64.whl (153 kB)\n", + " ------------------------------------ 153.3/153.3 kB 415.9 kB/s eta 0:00:00\n", + "Requirement already satisfied: matplotlib in c:\\users\\hp\\anaconda3\\lib\\site-packages (from wordcloud) (3.5.2)\n", + "Requirement already satisfied: numpy>=1.6.1 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from wordcloud) (1.21.5)\n", + "Requirement already satisfied: pillow in c:\\users\\hp\\anaconda3\\lib\\site-packages (from wordcloud) (9.2.0)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (21.3)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (2.8.2)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (4.25.0)\n", + "Requirement already satisfied: pyparsing>=2.2.1 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (3.0.9)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (1.4.2)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (0.11.0)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.16.0)\n", + "Installing collected packages: wordcloud\n", + "Successfully installed wordcloud-1.9.2\n" + ] + } + ], + "source": [ + "!pip install wordcloud" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "62849f5a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting spacy\n", + " Downloading spacy-3.5.3-cp39-cp39-win_amd64.whl (12.2 MB)\n", + " -------------------------------------- 12.2/12.2 MB 543.3 kB/s eta 0:00:00\n", + "Collecting catalogue<2.1.0,>=2.0.6\n", + " Downloading catalogue-2.0.8-py3-none-any.whl (17 kB)\n", + "Requirement already satisfied: smart-open<7.0.0,>=5.2.1 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from spacy) (5.2.1)\n", + "Requirement already satisfied: requests<3.0.0,>=2.13.0 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from spacy) (2.28.1)\n", + "Collecting typer<0.8.0,>=0.3.0\n", + " Downloading typer-0.7.0-py3-none-any.whl (38 kB)\n", + "Collecting cymem<2.1.0,>=2.0.2\n", + " Downloading cymem-2.0.7-cp39-cp39-win_amd64.whl (30 kB)\n", + "Requirement already satisfied: setuptools in c:\\users\\hp\\anaconda3\\lib\\site-packages (from spacy) (63.4.1)\n", + "Collecting srsly<3.0.0,>=2.4.3\n", + " Downloading srsly-2.4.6-cp39-cp39-win_amd64.whl (482 kB)\n", + " ------------------------------------ 482.8/482.8 kB 530.4 kB/s eta 0:00:00\n", + "Collecting spacy-legacy<3.1.0,>=3.0.11\n", + " Downloading spacy_legacy-3.0.12-py2.py3-none-any.whl (29 kB)\n", + "Collecting murmurhash<1.1.0,>=0.28.0\n", + " Downloading murmurhash-1.0.9-cp39-cp39-win_amd64.whl (18 kB)\n", + "Collecting thinc<8.2.0,>=8.1.8\n", + " Downloading thinc-8.1.10-cp39-cp39-win_amd64.whl (1.5 MB)\n", + " ---------------------------------------- 1.5/1.5 MB 652.7 kB/s eta 0:00:00\n", + "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from spacy) (4.64.1)\n", + "Collecting spacy-loggers<2.0.0,>=1.0.0\n", + " Downloading spacy_loggers-1.0.4-py3-none-any.whl (11 kB)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from spacy) (21.3)\n", + "Requirement already satisfied: jinja2 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from spacy) (2.11.3)\n", + "Collecting preshed<3.1.0,>=3.0.2\n", + " Downloading preshed-3.0.8-cp39-cp39-win_amd64.whl (96 kB)\n", + " -------------------------------------- 96.8/96.8 kB 346.1 kB/s eta 0:00:00\n", + "Collecting pydantic!=1.8,!=1.8.1,<1.11.0,>=1.7.4\n", + " Downloading pydantic-1.10.9-cp39-cp39-win_amd64.whl (2.2 MB)\n", + " ---------------------------------------- 2.2/2.2 MB 443.7 kB/s eta 0:00:00\n", + "Requirement already satisfied: numpy>=1.15.0 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from spacy) (1.21.5)\n", + "Collecting langcodes<4.0.0,>=3.2.0\n", + " Downloading langcodes-3.3.0-py3-none-any.whl (181 kB)\n", + " ------------------------------------ 181.6/181.6 kB 365.5 kB/s eta 0:00:00\n", + "Collecting wasabi<1.2.0,>=0.9.1\n", + " Downloading wasabi-1.1.2-py3-none-any.whl (27 kB)\n", + "Collecting pathy>=0.10.0\n", + " Downloading pathy-0.10.1-py3-none-any.whl (48 kB)\n", + " -------------------------------------- 48.9/48.9 kB 351.1 kB/s eta 0:00:00\n", + "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from packaging>=20.0->spacy) (3.0.9)\n", + "Requirement already satisfied: typing-extensions>=4.2.0 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from pydantic!=1.8,!=1.8.1,<1.11.0,>=1.7.4->spacy) (4.3.0)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (2022.9.14)\n", + "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (1.26.11)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (3.3)\n", + "Requirement already satisfied: charset-normalizer<3,>=2 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (2.0.4)\n", + "Collecting confection<1.0.0,>=0.0.1\n", + " Downloading confection-0.0.4-py3-none-any.whl (32 kB)\n", + "Collecting blis<0.8.0,>=0.7.8\n", + " Downloading blis-0.7.9-cp39-cp39-win_amd64.whl (7.0 MB)\n", + " ---------------------------------------- 7.0/7.0 MB 350.3 kB/s eta 0:00:00\n", + "Requirement already satisfied: colorama in c:\\users\\hp\\anaconda3\\lib\\site-packages (from tqdm<5.0.0,>=4.38.0->spacy) (0.4.5)\n", + "Requirement already satisfied: click<9.0.0,>=7.1.1 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from typer<0.8.0,>=0.3.0->spacy) (8.0.4)\n", + "Collecting colorama\n", + " Downloading colorama-0.4.6-py2.py3-none-any.whl (25 kB)\n", + "Requirement already satisfied: MarkupSafe>=0.23 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from jinja2->spacy) (2.0.1)\n", + "Installing collected packages: cymem, spacy-loggers, spacy-legacy, pydantic, murmurhash, langcodes, colorama, catalogue, blis, wasabi, srsly, preshed, typer, confection, thinc, pathy, spacy\n", + " Attempting uninstall: colorama\n", + " Found existing installation: colorama 0.4.5\n", + " Uninstalling colorama-0.4.5:\n", + " Successfully uninstalled colorama-0.4.5\n", + "Successfully installed blis-0.7.9 catalogue-2.0.8 colorama-0.4.6 confection-0.0.4 cymem-2.0.7 langcodes-3.3.0 murmurhash-1.0.9 pathy-0.10.1 preshed-3.0.8 pydantic-1.10.9 spacy-3.5.3 spacy-legacy-3.0.12 spacy-loggers-1.0.4 srsly-2.4.6 thinc-8.1.10 typer-0.7.0 wasabi-1.1.2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "anaconda-project 0.11.1 requires ruamel-yaml, which is not installed.\n" + ] + } + ], + "source": [ + "!pip install spacy" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a75915b6", + "metadata": {}, + "outputs": [], + "source": [ + "import re\n", + "import string\n", + "import numpy as np \n", + "import random\n", + "import pandas as pd \n", + "import sklearn\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline\n", + "from plotly import graph_objs as go\n", + "import plotly.express as px\n", + "import plotly.figure_factory as ff\n", + "from collections import Counter\n", + "\n", + "from PIL import Image\n", + "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n", + "\n", + "\n", + "import nltk\n", + "from nltk.corpus import stopwords\n", + "\n", + "from tqdm import tqdm\n", + "import os\n", + "import nltk\n", + "import spacy\n", + "import random\n", + "from spacy.util import compounding\n", + "from spacy.util import minibatch\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "650a876b", + "metadata": {}, + "outputs": [], + "source": [ + "# Your code to read the DataFrame\n", + "df = pd.read_csv('train.csv')\n", + "test_df = pd.read_csv('test_with_no_labels.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2f8e11b9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetid
01PolySciMajor EPA chief doesn't think carbon di...625221
11It's not like we lack evidence of anthropogeni...126103
22RT @RawStory: Researchers say we have three ye...698562
31#TodayinMaker# WIRED : 2016 was a pivotal year...573736
41RT @SoyNovioDeTodas: It's 2016, and a racist, ...466954
51Worth a read whether you do or don't believe i...425577
61RT @thenation: Mike Pence doesn’t believe in g...294933
71RT @makeandmendlife: Six big things we can ALL...992717
81@AceofSpadesHQ My 8yo nephew is inconsolable. ...664510
91RT @paigetweedy: no offense… but like… how do ...260471
\n", + "
" + ], + "text/plain": [ + " sentiment message tweetid\n", + "0 1 PolySciMajor EPA chief doesn't think carbon di... 625221\n", + "1 1 It's not like we lack evidence of anthropogeni... 126103\n", + "2 2 RT @RawStory: Researchers say we have three ye... 698562\n", + "3 1 #TodayinMaker# WIRED : 2016 was a pivotal year... 573736\n", + "4 1 RT @SoyNovioDeTodas: It's 2016, and a racist, ... 466954\n", + "5 1 Worth a read whether you do or don't believe i... 425577\n", + "6 1 RT @thenation: Mike Pence doesn’t believe in g... 294933\n", + "7 1 RT @makeandmendlife: Six big things we can ALL... 992717\n", + "8 1 @AceofSpadesHQ My 8yo nephew is inconsolable. ... 664510\n", + "9 1 RT @paigetweedy: no offense… but like… how do ... 260471" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3302d241", + "metadata": {}, + "outputs": [], + "source": [ + "def random_colours(number_of_colors):\n", + " '''\n", + " Simple function for random colours generation.\n", + " Input:\n", + " number_of_colors - integer value indicating the number of colours which are going to be generated.\n", + " Output:\n", + " Color in the following format: ['#E86DA4'] .\n", + " '''\n", + " colors = []\n", + " for i in range(number_of_colors):\n", + " colors.append(\"#\"+''.join([random.choice('0123456789ABCDEF') for j in range(6)]))\n", + " return colors" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4ce6ab15", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.groupby('sentiment').size().plot(kind='bar')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "676c8429", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 sentimentmessage
218530
323640
102353
0-11296
\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp = df.groupby('sentiment').count()['message'].reset_index().sort_values(by='message',ascending=False)\n", + "temp.style.background_gradient(cmap='Purples')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c168d7a9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6))\n", + "sns.countplot(x='sentiment',data=df)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "208ce22a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "text": [ + 1, + 2, + 0, + -1 + ], + "title": { + "position": "top center", + "text": "Funnel-Chart of Sentiment Distribution" + }, + "type": "funnelarea", + "values": [ + 8530, + 3640, + 2353, + 1296 + ] + } + ], + "layout": { + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + } + } + }, + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = go.Figure(go.Funnelarea(\n", + " text =temp.sentiment,\n", + " values = temp.message,\n", + " title = {\"position\": \"top center\", \"text\": \"Funnel-Chart of Sentiment Distribution\"}\n", + " ))\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "69585f46", + "metadata": {}, + "source": [ + "### plot clean data against raws data \n", + "clean the data " + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "d6361c90", + "metadata": {}, + "outputs": [], + "source": [ + "def clean_text(text):\n", + " df['clean']=df['message']\n", + " '''Make text lowercase, remove text in square brackets,remove links,remove punctuation\n", + " and remove words containing numbers.'''\n", + " text = str(text).lower()\n", + " text = re.sub('\\[.*?\\]', '', text)\n", + " text = re.sub('https?://\\S+|www\\.\\S+', '', text)\n", + " text = re.sub('<.*?>+', '', text)\n", + " text = re.sub('[%s]' % re.escape(string.punctuation), '', text)\n", + " text = re.sub('\\n', '', text)\n", + " text = re.sub('\\w*\\d\\w*', '', text)\n", + "\n", + "# Apply the clean_text function to the 'message' column\n", + "df['clean'] = df['clean'].apply(lambda x:clean_text(x))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "f97b6fdb", + "metadata": {}, + "outputs": [], + "source": [ + "df['Num_words_clean'] = df['clean'].apply(lambda x:len(str(x).split())) #Number Of words in cleaned Text\n", + "df['Num_word_message'] = df['message'].apply(lambda x:len(str(x).split())) #Number Of words in main text\n", + "df['difference_in_words'] = df['Num_word_message'] - df['Num_words_clean'] #Difference in Number of words text and Selected Text" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "bf56e445", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidcleanNum_words_cleanNum_word_messagedifference_in_wordswords_list
01None625221None110[PolySciMajor, EPA, chief, think, carbon, diox...
11None126103None110[It's, like, lack, evidence, anthropogenic, gl...
22None698562None110[RT, @RawStory:, Researchers, say, three, year...
31None573736None110[#TodayinMaker#, WIRED, :, 2016, pivotal, year...
41None466954None110[RT, @SoyNovioDeTodas:, It's, 2016,, racist,, ...
\n", + "
" + ], + "text/plain": [ + " sentiment message tweetid clean Num_words_clean Num_word_message \\\n", + "0 1 None 625221 None 1 1 \n", + "1 1 None 126103 None 1 1 \n", + "2 2 None 698562 None 1 1 \n", + "3 1 None 573736 None 1 1 \n", + "4 1 None 466954 None 1 1 \n", + "\n", + " difference_in_words words_list \n", + "0 0 [PolySciMajor, EPA, chief, think, carbon, diox... \n", + "1 0 [It's, like, lack, evidence, anthropogenic, gl... \n", + "2 0 [RT, @RawStory:, Researchers, say, three, year... \n", + "3 0 [#TodayinMaker#, WIRED, :, 2016, pivotal, year... \n", + "4 0 [RT, @SoyNovioDeTodas:, It's, 2016,, racist,, ... " + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "17ed0274", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "autobinx": false, + "histnorm": "probability density", + "legendgroup": "clean", + "marker": { + "color": "rgb(31, 119, 180)" + }, + "name": "clean", + "opacity": 0.7, + "type": "histogram", + "x": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "xaxis": "x", + "xbins": { + "end": 1, + "size": 1, + "start": 1 + }, + "yaxis": "y" + }, + { + "autobinx": false, + "histnorm": "probability density", + "legendgroup": "message", + "marker": { + "color": "rgb(255, 127, 14)" + }, + "name": "message", + "opacity": 0.7, + "type": "histogram", + "x": [ + 19, + 10, + 19, + 15, + 18, + 14, + 16, + 23, + 25, + 15, + 19, + 19, + 19, + 19, + 14, + 18, + 13, + 24, + 23, + 23, + 20, + 11, + 21, + 14, + 16, + 23, + 8, + 20, + 21, + 17, + 14, + 17, + 18, + 6, + 11, + 21, + 19, + 22, + 23, + 20, + 22, + 16, + 13, + 21, + 16, + 16, + 21, + 18, + 24, + 17, + 15, + 19, + 22, + 19, + 20, + 25, + 14, + 21, + 15, + 17, + 17, + 18, + 8, + 20, + 22, + 16, + 16, + 20, + 16, + 22, + 25, + 12, + 21, + 18, + 7, + 21, + 20, + 16, + 21, + 20, + 6, + 23, + 18, + 16, + 14, + 24, + 15, + 14, + 18, + 23, + 21, + 15, + 10, + 20, + 11, + 22, + 14, + 12, + 19, + 12, + 24, + 17, + 10, + 13, + 14, + 25, + 17, + 13, + 17, + 19, + 13, + 23, + 23, + 14, + 17, + 17, + 7, + 12, + 15, + 20, + 17, + 19, + 19, + 24, + 12, + 14, + 21, + 20, + 8, + 18, + 21, + 25, + 13, + 12, + 19, + 10, + 7, + 13, + 16, + 13, + 11, + 13, + 19, + 22, + 22, + 13, + 21, + 27, + 22, + 14, + 23, + 10, + 18, + 12, + 16, + 26, + 18, + 18, + 24, + 21, + 18, + 17, + 26, + 14, + 9, + 18, + 19, + 7, + 22, + 15, + 24, + 5, + 16, + 26, + 15, + 18, + 17, + 22, + 14, + 14, + 11, + 10, + 19, + 24, + 19, + 16, + 18, + 14, + 18, + 18, + 18, + 18, + 13, + 14, + 25, + 16, + 23, + 5, + 25, + 17, + 6, + 17, + 22, + 18, + 21, + 14, + 14, + 22, + 18, + 12, + 20, + 23, + 26, + 15, + 10, + 18, + 21, + 14, + 25, + 20, + 23, + 19, + 16, + 13, + 19, + 13, + 15, + 5, + 16, + 22, + 23, + 19, + 11, + 13, + 17, + 12, + 10, + 12, + 10, + 21, + 19, + 18, + 17, + 21, + 15, + 16, + 20, + 24, + 17, + 17, + 23, + 10, + 21, + 15, + 23, + 17, + 12, + 21, + 18, + 21, + 17, + 11, + 22, + 17, + 19, + 7, + 16, + 27, + 17, + 22, + 14, + 17, + 14, + 17, + 15, + 21, + 23, + 21, + 21, + 12, + 12, + 18, + 19, + 21, + 14, + 16, + 20, + 18, + 18, + 20, + 13, + 19, + 10, + 23, + 26, + 15, + 14, + 11, + 19, + 13, + 18, + 23, + 16, + 19, + 17, + 22, + 20, + 18, + 17, + 4, + 15, + 17, + 18, + 17, + 21, + 18, + 15, + 23, + 13, + 21, + 16, + 19, + 21, + 24, + 28, + 17, + 20, + 18, + 22, + 14, + 26, + 18, + 19, + 14, + 22, + 22, + 13, + 23, + 19, + 19, + 12, + 27, + 22, + 20, + 14, + 14, + 17, + 22, + 26, + 19, + 20, + 8, + 12, + 16, + 22, + 18, + 24, + 20, + 22, + 19, + 24, + 22, + 8, + 23, + 16, + 20, + 15, + 13, + 27, + 12, + 13, + 19, + 17, + 20, + 20, + 15, + 23, + 11, + 23, + 13, + 14, + 20, + 15, + 13, + 24, + 20, + 19, + 10, + 19, + 13, + 20, + 19, + 17, + 24, + 9, + 16, + 18, + 24, + 13, + 17, + 18, + 8, + 18, + 16, + 11, + 14, + 26, + 18, + 19, + 18, + 20, + 19, + 18, + 17, + 20, + 23, + 18, + 18, + 14, + 20, + 11, + 18, + 22, + 12, + 15, + 20, + 14, + 23, + 12, + 12, + 15, + 22, + 19, + 10, + 19, + 23, + 22, + 19, + 19, + 12, + 16, + 19, + 21, + 20, + 20, + 16, + 20, + 21, + 25, + 15, + 18, + 21, + 20, + 14, + 14, + 16, + 16, + 21, + 25, + 20, + 22, + 15, + 8, + 20, + 18, + 18, + 20, + 14, + 20, + 16, + 16, + 17, + 20, + 13, + 18, + 23, + 19, + 16, + 11, + 13, + 22, + 17, + 21, + 19, + 18, + 9, + 12, + 16, + 17, + 18, + 25, + 15, + 10, + 20, + 21, + 19, + 24, + 23, + 15, + 26, + 9, + 14, + 18, + 9, + 20, + 17, + 24, + 6, + 20, + 17, + 11, + 21, + 21, + 13, + 13, + 23, + 22, + 18, + 19, + 24, + 19, + 19, + 24, + 14, + 20, + 18, + 13, + 16, + 19, + 16, + 13, + 10, + 23, + 22, + 19, + 18, + 12, + 10, + 14, + 22, + 14, + 24, + 18, + 18, + 23, + 16, + 21, + 16, + 22, + 26, + 14, + 21, + 21, + 15, + 11, + 20, + 13, + 17, + 21, + 23, + 21, + 19, + 22, + 15, + 13, + 20, + 18, + 22, + 9, + 18, + 20, + 15, + 21, + 15, + 22, + 16, + 15, + 9, + 18, + 16, + 19, + 18, + 21, + 12, + 14, + 19, + 15, + 14, + 15, + 18, + 21, + 18, + 23, + 25, + 25, + 18, + 21, + 15, + 21, + 14, + 15, + 17, + 15, + 19, + 6, + 13, + 18, + 24, + 23, + 9, + 13, + 16, + 17, + 15, + 13, + 19, + 12, + 19, + 21, + 10, + 8, + 16, + 21, + 18, + 13, + 11, + 4, + 11, + 20, + 14, + 18, + 13, + 23, + 8, + 16, + 11, + 20, + 16, + 15, + 13, + 17, + 21, + 18, + 21, + 25, + 20, + 14, + 21, + 18, + 21, + 22, + 17, + 25, + 11, + 25, + 17, + 18, + 23, + 17, + 13, + 21, + 20, + 15, + 13, + 15, + 22, + 11, + 15, + 11, + 20, + 7, + 17, + 24, + 17, + 10, + 27, + 22, + 19, + 12, + 19, + 14, + 15, + 17, + 26, + 19, + 14, + 10, + 15, + 9, + 20, + 11, + 17, + 24, + 17, + 14, + 14, + 24, + 10, + 20, + 18, + 13, + 13, + 8, + 18, + 17, + 25, + 19, + 10, + 19, + 12, + 19, + 21, + 16, + 10, + 25, + 7, + 24, + 12, + 22, + 20, + 20, + 4, + 16, + 17, + 25, + 20, + 11, + 19, + 11, + 21, + 14, + 21, + 21, + 20, + 19, + 23, + 22, + 23, + 19, + 20, + 11, + 18, + 16, + 18, + 20, + 25, + 21, + 16, + 12, + 24, + 21, + 17, + 15, + 16, + 19, + 12, + 19, + 19, + 22, + 23, + 15, + 17, + 17, + 24, + 10, + 14, + 6, + 19, + 20, + 7, + 13, + 16, + 16, + 19, + 16, + 12, + 15, + 18, + 22, + 26, + 15, + 12, + 23, + 20, + 20, + 17, + 24, + 15, + 25, + 19, + 20, + 21, + 24, + 18, + 17, + 20, + 24, + 14, + 11, + 20, + 22, + 22, + 4, + 5, + 23, + 11, + 19, + 13, + 19, + 15, + 12, + 16, + 17, + 20, + 15, + 8, + 14, + 14, + 21, + 18, + 17, + 22, + 21, + 17, + 12, + 24, + 14, + 21, + 12, + 9, + 19, + 13, + 20, + 22, + 23, + 24, + 18, + 22, + 11, + 11, + 11, + 21, + 18, + 23, + 22, + 11, + 19, + 23, + 17, + 14, + 16, + 17, + 23, + 22, + 8, + 25, + 17, + 19, + 18, + 18, + 24, + 15, + 16, + 26, + 10, + 21, + 14, + 14, + 20, + 23, + 13, + 11, + 21, + 17, + 20, + 24, + 20, + 16, + 17, + 14, + 20, + 14, + 22, + 21, + 22, + 27, + 13, + 19, + 19, + 15, + 11, + 11, + 21, + 16, + 19, + 24, + 23, + 16, + 20, + 10, + 22, + 7, + 21, + 22, + 19, + 22, + 16, + 21, + 21, + 21, + 17, + 22, + 21, + 16, + 10, + 17, + 19, + 16, + 26, + 22, + 13, + 22, + 23, + 18, + 14, + 12, + 18, + 23, + 15, + 12, + 27, + 17, + 8, + 24, + 22, + 18, + 18, + 21, + 16, + 15, + 25, + 16, + 23, + 19, + 23, + 22, + 17, + 27, + 18, + 25, + 12, + 20, + 21, + 20, + 18, + 18, + 15, + 21, + 24, + 14, + 22, + 18, + 19, + 21, + 24, + 13, + 17, + 17, + 22, + 21, + 17, + 14, + 21, + 19, + 23, + 17, + 21, + 25, + 20, + 17, + 9, + 15, + 27, + 27, + 16, + 25, + 22, + 20, + 13, + 14, + 15, + 21, + 25, + 12, + 15, + 17, + 11, + 16, + 11, + 23, + 19, + 20, + 23, + 16, + 17, + 14, + 12, + 18, + 6, + 19, + 20, + 22, + 14, + 18, + 6, + 15, + 22, + 17, + 22, + 18, + 17, + 20, + 21, + 7, + 21, + 14, + 21, + 21, + 11, + 18, + 14, + 17, + 16, + 22, + 16, + 19, + 10, + 19, + 19, + 19, + 19, + 16, + 14, + 17, + 20, + 19, + 14, + 12, + 9, + 16, + 4, + 20, + 14, + 18, + 19, + 23, + 16, + 12, + 12, + 20, + 9, + 10, + 19, + 27, + 12, + 13, + 19, + 22, + 16, + 12, + 16, + 17, + 20, + 17, + 19, + 20, + 13, + 23, + 13, + 18, + 11, + 14, + 25, + 11, + 10, + 25, + 23, + 20, + 20, + 16, + 25, + 21, + 18, + 20, + 16, + 24, + 19, + 14, + 19, + 22, + 11, + 22, + 14, + 19, + 17, + 16, + 18, + 16, + 20, + 20, + 16, + 17, + 18, + 17, + 16, + 5, + 19, + 22, + 17, + 23, + 13, + 16, + 18, + 15, + 17, + 21, + 23, + 23, + 19, + 25, + 10, + 21, + 15, + 7, + 16, + 24, + 12, + 21, + 16, + 19, + 14, + 21, + 15, + 19, + 20, + 13, + 19, + 22, + 12, + 15, + 18, + 22, + 14, + 12, + 16, + 19, + 21, + 23, + 7, + 15, + 21, + 15, + 19, + 16, + 10, + 11, + 14, + 21, + 23, + 21, + 11, + 9, + 13, + 19, + 12, + 22, + 20, + 13, + 24, + 14, + 11, + 14, + 24, + 18, + 14, + 27, + 22, + 15, + 13, + 21, + 19, + 21, + 19, + 18, + 18, + 3, + 22, + 19, + 14, + 19, + 21, + 11, + 16, + 17, + 17, + 18, + 20, + 13, + 12, + 13, + 17, + 17, + 13, + 15, + 15, + 10, + 21, + 16, + 17, + 19, + 19, + 18, + 23, + 20, + 23, + 8, + 12, + 12, + 13, + 20, + 15, + 17, + 17, + 22, + 14, + 27, + 16, + 20, + 21, + 20, + 12, + 17, + 17, + 22, + 22, + 17, + 13, + 21, + 19, + 7, + 12, + 22, + 22, + 19, + 16, + 13, + 20, + 12, + 24, + 18, + 19, + 9, + 24, + 19, + 15, + 18, + 17, + 26, + 11, + 18, + 19, + 18, + 19, + 19, + 17, + 21, + 18, + 12, + 19, + 18, + 20, + 15, + 20, + 21, + 21, + 21, + 22, + 23, + 15, + 13, + 15, + 18, + 12, + 13, + 11, + 20, + 11, + 14, + 16, + 10, + 19, + 22, + 26, + 21, + 18, + 24, + 13, + 9, + 16, + 12, + 20, + 22, + 16, + 23, + 16, + 16, + 18, + 17, + 27, + 20, + 23, + 19, + 15, + 14, + 16, + 12, + 24, + 22, + 21, + 21, + 16, + 18, + 11, + 9, + 15, + 10, + 19, + 20, + 15, + 21, + 17, + 18, + 14, + 15, + 19, + 23, + 12, + 20, + 10, + 14, + 19, + 21, + 13, + 23, + 22, + 23, + 21, + 18, + 23, + 20, + 13, + 21, + 11, + 22, + 21, + 22, + 13, + 23, + 15, + 23, + 21, + 14, + 14, + 13, + 8, + 19, + 4, + 19, + 12, + 18, + 13, + 19, + 23, + 21, + 23, + 19, + 23, + 16, + 15, + 20, + 17, + 23, + 21, + 12, + 22, + 14, + 22, + 13, + 24, + 14, + 19, + 22, + 20, + 23, + 11, + 10, + 17, + 15, + 8, + 22, + 22, + 26, + 15, + 19, + 20, + 14, + 14, + 21, + 7, + 8, + 17, + 17, + 17, + 16, + 24, + 17, + 15, + 13, + 22, + 13, + 16, + 12, + 12, + 18, + 21, + 19, + 19, + 23, + 15, + 21, + 12, + 21, + 9, + 20, + 21, + 10, + 18, + 6, + 18, + 16, + 11, + 18, + 14, + 21, + 14, + 21, + 16, + 11, + 17, + 19, + 19, + 15, + 19, + 12, + 16, + 19, + 21, + 19, + 16, + 16, + 17, + 17, + 15, + 17, + 19, + 21, + 13, + 15, + 20, + 18, + 17, + 15, + 26, + 20, + 20, + 11, + 17, + 13, + 20, + 12, + 9, + 17, + 21, + 10, + 23, + 22, + 20, + 13, + 20, + 7, + 8, + 20, + 21, + 15, + 18, + 21, + 24, + 21, + 17, + 21, + 27, + 19, + 21, + 19, + 19, + 19, + 9, + 19, + 28, + 13, + 14, + 10, + 18, + 13, + 23, + 16, + 17, + 12, + 16, + 21, + 18, + 17, + 19, + 17, + 13, + 20, + 20, + 25, + 15, + 12, + 22, + 16, + 21, + 14, + 22, + 17, + 17, + 11, + 19, + 19, + 12, + 18, + 19, + 9, + 22, + 24, + 14, + 3, + 13, + 11, + 14, + 19, + 17, + 17, + 20, + 23, + 14, + 13, + 22, + 14, + 16, + 20, + 22, + 19, + 6, + 4, + 17, + 15, + 12, + 6, + 21, + 14, + 16, + 24, + 19, + 19, + 23, + 19, + 20, + 21, + 23, + 19, + 20, + 18, + 25, + 19, + 22, + 11, + 14, + 18, + 20, + 19, + 23, + 22, + 15, + 17, + 19, + 20, + 17, + 22, + 21, + 7, + 19, + 14, + 14, + 13, + 16, + 15, + 25, + 12, + 21, + 13, + 25, + 15, + 23, + 20, + 21, + 20, + 14, + 17, + 19, + 17, + 26, + 17, + 24, + 17, + 19, + 13, + 11, + 14, + 20, + 18, + 21, + 19, + 11, + 23, + 21, + 24, + 20, + 19, + 19, + 20, + 18, + 20, + 24, + 17, + 17, + 13, + 21, + 19, + 16, + 14, + 22, + 17, + 16, + 16, + 22, + 9, + 23, + 20, + 15, + 26, + 19, + 13, + 19, + 10, + 16, + 18, + 14, + 22, + 11, + 27, + 15, + 20, + 18, + 12, + 23, + 21, + 25, + 19, + 20, + 21, + 9, + 16, + 22, + 18, + 13, + 12, + 20, + 24, + 15, + 22, + 17, + 20, + 14, + 8, + 25, + 7, + 22, + 18, + 18, + 15, + 14, + 23, + 22, + 19, + 21, + 22, + 25, + 22, + 18, + 26, + 17, + 15, + 27, + 23, + 20, + 17, + 17, + 10, + 19, + 16, + 16, + 13, + 22, + 19, + 18, + 16, + 23, + 22, + 23, + 24, + 23, + 21, + 16, + 10, + 16, + 23, + 13, + 17, + 25, + 10, + 11, + 20, + 16, + 19, + 12, + 13, + 15, + 14, + 24, + 22, + 23, + 11, + 14, + 18, + 22, + 24, + 16, + 18, + 13, + 16, + 24, + 12, + 19, + 21, + 22, + 16, + 19, + 21, + 13, + 18, + 10, + 17, + 22, + 19, + 17, + 21, + 16, + 12, + 21, + 20, + 9, + 17, + 20, + 14, + 15, + 21, + 15, + 27, + 19, + 21, + 19, + 15, + 22, + 24, + 14, + 20, + 13, + 21, + 21, + 21, + 20, + 21, + 21, + 24, + 8, + 14, + 23, + 22, + 9, + 17, + 14, + 17, + 22, + 21, + 15, + 12, + 22, + 20, + 16, + 21, + 21, + 19, + 19, + 20, + 22, + 16, + 14, + 12, + 20, + 26, + 22, + 11, + 12, + 19, + 21, + 11, + 19, + 20, + 19, + 18, + 18, + 23, + 16, + 13, + 16, + 13, + 22, + 22, + 19, + 23, + 17, + 21, + 22, + 8, + 22, + 14, + 19, + 21, + 8, + 16, + 22, + 16, + 15, + 15, + 16, + 19, + 12, + 10, + 21, + 23, + 10, + 13, + 24, + 21, + 22, + 24, + 15, + 22, + 20, + 16, + 16, + 19, + 21, + 23, + 9, + 26, + 14, + 16, + 12, + 18, + 12, + 17, + 13, + 22, + 10, + 21, + 13, + 21, + 19, + 15, + 24, + 21, + 25, + 18, + 24, + 15, + 7, + 19, + 25, + 15, + 18, + 21, + 17, + 25, + 17, + 12, + 16, + 23, + 15, + 15, + 9, + 18, + 16, + 23, + 11, + 12, + 19, + 21, + 19, + 24, + 19, + 21, + 18, + 20, + 18, + 12, + 16, + 23, + 20, + 22, + 21, + 21, + 19, + 14, + 18, + 21, + 24, + 16, + 13, + 15, + 15, + 14, + 13, + 12, + 13, + 11, + 21, + 17, + 18, + 11, + 22, + 21, + 21, + 17, + 14, + 21, + 20, + 22, + 20, + 8, + 19, + 15, + 17, + 25, + 16, + 22, + 15, + 11, + 20, + 18, + 19, + 13, + 12, + 21, + 22, + 14, + 15, + 12, + 21, + 23, + 18, + 21, + 21, + 25, + 20, + 19, + 20, + 22, + 14, + 14, + 14, + 21, + 21, + 16, + 15, + 19, + 20, + 24, + 22, + 17, + 17, + 13, + 5, + 15, + 13, + 15, + 10, + 23, + 16, + 20, + 21, + 18, + 15, + 5, + 14, + 13, + 16, + 17, + 18, + 22, + 10, + 27, + 18, + 17, + 22, + 22, + 22, + 16, + 18, + 17, + 25, + 24, + 24, + 22, + 14, + 11, + 25, + 15, + 24, + 17, + 19, + 22, + 20, + 22, + 17, + 16, + 20, + 17, + 13, + 12, + 14, + 26, + 13, + 19, + 21, + 19, + 13, + 22, + 17, + 20, + 12, + 11, + 23, + 16, + 11, + 12, + 21, + 22, + 17, + 13, + 14, + 16, + 14, + 21, + 18, + 19, + 17, + 22, + 20, + 16, + 20, + 16, + 19, + 16, + 11, + 18, + 13, + 18, + 21, + 24, + 17, + 24, + 24, + 22, + 23, + 18, + 15, + 13, + 19, + 21, + 20, + 11, + 18, + 14, + 25, + 20, + 18, + 19, + 23, + 22, + 20, + 18, + 13, + 19, + 22, + 21, + 12, + 23, + 18, + 20, + 12, + 19, + 18, + 19, + 15, + 25, + 16, + 19, + 9, + 10, + 23, + 17, + 29, + 15, + 14, + 11, + 17, + 16, + 18, + 21, + 11, + 20, + 21, + 19, + 19, + 24, + 15, + 11, + 24, + 7, + 18, + 16, + 23, + 17, + 14, + 22, + 16, + 9, + 27, + 21, + 22, + 19, + 17, + 13, + 20, + 11, + 24, + 21, + 19, + 18, + 15, + 21, + 18, + 19, + 19, + 19, + 18, + 21, + 12, + 15, + 17, + 17, + 13, + 26, + 21, + 17, + 13, + 13, + 20, + 22, + 6, + 21, + 23, + 17, + 21, + 19, + 25, + 18, + 16, + 25, + 13, + 13, + 16, + 26, + 19, + 19, + 18, + 13, + 11, + 22, + 22, + 17, + 15, + 20, + 16, + 21, + 16, + 10, + 11, + 21, + 15, + 22, + 25, + 13, + 17, + 12, + 22, + 14, + 13, + 21, + 13, + 26, + 11, + 28, + 12, + 10, + 23, + 19, + 23, + 23, + 20, + 16, + 9, + 19, + 18, + 22, + 19, + 18, + 22, + 15, + 12, + 19, + 22, + 24, + 21, + 20, + 20, + 12, + 7, + 18, + 15, + 24, + 19, + 15, + 16, + 18, + 18, + 18, + 20, + 15, + 18, + 16, + 10, + 12, + 14, + 19, + 11, + 10, + 22, + 15, + 14, + 23, + 21, + 19, + 17, + 21, + 21, + 17, + 24, + 16, + 17, + 7, + 23, + 12, + 19, + 21, + 20, + 26, + 21, + 18, + 23, + 21, + 15, + 20, + 13, + 14, + 18, + 19, + 14, + 17, + 21, + 21, + 14, + 21, + 16, + 16, + 18, + 24, + 19, + 20, + 21, + 19, + 13, + 21, + 18, + 24, + 9, + 19, + 21, + 24, + 15, + 19, + 18, + 25, + 15, + 23, + 15, + 12, + 26, + 18, + 14, + 15, + 27, + 27, + 23, + 18, + 11, + 17, + 16, + 3, + 19, + 9, + 23, + 16, + 23, + 15, + 16, + 18, + 23, + 21, + 21, + 15, + 12, + 20, + 13, + 20, + 10, + 18, + 19, + 11, + 19, + 20, + 21, + 7, + 21, + 17, + 21, + 16, + 13, + 17, + 21, + 14, + 14, + 24, + 17, + 22, + 22, + 15, + 19, + 17, + 23, + 17, + 20, + 20, + 15, + 16, + 26, + 13, + 19, + 19, + 13, + 17, + 11, + 12, + 16, + 5, + 16, + 13, + 14, + 15, + 19, + 21, + 15, + 26, + 18, + 16, + 16, + 17, + 21, + 23, + 21, + 12, + 5, + 24, + 12, + 19, + 17, + 3, + 19, + 21, + 16, + 12, + 20, + 16, + 19, + 21, + 18, + 18, + 15, + 12, + 23, + 16, + 19, + 20, + 12, + 21, + 23, + 17, + 15, + 21, + 18, + 24, + 22, + 13, + 21, + 15, + 17, + 15, + 17, + 23, + 21, + 20, + 17, + 15, + 25, + 16, + 9, + 12, + 19, + 16, + 21, + 25, + 24, + 23, + 20, + 28, + 24, + 23, + 20, + 12, + 13, + 18, + 18, + 13, + 18, + 18, + 15, + 25, + 21, + 20, + 18, + 18, + 20, + 13, + 24, + 17, + 15, + 21, + 20, + 20, + 22, + 14, + 23, + 23, + 19, + 11, + 10, + 11, + 8, + 24, + 12, + 20, + 21, + 23, + 14, + 19, + 11, + 19, + 19, + 18, + 23, + 14, + 22, + 17, + 15, + 11, + 13, + 19, + 18, + 17, + 6, + 21, + 24, + 18, + 19, + 27, + 21, + 23, + 13, + 15, + 14, + 24, + 19, + 20, + 12, + 24, + 20, + 18, + 20, + 18, + 28, + 11, + 16, + 15, + 19, + 23, + 21, + 23, + 21, + 9, + 19, + 20, + 27, + 19, + 17, + 9, + 13, + 20, + 15, + 24, + 21, + 9, + 11, + 22, + 19, + 8, + 23, + 22, + 22, + 24, + 17, + 17, + 25, + 23, + 16, + 14, + 15, + 18, + 14, + 12, + 21, + 17, + 16, + 24, + 13, + 21, + 24, + 16, + 14, + 19, + 22, + 21, + 12, + 20, + 19, + 22, + 17, + 10, + 17, + 16, + 14, + 21, + 22, + 12, + 19, + 24, + 20, + 20, + 13, + 17, + 22, + 12, + 6, + 21, + 24, + 15, + 13, + 23, + 21, + 21, + 24, + 11, + 13, + 23, + 18, + 12, + 22, + 11, + 14, + 18, + 15, + 20, + 19, + 16, + 18, + 14, + 21, + 19, + 10, + 17, + 12, + 22, + 7, + 22, + 15, + 18, + 17, + 19, + 24, + 19, + 21, + 10, + 20, + 21, + 8, + 26, + 11, + 19, + 19, + 16, + 14, + 21, + 17, + 14, + 24, + 22, + 20, + 21, + 24, + 19, + 25, + 12, + 14, + 15, + 20, + 20, + 22, + 21, + 21, + 19, + 18, + 20, + 16, + 14, + 21, + 18, + 15, + 17, + 20, + 21, + 27, + 13, + 14, + 14, + 18, + 16, + 12, + 17, + 24, + 13, + 25, + 17, + 21, + 21, + 11, + 17, + 16, + 19, + 21, + 20, + 18, + 22, + 13, + 16, + 23, + 23, + 16, + 9, + 18, + 21, + 11, + 18, + 10, + 23, + 19, + 24, + 23, + 24, + 25, + 21, + 23, + 17, + 21, + 13, + 18, + 16, + 19, + 22, + 16, + 14, + 18, + 19, + 18, + 14, + 11, + 22, + 13, + 24, + 15, + 19, + 13, + 18, + 15, + 19, + 22, + 22, + 21, + 22, + 17, + 17, + 24, + 22, + 24, + 22, + 19, + 17, + 18, + 25, + 20, + 18, + 19, + 18, + 22, + 25, + 22, + 18, + 15, + 14, + 21, + 16, + 17, + 17, + 14, + 27, + 21, + 23, + 22, + 25, + 21, + 7, + 19, + 21, + 25, + 21, + 24, + 17, + 23, + 21, + 13, + 13, + 18, + 23, + 17, + 14, + 17, + 16, + 20, + 18, + 12, + 20, + 18, + 22, + 24, + 23, + 5, + 19, + 18, + 10, + 13, + 21, + 19, + 18, + 11, + 24, + 12, + 16, + 18, + 22, + 21, + 22, + 17, + 16, + 23, + 21, + 20, + 13, + 21, + 13, + 20, + 15, + 19, + 8, + 15, + 11, + 9, + 21, + 20, + 20, + 21, + 21, + 16, + 16, + 17, + 16, + 18, + 26, + 18, + 20, + 9, + 2, + 23, + 21, + 18, + 14, + 23, + 11, + 18, + 20, + 11, + 17, + 15, + 12, + 11, + 23, + 19, + 21, + 18, + 24, + 7, + 20, + 14, + 27, + 18, + 18, + 12, + 12, + 10, + 16, + 20, + 15, + 15, + 10, + 17, + 14, + 14, + 16, + 23, + 23, + 19, + 17, + 22, + 21, + 12, + 18, + 7, + 23, + 21, + 14, + 15, + 14, + 17, + 13, + 16, + 15, + 10, + 13, + 22, + 20, + 17, + 15, + 19, + 17, + 21, + 16, + 18, + 17, + 14, + 21, + 17, + 20, + 21, + 17, + 14, + 15, + 21, + 26, + 17, + 11, + 19, + 13, + 18, + 24, + 24, + 15, + 23, + 20, + 16, + 20, + 18, + 21, + 19, + 18, + 13, + 10, + 20, + 23, + 11, + 23, + 13, + 23, + 9, + 21, + 21, + 9, + 17, + 3, + 14, + 19, + 14, + 17, + 20, + 15, + 17, + 16, + 24, + 12, + 22, + 16, + 20, + 19, + 18, + 17, + 21, + 25, + 19, + 24, + 22, + 9, + 14, + 9, + 16, + 12, + 18, + 23, + 18, + 18, + 11, + 23, + 11, + 8, + 14, + 12, + 9, + 23, + 11, + 21, + 16, + 22, + 19, + 26, + 20, + 22, + 15, + 11, + 21, + 24, + 14, + 16, + 17, + 7, + 11, + 24, + 21, + 18, + 16, + 17, + 19, + 23, + 9, + 19, + 22, + 16, + 17, + 18, + 15, + 17, + 18, + 15, + 20, + 24, + 5, + 14, + 24, + 19, + 23, + 10, + 13, + 15, + 16, + 11, + 23, + 11, + 18, + 24, + 22, + 19, + 13, + 10, + 15, + 17, + 21, + 14, + 23, + 16, + 23, + 16, + 21, + 22, + 14, + 9, + 21, + 25, + 22, + 23, + 24, + 24, + 23, + 11, + 19, + 19, + 17, + 14, + 19, + 10, + 11, + 24, + 24, + 22, + 24, + 19, + 19, + 11, + 12, + 13, + 14, + 17, + 13, + 17, + 24, + 14, + 18, + 15, + 19, + 25, + 16, + 26, + 15, + 10, + 12, + 19, + 19, + 12, + 18, + 15, + 17, + 18, + 15, + 22, + 23, + 8, + 14, + 19, + 22, + 19, + 25, + 19, + 12, + 20, + 23, + 21, + 12, + 17, + 20, + 23, + 16, + 21, + 11, + 21, + 20, + 11, + 18, + 21, + 15, + 9, + 18, + 20, + 12, + 15, + 20, + 17, + 16, + 19, + 18, + 13, + 20, + 17, + 19, + 17, + 18, + 20, + 19, + 19, + 22, + 17, + 14, + 12, + 21, + 17, + 26, + 12, + 21, + 7, + 13, + 12, + 16, + 26, + 10, + 20, + 7, + 22, + 11, + 26, + 19, + 11, + 15, + 24, + 19, + 10, + 19, + 22, + 20, + 15, + 25, + 21, + 8, + 16, + 19, + 15, + 15, + 12, + 18, + 14, + 21, + 19, + 23, + 14, + 22, + 18, + 18, + 17, + 24, + 22, + 25, + 11, + 21, + 18, + 15, + 17, + 17, + 16, + 16, + 11, + 25, + 18, + 18, + 20, + 21, + 21, + 14, + 22, + 13, + 15, + 8, + 22, + 11, + 6, + 21, + 22, + 12, + 15, + 25, + 19, + 14, + 12, + 21, + 16, + 20, + 25, + 27, + 12, + 18, + 19, + 21, + 15, + 22, + 20, + 23, + 16, + 19, + 25, + 21, + 16, + 22, + 12, + 13, + 24, + 20, + 14, + 20, + 13, + 20, + 19, + 21, + 19, + 23, + 14, + 19, + 13, + 9, + 16, + 18, + 16, + 23, + 24, + 20, + 13, + 14, + 20, + 21, + 13, + 19, + 19, + 16, + 21, + 21, + 20, + 22, + 19, + 23, + 12, + 18, + 15, + 21, + 12, + 22, + 20, + 11, + 19, + 20, + 18, + 16, + 21, + 13, + 17, + 24, + 13, + 22, + 9, + 22, + 21, + 17, + 10, + 14, + 20, + 22, + 17, + 16, + 13, + 12, + 13, + 11, + 18, + 13, + 13, + 18, + 20, + 19, + 13, + 22, + 11, + 18, + 21, + 20, + 29, + 19, + 20, + 18, + 21, + 24, + 9, + 12, + 22, + 17, + 25, + 21, + 16, + 12, + 22, + 23, + 16, + 25, + 20, + 16, + 21, + 20, + 17, + 23, + 24, + 22, + 21, + 23, + 20, + 21, + 23, + 17, + 21, + 15, + 20, + 14, + 21, + 15, + 19, + 16, + 21, + 22, + 24, + 23, + 16, + 23, + 21, + 21, + 20, + 10, + 17, + 12, + 16, + 19, + 22, + 26, + 19, + 20, + 20, + 23, + 20, + 25, + 21, + 18, + 24, + 28, + 11, + 9, + 19, + 20, + 15, + 17, + 11, + 20, + 11, + 21, + 20, + 12, + 21, + 15, + 13, + 13, + 16, + 18, + 21, + 20, + 18, + 17, + 24, + 16, + 24, + 13, + 12, + 9, + 14, + 14, + 23, + 19, + 17, + 20, + 19, + 19, + 25, + 19, + 19, + 16, + 13, + 16, + 22, + 16, + 22, + 25, + 21, + 21, + 22, + 7, + 24, + 11, + 19, + 11, + 9, + 15, + 18, + 22, + 15, + 25, + 19, + 14, + 23, + 21, + 15, + 17, + 22, + 12, + 12, + 16, + 12, + 24, + 18, + 21, + 23, + 15, + 21, + 5, + 19, + 9, + 13, + 27, + 11, + 14, + 11, + 24, + 18, + 19, + 21, + 17, + 19, + 20, + 21, + 19, + 17, + 21, + 19, + 18, + 11, + 14, + 17, + 16, + 23, + 19, + 20, + 23, + 24, + 20, + 15, + 14, + 19, + 21, + 17, + 16, + 14, + 18, + 22, + 24, + 17, + 3, + 16, + 18, + 23, + 17, + 17, + 24, + 19, + 19, + 22, + 18, + 20, + 18, + 19, + 7, + 26, + 19, + 17, + 13, + 14, + 22, + 16, + 16, + 12, + 25, + 25, + 23, + 18, + 14, + 17, + 19, + 16, + 20, + 22, + 13, + 27, + 13, + 18, + 21, + 13, + 14, + 11, + 21, + 19, + 22, + 19, + 18, + 20, + 20, + 19, + 21, + 20, + 13, + 15, + 23, + 16, + 10, + 20, + 14, + 19, + 13, + 19, + 20, + 17, + 14, + 20, + 25, + 19, + 16, + 23, + 23, + 7, + 14, + 22, + 20, + 18, + 21, + 14, + 23, + 15, + 21, + 24, + 20, + 23, + 18, + 21, + 23, + 18, + 16, + 12, + 13, + 24, + 15, + 16, + 13, + 25, + 19, + 23, + 20, + 24, + 15, + 6, + 21, + 16, + 21, + 15, + 25, + 20, + 14, + 11, + 21, + 26, + 15, + 12, + 20, + 18, + 22, + 15, + 23, + 16, + 16, + 20, + 20, + 8, + 15, + 20, + 16, + 22, + 14, + 12, + 20, + 22, + 22, + 14, + 16, + 13, + 24, + 6, + 11, + 22, + 17, + 19, + 17, + 23, + 11, + 11, + 27, + 19, + 13, + 25, + 15, + 23, + 24, + 19, + 21, + 23, + 21, + 20, + 14, + 15, + 23, + 21, + 13, + 23, + 18, + 24, + 14, + 18, + 19, + 14, + 17, + 25, + 9, + 21, + 10, + 26, + 24, + 10, + 19, + 14, + 21, + 16, + 22, + 22, + 14, + 17, + 19, + 21, + 20, + 18, + 8, + 19, + 10, + 21, + 18, + 16, + 23, + 23, + 14, + 21, + 21, + 18, + 23, + 19, + 14, + 18, + 21, + 11, + 21, + 15, + 8, + 9, + 21, + 17, + 9, + 13, + 16, + 22, + 21, + 17, + 15, + 20, + 23, + 23, + 16, + 20, + 19, + 12, + 12, + 22, + 17, + 18, + 18, + 23, + 21, + 23, + 15, + 19, + 22, + 21, + 14, + 12, + 21, + 21, + 23, + 18, + 17, + 9, + 21, + 7, + 8, + 12, + 14, + 14, + 18, + 22, + 17, + 21, + 19, + 18, + 13, + 19, + 15, + 20, + 18, + 20, + 15, + 14, + 23, + 12, + 19, + 14, + 21, + 14, + 17, + 18, + 19, + 25, + 13, + 22, + 19, + 19, + 21, + 19, + 24, + 15, + 11, + 22, + 21, + 22, + 12, + 17, + 26, + 22, + 18, + 22, + 22, + 16, + 17, + 17, + 11, + 21, + 23, + 14, + 17, + 15, + 23, + 12, + 18, + 22, + 22, + 19, + 19, + 21, + 21, + 9, + 23, + 19, + 22, + 22, + 23, + 24, + 21, + 24, + 12, + 18, + 23, + 23, + 16, + 20, + 19, + 22, + 20, + 10, + 14, + 20, + 24, + 14, + 22, + 16, + 19, + 18, + 17, + 11, + 21, + 19, + 13, + 25, + 18, + 13, + 9, + 24, + 13, + 24, + 17, + 24, + 8, + 14, + 16, + 17, + 19, + 20, + 13, + 25, + 10, + 15, + 22, + 22, + 23, + 14, + 12, + 15, + 12, + 18, + 9, + 13, + 25, + 19, + 15, + 13, + 14, + 19, + 9, + 9, + 17, + 17, + 20, + 17, + 17, + 16, + 22, + 21, + 19, + 17, + 16, + 21, + 13, + 21, + 12, + 15, + 26, + 18, + 11, + 17, + 18, + 16, + 20, + 19, + 9, + 19, + 12, + 14, + 9, + 13, + 10, + 18, + 17, + 12, + 20, + 22, + 16, + 16, + 18, + 17, + 19, + 17, + 23, + 15, + 19, + 18, + 24, + 16, + 22, + 21, + 19, + 21, + 22, + 24, + 9, + 6, + 15, + 21, + 17, + 21, + 11, + 20, + 14, + 21, + 19, + 17, + 15, + 13, + 25, + 18, + 19, + 24, + 21, + 22, + 20, + 21, + 9, + 12, + 21, + 13, + 13, + 23, + 14, + 12, + 18, + 12, + 16, + 16, + 18, + 12, + 16, + 19, + 9, + 12, + 21, + 11, + 16, + 22, + 17, + 17, + 17, + 23, + 20, + 22, + 20, + 24, + 21, + 8, + 21, + 25, + 24, + 22, + 21, + 16, + 9, + 15, + 25, + 17, + 26, + 21, + 17, + 23, + 18, + 20, + 22, + 22, + 13, + 24, + 24, + 20, + 18, + 18, + 11, + 22, + 21, + 21, + 16, + 3, + 11, + 24, + 14, + 16, + 19, + 9, + 14, + 18, + 26, + 23, + 7, + 12, + 16, + 19, + 23, + 11, + 21, + 11, + 20, + 19, + 6, + 20, + 23, + 16, + 18, + 13, + 16, + 17, + 21, + 19, + 9, + 19, + 21, + 12, + 14, + 15, + 20, + 15, + 21, + 22, + 11, + 21, + 13, + 24, + 14, + 18, + 26, + 15, + 20, + 10, + 22, + 12, + 10, + 11, + 21, + 12, + 16, + 9, + 17, + 16, + 19, + 8, + 13, + 19, + 17, + 13, + 13, + 17, + 20, + 16, + 22, + 17, + 21, + 14, + 11, + 19, + 23, + 12, + 20, + 19, + 16, + 23, + 25, + 18, + 14, + 22, + 23, + 21, + 19, + 18, + 13, + 15, + 23, + 10, + 14, + 12, + 23, + 26, + 12, + 15, + 20, + 15, + 15, + 20, + 24, + 20, + 10, + 20, + 22, + 21, + 19, + 23, + 6, + 16, + 21, + 25, + 12, + 14, + 23, + 20, + 11, + 18, + 15, + 17, + 11, + 18, + 20, + 22, + 18, + 12, + 23, + 20, + 20, + 23, + 17, + 22, + 16, + 23, + 17, + 6, + 12, + 18, + 23, + 20, + 24, + 12, + 22, + 13, + 20, + 21, + 19, + 15, + 5, + 20, + 15, + 24, + 16, + 22, + 17, + 22, + 14, + 14, + 13, + 21, + 17, + 18, + 18, + 14, + 15, + 24, + 20, + 19, + 19, + 17, + 12, + 19, + 24, + 22, + 19, + 8, + 13, + 12, + 23, + 15, + 26, + 22, + 23, + 14, + 21, + 16, + 23, + 19, + 16, + 24, + 15, + 10, + 14, + 18, + 17, + 17, + 24, + 24, + 13, + 8, + 15, + 19, + 15, + 15, + 11, + 14, + 18, + 21, + 23, + 8, + 20, + 23, + 15, + 23, + 19, + 19, + 19, + 11, + 15, + 23, + 21, + 12, + 17, + 18, + 19, + 22, + 21, + 25, + 15, + 12, + 14, + 18, + 20, + 16, + 22, + 19, + 18, + 11, + 22, + 15, + 10, + 11, + 21, + 24, + 15, + 17, + 23, + 11, + 12, + 17, + 24, + 21, + 20, + 14, + 20, + 21, + 11, + 14, + 24, + 18, + 13, + 20, + 22, + 18, + 22, + 8, + 12, + 15, + 19, + 16, + 22, + 23, + 13, + 11, + 20, + 15, + 21, + 13, + 14, + 20, + 26, + 15, + 17, + 22, + 23, + 20, + 21, + 19, + 16, + 12, + 23, + 23, + 23, + 8, + 9, + 20, + 11, + 17, + 16, + 19, + 13, + 21, + 18, + 25, + 20, + 20, + 19, + 21, + 21, + 19, + 16, + 17, + 12, + 19, + 15, + 21, + 19, + 12, + 16, + 16, + 9, + 19, + 19, + 16, + 19, + 19, + 23, + 12, + 24, + 16, + 17, + 17, + 16, + 19, + 21, + 18, + 23, + 19, + 19, + 24, + 12, + 22, + 22, + 18, + 16, + 18, + 24, + 20, + 17, + 17, + 16, + 16, + 19, + 23, + 7, + 22, + 23, + 21, + 11, + 21, + 25, + 17, + 22, + 22, + 8, + 18, + 23, + 15, + 18, + 16, + 19, + 24, + 12, + 13, + 20, + 19, + 19, + 15, + 8, + 23, + 12, + 10, + 19, + 15, + 12, + 21, + 21, + 12, + 12, + 22, + 21, + 11, + 18, + 19, + 27, + 23, + 19, + 22, + 16, + 5, + 23, + 24, + 22, + 13, + 15, + 16, + 13, + 23, + 15, + 22, + 15, + 19, + 22, + 15, + 22, + 16, + 20, + 18, + 11, + 15, + 20, + 23, + 14, + 24, + 20, + 28, + 23, + 15, + 13, + 18, + 14, + 9, + 9, + 20, + 25, + 21, + 21, + 16, + 15, + 23, + 19, + 18, + 15, + 22, + 12, + 13, + 21, + 12, + 18, + 22, + 17, + 16, + 14, + 19, + 11, + 16, + 14, + 22, + 20, + 11, + 23, + 25, + 13, + 11, + 21, + 24, + 23, + 4, + 15, + 15, + 20, + 21, + 14, + 22, + 12, + 22, + 25, + 14, + 16, + 18, + 12, + 11, + 23, + 21, + 23, + 19, + 17, + 18, + 22, + 19, + 18, + 19, + 17, + 13, + 12, + 16, + 24, + 20, + 19, + 24, + 11, + 12, + 25, + 22, + 21, + 21, + 19, + 18, + 17, + 19, + 16, + 22, + 17, + 13, + 22, + 17, + 20, + 21, + 19, + 9, + 24, + 14, + 23, + 9, + 20, + 22, + 17, + 24, + 13, + 22, + 21, + 10, + 24, + 22, + 21, + 12, + 18, + 20, + 23, + 17, + 14, + 20, + 18, + 20, + 18, + 24, + 16, + 12, + 21, + 23, + 16, + 21, + 21, + 7, + 21, + 20, + 6, + 16, + 18, + 13, + 21, + 7, + 15, + 18, + 18, + 22, + 14, + 17, + 20, + 16, + 15, + 11, + 17, + 16, + 14, + 21, + 27, + 19, + 16, + 7, + 18, + 16, + 19, + 18, + 20, + 14, + 15, + 14, + 11, + 11, + 23, + 17, + 17, + 16, + 17, + 17, + 21, + 17, + 18, + 23, + 28, + 22, + 16, + 8, + 14, + 8, + 17, + 22, + 22, + 17, + 20, + 16, + 25, + 25, + 18, + 6, + 10, + 13, + 20, + 26, + 18, + 21, + 21, + 19, + 18, + 17, + 18, + 10, + 22, + 16, + 13, + 15, + 21, + 18, + 8, + 19, + 17, + 11, + 17, + 21, + 22, + 18, + 21, + 22, + 12, + 15, + 23, + 13, + 13, + 15, + 20, + 19, + 20, + 13, + 17, + 14, + 12, + 17, + 4, + 13, + 24, + 20, + 24, + 18, + 23, + 19, + 20, + 25, + 14, + 24, + 17, + 22, + 18, + 15, + 17, + 21, + 19, + 17, + 12, + 15, + 18, + 19, + 15, + 21, + 23, + 13, + 21, + 16, + 11, + 17, + 16, + 19, + 9, + 24, + 21, + 11, + 23, + 16, + 17, + 23, + 17, + 21, + 11, + 8, + 15, + 18, + 17, + 13, + 18, + 20, + 9, + 24, + 10, + 9, + 15, + 23, + 18, + 16, + 11, + 10, + 10, + 8, + 8, + 20, + 25, + 12, + 8, + 16, + 12, + 12, + 17, + 22, + 18, + 23, + 12, + 18, + 23, + 20, + 10, + 18, + 19, + 15, + 17, + 16, + 16, + 17, + 22, + 25, + 15, + 18, + 24, + 22, + 17, + 19, + 21, + 23, + 17, + 12, + 15, + 22, + 21, + 12, + 17, + 24, + 20, + 25, + 19, + 18, + 21, + 18, + 13, + 15, + 23, + 23, + 18, + 16, + 19, + 22, + 21, + 13, + 11, + 24, + 21, + 18, + 23, + 23, + 23, + 12, + 24, + 19, + 18, + 23, + 22, + 12, + 17, + 13, + 19, + 20, + 12, + 20, + 21, + 14, + 16, + 18, + 22, + 9, + 10, + 14, + 21, + 18, + 19, + 17, + 22, + 15, + 21, + 19, + 24, + 22, + 15, + 12, + 15, + 20, + 17, + 13, + 14, + 10, + 14, + 22, + 21, + 20, + 9, + 20, + 19, + 21, + 20, + 15, + 20, + 23, + 19, + 24, + 17, + 22, + 16, + 17, + 17, + 19, + 18, + 20, + 7, + 15, + 15, + 15, + 14, + 18, + 13, + 16, + 16, + 14, + 24, + 21, + 19, + 18, + 19, + 12, + 21, + 15, + 15, + 14, + 15, + 24, + 16, + 11, + 26, + 21, + 19, + 14, + 12, + 19, + 25, + 15, + 22, + 19, + 17, + 24, + 17, + 15, + 20, + 19, + 16, + 23, + 18, + 22, + 9, + 24, + 22, + 23, + 13, + 23, + 13, + 15, + 21, + 21, + 18, + 18, + 20, + 16, + 20, + 24, + 15, + 13, + 9, + 12, + 18, + 21, + 22, + 19, + 22, + 23, + 11, + 17, + 12, + 7, + 12, + 11, + 9, + 21, + 20, + 19, + 18, + 14, + 21, + 20, + 20, + 20, + 19, + 15, + 28, + 20, + 22, + 22, + 12, + 18, + 13, + 24, + 19, + 13, + 19, + 25, + 21, + 19, + 19, + 16, + 13, + 15, + 22, + 14, + 10, + 18, + 13, + 14, + 12, + 19, + 16, + 14, + 16, + 17, + 22, + 21, + 21, + 12, + 25, + 21, + 13, + 15, + 23, + 21, + 19, + 23, + 20, + 20, + 24, + 23, + 16, + 13, + 18, + 16, + 16, + 17, + 19, + 24, + 17, + 21, + 18, + 10, + 23, + 13, + 21, + 21, + 22, + 21, + 20, + 23, + 15, + 19, + 21, + 14, + 21, + 12, + 24, + 19, + 18, + 10, + 21, + 10, + 21, + 21, + 17, + 20, + 17, + 11, + 20, + 15, + 17, + 14, + 22, + 17, + 20, + 23, + 15, + 9, + 20, + 21, + 16, + 21, + 23, + 22, + 22, + 21, + 16, + 14, + 19, + 23, + 15, + 21, + 24, + 14, + 20, + 16, + 17, + 17, + 20, + 12, + 12, + 14, + 24, + 7, + 3, + 19, + 19, + 19, + 20, + 20, + 9, + 21, + 23, + 17, + 19, + 15, + 17, + 17, + 20, + 21, + 21, + 20, + 25, + 22, + 17, + 14, + 17, + 24, + 20, + 18, + 21, + 18, + 7, + 13, + 17, + 16, + 16, + 13, + 17, + 20, + 15, + 16, + 10, + 16, + 18, + 21, + 17, + 23, + 17, + 19, + 14, + 12, + 22, + 21, + 23, + 16, + 15, + 18, + 14, + 15, + 12, + 19, + 17, + 16, + 22, + 15, + 9, + 17, + 21, + 19, + 11, + 25, + 21, + 16, + 20, + 16, + 17, + 22, + 17, + 14, + 17, + 16, + 16, + 18, + 8, + 25, + 17, + 11, + 21, + 25, + 18, + 26, + 22, + 14, + 17, + 11, + 11, + 22, + 12, + 22, + 25, + 17, + 21, + 22, + 23, + 10, + 23, + 16, + 16, + 17, + 20, + 10, + 22, + 24, + 25, + 19, + 15, + 14, + 18, + 9, + 18, + 17, + 19, + 28, + 24, + 14, + 13, + 22, + 11, + 15, + 20, + 17, + 19, + 26, + 15, + 10, + 17, + 20, + 22, + 17, + 22, + 16, + 14, + 7, + 13, + 25, + 7, + 9, + 21, + 19, + 23, + 10, + 11, + 22, + 20, + 19, + 17, + 23, + 12, + 21, + 22, + 13, + 24, + 13, + 18, + 11, + 17, + 17, + 20, + 22, + 17, + 19, + 18, + 20, + 20, + 23, + 15, + 23, + 18, + 23, + 20, + 19, + 22, + 15, + 17, + 22, + 10, + 9, + 23, + 15, + 13, + 22, + 18, + 22, + 20, + 16, + 15, + 16, + 18, + 21, + 5, + 17, + 14, + 16, + 22, + 13, + 20, + 12, + 8, + 10, + 15, + 17, + 10, + 18, + 21, + 24, + 23, + 19, + 18, + 24, + 22, + 15, + 24, + 12, + 15, + 11, + 15, + 20, + 19, + 13, + 20, + 4, + 22, + 18, + 20, + 16, + 22, + 20, + 14, + 21, + 19, + 13, + 8, + 16, + 18, + 19, + 15, + 10, + 23, + 19, + 18, + 9, + 23, + 23, + 19, + 18, + 24, + 17, + 18, + 15, + 17, + 18, + 19, + 16, + 18, + 8, + 18, + 21, + 19, + 9, + 19, + 15, + 22, + 16, + 12, + 17, + 21, + 17, + 10, + 15, + 13, + 21, + 18, + 22, + 22, + 15, + 20, + 25, + 15, + 17, + 18, + 19, + 9, + 15, + 23, + 16, + 14, + 25, + 24, + 12, + 19, + 13, + 20, + 3, + 16, + 19, + 17, + 22, + 20, + 7, + 12, + 17, + 19, + 14, + 17, + 4, + 12, + 12, + 17, + 14, + 24, + 19, + 21, + 21, + 14, + 13, + 21, + 20, + 20, + 20, + 20, + 7, + 19, + 17, + 18, + 18, + 25, + 16, + 20, + 19, + 9, + 16, + 19, + 11, + 13, + 22, + 19, + 15, + 18, + 20, + 19, + 19, + 17, + 19, + 15, + 16, + 19, + 11, + 27, + 19, + 23, + 13, + 13, + 20, + 17, + 18, + 12, + 24, + 16, + 23, + 20, + 22, + 19, + 14, + 18, + 17, + 22, + 20, + 20, + 25, + 23, + 12, + 17, + 21, + 17, + 13, + 21, + 19, + 11, + 21, + 22, + 16, + 16, + 17, + 23, + 22, + 11, + 16, + 19, + 21, + 19, + 15, + 21, + 9, + 5, + 16, + 17, + 14, + 23, + 20, + 17, + 16, + 20, + 16, + 21, + 17, + 17, + 9, + 16, + 13, + 20, + 17, + 18, + 24, + 24, + 7, + 16, + 23, + 12, + 15, + 12, + 21, + 16, + 12, + 15, + 22, + 21, + 19, + 17, + 23, + 10, + 14, + 9, + 24, + 13, + 24, + 23, + 12, + 21, + 13, + 12, + 19, + 25, + 20, + 11, + 27, + 20, + 23, + 12, + 16, + 18, + 14, + 19, + 7, + 19, + 13, + 16, + 19, + 22, + 21, + 23, + 27, + 21, + 20, + 17, + 6, + 14, + 16, + 9, + 20, + 22, + 15, + 22, + 7, + 16, + 23, + 19, + 17, + 18, + 13, + 23, + 15, + 20, + 21, + 19, + 24, + 12, + 14, + 14, + 11, + 20, + 22, + 12, + 18, + 15, + 20, + 14, + 22, + 15, + 19, + 16, + 16, + 16, + 19, + 20, + 11, + 15, + 12, + 20, + 18, + 24, + 20, + 21, + 15, + 9, + 20, + 21, + 13, + 16, + 17, + 13, + 22, + 20, + 13, + 11, + 14, + 11, + 16, + 7, + 22, + 21, + 19, + 21, + 20, + 16, + 15, + 22, + 19, + 17, + 22, + 16, + 20, + 17, + 8, + 12, + 22, + 13, + 17, + 13, + 18, + 16, + 25, + 18, + 21, + 4, + 12, + 14, + 25, + 14, + 16, + 17, + 22, + 23, + 14, + 21, + 18, + 20, + 10, + 21, + 27, + 13, + 23, + 19, + 21, + 22, + 24, + 25, + 16, + 22, + 18, + 20, + 8, + 19, + 21, + 23, + 17, + 19, + 18, + 25, + 4, + 12, + 12, + 12, + 11, + 16, + 17, + 20, + 19, + 20, + 11, + 21, + 19, + 20, + 15, + 19, + 19, + 19, + 11, + 21, + 21, + 23, + 10, + 15, + 16, + 13, + 18, + 21, + 18, + 18, + 19, + 9, + 19, + 20, + 15, + 23, + 22, + 19, + 22, + 11, + 20, + 16, + 20, + 17, + 21, + 23, + 9, + 20, + 23, + 13, + 9, + 25, + 13, + 21, + 21, + 11, + 17, + 10, + 16, + 16, + 22, + 23, + 29, + 15, + 17, + 13, + 14, + 15, + 17, + 16, + 17, + 24, + 11, + 18, + 28, + 20, + 19, + 17, + 19, + 12, + 19, + 19, + 16, + 13, + 6, + 19, + 22, + 23, + 13, + 24, + 18, + 12, + 19, + 19, + 11, + 27, + 24, + 21, + 22, + 17, + 19, + 17, + 19, + 13, + 21, + 21, + 19, + 17, + 18, + 21, + 16, + 18, + 18, + 19, + 11, + 18, + 17, + 23, + 20, + 23, + 21, + 25, + 13, + 20, + 15, + 20, + 19, + 16, + 20, + 19, + 22, + 23, + 11, + 19, + 10, + 21, + 17, + 16, + 16, + 16, + 21, + 19, + 21, + 21, + 21, + 17, + 18, + 11, + 14, + 17, + 13, + 17, + 26, + 14, + 18, + 19, + 19, + 21, + 6, + 3, + 23, + 10, + 22, + 21, + 18, + 17, + 15, + 19, + 22, + 21, + 19, + 23, + 9, + 16, + 17, + 21, + 18, + 16, + 20, + 17, + 18, + 17, + 16, + 19, + 13, + 12, + 18, + 14, + 19, + 11, + 16, + 17, + 14, + 24, + 13, + 20, + 11, + 18, + 20, + 18, + 11, + 20, + 17, + 20, + 13, + 17, + 20, + 13, + 21, + 12, + 21, + 19, + 17, + 22, + 21, + 19, + 16, + 23, + 18, + 11, + 16, + 19, + 25, + 13, + 24, + 22, + 19, + 22, + 13, + 20, + 23, + 16, + 17, + 15, + 21, + 23, + 17, + 9, + 20, + 20, + 20, + 19, + 17, + 17, + 10, + 18, + 15, + 13, + 21, + 15, + 19, + 15, + 21, + 18, + 13, + 10, + 12, + 28, + 19, + 14, + 14, + 25, + 16, + 24, + 12, + 22, + 19, + 20, + 20, + 22, + 17, + 14, + 18, + 14, + 25, + 20, + 18, + 13, + 23, + 22, + 21, + 17, + 9, + 23, + 20, + 13, + 26, + 21, + 12, + 17, + 17, + 17, + 18, + 13, + 19, + 21, + 21, + 21, + 16, + 20, + 20, + 10, + 19, + 25, + 12, + 16, + 10, + 19, + 14, + 22, + 18, + 20, + 18, + 7, + 20, + 20, + 24, + 15, + 17, + 17, + 18, + 20, + 19, + 18, + 9, + 19, + 15, + 17, + 19, + 18, + 12, + 14, + 15, + 21, + 18, + 17, + 18, + 24, + 18, + 16, + 12, + 20, + 20, + 14, + 18, + 17, + 11, + 19, + 22, + 13, + 17, + 22, + 21, + 19, + 15, + 23, + 19, + 14, + 15, + 20, + 21, + 21, + 21, + 23, + 13, + 15, + 25, + 16, + 16, + 16, + 17, + 14, + 18, + 21, + 23, + 16, + 16, + 20, + 16, + 19, + 25, + 21, + 22, + 21, + 19, + 19, + 10, + 23, + 14, + 19, + 19, + 7, + 14, + 14, + 18, + 13, + 18, + 14, + 21, + 22, + 13, + 15, + 12, + 17, + 21, + 16, + 23, + 9, + 11, + 13, + 22, + 17, + 16, + 11, + 12, + 11, + 19, + 11, + 18, + 21, + 17, + 19, + 22, + 19, + 12, + 9, + 10, + 14, + 15, + 20, + 19, + 20, + 13, + 22, + 23, + 13, + 19, + 13, + 21, + 21, + 14, + 23, + 19, + 19, + 15, + 23, + 21, + 19, + 23, + 20, + 14, + 15, + 16, + 19, + 14, + 10, + 18, + 18, + 15, + 13, + 22, + 19, + 22, + 26, + 21, + 20, + 15, + 13, + 16, + 15, + 22, + 14, + 19, + 9, + 23, + 18, + 19, + 21, + 20, + 14, + 23, + 24, + 21, + 17, + 15, + 13, + 20, + 18, + 15, + 9, + 20, + 13, + 21, + 19, + 23, + 19, + 21, + 22, + 24, + 2, + 22, + 12, + 19, + 15, + 22, + 17, + 16, + 18, + 19, + 23, + 19, + 26, + 23, + 14, + 24, + 19, + 19, + 20, + 26, + 9, + 16, + 16, + 11, + 17, + 17, + 16, + 16, + 15, + 17, + 23, + 20, + 24, + 24, + 19, + 21, + 22, + 23, + 16, + 22, + 16, + 19, + 23, + 16, + 12, + 24, + 15, + 11, + 19, + 21, + 18, + 23, + 22, + 11, + 18, + 18, + 23, + 17, + 11, + 20, + 23, + 17, + 23, + 19, + 8, + 23, + 15, + 16, + 16, + 21, + 14, + 15, + 21, + 18, + 19, + 7, + 22, + 23, + 9, + 26, + 10, + 23, + 14, + 21, + 24, + 20, + 20, + 24, + 18, + 21, + 18, + 19, + 15, + 25, + 18, + 13, + 17, + 19, + 25, + 26, + 12, + 19, + 13, + 26, + 19, + 12, + 14, + 25, + 16, + 16, + 16, + 21, + 10, + 12, + 23, + 26, + 20, + 12, + 19, + 17, + 24, + 20, + 20, + 26, + 21, + 14, + 9, + 23, + 18, + 14, + 22, + 17, + 27, + 21, + 23, + 20, + 12, + 20, + 18, + 19, + 18, + 18, + 7, + 16, + 23, + 17, + 16, + 18, + 15, + 21, + 13, + 21, + 17, + 12, + 19, + 11, + 22, + 23, + 14, + 13, + 21, + 14, + 15, + 23, + 14, + 6, + 12, + 13, + 19, + 10, + 14, + 21, + 21, + 15, + 18, + 23, + 13, + 13, + 17, + 10, + 23, + 13, + 17, + 23, + 11, + 23, + 18, + 16, + 20, + 15, + 23, + 20, + 22, + 21, + 19, + 24, + 19, + 19, + 15, + 14, + 18, + 21, + 19, + 18, + 20, + 16, + 13, + 22, + 17, + 21, + 18, + 18, + 19, + 21, + 22, + 13, + 22, + 20, + 16, + 22, + 18, + 20, + 15, + 19, + 11, + 18, + 10, + 14, + 24, + 15, + 13, + 20, + 19, + 17, + 24, + 10, + 13, + 13, + 14, + 11, + 18, + 18, + 20, + 10, + 16, + 17, + 20, + 21, + 16, + 21, + 13, + 22, + 20, + 24, + 22, + 9, + 15, + 20, + 24, + 15, + 20, + 9, + 20, + 19, + 9, + 15, + 21, + 21, + 22, + 14, + 19, + 9, + 21, + 19, + 21, + 18, + 22, + 23, + 15, + 21, + 24, + 19, + 15, + 22, + 16, + 9, + 19, + 4, + 18, + 17, + 13, + 19, + 20, + 15, + 12, + 22, + 17, + 7, + 14, + 18, + 16, + 13, + 15, + 16, + 13, + 22, + 15, + 16, + 21, + 17, + 12, + 21, + 19, + 26, + 19, + 17, + 24, + 18, + 11, + 19, + 19, + 19, + 20, + 17, + 26, + 19, + 13, + 22, + 18, + 20, + 17, + 20, + 18, + 21, + 15, + 23, + 5, + 16, + 18, + 18, + 8, + 21, + 13, + 21, + 15, + 17, + 19, + 19, + 14, + 23, + 22, + 16, + 22, + 19, + 17, + 20, + 13, + 10, + 22, + 16, + 14, + 10, + 25, + 14, + 17, + 22, + 16, + 21, + 20, + 19, + 21, + 20, + 19, + 21, + 14, + 21, + 23, + 13, + 23, + 24, + 11, + 19, + 15, + 21, + 17, + 12, + 17, + 21, + 13, + 20, + 22, + 16, + 16, + 21, + 18, + 17, + 25, + 8, + 19, + 26, + 17, + 14, + 23, + 24, + 17, + 23, + 18, + 18, + 12, + 18, + 21, + 11, + 10, + 21, + 25, + 21, + 11, + 10, + 14, + 12, + 13, + 16, + 11, + 18, + 24, + 9, + 14, + 17, + 21, + 23, + 23, + 23, + 18, + 18, + 7, + 13, + 17, + 20, + 20, + 18, + 19, + 19, + 20, + 13, + 20, + 14, + 16, + 20, + 15, + 23, + 20, + 21, + 15, + 15, + 17, + 14, + 13, + 21, + 19, + 12, + 25, + 18, + 17, + 23, + 19, + 14, + 11, + 19, + 22, + 21, + 24, + 10, + 23, + 17, + 9, + 25, + 21, + 6, + 19, + 22, + 13, + 11, + 16, + 19, + 13, + 20, + 24, + 25, + 15, + 14, + 20, + 15, + 17, + 12, + 13, + 23, + 24, + 20, + 16, + 11, + 21, + 15, + 18, + 22, + 16, + 15, + 23, + 25, + 22, + 10, + 13, + 25, + 18, + 16, + 26, + 23, + 21, + 12, + 20, + 17, + 23, + 17, + 21, + 20, + 19, + 12, + 19, + 10, + 28, + 21, + 16, + 8, + 24, + 19, + 8, + 15, + 21, + 21, + 20, + 23, + 17, + 17, + 17, + 12, + 22, + 19, + 11, + 22, + 17, + 21, + 20, + 21, + 16, + 18, + 20, + 15, + 18, + 20, + 23, + 23, + 19, + 14, + 16, + 14, + 21, + 19, + 19, + 18, + 7, + 14, + 16, + 23, + 8, + 24, + 22, + 16, + 14, + 16, + 23, + 23, + 13, + 13, + 20, + 13, + 13, + 24, + 18, + 21, + 20, + 11, + 25, + 21, + 12, + 20, + 13, + 23, + 23, + 11, + 15, + 22, + 19, + 18, + 10, + 11, + 16, + 23, + 19, + 18, + 21, + 12, + 20, + 23, + 8, + 18, + 18, + 22, + 22, + 24, + 12, + 16, + 19, + 21, + 16, + 9, + 13, + 18, + 23, + 23, + 17, + 21, + 19, + 14, + 15, + 25, + 17, + 21, + 16, + 21, + 15, + 23, + 16, + 21, + 21, + 15, + 17, + 20, + 24, + 26, + 12, + 18, + 14, + 18, + 18, + 20, + 19, + 23, + 11, + 15, + 21, + 15, + 17, + 24, + 16, + 18, + 22, + 21, + 19, + 21, + 16, + 23, + 23, + 17, + 11, + 20, + 22, + 18, + 23, + 17, + 14, + 22, + 23, + 12, + 25, + 23, + 14, + 24, + 20, + 20, + 18, + 22, + 10, + 12, + 24, + 16, + 17, + 18, + 16, + 17, + 20, + 22, + 24, + 21, + 20, + 19, + 25, + 21, + 16, + 17, + 25, + 11, + 18, + 19, + 21, + 8, + 21, + 17, + 17, + 28, + 27, + 23, + 24, + 22, + 19, + 18, + 20, + 11, + 19, + 20, + 21, + 19, + 21, + 12, + 24, + 8, + 14, + 12, + 11, + 21, + 24, + 15, + 20, + 14, + 20, + 15, + 26, + 22, + 20, + 19, + 13, + 20, + 15, + 13, + 17, + 17, + 15, + 19, + 18, + 19, + 18, + 18, + 20, + 10, + 13, + 24, + 17, + 14, + 15, + 20, + 17, + 18, + 19, + 21, + 12, + 18, + 21, + 14, + 23, + 19, + 20, + 18, + 12, + 21, + 19, + 19, + 15, + 22, + 22, + 24, + 13, + 17, + 15, + 19, + 17, + 13, + 13, + 19, + 21, + 16, + 23, + 18, + 17, + 25, + 12, + 13, + 24, + 10, + 15, + 21, + 15, + 19, + 14, + 21, + 25, + 23, + 22, + 20, + 16, + 19, + 12, + 11, + 26, + 16, + 14, + 20, + 22, + 24, + 21, + 20, + 17, + 23, + 12, + 21, + 17, + 23, + 23, + 18, + 16, + 23, + 10, + 21, + 14, + 10, + 6, + 18, + 23, + 24, + 19, + 14, + 10, + 15, + 10, + 28, + 23, + 23, + 19, + 22, + 18, + 21, + 21, + 20, + 19, + 14, + 10, + 21, + 22, + 21, + 18, + 12, + 17, + 20, + 12, + 17, + 12, + 18, + 21, + 19, + 23, + 14, + 19, + 16, + 21, + 15, + 14, + 18, + 18, + 18, + 20, + 22, + 19, + 19, + 21, + 14, + 19, + 18, + 20, + 23, + 17, + 19, + 18, + 21, + 19, + 17, + 20, + 20, + 20, + 13, + 21, + 22, + 19, + 23, + 9, + 5, + 17, + 20, + 20, + 11, + 19, + 22, + 12, + 19, + 12, + 21, + 24, + 19, + 24, + 13, + 11, + 19, + 23, + 24, + 22, + 21, + 5, + 19, + 19, + 17, + 15, + 19, + 7, + 18, + 21, + 22, + 18, + 14, + 15, + 21, + 21, + 21, + 13, + 18, + 13, + 12, + 20, + 14, + 14, + 22, + 23, + 23, + 17, + 13, + 10, + 16, + 19, + 21, + 10, + 18, + 11, + 18, + 19, + 14, + 19, + 15, + 15, + 21, + 25, + 21, + 19, + 15, + 17, + 17, + 14, + 19, + 13, + 18, + 18, + 15, + 10, + 19, + 16, + 17, + 16, + 15, + 20, + 21, + 11, + 17, + 21, + 21, + 14, + 11, + 22, + 9, + 24, + 26, + 19, + 16, + 22, + 16, + 21, + 20, + 14, + 17, + 23, + 21, + 19, + 23, + 16, + 12, + 17, + 18, + 20, + 23, + 18, + 17, + 22, + 11, + 27, + 22, + 14, + 19, + 19, + 19, + 21, + 14, + 15, + 25, + 21, + 14, + 19, + 16, + 24, + 15, + 22, + 14, + 19, + 14, + 22, + 13, + 24, + 23, + 9, + 17, + 23, + 18, + 25, + 15, + 16, + 13, + 18, + 10, + 23, + 19, + 19, + 15, + 21, + 24, + 23, + 16, + 22, + 22, + 10, + 15, + 18, + 11, + 17, + 20, + 13, + 17, + 20, + 21, + 23, + 25, + 23, + 20, + 21, + 22, + 16, + 12, + 17, + 22, + 23, + 17, + 15, + 21, + 12, + 11, + 21, + 23, + 19, + 20, + 22, + 17, + 18, + 19, + 11, + 17, + 19, + 24, + 17, + 20, + 21, + 19, + 21, + 16, + 16, + 23, + 23, + 15, + 25, + 17, + 11, + 12, + 26, + 14, + 16, + 16, + 14, + 25, + 18, + 3, + 20, + 14, + 18, + 17, + 19, + 17, + 18, + 19, + 13, + 13, + 15, + 18, + 27, + 22, + 21, + 11, + 14, + 18, + 16, + 22, + 23, + 14, + 13, + 10, + 16, + 17, + 16, + 19, + 19, + 16, + 23, + 11, + 5, + 12, + 23, + 17, + 21, + 20, + 14, + 8, + 19, + 25, + 12, + 14, + 18, + 20, + 19, + 21, + 20, + 18, + 22, + 21, + 25, + 13, + 17, + 23, + 19, + 24, + 8, + 18, + 25, + 17, + 14, + 13, + 14, + 23, + 25, + 19, + 18, + 20, + 14, + 19, + 15, + 22, + 15, + 23, + 22, + 16, + 23, + 20, + 9, + 19, + 21, + 19, + 15, + 13, + 11, + 11, + 16, + 18, + 20, + 23, + 23, + 18, + 19, + 12, + 8, + 14, + 22, + 16, + 8, + 13, + 19, + 17, + 21, + 22, + 7, + 26, + 11, + 24, + 15, + 17, + 12, + 21, + 21, + 22, + 18, + 20, + 11, + 12, + 19, + 13, + 16, + 13, + 16, + 8, + 20, + 11, + 20, + 21, + 16, + 19, + 19, + 15, + 12, + 16, + 22, + 21, + 21, + 19, + 25, + 16, + 17, + 19, + 20, + 18, + 17, + 7, + 19, + 21, + 18, + 10, + 19, + 19, + 13, + 3, + 21, + 13, + 13, + 11, + 19, + 16, + 19, + 8, + 14, + 23, + 19, + 19, + 13, + 18, + 16, + 11, + 19, + 11, + 16, + 19, + 12, + 13, + 21, + 19, + 19, + 22, + 19, + 22, + 14, + 15, + 14, + 16, + 15, + 23, + 21, + 21, + 22, + 10, + 16, + 20, + 19, + 14, + 21, + 11, + 20, + 14, + 17, + 24, + 24, + 20, + 15, + 22, + 21, + 20, + 13, + 24, + 21, + 18, + 16, + 18, + 22, + 19, + 19, + 22, + 22, + 17, + 20, + 18, + 14, + 23, + 17, + 15, + 13, + 26, + 13, + 17, + 8, + 19, + 16, + 22, + 9, + 21, + 10, + 21, + 13, + 15, + 12, + 24, + 22, + 15, + 19, + 15, + 24, + 23, + 17, + 20, + 15, + 17, + 20, + 11, + 23, + 16, + 22, + 12, + 22, + 21, + 31, + 22, + 19, + 19, + 18, + 20, + 18, + 17, + 25, + 23, + 8, + 16, + 23, + 22, + 20, + 14, + 21, + 20, + 13, + 13, + 6, + 20, + 14, + 25, + 21, + 17, + 18, + 21, + 20, + 19, + 16, + 12, + 18, + 7, + 17, + 18, + 16, + 7, + 16, + 26, + 13, + 15, + 22, + 15, + 20, + 16, + 15, + 21, + 13, + 6, + 17, + 13, + 22, + 22, + 19, + 23, + 14, + 13, + 20, + 9, + 14, + 14, + 22, + 26, + 19, + 22, + 17, + 13, + 21, + 18, + 19, + 20, + 26, + 21, + 18, + 15, + 25, + 16, + 22, + 19, + 13, + 21, + 17, + 19, + 22, + 20, + 22, + 11, + 21, + 20, + 23, + 17, + 18, + 16, + 26, + 14, + 14, + 21, + 16, + 17, + 11, + 16, + 14, + 21, + 19, + 15, + 14, + 27, + 19, + 21, + 27, + 22, + 9, + 21, + 21, + 12, + 20, + 12, + 19, + 17, + 19, + 7, + 21, + 17, + 19, + 19, + 23, + 19, + 16, + 15, + 16, + 21, + 19, + 23, + 10, + 13, + 22, + 19, + 16, + 14, + 12, + 26, + 13, + 16, + 19, + 14, + 20, + 19, + 21, + 16, + 25, + 13, + 19, + 18, + 8, + 21, + 17, + 9, + 18, + 12, + 15, + 19, + 21, + 6, + 19, + 17, + 18, + 8, + 21, + 21, + 13, + 15, + 12, + 14, + 10, + 20, + 17, + 27, + 28, + 15, + 22, + 13, + 19, + 16, + 19, + 22, + 25, + 27, + 17, + 20, + 19, + 24, + 13, + 19, + 18, + 19, + 15, + 18, + 7, + 21, + 18, + 19, + 21, + 20, + 14, + 22, + 21, + 11, + 24, + 18, + 10, + 17, + 16, + 12, + 15, + 14, + 14, + 6, + 15, + 13, + 20, + 12, + 15, + 25, + 14, + 18, + 19, + 19, + 23, + 15, + 18, + 13, + 14, + 15, + 20, + 20, + 24, + 14, + 7, + 16, + 21, + 14, + 19, + 8, + 13, + 19, + 22, + 17, + 20, + 22, + 10, + 15, + 13, + 21, + 17, + 23, + 11, + 14, + 14, + 19, + 10, + 14, + 25, + 12, + 18, + 11, + 23, + 23, + 14, + 20, + 17, + 20, + 16, + 19, + 18, + 19, + 25, + 17, + 18, + 19, + 18, + 18, + 17, + 20, + 16, + 11, + 15, + 21, + 25, + 20, + 16, + 19, + 20, + 13, + 25, + 16, + 9, + 21, + 8, + 22, + 19, + 18, + 22, + 22, + 21, + 20, + 8, + 18, + 13, + 21, + 21, + 13, + 14, + 18, + 21, + 17, + 18, + 16, + 20, + 16, + 11, + 21, + 20, + 18, + 23, + 18, + 23, + 19, + 20, + 12, + 22, + 23, + 20, + 16, + 17, + 10, + 21, + 17, + 18, + 15, + 19, + 15, + 16, + 18, + 14, + 12, + 17, + 17, + 19, + 19, + 16, + 24, + 20, + 20, + 16, + 18, + 19, + 12, + 20, + 12, + 15, + 18, + 10, + 15, + 19, + 15, + 18, + 23, + 18, + 9, + 15, + 7, + 11, + 24, + 21, + 19, + 18, + 16, + 18, + 15, + 22, + 18, + 22, + 19, + 22, + 17, + 23, + 13, + 20, + 18, + 20, + 18, + 17, + 11, + 19, + 16, + 12, + 18, + 12, + 23, + 18, + 14, + 12, + 15, + 19, + 22, + 14, + 18, + 15, + 23, + 16, + 6, + 21, + 11, + 18, + 17, + 10, + 10, + 21, + 16, + 18, + 19, + 18, + 20, + 14, + 16, + 21, + 17, + 21, + 19, + 11, + 16, + 18, + 12, + 18, + 22, + 15, + 17, + 17, + 16, + 13, + 13, + 17, + 21, + 21, + 16, + 16, + 11, + 16, + 21, + 12, + 19, + 14, + 15, + 15, + 20, + 16, + 16, + 18, + 19, + 12, + 21, + 5, + 19, + 19, + 21, + 17, + 25, + 21, + 16, + 14, + 16, + 18, + 16, + 24, + 8, + 23, + 15, + 24, + 20, + 12, + 13, + 17, + 23, + 18, + 17, + 19, + 22, + 19, + 21, + 13, + 16, + 21, + 22, + 18, + 19, + 13, + 14, + 14, + 12, + 17, + 22, + 21, + 12, + 23, + 17, + 20, + 21, + 21, + 21, + 23, + 18, + 23, + 19, + 16, + 22, + 22, + 16, + 24, + 19, + 8, + 19, + 19, + 21, + 14, + 7, + 17, + 14, + 7, + 19, + 16, + 18, + 15, + 10, + 18, + 19, + 16, + 23, + 20, + 22, + 17, + 15, + 17, + 18, + 17, + 18, + 17, + 21, + 20, + 20, + 22, + 12, + 21, + 24, + 17, + 9, + 17, + 15, + 19, + 23, + 17, + 14, + 19, + 21, + 18, + 19, + 15, + 21, + 21, + 15, + 18, + 17, + 20, + 22, + 14, + 22, + 9, + 22, + 8, + 21, + 19, + 17, + 20, + 25, + 21, + 25, + 16, + 9, + 22, + 17, + 21, + 21, + 19, + 15, + 19, + 17, + 20, + 17, + 21, + 23, + 14, + 17, + 16, + 15, + 21, + 15, + 27, + 22, + 18, + 12, + 18, + 17, + 20, + 11, + 20, + 20, + 26, + 10, + 16, + 26, + 22, + 19, + 25, + 20, + 16, + 12, + 12, + 13, + 15, + 21, + 24, + 15, + 9, + 19, + 23, + 23, + 24, + 17, + 11, + 21, + 21, + 18, + 24, + 17, + 23, + 21, + 23, + 22, + 15, + 17, + 20, + 20, + 18, + 18, + 23, + 23, + 20, + 21, + 15, + 18, + 17, + 23, + 22, + 23, + 13, + 20, + 14, + 13, + 18, + 12, + 15, + 15, + 24, + 20, + 24, + 18, + 23, + 11, + 14, + 18, + 18, + 23, + 18, + 25, + 12, + 16, + 17, + 17, + 15, + 17, + 22, + 15, + 14, + 17, + 23, + 22, + 12, + 14, + 12, + 18, + 20, + 18, + 21, + 12, + 15, + 8, + 19, + 26, + 24, + 12, + 14, + 20, + 25, + 20, + 20, + 10, + 8, + 22, + 22, + 19, + 25, + 15, + 21, + 21, + 27, + 24, + 23, + 21, + 19, + 22, + 22, + 23, + 19, + 20, + 20, + 23, + 7, + 9, + 17, + 15, + 10, + 15, + 23, + 18, + 18, + 22, + 14, + 20, + 21, + 20, + 14, + 20, + 25, + 11, + 21, + 13, + 13, + 23, + 22, + 22, + 12, + 7, + 17, + 23, + 18, + 14, + 14, + 15, + 14, + 21, + 11, + 6, + 19, + 14, + 14, + 23, + 17, + 13, + 17, + 19, + 23, + 10, + 21, + 20, + 22, + 16, + 19, + 17, + 10, + 23, + 16, + 14, + 18, + 26, + 19, + 21, + 21, + 11, + 15, + 26, + 19, + 19, + 21, + 4, + 17, + 22, + 23, + 11, + 24, + 18, + 9, + 20, + 25, + 17, + 13, + 18, + 17, + 14, + 12, + 20, + 18, + 12, + 20, + 18, + 20, + 16, + 20, + 24, + 13, + 17, + 12, + 16, + 16, + 10, + 10, + 21, + 22, + 19, + 21, + 21, + 24, + 16, + 18, + 8, + 17, + 25, + 23, + 24, + 23, + 14, + 18, + 12, + 18, + 13, + 19, + 19, + 19, + 15, + 12, + 10, + 19, + 15, + 15, + 9, + 27, + 9, + 21, + 23, + 19, + 17, + 21, + 13, + 21, + 20, + 17, + 26, + 22, + 10, + 13, + 18, + 19, + 14, + 23, + 23, + 19, + 23, + 17, + 19, + 18, + 24, + 19, + 23, + 19, + 23, + 14, + 18, + 13, + 19, + 14, + 15, + 14, + 19, + 17, + 18, + 20, + 11, + 21, + 15, + 23, + 14, + 7, + 14, + 21, + 16, + 19, + 18, + 20, + 22, + 16, + 20, + 18, + 21, + 22, + 14, + 18, + 23, + 15, + 22, + 27, + 21, + 12, + 13, + 22, + 18, + 23, + 21, + 26, + 10, + 20, + 18, + 22, + 20, + 7, + 24, + 16, + 23, + 26, + 23, + 20, + 14, + 14, + 18, + 23, + 16, + 18, + 21, + 23, + 18, + 26, + 18, + 16, + 21, + 20, + 12, + 20, + 11, + 13, + 17, + 22, + 21, + 17, + 17, + 15, + 11, + 23, + 13, + 14, + 21, + 17, + 18, + 15, + 21, + 19, + 18, + 14, + 14, + 18, + 15, + 15, + 21, + 15, + 20, + 19, + 21, + 23, + 16, + 19, + 19, + 21, + 11, + 23, + 16, + 19, + 23, + 21, + 24, + 24, + 21, + 11, + 21, + 11, + 19, + 16, + 21, + 19, + 16, + 15, + 27, + 26, + 21, + 24, + 12, + 22, + 9, + 27, + 20, + 19, + 19, + 19, + 23, + 15, + 23, + 20, + 11, + 21, + 24, + 18, + 16, + 16, + 24, + 17, + 17, + 21, + 16, + 18, + 27, + 23, + 15, + 12, + 20, + 18, + 18, + 17, + 19, + 18, + 15, + 20, + 19, + 17, + 18, + 23, + 17, + 20, + 18, + 17, + 18, + 21, + 23, + 21, + 18, + 21, + 14, + 19, + 19, + 6, + 6, + 19, + 23, + 23, + 20, + 23, + 18, + 19, + 10, + 20, + 21, + 21, + 22, + 19, + 19, + 15, + 21, + 25, + 21, + 19, + 21, + 17, + 11, + 16, + 20, + 16, + 18, + 16, + 11, + 25, + 17, + 13, + 14, + 21, + 17, + 22, + 14, + 23, + 11, + 14, + 15, + 19, + 24, + 14, + 13, + 16, + 20, + 15, + 19, + 25, + 14, + 20, + 16, + 15, + 17, + 18, + 19, + 26, + 15, + 20, + 17, + 16, + 21, + 24, + 12, + 21, + 15, + 19, + 15, + 21, + 22, + 14, + 19, + 11, + 22, + 21, + 19, + 21, + 14, + 25, + 22, + 16, + 11, + 15, + 16, + 23, + 11, + 22, + 12, + 23, + 11, + 14, + 12, + 21, + 16, + 21, + 20, + 18, + 16, + 22, + 20, + 22, + 16, + 19, + 18, + 13, + 16, + 20, + 15, + 16, + 16, + 16, + 20, + 17, + 19, + 17, + 15, + 22, + 19, + 21, + 20, + 22, + 13, + 20, + 25, + 19, + 20, + 20, + 17, + 15, + 23, + 23, + 15, + 14, + 17, + 13, + 9, + 18, + 16, + 15, + 26, + 22, + 15, + 22, + 8, + 19, + 16, + 22, + 19, + 23, + 13, + 23, + 21, + 14, + 14, + 12, + 19, + 19, + 22, + 23, + 9, + 18, + 21, + 14, + 21, + 13, + 19, + 21, + 15, + 19, + 18, + 19, + 24, + 15, + 19, + 17, + 23, + 8, + 12, + 23, + 10, + 19, + 18, + 20, + 21, + 15, + 24, + 20, + 16, + 16, + 19, + 28, + 18, + 21, + 24, + 20, + 14, + 22, + 24, + 18, + 21, + 14, + 20, + 14, + 6, + 14, + 21, + 8, + 14, + 15, + 19, + 19, + 25, + 17, + 14, + 19, + 21, + 26, + 23, + 22, + 18, + 15, + 21, + 22, + 21, + 6, + 23, + 20, + 19, + 19, + 11, + 22, + 27, + 19, + 19, + 20, + 7, + 21, + 8, + 18, + 21, + 22, + 19, + 18, + 22, + 20, + 12, + 15, + 14, + 19, + 23, + 13, + 18, + 10, + 17, + 11, + 15, + 15, + 10, + 19, + 16, + 15, + 16, + 14, + 23, + 21, + 16, + 18, + 21, + 19, + 14, + 16, + 6, + 12, + 15, + 19, + 17, + 14, + 19, + 20, + 14, + 14, + 21, + 16, + 18, + 21, + 19, + 20, + 15, + 18, + 22, + 19, + 12, + 23, + 23, + 21, + 15, + 17, + 12, + 6, + 16, + 16, + 22, + 20, + 21, + 11, + 21, + 16, + 23, + 21, + 16, + 21, + 16, + 12, + 20, + 15, + 23, + 17, + 15, + 16, + 19, + 21, + 9, + 13, + 13, + 10, + 18, + 18, + 15, + 24, + 19, + 14, + 21, + 25, + 15, + 13, + 23, + 17, + 17, + 18, + 17, + 11, + 14, + 19, + 19, + 9, + 21, + 16, + 18, + 13, + 16, + 21, + 25, + 26, + 13, + 17, + 22, + 17, + 17, + 22, + 25, + 14, + 15, + 16, + 25, + 18, + 22, + 14, + 16, + 19, + 18, + 10, + 19, + 14, + 19, + 14, + 20, + 14, + 15, + 26, + 14, + 21, + 19, + 20, + 22, + 16, + 21, + 6, + 19, + 21, + 20, + 20, + 22, + 17, + 13, + 16, + 21, + 22, + 11, + 10, + 9, + 22, + 20, + 17, + 25, + 17, + 20, + 7, + 23, + 12, + 16, + 17, + 18, + 19, + 23, + 18, + 21, + 16, + 14, + 18, + 17, + 18, + 12, + 16, + 19, + 10, + 17, + 22, + 13, + 18, + 14, + 15, + 21, + 18, + 25, + 17, + 22, + 23, + 20, + 7, + 19, + 4, + 18, + 5, + 22, + 13, + 21, + 8, + 13, + 18, + 8, + 18, + 18, + 6, + 11, + 15, + 17, + 17, + 20, + 10, + 20, + 23, + 20, + 14, + 7, + 11, + 21, + 8, + 18, + 22, + 15, + 24, + 22, + 14, + 14, + 22, + 5, + 14, + 16, + 16, + 18, + 13, + 19, + 23, + 11, + 21, + 20, + 14, + 12, + 23, + 17, + 13, + 14, + 15, + 15, + 19, + 22, + 19, + 17, + 19, + 14, + 19, + 19, + 20, + 12, + 15, + 19, + 10, + 19, + 19, + 6, + 20, + 19, + 8, + 21, + 20, + 17, + 18, + 14, + 15, + 11, + 16, + 13, + 16, + 18, + 18, + 24, + 20, + 17, + 16, + 19, + 13, + 18, + 18, + 20, + 15, + 7, + 16, + 21, + 16, + 15, + 23, + 20, + 22, + 20, + 18, + 8, + 21, + 16, + 15, + 23, + 16, + 22, + 18, + 23, + 20, + 20, + 20, + 22, + 18, + 15, + 10, + 26, + 7, + 20, + 16, + 18, + 18, + 15, + 19, + 11, + 16, + 23, + 17, + 6, + 21, + 8, + 23, + 24, + 17, + 23, + 23, + 9, + 13, + 19, + 20, + 16, + 17, + 18, + 18, + 17, + 14, + 22, + 14, + 10, + 9, + 17, + 17, + 20, + 17, + 21, + 21, + 22, + 22, + 21, + 18, + 25, + 14, + 25, + 21, + 18, + 20, + 22, + 22, + 19, + 21, + 17, + 8, + 22, + 23, + 23, + 13, + 20, + 10, + 7, + 23, + 13, + 12, + 15, + 24, + 20, + 16, + 16, + 15, + 16, + 15, + 19, + 11, + 13, + 19, + 21, + 23, + 25, + 9, + 17, + 19, + 9, + 18, + 21, + 22, + 16, + 24, + 24, + 17, + 23, + 19, + 15, + 14, + 22, + 24, + 9, + 25, + 21, + 14, + 18, + 19, + 24, + 18, + 17, + 17, + 22, + 17, + 16, + 11, + 24, + 21, + 18, + 20, + 24, + 18, + 23, + 14, + 9, + 12, + 18, + 16, + 23, + 11, + 17, + 23, + 17, + 17, + 27, + 24, + 10, + 12, + 19, + 17, + 22, + 19, + 21, + 22, + 18, + 19, + 20, + 20, + 16, + 13, + 13, + 14, + 8, + 25, + 18, + 15, + 21, + 14, + 18, + 21, + 12, + 24, + 25, + 17, + 18, + 12, + 23, + 14, + 21, + 17, + 22, + 9, + 21, + 17, + 15, + 17, + 19, + 17, + 20, + 14, + 17, + 10, + 20, + 16, + 12, + 22, + 18, + 24, + 7, + 8, + 22, + 14, + 21, + 18, + 21, + 16, + 22, + 12, + 12, + 19, + 21, + 19, + 25, + 16, + 21, + 9, + 18, + 17, + 23, + 21, + 20, + 15, + 25, + 24, + 17, + 21, + 23, + 15, + 14, + 16, + 19, + 13, + 24, + 14, + 24, + 21, + 23, + 22, + 20, + 12, + 22, + 14, + 22, + 12, + 16, + 18, + 21, + 24, + 15, + 19, + 13, + 12, + 18, + 19, + 26, + 15, + 22, + 19, + 7, + 26, + 16, + 21, + 22, + 10, + 14, + 14, + 13, + 21, + 20, + 21, + 25, + 20, + 20, + 19, + 14, + 21, + 18, + 19, + 19, + 19, + 23, + 16, + 19, + 17, + 24, + 20, + 17, + 11, + 12, + 16, + 13, + 20, + 18, + 14, + 28, + 21, + 23, + 16, + 18, + 15, + 18, + 18, + 24, + 14, + 10, + 19, + 22, + 15, + 23, + 20, + 19, + 15, + 21, + 23, + 20, + 14, + 19, + 23, + 23, + 11, + 18, + 18, + 20, + 7, + 13, + 19, + 16, + 16, + 12, + 19, + 14, + 19, + 21, + 23, + 19, + 18, + 15, + 15, + 21, + 20, + 9, + 14, + 11, + 23, + 21, + 16, + 16, + 20, + 11, + 8, + 14, + 23, + 18, + 13, + 21, + 11, + 19, + 12, + 18, + 16, + 14, + 20, + 30, + 11, + 18, + 23, + 19, + 16, + 9, + 12, + 10, + 12, + 7, + 19, + 20, + 14, + 12, + 21, + 12, + 18, + 17, + 12, + 23, + 17, + 17, + 21, + 10, + 19, + 11, + 18, + 19, + 14, + 23, + 22, + 17, + 18, + 19, + 11, + 19, + 27, + 13, + 17, + 27, + 15, + 13, + 14, + 17, + 17, + 15, + 21, + 19, + 24, + 20, + 13, + 22, + 15, + 20, + 19, + 18, + 14, + 19, + 20, + 17, + 9, + 22, + 17, + 26, + 16, + 14, + 17, + 20, + 11, + 19, + 15, + 18, + 15, + 18, + 23, + 15, + 19, + 18, + 22, + 21, + 18, + 7, + 24, + 11, + 12, + 19, + 15, + 11, + 20, + 13, + 9, + 21, + 23, + 19, + 17, + 16, + 15, + 14, + 18, + 19, + 11, + 26, + 26, + 24, + 23, + 21, + 15, + 23, + 11, + 19, + 15, + 7, + 14, + 21, + 23, + 26, + 18, + 19, + 20, + 3, + 12, + 24, + 26, + 16, + 18, + 17, + 14, + 19, + 23, + 13, + 13, + 20, + 16, + 17, + 21, + 15, + 19, + 13, + 22, + 16, + 23, + 24, + 18, + 22, + 13, + 18, + 21, + 17, + 20, + 26, + 21, + 15, + 18, + 16, + 21, + 17, + 19, + 21, + 18, + 25, + 22, + 4, + 14, + 20, + 24, + 22, + 19, + 20, + 21, + 16, + 23, + 15, + 20, + 14, + 20, + 13, + 16, + 16, + 19, + 20, + 17, + 21, + 19, + 17, + 21, + 15, + 15, + 17, + 10, + 25, + 17, + 18, + 24, + 15, + 16, + 18, + 19, + 16, + 25, + 15, + 21, + 18, + 17, + 21, + 19, + 12, + 23, + 23, + 24, + 19, + 9, + 21, + 18, + 23, + 16, + 20, + 20, + 13, + 20, + 15, + 24, + 21, + 11, + 15, + 24, + 20, + 10, + 21, + 15, + 17, + 17, + 18, + 14, + 10, + 20, + 25, + 16, + 16, + 15, + 21, + 12, + 8, + 21, + 25, + 16, + 16, + 21, + 18, + 14, + 17, + 15, + 13, + 17, + 22, + 14, + 21, + 18, + 19, + 13, + 10, + 21, + 25, + 10, + 20, + 23, + 16, + 23, + 19, + 11, + 9, + 26, + 17, + 21, + 16, + 21, + 22, + 16, + 17, + 15, + 25, + 19, + 21, + 16, + 11, + 19, + 17, + 14, + 14, + 21, + 19, + 14, + 24, + 17, + 23, + 8, + 19, + 15, + 20, + 19, + 22, + 20, + 20, + 20, + 17, + 22, + 20, + 17, + 17, + 11, + 15, + 18, + 14, + 15, + 17, + 21, + 21, + 7, + 18, + 18, + 15, + 18, + 21, + 19, + 14, + 14, + 19, + 18, + 23, + 21, + 15, + 21, + 8, + 14, + 13, + 17, + 19, + 14, + 19, + 24, + 22, + 17, + 23, + 11, + 19, + 21, + 23, + 14, + 7, + 12, + 8, + 15, + 15, + 11, + 23, + 19, + 14, + 19, + 26, + 17, + 27, + 17, + 16, + 19, + 23, + 15, + 15, + 17, + 21, + 13, + 21, + 16, + 15, + 23, + 20, + 16, + 20, + 12, + 20, + 14, + 17, + 18, + 12, + 11, + 21, + 21, + 21, + 21, + 17, + 11, + 22, + 18, + 20, + 13, + 20, + 12, + 16, + 16, + 19, + 12, + 17, + 23, + 22, + 19, + 21, + 23, + 18, + 20, + 20, + 17, + 15, + 20, + 19, + 20, + 8, + 17, + 19, + 25, + 22, + 20, + 19, + 7, + 17, + 18, + 12, + 22, + 19, + 22, + 19, + 16, + 12, + 21, + 17, + 17, + 25, + 17, + 17, + 23, + 20, + 17, + 21, + 18, + 10, + 21, + 10, + 19, + 23, + 21, + 16, + 19, + 19, + 20, + 20, + 21, + 17, + 21, + 23, + 21, + 11, + 16, + 28, + 22, + 19, + 13, + 16, + 16, + 26, + 23, + 25, + 17, + 18, + 25, + 20, + 18, + 16, + 19, + 22, + 20, + 19, + 12, + 16, + 9, + 19, + 20, + 24, + 21, + 21, + 18, + 19, + 22, + 8, + 15, + 15, + 19, + 21, + 24, + 19, + 16, + 21, + 16, + 17, + 22, + 26, + 23, + 17, + 17, + 16, + 22, + 17, + 17, + 14, + 17, + 21, + 16, + 15, + 13, + 22, + 29, + 22, + 19, + 10, + 10, + 23, + 22, + 19, + 16, + 24, + 14, + 24, + 22, + 18, + 8, + 25, + 16, + 14, + 24, + 15, + 20, + 22, + 20, + 24, + 10, + 15, + 15, + 22, + 13, + 13, + 13, + 21, + 10, + 16, + 22, + 22, + 18, + 23, + 15, + 19, + 16, + 16, + 19, + 20, + 21, + 20, + 21, + 15, + 16, + 13, + 26, + 23, + 17, + 19, + 15, + 19, + 17, + 19, + 19, + 17, + 10, + 16, + 19, + 23, + 24, + 16, + 19, + 21, + 11, + 24, + 22, + 10, + 16, + 21, + 17, + 14, + 22, + 18, + 21, + 15, + 15, + 22, + 20, + 12, + 21, + 20, + 13, + 17, + 17, + 18, + 21, + 26, + 11, + 16, + 12, + 11, + 18, + 21, + 20, + 15, + 14, + 16, + 26, + 15, + 19, + 20, + 20, + 24, + 14, + 16, + 17, + 19, + 11, + 13, + 18, + 19, + 21, + 22, + 22, + 19, + 16, + 14, + 22, + 16, + 25, + 18, + 13, + 15, + 15, + 14, + 11, + 10, + 22, + 19, + 21, + 15, + 14, + 12, + 18, + 17, + 21, + 26, + 17, + 25, + 21, + 26, + 13, + 20, + 16, + 16, + 15, + 21, + 12, + 26, + 17, + 12, + 25, + 15, + 21, + 18, + 21, + 5, + 7, + 25, + 21, + 15, + 22, + 21, + 18, + 14, + 16, + 21, + 16, + 10, + 16, + 12, + 21, + 16, + 12, + 15, + 7, + 19, + 19, + 11, + 22, + 18, + 24, + 20, + 24, + 23, + 22, + 12, + 15, + 24, + 23, + 15, + 11, + 21, + 18, + 17, + 17, + 17, + 22, + 24, + 15, + 17, + 15, + 19, + 19, + 13, + 18, + 17, + 23, + 23, + 12, + 15, + 18, + 20, + 23, + 17, + 18, + 19, + 20, + 20, + 13, + 15, + 20, + 20, + 27, + 21, + 19, + 13, + 26, + 13, + 16, + 25, + 15, + 16, + 21, + 13, + 20, + 19, + 19, + 16, + 19, + 18, + 14, + 13, + 9, + 11, + 14, + 21, + 22, + 18, + 24, + 21, + 13, + 23, + 16, + 20, + 18, + 14, + 20, + 21, + 21, + 17, + 23, + 14, + 19, + 22, + 17, + 16, + 16, + 18, + 17, + 9, + 16, + 26, + 12, + 15, + 15, + 9, + 14, + 11, + 6, + 22, + 14, + 23, + 23, + 18, + 14, + 7, + 16, + 16, + 18, + 22, + 10, + 18, + 22, + 14, + 22, + 16, + 19, + 20, + 21, + 20, + 15, + 19, + 16, + 23, + 22, + 13, + 17, + 23, + 21, + 16, + 20, + 14, + 19, + 22, + 19, + 17, + 16, + 14, + 21, + 24, + 19, + 13, + 23, + 24, + 9, + 24, + 23, + 12, + 16, + 8, + 18, + 20, + 24, + 17, + 18, + 23, + 21, + 12, + 24, + 5, + 24, + 15, + 12, + 25, + 21, + 13, + 18, + 8, + 14, + 21, + 3, + 18, + 15, + 16, + 19, + 24, + 14, + 27, + 25, + 19, + 20, + 16, + 20, + 16, + 17, + 18, + 21, + 9, + 16, + 14, + 12, + 18, + 20, + 16, + 25, + 18, + 24, + 12, + 14, + 14, + 13, + 13, + 21, + 23, + 13, + 12, + 11, + 22, + 22, + 17, + 17, + 21, + 17, + 11, + 21, + 7, + 20, + 11, + 16, + 21, + 23, + 14, + 8, + 17, + 26, + 12, + 23, + 22, + 11, + 25, + 27, + 18, + 22, + 12, + 19, + 22, + 15, + 20, + 13, + 13, + 17, + 20, + 16, + 23, + 17, + 21, + 20, + 20, + 13, + 20, + 20, + 19, + 24, + 12, + 14, + 13, + 17, + 17, + 22, + 21, + 14, + 23, + 21, + 27, + 11, + 27, + 21, + 24, + 19, + 17, + 17, + 19, + 18, + 10, + 22, + 20, + 22, + 15, + 22, + 23, + 8, + 17, + 21, + 13, + 20, + 19, + 12, + 15, + 15, + 21, + 24, + 23, + 14, + 20, + 15, + 21, + 25, + 18, + 17, + 19, + 10, + 24, + 20, + 16, + 20, + 12, + 21, + 16, + 19, + 21, + 23, + 18, + 15, + 21, + 19, + 5, + 18, + 17, + 20, + 18, + 16, + 26, + 16, + 24, + 11, + 16, + 15, + 13, + 22, + 23, + 15, + 12, + 14, + 17, + 26, + 24, + 19, + 16, + 14, + 15, + 20, + 14, + 15, + 22, + 15, + 16, + 3, + 18, + 23, + 21, + 20, + 14, + 21, + 9, + 21, + 16, + 23, + 19, + 17, + 18, + 7, + 22, + 17, + 11, + 22, + 6, + 23, + 22, + 21, + 18, + 25, + 9, + 22, + 22, + 16, + 17, + 23, + 16, + 24, + 20, + 19, + 19, + 12, + 22, + 20, + 23, + 17, + 14, + 19, + 13, + 16, + 13, + 19, + 14, + 17, + 21, + 26, + 16, + 17, + 20, + 21, + 20, + 9, + 11, + 24, + 21, + 19, + 12, + 11, + 11, + 25, + 16, + 20, + 26, + 15, + 19, + 17, + 15, + 12, + 12, + 23, + 22, + 9, + 14, + 17, + 19, + 24, + 21, + 10, + 8, + 14, + 21, + 18, + 16, + 24, + 15, + 14, + 18, + 22, + 27, + 14, + 17, + 14, + 15, + 22, + 23, + 18, + 17, + 22, + 20, + 22, + 13, + 24, + 21, + 15, + 13, + 17, + 17, + 13, + 18, + 20, + 21, + 17, + 20, + 14, + 16, + 10, + 19, + 13, + 19, + 8, + 11, + 17, + 19, + 14, + 9, + 17, + 16, + 11, + 11, + 15, + 14, + 16, + 12, + 24, + 21, + 18, + 17, + 19, + 24, + 16, + 19, + 23, + 24, + 25, + 21, + 23, + 14, + 23, + 24, + 18, + 16, + 23, + 22, + 23, + 18, + 18, + 16, + 21, + 15, + 8, + 18, + 22, + 18, + 20, + 20, + 15, + 16, + 17, + 17, + 24, + 21, + 22, + 23, + 21, + 18, + 22, + 20, + 15, + 17, + 16, + 19, + 17, + 22, + 9, + 15, + 19, + 19, + 23, + 15, + 17, + 11, + 17, + 22, + 6, + 24, + 20, + 19, + 21, + 15, + 19, + 18, + 12, + 8, + 23, + 24, + 15, + 21, + 12, + 17, + 23, + 18, + 17, + 17, + 18, + 22, + 15, + 18, + 14, + 20, + 16, + 10, + 23, + 8, + 23, + 14, + 17, + 18, + 24, + 21, + 13, + 17, + 19, + 24, + 18, + 21, + 12, + 23, + 22, + 25, + 17, + 13, + 23, + 20, + 13, + 13, + 14, + 24, + 20, + 18, + 19, + 21, + 25, + 18, + 21, + 21, + 20, + 20, + 18, + 22, + 24, + 20, + 18, + 23, + 25, + 22, + 10, + 18, + 12, + 19, + 22, + 19, + 24, + 16, + 24, + 23, + 20, + 24, + 12, + 23, + 14, + 21, + 10, + 18, + 25, + 21, + 22, + 16, + 11, + 22, + 19, + 26, + 22, + 24, + 18, + 23, + 24, + 19, + 21, + 18, + 24, + 15, + 15, + 16, + 15, + 19, + 23, + 19, + 21, + 15, + 17, + 24, + 25, + 14, + 15, + 18, + 16, + 15, + 21, + 13, + 19, + 20, + 9, + 13, + 17, + 22, + 7, + 21, + 11, + 18, + 20, + 18, + 2, + 17, + 9, + 19, + 10, + 21, + 21, + 23, + 18, + 25, + 19, + 22, + 25, + 22, + 17, + 22, + 14, + 10, + 24, + 19, + 15, + 19, + 14, + 17, + 9, + 12, + 15, + 16, + 25, + 23, + 18, + 20, + 11, + 13, + 23, + 19, + 21, + 22, + 16, + 22, + 13, + 26, + 24, + 23, + 21, + 23, + 20, + 19, + 17, + 16, + 16, + 6, + 12, + 19, + 18, + 11, + 20, + 16, + 14, + 21, + 22, + 19, + 19, + 12, + 21, + 14, + 22, + 20, + 18, + 22, + 14, + 21, + 17, + 23, + 17, + 16, + 20, + 13, + 21, + 15, + 20, + 26, + 22, + 23, + 14, + 16, + 25, + 19, + 18, + 23, + 17, + 21, + 19, + 18, + 15, + 15, + 23, + 17, + 17, + 19, + 15, + 13, + 27, + 26, + 19, + 19, + 26, + 6, + 21, + 19, + 15, + 23, + 18, + 4, + 21, + 18, + 20, + 16, + 17, + 17, + 18, + 17, + 23, + 17, + 19, + 15, + 13, + 20, + 20, + 23, + 15, + 22, + 21, + 11, + 17, + 15, + 17, + 13, + 25, + 23, + 14, + 19, + 16, + 19, + 18, + 21, + 19, + 21, + 20, + 8, + 21, + 11, + 15, + 21, + 19, + 13, + 14, + 15, + 19, + 12, + 15, + 21, + 22, + 15, + 17, + 16, + 15, + 20, + 9, + 23, + 9, + 13, + 19, + 20, + 17, + 17, + 24, + 23, + 13, + 18, + 21, + 21, + 18, + 20, + 18, + 15, + 9, + 18, + 19, + 18, + 16, + 20, + 21, + 21, + 17, + 22, + 20, + 11, + 19, + 24, + 15, + 10, + 21, + 19, + 16, + 18, + 19, + 17, + 14, + 26, + 18, + 9, + 23, + 19, + 19, + 10, + 20, + 12, + 25, + 24, + 23, + 13, + 24, + 18, + 22, + 19, + 17, + 12, + 19, + 16, + 18, + 19, + 10, + 13, + 14, + 18, + 19, + 22, + 16, + 21, + 17, + 26, + 18, + 21, + 17, + 13, + 21, + 17, + 9, + 23, + 18, + 15, + 27, + 23, + 17, + 23, + 21, + 16, + 14, + 19, + 22, + 22, + 23, + 18, + 13, + 19, + 22, + 18, + 13, + 12, + 18, + 15, + 24, + 18, + 19, + 18, + 14, + 17, + 16, + 12, + 19, + 24, + 23, + 23, + 23, + 14, + 24, + 19, + 16, + 21, + 23, + 23, + 19, + 24, + 17, + 9, + 17, + 20, + 19, + 18, + 14, + 23, + 20, + 20, + 13, + 24, + 21, + 20, + 24, + 27, + 25, + 14, + 15, + 17, + 18, + 11, + 18, + 22, + 14, + 24, + 17, + 18, + 19, + 17, + 21, + 23, + 15, + 7, + 22, + 23, + 17, + 22, + 20, + 16, + 24, + 11, + 11, + 21, + 16, + 16, + 12, + 12, + 17, + 16, + 16, + 11, + 25, + 12, + 12, + 21, + 19, + 24, + 20, + 20, + 22, + 17, + 19, + 23, + 9, + 20, + 23, + 21, + 18, + 29, + 12, + 15, + 19, + 22, + 21, + 16, + 15, + 21, + 12, + 22, + 17, + 13, + 24, + 15, + 26, + 21, + 19, + 13, + 23, + 19, + 14, + 23, + 16, + 23, + 21, + 19, + 20, + 20, + 19, + 21, + 20, + 17, + 18, + 25, + 17, + 14, + 16, + 16, + 20, + 21, + 21, + 18, + 22, + 22, + 23, + 14, + 15, + 9, + 13, + 21, + 22, + 17, + 24, + 21, + 23, + 21, + 20, + 20, + 19, + 22, + 10, + 5, + 16, + 12, + 25, + 21, + 19, + 18, + 19, + 9, + 19, + 22, + 18, + 16, + 9, + 21, + 18, + 12, + 17, + 15, + 21, + 18, + 18, + 5, + 8, + 22, + 13, + 5, + 26, + 18, + 22, + 23, + 17, + 12, + 15, + 21, + 19, + 15, + 21, + 14, + 13, + 21, + 18, + 21, + 22, + 18, + 16, + 10, + 19, + 18, + 23, + 11, + 23, + 15, + 22, + 21, + 24, + 14, + 21, + 22, + 16, + 4, + 21, + 24, + 23, + 16, + 19, + 21, + 22, + 16, + 20, + 12, + 13, + 26, + 17, + 20, + 19, + 21, + 10, + 16, + 12, + 20, + 24, + 12, + 24, + 10, + 16, + 19, + 19, + 19, + 18, + 15, + 19, + 24, + 20, + 20, + 21, + 22, + 19, + 21, + 19, + 19, + 24, + 14, + 19, + 14, + 17, + 19, + 8, + 22, + 25, + 21, + 20, + 15, + 21, + 10, + 18, + 19, + 20, + 19, + 20, + 20, + 23, + 14, + 13, + 17, + 10, + 19, + 26, + 19, + 22, + 14, + 24, + 22, + 15, + 21, + 22, + 19, + 19, + 26, + 17, + 17, + 20, + 14, + 20, + 23, + 16, + 23, + 24, + 22, + 16, + 18, + 23, + 16, + 22, + 15, + 13, + 15, + 14, + 18, + 18, + 15, + 18, + 23, + 21, + 12, + 13, + 21, + 19, + 10, + 15, + 11, + 19, + 16, + 17, + 18, + 14, + 21, + 22, + 11, + 16, + 22, + 19, + 18, + 15, + 15, + 17, + 20, + 22, + 19, + 20, + 17, + 22, + 21, + 22, + 16, + 24, + 19, + 22, + 19, + 10, + 12, + 20, + 19, + 23, + 24, + 13, + 18, + 11, + 20, + 19, + 12, + 15, + 15, + 15, + 16, + 21, + 20, + 21, + 9, + 18, + 19, + 15, + 23, + 22, + 13, + 14, + 14, + 13, + 17, + 17, + 19, + 19, + 17, + 21, + 10, + 19, + 15, + 13, + 15, + 10, + 23, + 22, + 18, + 18, + 18, + 17, + 19, + 14, + 20, + 17, + 5, + 21, + 15, + 23, + 12, + 18, + 17, + 16, + 21, + 18, + 19, + 23, + 17, + 21, + 19, + 19, + 19, + 19, + 18, + 19, + 23, + 17, + 22, + 20, + 23, + 17, + 22, + 26, + 22, + 12, + 15, + 25, + 20, + 21, + 8, + 24, + 8, + 15, + 21, + 19, + 21, + 23, + 24, + 18, + 23, + 13, + 15, + 20, + 18, + 12, + 11, + 15, + 11, + 19, + 15, + 10, + 19, + 10, + 14, + 23, + 16, + 10, + 23, + 13, + 19, + 20, + 23, + 14, + 22, + 19, + 18, + 19, + 14, + 16, + 14, + 25, + 19, + 19, + 15, + 17, + 13, + 13, + 16, + 19, + 15, + 10, + 11, + 19, + 18, + 18, + 13, + 19, + 25, + 12, + 16, + 16, + 23, + 15, + 20, + 24, + 20, + 18, + 10, + 18, + 19, + 14, + 18, + 22, + 20, + 14, + 17, + 13, + 15, + 25, + 16, + 15, + 17, + 21, + 16, + 17, + 18, + 23, + 18, + 18, + 14, + 19, + 27, + 14, + 17, + 20, + 21, + 10, + 17, + 20, + 10, + 18, + 20, + 17, + 19, + 23, + 15, + 25, + 14, + 19, + 11, + 23, + 20, + 23, + 22, + 18, + 15, + 23, + 11, + 17, + 19, + 10, + 21, + 21, + 16, + 19, + 16, + 15, + 14, + 20, + 22, + 9, + 8, + 13, + 20, + 22, + 21, + 15, + 20, + 7, + 18, + 22, + 20, + 11, + 10, + 18, + 11, + 14, + 24, + 18, + 18, + 15, + 20, + 16, + 19, + 18, + 10, + 20, + 23, + 13, + 20, + 20, + 17, + 15, + 14, + 18, + 20, + 12, + 11, + 22, + 23, + 24, + 22, + 20, + 10, + 15, + 12, + 22, + 7, + 23, + 17, + 3, + 22, + 19, + 16, + 17, + 17, + 20, + 20, + 14, + 19, + 16, + 17, + 15, + 18, + 17, + 17, + 20, + 8, + 18, + 22, + 22, + 14, + 20, + 19, + 25, + 13, + 11, + 14, + 26, + 13, + 15, + 21, + 19, + 23, + 24, + 14, + 14, + 20, + 16, + 24, + 19, + 20, + 23, + 23, + 11, + 16, + 20, + 8, + 21, + 25, + 23, + 24, + 10, + 11, + 20, + 18, + 17, + 17, + 21, + 23, + 13, + 17, + 14, + 18, + 15, + 24, + 16, + 18, + 24, + 15, + 23, + 23, + 8, + 20, + 18, + 21, + 17, + 14, + 16, + 9, + 21, + 20, + 16, + 21, + 21, + 16, + 21, + 22, + 10, + 21, + 11, + 19, + 21, + 11, + 21, + 12, + 22, + 16, + 15, + 19, + 16, + 21, + 21, + 15, + 19, + 22, + 17, + 19, + 15, + 20, + 7, + 18, + 25, + 12, + 27, + 24, + 18, + 21, + 4, + 13, + 23, + 14, + 16, + 26, + 25, + 21, + 13, + 11, + 14, + 10, + 13, + 21, + 25, + 25, + 18, + 22, + 21, + 20, + 12, + 19, + 18, + 21, + 19, + 18, + 20, + 22, + 13, + 23, + 22, + 15, + 20, + 15, + 19, + 23, + 22, + 12, + 16, + 19, + 23, + 15, + 20, + 17, + 20, + 19, + 19, + 21, + 21, + 12, + 21, + 14, + 9, + 7, + 17, + 13, + 17, + 15, + 15, + 15, + 7, + 19, + 24, + 16, + 10, + 18, + 20, + 14, + 18, + 20, + 23, + 18, + 17, + 21, + 22, + 18, + 18, + 23, + 21, + 14, + 19, + 21, + 15, + 14, + 24, + 19, + 12, + 17, + 18, + 21, + 19, + 17, + 19, + 17, + 13, + 18, + 17, + 15, + 19, + 21, + 22, + 18, + 16, + 22, + 20, + 12, + 18, + 19, + 21, + 20, + 21, + 19, + 21, + 21, + 23, + 11, + 19, + 17, + 22, + 16, + 19, + 17, + 8, + 21, + 20, + 16, + 24, + 16, + 19, + 10, + 19, + 19, + 21, + 15, + 24, + 22, + 10, + 23, + 18, + 19, + 20, + 14, + 16, + 20, + 12, + 18, + 17, + 9, + 16, + 17, + 22, + 23, + 18, + 24, + 15, + 24, + 11, + 19, + 18, + 23, + 24, + 24, + 21, + 16, + 14, + 23, + 19, + 18, + 19, + 21, + 20, + 13, + 12, + 16, + 20, + 14, + 18, + 14, + 19, + 14, + 14, + 16, + 17, + 17, + 15, + 22, + 12, + 21, + 19, + 15, + 22, + 22, + 22, + 17, + 21, + 20, + 18, + 21, + 19, + 24, + 20, + 20, + 15, + 8, + 27, + 21, + 18, + 22, + 18, + 20, + 19, + 21, + 13, + 20, + 19, + 21, + 12, + 19, + 23, + 20, + 14, + 12, + 21, + 18, + 21, + 11, + 19, + 22, + 24, + 14, + 14, + 19, + 8, + 26, + 14, + 15, + 22, + 19, + 13, + 22, + 16, + 21, + 21, + 19, + 24, + 19, + 19, + 13, + 16, + 10, + 22, + 23, + 22, + 22, + 12, + 18, + 23, + 25, + 19, + 22, + 19, + 18, + 15, + 24, + 14, + 22, + 8, + 20, + 8, + 24, + 19, + 18, + 12, + 21, + 16, + 16, + 18, + 15, + 9, + 23, + 21, + 21, + 11, + 19, + 19, + 21, + 15, + 18, + 21, + 20, + 21, + 14, + 23, + 20, + 12, + 21, + 15, + 16, + 14, + 23, + 19, + 19, + 19, + 19, + 15, + 20, + 18, + 17, + 22, + 26, + 18, + 23, + 12, + 17, + 14, + 22, + 11, + 15, + 19, + 15, + 14, + 17, + 14, + 20, + 21, + 9, + 17, + 19, + 9, + 16, + 17, + 20, + 22, + 13, + 23, + 21, + 15, + 15, + 9, + 22, + 20, + 21, + 20, + 23, + 19, + 15, + 19, + 19, + 19, + 12, + 23, + 20, + 12, + 23, + 13, + 24, + 21, + 14, + 14, + 21, + 16, + 23, + 14, + 25, + 25, + 12, + 16, + 18, + 20, + 13, + 7, + 27, + 19, + 16, + 21, + 17, + 15, + 22, + 21, + 15, + 19, + 18, + 12, + 21, + 18, + 17, + 18, + 13, + 18, + 23, + 17, + 18, + 25, + 19, + 13, + 19, + 15, + 11, + 20, + 15, + 18, + 18, + 15, + 23, + 16, + 24, + 20, + 26, + 19, + 18, + 19, + 16, + 26, + 15, + 19, + 13, + 23, + 22, + 24, + 23, + 16, + 21, + 19, + 10, + 22, + 18, + 21, + 15, + 12, + 19, + 15, + 14, + 13, + 24, + 11, + 9, + 18, + 19, + 20, + 19, + 3, + 15, + 19, + 11, + 19, + 19, + 14, + 15, + 17, + 9, + 17, + 21, + 7, + 14, + 23, + 20, + 18, + 17, + 13, + 7, + 10, + 24, + 25, + 11, + 18, + 18, + 18, + 20, + 21, + 20, + 8, + 19, + 8, + 12, + 13, + 23, + 21, + 20, + 13, + 18, + 13, + 22, + 12, + 16, + 14, + 21, + 10, + 17, + 20, + 24, + 24, + 11, + 21, + 17, + 19, + 18, + 14, + 18, + 16, + 20, + 18, + 17, + 24, + 16, + 20, + 12, + 17, + 7, + 18, + 23, + 15, + 22, + 12, + 13, + 17, + 16, + 20, + 20, + 15, + 21, + 10, + 20, + 20, + 17, + 15, + 20, + 19, + 15, + 5, + 24, + 25, + 28, + 16, + 17, + 9, + 19, + 23, + 10, + 23, + 19, + 12, + 17, + 18, + 18, + 18, + 10, + 14, + 25, + 22, + 16, + 24, + 20, + 19, + 20, + 11, + 13, + 23, + 15, + 19, + 26, + 20, + 17, + 25, + 19, + 22, + 11, + 16, + 21, + 14, + 9, + 14, + 16, + 14, + 20, + 19, + 27, + 24, + 19, + 22, + 23, + 17, + 12, + 23, + 21, + 15, + 15, + 22, + 11, + 13, + 17, + 21, + 18, + 9, + 16, + 11, + 18, + 21, + 20, + 21, + 13, + 22, + 16, + 22, + 23, + 21, + 12, + 17, + 23, + 22, + 19, + 13, + 14, + 19, + 18, + 22, + 10, + 19, + 22, + 14, + 13, + 25, + 19, + 19, + 11, + 20, + 12, + 23, + 18, + 19, + 19, + 13, + 20, + 18, + 14, + 28, + 13, + 14, + 17, + 5, + 10, + 15, + 19, + 21, + 22, + 20, + 11, + 13, + 7, + 19, + 24, + 18, + 14, + 8, + 27, + 25, + 17, + 18, + 19, + 19, + 14, + 23, + 21, + 19, + 9, + 15, + 19, + 12, + 24, + 14, + 21, + 17, + 8, + 19, + 17, + 14, + 19, + 15, + 20, + 14, + 17, + 15, + 22, + 16, + 24, + 14, + 18, + 23, + 22, + 16, + 19, + 21, + 21, + 18, + 15, + 21, + 19, + 17, + 14, + 18, + 14, + 18, + 26, + 15, + 14, + 18, + 22, + 14, + 23, + 21, + 24, + 14, + 20, + 19, + 15, + 21, + 17, + 10, + 16, + 17, + 25, + 25, + 18, + 15, + 19, + 21, + 22, + 23, + 16, + 20, + 24, + 21, + 16, + 21, + 18, + 10, + 23, + 16, + 25, + 17, + 21, + 17, + 12, + 11, + 14, + 21, + 21, + 19, + 23, + 23, + 12, + 13, + 19, + 9, + 11, + 23, + 18, + 22, + 15, + 14, + 17, + 18, + 7, + 22, + 19, + 20, + 15, + 19, + 19, + 23, + 13, + 13, + 22, + 10, + 12, + 10, + 22, + 13, + 18, + 20, + 16, + 18, + 20, + 17, + 15, + 22, + 11, + 14, + 19, + 8, + 13, + 23, + 19, + 22, + 17, + 16, + 13, + 21, + 20, + 21, + 15, + 22, + 23, + 14, + 19, + 17, + 24, + 17, + 19, + 10, + 25, + 17, + 16, + 19, + 6, + 14, + 23, + 10, + 21, + 10, + 19, + 20, + 13, + 23, + 20, + 16, + 26, + 17, + 16, + 11, + 9, + 19, + 26, + 15, + 18, + 16, + 15, + 16, + 11, + 21, + 23, + 19, + 27, + 16, + 19, + 12, + 17, + 17, + 10, + 20, + 22, + 17, + 21, + 13, + 22, + 22, + 23, + 20, + 22, + 16, + 19, + 24, + 19, + 21, + 26, + 20, + 11, + 20, + 24, + 16, + 23, + 12, + 19, + 18, + 11, + 19, + 15, + 24, + 22, + 13, + 19, + 18, + 9, + 18, + 21, + 15, + 22, + 16, + 15, + 13, + 15, + 23, + 19, + 17, + 10, + 20, + 17, + 19, + 21, + 24, + 11, + 17, + 22, + 19, + 22, + 15, + 23, + 10, + 9, + 21, + 8, + 23, + 23, + 20, + 23, + 22, + 17, + 14, + 23, + 13, + 23, + 16, + 16, + 11, + 18, + 14, + 22, + 16, + 21, + 17, + 19, + 17, + 24, + 18, + 15, + 9, + 19, + 9, + 22, + 14, + 19, + 9, + 17, + 17, + 19, + 15, + 10, + 22, + 17, + 20, + 22, + 12, + 10, + 19, + 24, + 20, + 19, + 17, + 26, + 18, + 16, + 22, + 10, + 10, + 23, + 20, + 14, + 10, + 19, + 20, + 19, + 18, + 14, + 14, + 19, + 17, + 25, + 20, + 22, + 9, + 16, + 12, + 16, + 6, + 18, + 13, + 13, + 10, + 18, + 20, + 20, + 21, + 18, + 20, + 20, + 18, + 18, + 23, + 9, + 25, + 11, + 23, + 21, + 18, + 18, + 18, + 18, + 15, + 20, + 20, + 8, + 17, + 13, + 25, + 19, + 20, + 19, + 21, + 17, + 20, + 9, + 18, + 18, + 22, + 26, + 23, + 19, + 23, + 20, + 22, + 21, + 24, + 18, + 17, + 23, + 13, + 18, + 16, + 21, + 17, + 17, + 15, + 11, + 20, + 21, + 14, + 20, + 18, + 13, + 16, + 16, + 18, + 25, + 18, + 20, + 25, + 16, + 8, + 20, + 24, + 25, + 15, + 21, + 18, + 20, + 18, + 21, + 21, + 17, + 9, + 16, + 21, + 12, + 18, + 12, + 24, + 21, + 16, + 12, + 19, + 20, + 4, + 14, + 17, + 15, + 15, + 17, + 15, + 22, + 14, + 16, + 23, + 17, + 18, + 20, + 14, + 23, + 22, + 19, + 15, + 18, + 22, + 13, + 17, + 22, + 23, + 19, + 20, + 25, + 20, + 25, + 25, + 15, + 14, + 13, + 17, + 20, + 20, + 19, + 17, + 20, + 9, + 24, + 12, + 16, + 15, + 20, + 20, + 24, + 3, + 18, + 20, + 19, + 25, + 20, + 21, + 20, + 17, + 10, + 20, + 23, + 23, + 8, + 17, + 23, + 21, + 16, + 19, + 12, + 20, + 19, + 22, + 19, + 13, + 21, + 22, + 19, + 23, + 22, + 19, + 16, + 12, + 13, + 20, + 19, + 11, + 24, + 26, + 22, + 23, + 19, + 22, + 10, + 19, + 13, + 23, + 13, + 13, + 11, + 14, + 15, + 17, + 19, + 15, + 21, + 18, + 11, + 15, + 16, + 23, + 14, + 23, + 23, + 20, + 19, + 19, + 14, + 23, + 11, + 15, + 17, + 23, + 18, + 15, + 9, + 24, + 18, + 15, + 14, + 17, + 20, + 20, + 11, + 18, + 21, + 23, + 12, + 21, + 20, + 18, + 15, + 24, + 8, + 10, + 18, + 18, + 15, + 23, + 23, + 20, + 15, + 16, + 19, + 14, + 12, + 17, + 19, + 25, + 18, + 8, + 21, + 14, + 18, + 20, + 24, + 13, + 24, + 10, + 23, + 18, + 17, + 19, + 19, + 20, + 17, + 21, + 16, + 21, + 15, + 9, + 17, + 18, + 23, + 13, + 17, + 20, + 9, + 20, + 7, + 12, + 10, + 21, + 24, + 19, + 17, + 18, + 8, + 12, + 19, + 22, + 22, + 10, + 23, + 13, + 18, + 20, + 15, + 14, + 21, + 22, + 12, + 16, + 23, + 22, + 13, + 20, + 10, + 14, + 17, + 9, + 18, + 11, + 21, + 25, + 23, + 17, + 15, + 18, + 7, + 14, + 16, + 12, + 20, + 16, + 11, + 12, + 13, + 14, + 16, + 24, + 13, + 7, + 23, + 17, + 24, + 18, + 15, + 16, + 22, + 6, + 13, + 14, + 17, + 15, + 16, + 18, + 18, + 22, + 14, + 21, + 24, + 22, + 17, + 21, + 17, + 13, + 23, + 14, + 12, + 19, + 12, + 16, + 12, + 23, + 15, + 16, + 17, + 17, + 21, + 19, + 14, + 19, + 15, + 15, + 19, + 20, + 15, + 18, + 24, + 18, + 18, + 24, + 9, + 19, + 20, + 16, + 23, + 21, + 19, + 18, + 21, + 12, + 19, + 15, + 19, + 18, + 23, + 14, + 12, + 18, + 9, + 19, + 15, + 13, + 16, + 17, + 24, + 13, + 23, + 19, + 19, + 19, + 19, + 18, + 21, + 19, + 18, + 17, + 23, + 11, + 16, + 11, + 21, + 20, + 17, + 20, + 19, + 16, + 10, + 23, + 17, + 21, + 8, + 16, + 18, + 22, + 24, + 22, + 22, + 21, + 14, + 24, + 16, + 13, + 13, + 15, + 20, + 21, + 8, + 18, + 20, + 10, + 10, + 14, + 22, + 11, + 15, + 17, + 17, + 12, + 20, + 18, + 15, + 18, + 17, + 17, + 16, + 19, + 21, + 16, + 12, + 11, + 20, + 8, + 21, + 26, + 15, + 12, + 20, + 22, + 21, + 11, + 15, + 23, + 18, + 17, + 15, + 17, + 18, + 23, + 26, + 13, + 23, + 15, + 25, + 22, + 18, + 6, + 26, + 13, + 18, + 21, + 14, + 23, + 19, + 14, + 16, + 17, + 23, + 15, + 12, + 12, + 21, + 18, + 19, + 23, + 9, + 19, + 21, + 13, + 19, + 18, + 22, + 24, + 20, + 8, + 9, + 22, + 17, + 21, + 22, + 22, + 12, + 17, + 19, + 16, + 21, + 23, + 13, + 21, + 23, + 21, + 21, + 24, + 21, + 17, + 18, + 21, + 17, + 23, + 18, + 21, + 15, + 21, + 25, + 17, + 9, + 15, + 10, + 18, + 17, + 19, + 17, + 14, + 19, + 17, + 18, + 20, + 17, + 13, + 8, + 13, + 19, + 14, + 19, + 14, + 18, + 5, + 18, + 16, + 16, + 20, + 17, + 16, + 18, + 15, + 11, + 9, + 14, + 25, + 19, + 18, + 18, + 24, + 18, + 20, + 20, + 22, + 12, + 8, + 6, + 20, + 14, + 21, + 19, + 18, + 16, + 24, + 15, + 23, + 22, + 27, + 23, + 23, + 24, + 16, + 15, + 10, + 24, + 20, + 20, + 19, + 19, + 24, + 15, + 14, + 16, + 22, + 21, + 19, + 17, + 18, + 21, + 12, + 16, + 23, + 19, + 12, + 19, + 16, + 18, + 19, + 17, + 23, + 18, + 15, + 13, + 13, + 5, + 17, + 16, + 17, + 22, + 20, + 18, + 14, + 23, + 6, + 31, + 17, + 4, + 16, + 22, + 16, + 16, + 19, + 23, + 27, + 23, + 12, + 11, + 14, + 24, + 9, + 17, + 17, + 21, + 24, + 18, + 14, + 22, + 16, + 24, + 12, + 20, + 16, + 22, + 14, + 6, + 23, + 18, + 19, + 11, + 10, + 24, + 16, + 22, + 18, + 14, + 22, + 23, + 16, + 20, + 18, + 17, + 20, + 25, + 13, + 22, + 20, + 12, + 21, + 12, + 22, + 20, + 13, + 13, + 18, + 15, + 24, + 24, + 16, + 19, + 7, + 17, + 9, + 9, + 18, + 20, + 26, + 20, + 14, + 12, + 11, + 19, + 22, + 15, + 13, + 24, + 10, + 20, + 24, + 22, + 16, + 16, + 23, + 14, + 17, + 19, + 23, + 18, + 25, + 13, + 19, + 17, + 22, + 14, + 22, + 24, + 9, + 18, + 23, + 14, + 17, + 25, + 16, + 11, + 21, + 19, + 15, + 11, + 14, + 24, + 22, + 12, + 22, + 17, + 24, + 19, + 11, + 18, + 14, + 10, + 24, + 21, + 14, + 15, + 22, + 14, + 16, + 22, + 14, + 22, + 17, + 23, + 9, + 10, + 13, + 17, + 16, + 18, + 11, + 19, + 12, + 21, + 23, + 13, + 13, + 14, + 17, + 21, + 12, + 14, + 21, + 5, + 11, + 15, + 26, + 19, + 21, + 23, + 20, + 22, + 24, + 22, + 20, + 19, + 17, + 19, + 16, + 23, + 15, + 11, + 18, + 23, + 15, + 21, + 21, + 20, + 16, + 25, + 19, + 16, + 18, + 21, + 15, + 18, + 16, + 20, + 14, + 21, + 25, + 7, + 18, + 21, + 18, + 19, + 17, + 14, + 12, + 14, + 20, + 16, + 17, + 15, + 19, + 15, + 19, + 14, + 21, + 16, + 12, + 17, + 12, + 16, + 17, + 10, + 21, + 20, + 25, + 11, + 17, + 21, + 18, + 18, + 16, + 18, + 17, + 14, + 18, + 11, + 21, + 12, + 19, + 19, + 18, + 14, + 15, + 14, + 21, + 22, + 21, + 27, + 14, + 20, + 13, + 20, + 20, + 23, + 12, + 21, + 21, + 23, + 22, + 21, + 20, + 26, + 13, + 19, + 12, + 8, + 19, + 20, + 11, + 14, + 11, + 18, + 17, + 14, + 12, + 19, + 23, + 14, + 9, + 11, + 16, + 18, + 19, + 15, + 21, + 14, + 15, + 22, + 21, + 9, + 25, + 9, + 20, + 20, + 15, + 24, + 15, + 17, + 14, + 16, + 24, + 21, + 13, + 11, + 13, + 20, + 21, + 24, + 20, + 19, + 19, + 15, + 16, + 18, + 17, + 23, + 18, + 12, + 19, + 15, + 30, + 20, + 17, + 23, + 14, + 11, + 16, + 15, + 19, + 23, + 24, + 25, + 11, + 23, + 8, + 20, + 18, + 20, + 20, + 20, + 24, + 18, + 15, + 20, + 19, + 17, + 22, + 17, + 18, + 17, + 20, + 22, + 21, + 17, + 11, + 24, + 13, + 12, + 18, + 10, + 13, + 21, + 15, + 22, + 23, + 18, + 14, + 15, + 19, + 20, + 23, + 15, + 10, + 25, + 23, + 25, + 15, + 20, + 16, + 14, + 5, + 25, + 16, + 18, + 15, + 20, + 9, + 19, + 14, + 19, + 15, + 21, + 15, + 18, + 15, + 10, + 12, + 22, + 10, + 23, + 11, + 21, + 19, + 15, + 12, + 22, + 20, + 18, + 20, + 17, + 24, + 19, + 22, + 20, + 20, + 24, + 23, + 21, + 16, + 21, + 17, + 21, + 21, + 19, + 24, + 25, + 20, + 16, + 11, + 20, + 16, + 20, + 17, + 19, + 19, + 18, + 12, + 10, + 19, + 22, + 15, + 27, + 23, + 19, + 14, + 16, + 22, + 14, + 23, + 13, + 5, + 20, + 19, + 20, + 23, + 14, + 11, + 21, + 11, + 24, + 12, + 20, + 19, + 18, + 22, + 15, + 19, + 22, + 14, + 19, + 23, + 19, + 21, + 22, + 18, + 8, + 26, + 20, + 17, + 16, + 15, + 10, + 15, + 18, + 23, + 11, + 20, + 20, + 13, + 22, + 22, + 11, + 9, + 21, + 20, + 28, + 13, + 18, + 17, + 21, + 12, + 20, + 21, + 17, + 15, + 23, + 15, + 16, + 13, + 22, + 19, + 21, + 25, + 22, + 9, + 13, + 19, + 17, + 15, + 19, + 19, + 17, + 8, + 12, + 13, + 13, + 17, + 16, + 15, + 17, + 24, + 9, + 17, + 23, + 22, + 11, + 21, + 19, + 19, + 21, + 14, + 12, + 7, + 20, + 14, + 18, + 19, + 13, + 13, + 11, + 10, + 10, + 10, + 13, + 14, + 16, + 16, + 20, + 27, + 22, + 14, + 12, + 14, + 18, + 19, + 19, + 19, + 16, + 21, + 15, + 23, + 20, + 18, + 15, + 20, + 23, + 16, + 21, + 19, + 17, + 7, + 16, + 16, + 23, + 13, + 9, + 17, + 15, + 18, + 16, + 17, + 9, + 16, + 18, + 18, + 16, + 17, + 21, + 10, + 13, + 21, + 21, + 14, + 18, + 11, + 16, + 24, + 18, + 14, + 18, + 20, + 15, + 19, + 18, + 23, + 22, + 21, + 24, + 15, + 17, + 12, + 19, + 16, + 15, + 10, + 22, + 13, + 21, + 21, + 20, + 20, + 14, + 12, + 21, + 16, + 13, + 17, + 12, + 21, + 20, + 12, + 19, + 23, + 11, + 15, + 19, + 23, + 21, + 13, + 21, + 12, + 20, + 14, + 11, + 21, + 20, + 19, + 16, + 20, + 16, + 19, + 20, + 16, + 15, + 15, + 19, + 5, + 15, + 22, + 11, + 17, + 22, + 15, + 23, + 23, + 16, + 19, + 21, + 21, + 14, + 20, + 14, + 25, + 12, + 11, + 21, + 24, + 21, + 16, + 9, + 11, + 20, + 24, + 21, + 22, + 21, + 11, + 12, + 19, + 21, + 24, + 20, + 22, + 17, + 14, + 23, + 19, + 20, + 20, + 16, + 13, + 15, + 22, + 17, + 14, + 23, + 21, + 12, + 24, + 19, + 18, + 19, + 15, + 18, + 22, + 24, + 20, + 17, + 21, + 19, + 18, + 19, + 17, + 19, + 18, + 21, + 23, + 17, + 19, + 13, + 23, + 15, + 20, + 18, + 20, + 8, + 26, + 17, + 13, + 17, + 19, + 20, + 19, + 23, + 26, + 21, + 16, + 16, + 18, + 20, + 21, + 14, + 5, + 6, + 18, + 17, + 17, + 23, + 15, + 23, + 14, + 21, + 16, + 14, + 19, + 9, + 16, + 17, + 17, + 18, + 25, + 20, + 21, + 10, + 27, + 19, + 19, + 17, + 11, + 10, + 14, + 22, + 15, + 19, + 14, + 13, + 22, + 16, + 23, + 16, + 14, + 6, + 20, + 22, + 16, + 18, + 16, + 25, + 23, + 19, + 12, + 15, + 7, + 18, + 8, + 22, + 23, + 16, + 20, + 19, + 17, + 17, + 18, + 8, + 19, + 11, + 17, + 17, + 10, + 22, + 10, + 16, + 14, + 13, + 24, + 18, + 22, + 14, + 14, + 15, + 24, + 14, + 12, + 25, + 19, + 19, + 18, + 22, + 13, + 11, + 27, + 23, + 17, + 23, + 22, + 11, + 27, + 19, + 11, + 16, + 11, + 15, + 18, + 19, + 24, + 19, + 9, + 19, + 19, + 22, + 20, + 18, + 21, + 10, + 23, + 18, + 23, + 20, + 24, + 19, + 15, + 24, + 20, + 22, + 21, + 17, + 17, + 24, + 14, + 20, + 21, + 17, + 15, + 25, + 15, + 14, + 19, + 6, + 17, + 10, + 16, + 15, + 6, + 10, + 22, + 18, + 20, + 11, + 21, + 23, + 5, + 10, + 16, + 23, + 15, + 17, + 12, + 14, + 13, + 19, + 20, + 12, + 16, + 14, + 23, + 13, + 22, + 19, + 17, + 14, + 13, + 16, + 15, + 21, + 13, + 16, + 13, + 22, + 16, + 19, + 19, + 24, + 20, + 23, + 12, + 19, + 19, + 16, + 13, + 19, + 20, + 22, + 18, + 23, + 21, + 13, + 21, + 13, + 21, + 16, + 14, + 19, + 11, + 17, + 20, + 9, + 19, + 10, + 19, + 24, + 22, + 17, + 15, + 23, + 9, + 19, + 24, + 15, + 21, + 21, + 22, + 21, + 22, + 13, + 18, + 20, + 13, + 16, + 14, + 12, + 16, + 23, + 12, + 27, + 27, + 21, + 16, + 23, + 16, + 20, + 15, + 22, + 16, + 16, + 14, + 19, + 16, + 16, + 24, + 20, + 23, + 22, + 16, + 21, + 17, + 19, + 20, + 17, + 15, + 22, + 15, + 18, + 25, + 23, + 19, + 14, + 12, + 23, + 21, + 22, + 15, + 21, + 16, + 14, + 13, + 19, + 16, + 9, + 19, + 20, + 13, + 15, + 10, + 21, + 16, + 18, + 20, + 23, + 19, + 22, + 20, + 12, + 9, + 17, + 23, + 19, + 17, + 22, + 23, + 21, + 20, + 26, + 17, + 20, + 17, + 25, + 11, + 16, + 26, + 18, + 15, + 23, + 11, + 10, + 14, + 15, + 18, + 21, + 13, + 10, + 21, + 16, + 17, + 16, + 22, + 13, + 12, + 16, + 19, + 16, + 16, + 20, + 20, + 24, + 14, + 22, + 16, + 17, + 17, + 16, + 30, + 12, + 12, + 21, + 22, + 18, + 26, + 13, + 19, + 13, + 15, + 19, + 9, + 16, + 15, + 24, + 15, + 25, + 9, + 21, + 17, + 17, + 21, + 17, + 16, + 15, + 15, + 16, + 20, + 9, + 12, + 15, + 15, + 22, + 19, + 11, + 18, + 13, + 17, + 25, + 19, + 23, + 24, + 10, + 13, + 23, + 22, + 18, + 25, + 13, + 22, + 20, + 19, + 7, + 20, + 24, + 14, + 22, + 14, + 5, + 18, + 11, + 17, + 22, + 19, + 19, + 17, + 19, + 15, + 16, + 18, + 18, + 20, + 20, + 12, + 19, + 25, + 20, + 26, + 21, + 17, + 18, + 7, + 18, + 12, + 12, + 25, + 20, + 12, + 13, + 22, + 18, + 21, + 17, + 12, + 22, + 17, + 25, + 16, + 22, + 9, + 15, + 20, + 24, + 16, + 21, + 19, + 20, + 21, + 20, + 20, + 13, + 17, + 19, + 17, + 17, + 19, + 25, + 17, + 16, + 25, + 14, + 21, + 19, + 19, + 15, + 17, + 19, + 23, + 12, + 19, + 21, + 11, + 14, + 17, + 18, + 20, + 19, + 20, + 13, + 11, + 14, + 14, + 9, + 20, + 27, + 23, + 20, + 19, + 18, + 20, + 17, + 15, + 20, + 23, + 24, + 17, + 17, + 17, + 11, + 22, + 24, + 17, + 20, + 20, + 18, + 19, + 20, + 13, + 21, + 17, + 16, + 15, + 9, + 24, + 22, + 19, + 21, + 11, + 21, + 20, + 13, + 16, + 14, + 17, + 19, + 15, + 18, + 11, + 23, + 21, + 19, + 18, + 16, + 22, + 21, + 20, + 13, + 20, + 12, + 19, + 18, + 15, + 12, + 24, + 10, + 19, + 18, + 15, + 21, + 13, + 16, + 15, + 13, + 21, + 12, + 11, + 19, + 18, + 21, + 18, + 21, + 13, + 14, + 23, + 17, + 24, + 19, + 13, + 11, + 24, + 22, + 20, + 22, + 21, + 19, + 19, + 8, + 28, + 12, + 11, + 9, + 26, + 16, + 15, + 16, + 17, + 23, + 20, + 22, + 10, + 20, + 19, + 24, + 25, + 18, + 13, + 16, + 23, + 21, + 25, + 21, + 14, + 17, + 18, + 19, + 12, + 23, + 24, + 23, + 22, + 15, + 17, + 19, + 21, + 13, + 21, + 23, + 18, + 14, + 16, + 24, + 21, + 17, + 21, + 10, + 14, + 13, + 14, + 12, + 23, + 17, + 13, + 20, + 16, + 11, + 13, + 17, + 21, + 16, + 16, + 17, + 22, + 17, + 8, + 24, + 8, + 20, + 17, + 27, + 15, + 25, + 18, + 20, + 11, + 10, + 15, + 19, + 20, + 20, + 17, + 22, + 20, + 18, + 20, + 11, + 20, + 26, + 14, + 15, + 16, + 25, + 15, + 13, + 15, + 21, + 12, + 20, + 14, + 21, + 19, + 24, + 22, + 19, + 14, + 20, + 23, + 11, + 16, + 15, + 12, + 22, + 18, + 23, + 23, + 23, + 21, + 15, + 15, + 17, + 23, + 17, + 21, + 21, + 19, + 18, + 15, + 10, + 19, + 23, + 26, + 20, + 18, + 18, + 9, + 10, + 11, + 22, + 11, + 14, + 24, + 19, + 20, + 18, + 18, + 21, + 26, + 21, + 24, + 16, + 11, + 14, + 19, + 17, + 18, + 4, + 17, + 11, + 23, + 9, + 23, + 12, + 21, + 26, + 8, + 12, + 23, + 19, + 20, + 13, + 14, + 16, + 15, + 17, + 23, + 20, + 18, + 18, + 15, + 20, + 14, + 16, + 17, + 18, + 23, + 22, + 22, + 15, + 16, + 16, + 5, + 15, + 21, + 17, + 21, + 15, + 17, + 7, + 17, + 12, + 18, + 21, + 17, + 18, + 15, + 15, + 19, + 14, + 12, + 22, + 13, + 13, + 21, + 25, + 11, + 13, + 9, + 14, + 9, + 16, + 18, + 24, + 15, + 21, + 21, + 20, + 18, + 17, + 20, + 8, + 23, + 19, + 14, + 15, + 25, + 19, + 21, + 23, + 19, + 22, + 23, + 17, + 10, + 19, + 17, + 17, + 14, + 22, + 16, + 12, + 17, + 18, + 6, + 19, + 16, + 23, + 16, + 19, + 15, + 18, + 23, + 21, + 17, + 17, + 24, + 22, + 22, + 21, + 23, + 25, + 23, + 18, + 9, + 21, + 19, + 18, + 20, + 19, + 13, + 10, + 18, + 18, + 25, + 15, + 14, + 18, + 22, + 20, + 16, + 18, + 21, + 17, + 24, + 20, + 21, + 24, + 18, + 19, + 16, + 21, + 19, + 27, + 14, + 21, + 19, + 18, + 14, + 28, + 11, + 13, + 11, + 23, + 23, + 13, + 13, + 22, + 21, + 10, + 20, + 15, + 11, + 13, + 21, + 24, + 18, + 21, + 20, + 16, + 14, + 16, + 25, + 22, + 22, + 20, + 18, + 23, + 11, + 19, + 18, + 25, + 15, + 23, + 17, + 18, + 23, + 16, + 18, + 11, + 9, + 18, + 23, + 15, + 23, + 18, + 22, + 11, + 14, + 25, + 16, + 13, + 19, + 22, + 15, + 10, + 14, + 18, + 21, + 20, + 13, + 19, + 14, + 11, + 21, + 17, + 12, + 18, + 21, + 21, + 18, + 18, + 18, + 12, + 16, + 17, + 17, + 6, + 6, + 17, + 13, + 13, + 22, + 18, + 21, + 25, + 23, + 25, + 11, + 18, + 13, + 16, + 16, + 20, + 17, + 20, + 21, + 21, + 16, + 22, + 18, + 19, + 16, + 18, + 11, + 15, + 17, + 8, + 17, + 12, + 14, + 5, + 21, + 23, + 21, + 19, + 23, + 23, + 21, + 23, + 14, + 17, + 21, + 15, + 19, + 22, + 16, + 21, + 14, + 20, + 21, + 18, + 14, + 19, + 21, + 19, + 19, + 17, + 14, + 13, + 15, + 18, + 21, + 23, + 17, + 13, + 23, + 23, + 12, + 14, + 31, + 13, + 15, + 24, + 17, + 14, + 28, + 9, + 19, + 21, + 22, + 17, + 15, + 15, + 12, + 20, + 20, + 22, + 21, + 17, + 23, + 20, + 21, + 14, + 15, + 23, + 19, + 20, + 16, + 17, + 16, + 16, + 18, + 20, + 18, + 17, + 24, + 11, + 12, + 18, + 19, + 19, + 18, + 23, + 16, + 17, + 19, + 23, + 16, + 20, + 21, + 19, + 17, + 23, + 18, + 18, + 18, + 19, + 18, + 21, + 18, + 19, + 24, + 19, + 15, + 22, + 18, + 20, + 17, + 16, + 5, + 18, + 18, + 8, + 19, + 10, + 20, + 9, + 17, + 11, + 20, + 17, + 21, + 21, + 16, + 17, + 18, + 19, + 18, + 16, + 15, + 18, + 18, + 24, + 20, + 23, + 9, + 21, + 20, + 10, + 16, + 11, + 13, + 18, + 8, + 23, + 15, + 23, + 14, + 19, + 19, + 23, + 11, + 19, + 18, + 22, + 17, + 11, + 20, + 19, + 11, + 15, + 19, + 22, + 17, + 16, + 21, + 12, + 19, + 14, + 20, + 23, + 17, + 17, + 27, + 18, + 21, + 14, + 12, + 12, + 20, + 23, + 16, + 11, + 13, + 19, + 26, + 22, + 24, + 11, + 12, + 24, + 15, + 5, + 18, + 10, + 16, + 22, + 16, + 8, + 19, + 20, + 21, + 20, + 25, + 25, + 20, + 16, + 20, + 21, + 8, + 20, + 15, + 19, + 19, + 17, + 11, + 19, + 23, + 13, + 17, + 18, + 11, + 16, + 20, + 21, + 18, + 21, + 14, + 16, + 22, + 20, + 8, + 6, + 15, + 19, + 22, + 16, + 12, + 20, + 14, + 16, + 12, + 21, + 19, + 7, + 20, + 9, + 15, + 22, + 15, + 13, + 13, + 22, + 19, + 15, + 22, + 19, + 20, + 20, + 9, + 18, + 22, + 16, + 16, + 15, + 13, + 18, + 17, + 15, + 19, + 14, + 18, + 22, + 18, + 13, + 15, + 21, + 18, + 11, + 21, + 17, + 21, + 20, + 9, + 17, + 23, + 21, + 16, + 15, + 10, + 26, + 15, + 18, + 14, + 24, + 21, + 22, + 21, + 19, + 14, + 18, + 23, + 22, + 17, + 22, + 18, + 19, + 19, + 24, + 19, + 19, + 19, + 18, + 11, + 20, + 19, + 19, + 15, + 17, + 18, + 22, + 12, + 15, + 12, + 15, + 20, + 12, + 24, + 25, + 16, + 20, + 15, + 21, + 25, + 12, + 13, + 22, + 14, + 23, + 24, + 19, + 25, + 19, + 19, + 26, + 18, + 19, + 23, + 20, + 12, + 19, + 12, + 16, + 20, + 23, + 15, + 20, + 7, + 21, + 22, + 21, + 20, + 21, + 13, + 18, + 13, + 19, + 10, + 14, + 12, + 13, + 22, + 19, + 19, + 16, + 26, + 20, + 23, + 20, + 18, + 22, + 20, + 12, + 11, + 15, + 12, + 11, + 22, + 15, + 11, + 24, + 16, + 23, + 11, + 13, + 10, + 16, + 23, + 22, + 19, + 19, + 12, + 19, + 20, + 16, + 22, + 13, + 19, + 21, + 10 + ], + "xaxis": "x", + "xbins": { + "end": 31, + "size": 1, + "start": 2 + }, + "yaxis": "y" + }, + { + "legendgroup": "clean", + "marker": { + "color": "rgb(31, 119, 180)", + "symbol": "line-ns-open" + }, + "mode": "markers", + "name": "clean", + "showlegend": false, + "type": "scatter", + "x": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "xaxis": "x", + "y": [ + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean", + "clean" + ], + "yaxis": "y2" + }, + { + "legendgroup": "message", + "marker": { + "color": "rgb(255, 127, 14)", + "symbol": "line-ns-open" + }, + "mode": "markers", + "name": "message", + "showlegend": false, + "type": "scatter", + "x": [ + 19, + 10, + 19, + 15, + 18, + 14, + 16, + 23, + 25, + 15, + 19, + 19, + 19, + 19, + 14, + 18, + 13, + 24, + 23, + 23, + 20, + 11, + 21, + 14, + 16, + 23, + 8, + 20, + 21, + 17, + 14, + 17, + 18, + 6, + 11, + 21, + 19, + 22, + 23, + 20, + 22, + 16, + 13, + 21, + 16, + 16, + 21, + 18, + 24, + 17, + 15, + 19, + 22, + 19, + 20, + 25, + 14, + 21, + 15, + 17, + 17, + 18, + 8, + 20, + 22, + 16, + 16, + 20, + 16, + 22, + 25, + 12, + 21, + 18, + 7, + 21, + 20, + 16, + 21, + 20, + 6, + 23, + 18, + 16, + 14, + 24, + 15, + 14, + 18, + 23, + 21, + 15, + 10, + 20, + 11, + 22, + 14, + 12, + 19, + 12, + 24, + 17, + 10, + 13, + 14, + 25, + 17, + 13, + 17, + 19, + 13, + 23, + 23, + 14, + 17, + 17, + 7, + 12, + 15, + 20, + 17, + 19, + 19, + 24, + 12, + 14, + 21, + 20, + 8, + 18, + 21, + 25, + 13, + 12, + 19, + 10, + 7, + 13, + 16, + 13, + 11, + 13, + 19, + 22, + 22, + 13, + 21, + 27, + 22, + 14, + 23, + 10, + 18, + 12, + 16, + 26, + 18, + 18, + 24, + 21, + 18, + 17, + 26, + 14, + 9, + 18, + 19, + 7, + 22, + 15, + 24, + 5, + 16, + 26, + 15, + 18, + 17, + 22, + 14, + 14, + 11, + 10, + 19, + 24, + 19, + 16, + 18, + 14, + 18, + 18, + 18, + 18, + 13, + 14, + 25, + 16, + 23, + 5, + 25, + 17, + 6, + 17, + 22, + 18, + 21, + 14, + 14, + 22, + 18, + 12, + 20, + 23, + 26, + 15, + 10, + 18, + 21, + 14, + 25, + 20, + 23, + 19, + 16, + 13, + 19, + 13, + 15, + 5, + 16, + 22, + 23, + 19, + 11, + 13, + 17, + 12, + 10, + 12, + 10, + 21, + 19, + 18, + 17, + 21, + 15, + 16, + 20, + 24, + 17, + 17, + 23, + 10, + 21, + 15, + 23, + 17, + 12, + 21, + 18, + 21, + 17, + 11, + 22, + 17, + 19, + 7, + 16, + 27, + 17, + 22, + 14, + 17, + 14, + 17, + 15, + 21, + 23, + 21, + 21, + 12, + 12, + 18, + 19, + 21, + 14, + 16, + 20, + 18, + 18, + 20, + 13, + 19, + 10, + 23, + 26, + 15, + 14, + 11, + 19, + 13, + 18, + 23, + 16, + 19, + 17, + 22, + 20, + 18, + 17, + 4, + 15, + 17, + 18, + 17, + 21, + 18, + 15, + 23, + 13, + 21, + 16, + 19, + 21, + 24, + 28, + 17, + 20, + 18, + 22, + 14, + 26, + 18, + 19, + 14, + 22, + 22, + 13, + 23, + 19, + 19, + 12, + 27, + 22, + 20, + 14, + 14, + 17, + 22, + 26, + 19, + 20, + 8, + 12, + 16, + 22, + 18, + 24, + 20, + 22, + 19, + 24, + 22, + 8, + 23, + 16, + 20, + 15, + 13, + 27, + 12, + 13, + 19, + 17, + 20, + 20, + 15, + 23, + 11, + 23, + 13, + 14, + 20, + 15, + 13, + 24, + 20, + 19, + 10, + 19, + 13, + 20, + 19, + 17, + 24, + 9, + 16, + 18, + 24, + 13, + 17, + 18, + 8, + 18, + 16, + 11, + 14, + 26, + 18, + 19, + 18, + 20, + 19, + 18, + 17, + 20, + 23, + 18, + 18, + 14, + 20, + 11, + 18, + 22, + 12, + 15, + 20, + 14, + 23, + 12, + 12, + 15, + 22, + 19, + 10, + 19, + 23, + 22, + 19, + 19, + 12, + 16, + 19, + 21, + 20, + 20, + 16, + 20, + 21, + 25, + 15, + 18, + 21, + 20, + 14, + 14, + 16, + 16, + 21, + 25, + 20, + 22, + 15, + 8, + 20, + 18, + 18, + 20, + 14, + 20, + 16, + 16, + 17, + 20, + 13, + 18, + 23, + 19, + 16, + 11, + 13, + 22, + 17, + 21, + 19, + 18, + 9, + 12, + 16, + 17, + 18, + 25, + 15, + 10, + 20, + 21, + 19, + 24, + 23, + 15, + 26, + 9, + 14, + 18, + 9, + 20, + 17, + 24, + 6, + 20, + 17, + 11, + 21, + 21, + 13, + 13, + 23, + 22, + 18, + 19, + 24, + 19, + 19, + 24, + 14, + 20, + 18, + 13, + 16, + 19, + 16, + 13, + 10, + 23, + 22, + 19, + 18, + 12, + 10, + 14, + 22, + 14, + 24, + 18, + 18, + 23, + 16, + 21, + 16, + 22, + 26, + 14, + 21, + 21, + 15, + 11, + 20, + 13, + 17, + 21, + 23, + 21, + 19, + 22, + 15, + 13, + 20, + 18, + 22, + 9, + 18, + 20, + 15, + 21, + 15, + 22, + 16, + 15, + 9, + 18, + 16, + 19, + 18, + 21, + 12, + 14, + 19, + 15, + 14, + 15, + 18, + 21, + 18, + 23, + 25, + 25, + 18, + 21, + 15, + 21, + 14, + 15, + 17, + 15, + 19, + 6, + 13, + 18, + 24, + 23, + 9, + 13, + 16, + 17, + 15, + 13, + 19, + 12, + 19, + 21, + 10, + 8, + 16, + 21, + 18, + 13, + 11, + 4, + 11, + 20, + 14, + 18, + 13, + 23, + 8, + 16, + 11, + 20, + 16, + 15, + 13, + 17, + 21, + 18, + 21, + 25, + 20, + 14, + 21, + 18, + 21, + 22, + 17, + 25, + 11, + 25, + 17, + 18, + 23, + 17, + 13, + 21, + 20, + 15, + 13, + 15, + 22, + 11, + 15, + 11, + 20, + 7, + 17, + 24, + 17, + 10, + 27, + 22, + 19, + 12, + 19, + 14, + 15, + 17, + 26, + 19, + 14, + 10, + 15, + 9, + 20, + 11, + 17, + 24, + 17, + 14, + 14, + 24, + 10, + 20, + 18, + 13, + 13, + 8, + 18, + 17, + 25, + 19, + 10, + 19, + 12, + 19, + 21, + 16, + 10, + 25, + 7, + 24, + 12, + 22, + 20, + 20, + 4, + 16, + 17, + 25, + 20, + 11, + 19, + 11, + 21, + 14, + 21, + 21, + 20, + 19, + 23, + 22, + 23, + 19, + 20, + 11, + 18, + 16, + 18, + 20, + 25, + 21, + 16, + 12, + 24, + 21, + 17, + 15, + 16, + 19, + 12, + 19, + 19, + 22, + 23, + 15, + 17, + 17, + 24, + 10, + 14, + 6, + 19, + 20, + 7, + 13, + 16, + 16, + 19, + 16, + 12, + 15, + 18, + 22, + 26, + 15, + 12, + 23, + 20, + 20, + 17, + 24, + 15, + 25, + 19, + 20, + 21, + 24, + 18, + 17, + 20, + 24, + 14, + 11, + 20, + 22, + 22, + 4, + 5, + 23, + 11, + 19, + 13, + 19, + 15, + 12, + 16, + 17, + 20, + 15, + 8, + 14, + 14, + 21, + 18, + 17, + 22, + 21, + 17, + 12, + 24, + 14, + 21, + 12, + 9, + 19, + 13, + 20, + 22, + 23, + 24, + 18, + 22, + 11, + 11, + 11, + 21, + 18, + 23, + 22, + 11, + 19, + 23, + 17, + 14, + 16, + 17, + 23, + 22, + 8, + 25, + 17, + 19, + 18, + 18, + 24, + 15, + 16, + 26, + 10, + 21, + 14, + 14, + 20, + 23, + 13, + 11, + 21, + 17, + 20, + 24, + 20, + 16, + 17, + 14, + 20, + 14, + 22, + 21, + 22, + 27, + 13, + 19, + 19, + 15, + 11, + 11, + 21, + 16, + 19, + 24, + 23, + 16, + 20, + 10, + 22, + 7, + 21, + 22, + 19, + 22, + 16, + 21, + 21, + 21, + 17, + 22, + 21, + 16, + 10, + 17, + 19, + 16, + 26, + 22, + 13, + 22, + 23, + 18, + 14, + 12, + 18, + 23, + 15, + 12, + 27, + 17, + 8, + 24, + 22, + 18, + 18, + 21, + 16, + 15, + 25, + 16, + 23, + 19, + 23, + 22, + 17, + 27, + 18, + 25, + 12, + 20, + 21, + 20, + 18, + 18, + 15, + 21, + 24, + 14, + 22, + 18, + 19, + 21, + 24, + 13, + 17, + 17, + 22, + 21, + 17, + 14, + 21, + 19, + 23, + 17, + 21, + 25, + 20, + 17, + 9, + 15, + 27, + 27, + 16, + 25, + 22, + 20, + 13, + 14, + 15, + 21, + 25, + 12, + 15, + 17, + 11, + 16, + 11, + 23, + 19, + 20, + 23, + 16, + 17, + 14, + 12, + 18, + 6, + 19, + 20, + 22, + 14, + 18, + 6, + 15, + 22, + 17, + 22, + 18, + 17, + 20, + 21, + 7, + 21, + 14, + 21, + 21, + 11, + 18, + 14, + 17, + 16, + 22, + 16, + 19, + 10, + 19, + 19, + 19, + 19, + 16, + 14, + 17, + 20, + 19, + 14, + 12, + 9, + 16, + 4, + 20, + 14, + 18, + 19, + 23, + 16, + 12, + 12, + 20, + 9, + 10, + 19, + 27, + 12, + 13, + 19, + 22, + 16, + 12, + 16, + 17, + 20, + 17, + 19, + 20, + 13, + 23, + 13, + 18, + 11, + 14, + 25, + 11, + 10, + 25, + 23, + 20, + 20, + 16, + 25, + 21, + 18, + 20, + 16, + 24, + 19, + 14, + 19, + 22, + 11, + 22, + 14, + 19, + 17, + 16, + 18, + 16, + 20, + 20, + 16, + 17, + 18, + 17, + 16, + 5, + 19, + 22, + 17, + 23, + 13, + 16, + 18, + 15, + 17, + 21, + 23, + 23, + 19, + 25, + 10, + 21, + 15, + 7, + 16, + 24, + 12, + 21, + 16, + 19, + 14, + 21, + 15, + 19, + 20, + 13, + 19, + 22, + 12, + 15, + 18, + 22, + 14, + 12, + 16, + 19, + 21, + 23, + 7, + 15, + 21, + 15, + 19, + 16, + 10, + 11, + 14, + 21, + 23, + 21, + 11, + 9, + 13, + 19, + 12, + 22, + 20, + 13, + 24, + 14, + 11, + 14, + 24, + 18, + 14, + 27, + 22, + 15, + 13, + 21, + 19, + 21, + 19, + 18, + 18, + 3, + 22, + 19, + 14, + 19, + 21, + 11, + 16, + 17, + 17, + 18, + 20, + 13, + 12, + 13, + 17, + 17, + 13, + 15, + 15, + 10, + 21, + 16, + 17, + 19, + 19, + 18, + 23, + 20, + 23, + 8, + 12, + 12, + 13, + 20, + 15, + 17, + 17, + 22, + 14, + 27, + 16, + 20, + 21, + 20, + 12, + 17, + 17, + 22, + 22, + 17, + 13, + 21, + 19, + 7, + 12, + 22, + 22, + 19, + 16, + 13, + 20, + 12, + 24, + 18, + 19, + 9, + 24, + 19, + 15, + 18, + 17, + 26, + 11, + 18, + 19, + 18, + 19, + 19, + 17, + 21, + 18, + 12, + 19, + 18, + 20, + 15, + 20, + 21, + 21, + 21, + 22, + 23, + 15, + 13, + 15, + 18, + 12, + 13, + 11, + 20, + 11, + 14, + 16, + 10, + 19, + 22, + 26, + 21, + 18, + 24, + 13, + 9, + 16, + 12, + 20, + 22, + 16, + 23, + 16, + 16, + 18, + 17, + 27, + 20, + 23, + 19, + 15, + 14, + 16, + 12, + 24, + 22, + 21, + 21, + 16, + 18, + 11, + 9, + 15, + 10, + 19, + 20, + 15, + 21, + 17, + 18, + 14, + 15, + 19, + 23, + 12, + 20, + 10, + 14, + 19, + 21, + 13, + 23, + 22, + 23, + 21, + 18, + 23, + 20, + 13, + 21, + 11, + 22, + 21, + 22, + 13, + 23, + 15, + 23, + 21, + 14, + 14, + 13, + 8, + 19, + 4, + 19, + 12, + 18, + 13, + 19, + 23, + 21, + 23, + 19, + 23, + 16, + 15, + 20, + 17, + 23, + 21, + 12, + 22, + 14, + 22, + 13, + 24, + 14, + 19, + 22, + 20, + 23, + 11, + 10, + 17, + 15, + 8, + 22, + 22, + 26, + 15, + 19, + 20, + 14, + 14, + 21, + 7, + 8, + 17, + 17, + 17, + 16, + 24, + 17, + 15, + 13, + 22, + 13, + 16, + 12, + 12, + 18, + 21, + 19, + 19, + 23, + 15, + 21, + 12, + 21, + 9, + 20, + 21, + 10, + 18, + 6, + 18, + 16, + 11, + 18, + 14, + 21, + 14, + 21, + 16, + 11, + 17, + 19, + 19, + 15, + 19, + 12, + 16, + 19, + 21, + 19, + 16, + 16, + 17, + 17, + 15, + 17, + 19, + 21, + 13, + 15, + 20, + 18, + 17, + 15, + 26, + 20, + 20, + 11, + 17, + 13, + 20, + 12, + 9, + 17, + 21, + 10, + 23, + 22, + 20, + 13, + 20, + 7, + 8, + 20, + 21, + 15, + 18, + 21, + 24, + 21, + 17, + 21, + 27, + 19, + 21, + 19, + 19, + 19, + 9, + 19, + 28, + 13, + 14, + 10, + 18, + 13, + 23, + 16, + 17, + 12, + 16, + 21, + 18, + 17, + 19, + 17, + 13, + 20, + 20, + 25, + 15, + 12, + 22, + 16, + 21, + 14, + 22, + 17, + 17, + 11, + 19, + 19, + 12, + 18, + 19, + 9, + 22, + 24, + 14, + 3, + 13, + 11, + 14, + 19, + 17, + 17, + 20, + 23, + 14, + 13, + 22, + 14, + 16, + 20, + 22, + 19, + 6, + 4, + 17, + 15, + 12, + 6, + 21, + 14, + 16, + 24, + 19, + 19, + 23, + 19, + 20, + 21, + 23, + 19, + 20, + 18, + 25, + 19, + 22, + 11, + 14, + 18, + 20, + 19, + 23, + 22, + 15, + 17, + 19, + 20, + 17, + 22, + 21, + 7, + 19, + 14, + 14, + 13, + 16, + 15, + 25, + 12, + 21, + 13, + 25, + 15, + 23, + 20, + 21, + 20, + 14, + 17, + 19, + 17, + 26, + 17, + 24, + 17, + 19, + 13, + 11, + 14, + 20, + 18, + 21, + 19, + 11, + 23, + 21, + 24, + 20, + 19, + 19, + 20, + 18, + 20, + 24, + 17, + 17, + 13, + 21, + 19, + 16, + 14, + 22, + 17, + 16, + 16, + 22, + 9, + 23, + 20, + 15, + 26, + 19, + 13, + 19, + 10, + 16, + 18, + 14, + 22, + 11, + 27, + 15, + 20, + 18, + 12, + 23, + 21, + 25, + 19, + 20, + 21, + 9, + 16, + 22, + 18, + 13, + 12, + 20, + 24, + 15, + 22, + 17, + 20, + 14, + 8, + 25, + 7, + 22, + 18, + 18, + 15, + 14, + 23, + 22, + 19, + 21, + 22, + 25, + 22, + 18, + 26, + 17, + 15, + 27, + 23, + 20, + 17, + 17, + 10, + 19, + 16, + 16, + 13, + 22, + 19, + 18, + 16, + 23, + 22, + 23, + 24, + 23, + 21, + 16, + 10, + 16, + 23, + 13, + 17, + 25, + 10, + 11, + 20, + 16, + 19, + 12, + 13, + 15, + 14, + 24, + 22, + 23, + 11, + 14, + 18, + 22, + 24, + 16, + 18, + 13, + 16, + 24, + 12, + 19, + 21, + 22, + 16, + 19, + 21, + 13, + 18, + 10, + 17, + 22, + 19, + 17, + 21, + 16, + 12, + 21, + 20, + 9, + 17, + 20, + 14, + 15, + 21, + 15, + 27, + 19, + 21, + 19, + 15, + 22, + 24, + 14, + 20, + 13, + 21, + 21, + 21, + 20, + 21, + 21, + 24, + 8, + 14, + 23, + 22, + 9, + 17, + 14, + 17, + 22, + 21, + 15, + 12, + 22, + 20, + 16, + 21, + 21, + 19, + 19, + 20, + 22, + 16, + 14, + 12, + 20, + 26, + 22, + 11, + 12, + 19, + 21, + 11, + 19, + 20, + 19, + 18, + 18, + 23, + 16, + 13, + 16, + 13, + 22, + 22, + 19, + 23, + 17, + 21, + 22, + 8, + 22, + 14, + 19, + 21, + 8, + 16, + 22, + 16, + 15, + 15, + 16, + 19, + 12, + 10, + 21, + 23, + 10, + 13, + 24, + 21, + 22, + 24, + 15, + 22, + 20, + 16, + 16, + 19, + 21, + 23, + 9, + 26, + 14, + 16, + 12, + 18, + 12, + 17, + 13, + 22, + 10, + 21, + 13, + 21, + 19, + 15, + 24, + 21, + 25, + 18, + 24, + 15, + 7, + 19, + 25, + 15, + 18, + 21, + 17, + 25, + 17, + 12, + 16, + 23, + 15, + 15, + 9, + 18, + 16, + 23, + 11, + 12, + 19, + 21, + 19, + 24, + 19, + 21, + 18, + 20, + 18, + 12, + 16, + 23, + 20, + 22, + 21, + 21, + 19, + 14, + 18, + 21, + 24, + 16, + 13, + 15, + 15, + 14, + 13, + 12, + 13, + 11, + 21, + 17, + 18, + 11, + 22, + 21, + 21, + 17, + 14, + 21, + 20, + 22, + 20, + 8, + 19, + 15, + 17, + 25, + 16, + 22, + 15, + 11, + 20, + 18, + 19, + 13, + 12, + 21, + 22, + 14, + 15, + 12, + 21, + 23, + 18, + 21, + 21, + 25, + 20, + 19, + 20, + 22, + 14, + 14, + 14, + 21, + 21, + 16, + 15, + 19, + 20, + 24, + 22, + 17, + 17, + 13, + 5, + 15, + 13, + 15, + 10, + 23, + 16, + 20, + 21, + 18, + 15, + 5, + 14, + 13, + 16, + 17, + 18, + 22, + 10, + 27, + 18, + 17, + 22, + 22, + 22, + 16, + 18, + 17, + 25, + 24, + 24, + 22, + 14, + 11, + 25, + 15, + 24, + 17, + 19, + 22, + 20, + 22, + 17, + 16, + 20, + 17, + 13, + 12, + 14, + 26, + 13, + 19, + 21, + 19, + 13, + 22, + 17, + 20, + 12, + 11, + 23, + 16, + 11, + 12, + 21, + 22, + 17, + 13, + 14, + 16, + 14, + 21, + 18, + 19, + 17, + 22, + 20, + 16, + 20, + 16, + 19, + 16, + 11, + 18, + 13, + 18, + 21, + 24, + 17, + 24, + 24, + 22, + 23, + 18, + 15, + 13, + 19, + 21, + 20, + 11, + 18, + 14, + 25, + 20, + 18, + 19, + 23, + 22, + 20, + 18, + 13, + 19, + 22, + 21, + 12, + 23, + 18, + 20, + 12, + 19, + 18, + 19, + 15, + 25, + 16, + 19, + 9, + 10, + 23, + 17, + 29, + 15, + 14, + 11, + 17, + 16, + 18, + 21, + 11, + 20, + 21, + 19, + 19, + 24, + 15, + 11, + 24, + 7, + 18, + 16, + 23, + 17, + 14, + 22, + 16, + 9, + 27, + 21, + 22, + 19, + 17, + 13, + 20, + 11, + 24, + 21, + 19, + 18, + 15, + 21, + 18, + 19, + 19, + 19, + 18, + 21, + 12, + 15, + 17, + 17, + 13, + 26, + 21, + 17, + 13, + 13, + 20, + 22, + 6, + 21, + 23, + 17, + 21, + 19, + 25, + 18, + 16, + 25, + 13, + 13, + 16, + 26, + 19, + 19, + 18, + 13, + 11, + 22, + 22, + 17, + 15, + 20, + 16, + 21, + 16, + 10, + 11, + 21, + 15, + 22, + 25, + 13, + 17, + 12, + 22, + 14, + 13, + 21, + 13, + 26, + 11, + 28, + 12, + 10, + 23, + 19, + 23, + 23, + 20, + 16, + 9, + 19, + 18, + 22, + 19, + 18, + 22, + 15, + 12, + 19, + 22, + 24, + 21, + 20, + 20, + 12, + 7, + 18, + 15, + 24, + 19, + 15, + 16, + 18, + 18, + 18, + 20, + 15, + 18, + 16, + 10, + 12, + 14, + 19, + 11, + 10, + 22, + 15, + 14, + 23, + 21, + 19, + 17, + 21, + 21, + 17, + 24, + 16, + 17, + 7, + 23, + 12, + 19, + 21, + 20, + 26, + 21, + 18, + 23, + 21, + 15, + 20, + 13, + 14, + 18, + 19, + 14, + 17, + 21, + 21, + 14, + 21, + 16, + 16, + 18, + 24, + 19, + 20, + 21, + 19, + 13, + 21, + 18, + 24, + 9, + 19, + 21, + 24, + 15, + 19, + 18, + 25, + 15, + 23, + 15, + 12, + 26, + 18, + 14, + 15, + 27, + 27, + 23, + 18, + 11, + 17, + 16, + 3, + 19, + 9, + 23, + 16, + 23, + 15, + 16, + 18, + 23, + 21, + 21, + 15, + 12, + 20, + 13, + 20, + 10, + 18, + 19, + 11, + 19, + 20, + 21, + 7, + 21, + 17, + 21, + 16, + 13, + 17, + 21, + 14, + 14, + 24, + 17, + 22, + 22, + 15, + 19, + 17, + 23, + 17, + 20, + 20, + 15, + 16, + 26, + 13, + 19, + 19, + 13, + 17, + 11, + 12, + 16, + 5, + 16, + 13, + 14, + 15, + 19, + 21, + 15, + 26, + 18, + 16, + 16, + 17, + 21, + 23, + 21, + 12, + 5, + 24, + 12, + 19, + 17, + 3, + 19, + 21, + 16, + 12, + 20, + 16, + 19, + 21, + 18, + 18, + 15, + 12, + 23, + 16, + 19, + 20, + 12, + 21, + 23, + 17, + 15, + 21, + 18, + 24, + 22, + 13, + 21, + 15, + 17, + 15, + 17, + 23, + 21, + 20, + 17, + 15, + 25, + 16, + 9, + 12, + 19, + 16, + 21, + 25, + 24, + 23, + 20, + 28, + 24, + 23, + 20, + 12, + 13, + 18, + 18, + 13, + 18, + 18, + 15, + 25, + 21, + 20, + 18, + 18, + 20, + 13, + 24, + 17, + 15, + 21, + 20, + 20, + 22, + 14, + 23, + 23, + 19, + 11, + 10, + 11, + 8, + 24, + 12, + 20, + 21, + 23, + 14, + 19, + 11, + 19, + 19, + 18, + 23, + 14, + 22, + 17, + 15, + 11, + 13, + 19, + 18, + 17, + 6, + 21, + 24, + 18, + 19, + 27, + 21, + 23, + 13, + 15, + 14, + 24, + 19, + 20, + 12, + 24, + 20, + 18, + 20, + 18, + 28, + 11, + 16, + 15, + 19, + 23, + 21, + 23, + 21, + 9, + 19, + 20, + 27, + 19, + 17, + 9, + 13, + 20, + 15, + 24, + 21, + 9, + 11, + 22, + 19, + 8, + 23, + 22, + 22, + 24, + 17, + 17, + 25, + 23, + 16, + 14, + 15, + 18, + 14, + 12, + 21, + 17, + 16, + 24, + 13, + 21, + 24, + 16, + 14, + 19, + 22, + 21, + 12, + 20, + 19, + 22, + 17, + 10, + 17, + 16, + 14, + 21, + 22, + 12, + 19, + 24, + 20, + 20, + 13, + 17, + 22, + 12, + 6, + 21, + 24, + 15, + 13, + 23, + 21, + 21, + 24, + 11, + 13, + 23, + 18, + 12, + 22, + 11, + 14, + 18, + 15, + 20, + 19, + 16, + 18, + 14, + 21, + 19, + 10, + 17, + 12, + 22, + 7, + 22, + 15, + 18, + 17, + 19, + 24, + 19, + 21, + 10, + 20, + 21, + 8, + 26, + 11, + 19, + 19, + 16, + 14, + 21, + 17, + 14, + 24, + 22, + 20, + 21, + 24, + 19, + 25, + 12, + 14, + 15, + 20, + 20, + 22, + 21, + 21, + 19, + 18, + 20, + 16, + 14, + 21, + 18, + 15, + 17, + 20, + 21, + 27, + 13, + 14, + 14, + 18, + 16, + 12, + 17, + 24, + 13, + 25, + 17, + 21, + 21, + 11, + 17, + 16, + 19, + 21, + 20, + 18, + 22, + 13, + 16, + 23, + 23, + 16, + 9, + 18, + 21, + 11, + 18, + 10, + 23, + 19, + 24, + 23, + 24, + 25, + 21, + 23, + 17, + 21, + 13, + 18, + 16, + 19, + 22, + 16, + 14, + 18, + 19, + 18, + 14, + 11, + 22, + 13, + 24, + 15, + 19, + 13, + 18, + 15, + 19, + 22, + 22, + 21, + 22, + 17, + 17, + 24, + 22, + 24, + 22, + 19, + 17, + 18, + 25, + 20, + 18, + 19, + 18, + 22, + 25, + 22, + 18, + 15, + 14, + 21, + 16, + 17, + 17, + 14, + 27, + 21, + 23, + 22, + 25, + 21, + 7, + 19, + 21, + 25, + 21, + 24, + 17, + 23, + 21, + 13, + 13, + 18, + 23, + 17, + 14, + 17, + 16, + 20, + 18, + 12, + 20, + 18, + 22, + 24, + 23, + 5, + 19, + 18, + 10, + 13, + 21, + 19, + 18, + 11, + 24, + 12, + 16, + 18, + 22, + 21, + 22, + 17, + 16, + 23, + 21, + 20, + 13, + 21, + 13, + 20, + 15, + 19, + 8, + 15, + 11, + 9, + 21, + 20, + 20, + 21, + 21, + 16, + 16, + 17, + 16, + 18, + 26, + 18, + 20, + 9, + 2, + 23, + 21, + 18, + 14, + 23, + 11, + 18, + 20, + 11, + 17, + 15, + 12, + 11, + 23, + 19, + 21, + 18, + 24, + 7, + 20, + 14, + 27, + 18, + 18, + 12, + 12, + 10, + 16, + 20, + 15, + 15, + 10, + 17, + 14, + 14, + 16, + 23, + 23, + 19, + 17, + 22, + 21, + 12, + 18, + 7, + 23, + 21, + 14, + 15, + 14, + 17, + 13, + 16, + 15, + 10, + 13, + 22, + 20, + 17, + 15, + 19, + 17, + 21, + 16, + 18, + 17, + 14, + 21, + 17, + 20, + 21, + 17, + 14, + 15, + 21, + 26, + 17, + 11, + 19, + 13, + 18, + 24, + 24, + 15, + 23, + 20, + 16, + 20, + 18, + 21, + 19, + 18, + 13, + 10, + 20, + 23, + 11, + 23, + 13, + 23, + 9, + 21, + 21, + 9, + 17, + 3, + 14, + 19, + 14, + 17, + 20, + 15, + 17, + 16, + 24, + 12, + 22, + 16, + 20, + 19, + 18, + 17, + 21, + 25, + 19, + 24, + 22, + 9, + 14, + 9, + 16, + 12, + 18, + 23, + 18, + 18, + 11, + 23, + 11, + 8, + 14, + 12, + 9, + 23, + 11, + 21, + 16, + 22, + 19, + 26, + 20, + 22, + 15, + 11, + 21, + 24, + 14, + 16, + 17, + 7, + 11, + 24, + 21, + 18, + 16, + 17, + 19, + 23, + 9, + 19, + 22, + 16, + 17, + 18, + 15, + 17, + 18, + 15, + 20, + 24, + 5, + 14, + 24, + 19, + 23, + 10, + 13, + 15, + 16, + 11, + 23, + 11, + 18, + 24, + 22, + 19, + 13, + 10, + 15, + 17, + 21, + 14, + 23, + 16, + 23, + 16, + 21, + 22, + 14, + 9, + 21, + 25, + 22, + 23, + 24, + 24, + 23, + 11, + 19, + 19, + 17, + 14, + 19, + 10, + 11, + 24, + 24, + 22, + 24, + 19, + 19, + 11, + 12, + 13, + 14, + 17, + 13, + 17, + 24, + 14, + 18, + 15, + 19, + 25, + 16, + 26, + 15, + 10, + 12, + 19, + 19, + 12, + 18, + 15, + 17, + 18, + 15, + 22, + 23, + 8, + 14, + 19, + 22, + 19, + 25, + 19, + 12, + 20, + 23, + 21, + 12, + 17, + 20, + 23, + 16, + 21, + 11, + 21, + 20, + 11, + 18, + 21, + 15, + 9, + 18, + 20, + 12, + 15, + 20, + 17, + 16, + 19, + 18, + 13, + 20, + 17, + 19, + 17, + 18, + 20, + 19, + 19, + 22, + 17, + 14, + 12, + 21, + 17, + 26, + 12, + 21, + 7, + 13, + 12, + 16, + 26, + 10, + 20, + 7, + 22, + 11, + 26, + 19, + 11, + 15, + 24, + 19, + 10, + 19, + 22, + 20, + 15, + 25, + 21, + 8, + 16, + 19, + 15, + 15, + 12, + 18, + 14, + 21, + 19, + 23, + 14, + 22, + 18, + 18, + 17, + 24, + 22, + 25, + 11, + 21, + 18, + 15, + 17, + 17, + 16, + 16, + 11, + 25, + 18, + 18, + 20, + 21, + 21, + 14, + 22, + 13, + 15, + 8, + 22, + 11, + 6, + 21, + 22, + 12, + 15, + 25, + 19, + 14, + 12, + 21, + 16, + 20, + 25, + 27, + 12, + 18, + 19, + 21, + 15, + 22, + 20, + 23, + 16, + 19, + 25, + 21, + 16, + 22, + 12, + 13, + 24, + 20, + 14, + 20, + 13, + 20, + 19, + 21, + 19, + 23, + 14, + 19, + 13, + 9, + 16, + 18, + 16, + 23, + 24, + 20, + 13, + 14, + 20, + 21, + 13, + 19, + 19, + 16, + 21, + 21, + 20, + 22, + 19, + 23, + 12, + 18, + 15, + 21, + 12, + 22, + 20, + 11, + 19, + 20, + 18, + 16, + 21, + 13, + 17, + 24, + 13, + 22, + 9, + 22, + 21, + 17, + 10, + 14, + 20, + 22, + 17, + 16, + 13, + 12, + 13, + 11, + 18, + 13, + 13, + 18, + 20, + 19, + 13, + 22, + 11, + 18, + 21, + 20, + 29, + 19, + 20, + 18, + 21, + 24, + 9, + 12, + 22, + 17, + 25, + 21, + 16, + 12, + 22, + 23, + 16, + 25, + 20, + 16, + 21, + 20, + 17, + 23, + 24, + 22, + 21, + 23, + 20, + 21, + 23, + 17, + 21, + 15, + 20, + 14, + 21, + 15, + 19, + 16, + 21, + 22, + 24, + 23, + 16, + 23, + 21, + 21, + 20, + 10, + 17, + 12, + 16, + 19, + 22, + 26, + 19, + 20, + 20, + 23, + 20, + 25, + 21, + 18, + 24, + 28, + 11, + 9, + 19, + 20, + 15, + 17, + 11, + 20, + 11, + 21, + 20, + 12, + 21, + 15, + 13, + 13, + 16, + 18, + 21, + 20, + 18, + 17, + 24, + 16, + 24, + 13, + 12, + 9, + 14, + 14, + 23, + 19, + 17, + 20, + 19, + 19, + 25, + 19, + 19, + 16, + 13, + 16, + 22, + 16, + 22, + 25, + 21, + 21, + 22, + 7, + 24, + 11, + 19, + 11, + 9, + 15, + 18, + 22, + 15, + 25, + 19, + 14, + 23, + 21, + 15, + 17, + 22, + 12, + 12, + 16, + 12, + 24, + 18, + 21, + 23, + 15, + 21, + 5, + 19, + 9, + 13, + 27, + 11, + 14, + 11, + 24, + 18, + 19, + 21, + 17, + 19, + 20, + 21, + 19, + 17, + 21, + 19, + 18, + 11, + 14, + 17, + 16, + 23, + 19, + 20, + 23, + 24, + 20, + 15, + 14, + 19, + 21, + 17, + 16, + 14, + 18, + 22, + 24, + 17, + 3, + 16, + 18, + 23, + 17, + 17, + 24, + 19, + 19, + 22, + 18, + 20, + 18, + 19, + 7, + 26, + 19, + 17, + 13, + 14, + 22, + 16, + 16, + 12, + 25, + 25, + 23, + 18, + 14, + 17, + 19, + 16, + 20, + 22, + 13, + 27, + 13, + 18, + 21, + 13, + 14, + 11, + 21, + 19, + 22, + 19, + 18, + 20, + 20, + 19, + 21, + 20, + 13, + 15, + 23, + 16, + 10, + 20, + 14, + 19, + 13, + 19, + 20, + 17, + 14, + 20, + 25, + 19, + 16, + 23, + 23, + 7, + 14, + 22, + 20, + 18, + 21, + 14, + 23, + 15, + 21, + 24, + 20, + 23, + 18, + 21, + 23, + 18, + 16, + 12, + 13, + 24, + 15, + 16, + 13, + 25, + 19, + 23, + 20, + 24, + 15, + 6, + 21, + 16, + 21, + 15, + 25, + 20, + 14, + 11, + 21, + 26, + 15, + 12, + 20, + 18, + 22, + 15, + 23, + 16, + 16, + 20, + 20, + 8, + 15, + 20, + 16, + 22, + 14, + 12, + 20, + 22, + 22, + 14, + 16, + 13, + 24, + 6, + 11, + 22, + 17, + 19, + 17, + 23, + 11, + 11, + 27, + 19, + 13, + 25, + 15, + 23, + 24, + 19, + 21, + 23, + 21, + 20, + 14, + 15, + 23, + 21, + 13, + 23, + 18, + 24, + 14, + 18, + 19, + 14, + 17, + 25, + 9, + 21, + 10, + 26, + 24, + 10, + 19, + 14, + 21, + 16, + 22, + 22, + 14, + 17, + 19, + 21, + 20, + 18, + 8, + 19, + 10, + 21, + 18, + 16, + 23, + 23, + 14, + 21, + 21, + 18, + 23, + 19, + 14, + 18, + 21, + 11, + 21, + 15, + 8, + 9, + 21, + 17, + 9, + 13, + 16, + 22, + 21, + 17, + 15, + 20, + 23, + 23, + 16, + 20, + 19, + 12, + 12, + 22, + 17, + 18, + 18, + 23, + 21, + 23, + 15, + 19, + 22, + 21, + 14, + 12, + 21, + 21, + 23, + 18, + 17, + 9, + 21, + 7, + 8, + 12, + 14, + 14, + 18, + 22, + 17, + 21, + 19, + 18, + 13, + 19, + 15, + 20, + 18, + 20, + 15, + 14, + 23, + 12, + 19, + 14, + 21, + 14, + 17, + 18, + 19, + 25, + 13, + 22, + 19, + 19, + 21, + 19, + 24, + 15, + 11, + 22, + 21, + 22, + 12, + 17, + 26, + 22, + 18, + 22, + 22, + 16, + 17, + 17, + 11, + 21, + 23, + 14, + 17, + 15, + 23, + 12, + 18, + 22, + 22, + 19, + 19, + 21, + 21, + 9, + 23, + 19, + 22, + 22, + 23, + 24, + 21, + 24, + 12, + 18, + 23, + 23, + 16, + 20, + 19, + 22, + 20, + 10, + 14, + 20, + 24, + 14, + 22, + 16, + 19, + 18, + 17, + 11, + 21, + 19, + 13, + 25, + 18, + 13, + 9, + 24, + 13, + 24, + 17, + 24, + 8, + 14, + 16, + 17, + 19, + 20, + 13, + 25, + 10, + 15, + 22, + 22, + 23, + 14, + 12, + 15, + 12, + 18, + 9, + 13, + 25, + 19, + 15, + 13, + 14, + 19, + 9, + 9, + 17, + 17, + 20, + 17, + 17, + 16, + 22, + 21, + 19, + 17, + 16, + 21, + 13, + 21, + 12, + 15, + 26, + 18, + 11, + 17, + 18, + 16, + 20, + 19, + 9, + 19, + 12, + 14, + 9, + 13, + 10, + 18, + 17, + 12, + 20, + 22, + 16, + 16, + 18, + 17, + 19, + 17, + 23, + 15, + 19, + 18, + 24, + 16, + 22, + 21, + 19, + 21, + 22, + 24, + 9, + 6, + 15, + 21, + 17, + 21, + 11, + 20, + 14, + 21, + 19, + 17, + 15, + 13, + 25, + 18, + 19, + 24, + 21, + 22, + 20, + 21, + 9, + 12, + 21, + 13, + 13, + 23, + 14, + 12, + 18, + 12, + 16, + 16, + 18, + 12, + 16, + 19, + 9, + 12, + 21, + 11, + 16, + 22, + 17, + 17, + 17, + 23, + 20, + 22, + 20, + 24, + 21, + 8, + 21, + 25, + 24, + 22, + 21, + 16, + 9, + 15, + 25, + 17, + 26, + 21, + 17, + 23, + 18, + 20, + 22, + 22, + 13, + 24, + 24, + 20, + 18, + 18, + 11, + 22, + 21, + 21, + 16, + 3, + 11, + 24, + 14, + 16, + 19, + 9, + 14, + 18, + 26, + 23, + 7, + 12, + 16, + 19, + 23, + 11, + 21, + 11, + 20, + 19, + 6, + 20, + 23, + 16, + 18, + 13, + 16, + 17, + 21, + 19, + 9, + 19, + 21, + 12, + 14, + 15, + 20, + 15, + 21, + 22, + 11, + 21, + 13, + 24, + 14, + 18, + 26, + 15, + 20, + 10, + 22, + 12, + 10, + 11, + 21, + 12, + 16, + 9, + 17, + 16, + 19, + 8, + 13, + 19, + 17, + 13, + 13, + 17, + 20, + 16, + 22, + 17, + 21, + 14, + 11, + 19, + 23, + 12, + 20, + 19, + 16, + 23, + 25, + 18, + 14, + 22, + 23, + 21, + 19, + 18, + 13, + 15, + 23, + 10, + 14, + 12, + 23, + 26, + 12, + 15, + 20, + 15, + 15, + 20, + 24, + 20, + 10, + 20, + 22, + 21, + 19, + 23, + 6, + 16, + 21, + 25, + 12, + 14, + 23, + 20, + 11, + 18, + 15, + 17, + 11, + 18, + 20, + 22, + 18, + 12, + 23, + 20, + 20, + 23, + 17, + 22, + 16, + 23, + 17, + 6, + 12, + 18, + 23, + 20, + 24, + 12, + 22, + 13, + 20, + 21, + 19, + 15, + 5, + 20, + 15, + 24, + 16, + 22, + 17, + 22, + 14, + 14, + 13, + 21, + 17, + 18, + 18, + 14, + 15, + 24, + 20, + 19, + 19, + 17, + 12, + 19, + 24, + 22, + 19, + 8, + 13, + 12, + 23, + 15, + 26, + 22, + 23, + 14, + 21, + 16, + 23, + 19, + 16, + 24, + 15, + 10, + 14, + 18, + 17, + 17, + 24, + 24, + 13, + 8, + 15, + 19, + 15, + 15, + 11, + 14, + 18, + 21, + 23, + 8, + 20, + 23, + 15, + 23, + 19, + 19, + 19, + 11, + 15, + 23, + 21, + 12, + 17, + 18, + 19, + 22, + 21, + 25, + 15, + 12, + 14, + 18, + 20, + 16, + 22, + 19, + 18, + 11, + 22, + 15, + 10, + 11, + 21, + 24, + 15, + 17, + 23, + 11, + 12, + 17, + 24, + 21, + 20, + 14, + 20, + 21, + 11, + 14, + 24, + 18, + 13, + 20, + 22, + 18, + 22, + 8, + 12, + 15, + 19, + 16, + 22, + 23, + 13, + 11, + 20, + 15, + 21, + 13, + 14, + 20, + 26, + 15, + 17, + 22, + 23, + 20, + 21, + 19, + 16, + 12, + 23, + 23, + 23, + 8, + 9, + 20, + 11, + 17, + 16, + 19, + 13, + 21, + 18, + 25, + 20, + 20, + 19, + 21, + 21, + 19, + 16, + 17, + 12, + 19, + 15, + 21, + 19, + 12, + 16, + 16, + 9, + 19, + 19, + 16, + 19, + 19, + 23, + 12, + 24, + 16, + 17, + 17, + 16, + 19, + 21, + 18, + 23, + 19, + 19, + 24, + 12, + 22, + 22, + 18, + 16, + 18, + 24, + 20, + 17, + 17, + 16, + 16, + 19, + 23, + 7, + 22, + 23, + 21, + 11, + 21, + 25, + 17, + 22, + 22, + 8, + 18, + 23, + 15, + 18, + 16, + 19, + 24, + 12, + 13, + 20, + 19, + 19, + 15, + 8, + 23, + 12, + 10, + 19, + 15, + 12, + 21, + 21, + 12, + 12, + 22, + 21, + 11, + 18, + 19, + 27, + 23, + 19, + 22, + 16, + 5, + 23, + 24, + 22, + 13, + 15, + 16, + 13, + 23, + 15, + 22, + 15, + 19, + 22, + 15, + 22, + 16, + 20, + 18, + 11, + 15, + 20, + 23, + 14, + 24, + 20, + 28, + 23, + 15, + 13, + 18, + 14, + 9, + 9, + 20, + 25, + 21, + 21, + 16, + 15, + 23, + 19, + 18, + 15, + 22, + 12, + 13, + 21, + 12, + 18, + 22, + 17, + 16, + 14, + 19, + 11, + 16, + 14, + 22, + 20, + 11, + 23, + 25, + 13, + 11, + 21, + 24, + 23, + 4, + 15, + 15, + 20, + 21, + 14, + 22, + 12, + 22, + 25, + 14, + 16, + 18, + 12, + 11, + 23, + 21, + 23, + 19, + 17, + 18, + 22, + 19, + 18, + 19, + 17, + 13, + 12, + 16, + 24, + 20, + 19, + 24, + 11, + 12, + 25, + 22, + 21, + 21, + 19, + 18, + 17, + 19, + 16, + 22, + 17, + 13, + 22, + 17, + 20, + 21, + 19, + 9, + 24, + 14, + 23, + 9, + 20, + 22, + 17, + 24, + 13, + 22, + 21, + 10, + 24, + 22, + 21, + 12, + 18, + 20, + 23, + 17, + 14, + 20, + 18, + 20, + 18, + 24, + 16, + 12, + 21, + 23, + 16, + 21, + 21, + 7, + 21, + 20, + 6, + 16, + 18, + 13, + 21, + 7, + 15, + 18, + 18, + 22, + 14, + 17, + 20, + 16, + 15, + 11, + 17, + 16, + 14, + 21, + 27, + 19, + 16, + 7, + 18, + 16, + 19, + 18, + 20, + 14, + 15, + 14, + 11, + 11, + 23, + 17, + 17, + 16, + 17, + 17, + 21, + 17, + 18, + 23, + 28, + 22, + 16, + 8, + 14, + 8, + 17, + 22, + 22, + 17, + 20, + 16, + 25, + 25, + 18, + 6, + 10, + 13, + 20, + 26, + 18, + 21, + 21, + 19, + 18, + 17, + 18, + 10, + 22, + 16, + 13, + 15, + 21, + 18, + 8, + 19, + 17, + 11, + 17, + 21, + 22, + 18, + 21, + 22, + 12, + 15, + 23, + 13, + 13, + 15, + 20, + 19, + 20, + 13, + 17, + 14, + 12, + 17, + 4, + 13, + 24, + 20, + 24, + 18, + 23, + 19, + 20, + 25, + 14, + 24, + 17, + 22, + 18, + 15, + 17, + 21, + 19, + 17, + 12, + 15, + 18, + 19, + 15, + 21, + 23, + 13, + 21, + 16, + 11, + 17, + 16, + 19, + 9, + 24, + 21, + 11, + 23, + 16, + 17, + 23, + 17, + 21, + 11, + 8, + 15, + 18, + 17, + 13, + 18, + 20, + 9, + 24, + 10, + 9, + 15, + 23, + 18, + 16, + 11, + 10, + 10, + 8, + 8, + 20, + 25, + 12, + 8, + 16, + 12, + 12, + 17, + 22, + 18, + 23, + 12, + 18, + 23, + 20, + 10, + 18, + 19, + 15, + 17, + 16, + 16, + 17, + 22, + 25, + 15, + 18, + 24, + 22, + 17, + 19, + 21, + 23, + 17, + 12, + 15, + 22, + 21, + 12, + 17, + 24, + 20, + 25, + 19, + 18, + 21, + 18, + 13, + 15, + 23, + 23, + 18, + 16, + 19, + 22, + 21, + 13, + 11, + 24, + 21, + 18, + 23, + 23, + 23, + 12, + 24, + 19, + 18, + 23, + 22, + 12, + 17, + 13, + 19, + 20, + 12, + 20, + 21, + 14, + 16, + 18, + 22, + 9, + 10, + 14, + 21, + 18, + 19, + 17, + 22, + 15, + 21, + 19, + 24, + 22, + 15, + 12, + 15, + 20, + 17, + 13, + 14, + 10, + 14, + 22, + 21, + 20, + 9, + 20, + 19, + 21, + 20, + 15, + 20, + 23, + 19, + 24, + 17, + 22, + 16, + 17, + 17, + 19, + 18, + 20, + 7, + 15, + 15, + 15, + 14, + 18, + 13, + 16, + 16, + 14, + 24, + 21, + 19, + 18, + 19, + 12, + 21, + 15, + 15, + 14, + 15, + 24, + 16, + 11, + 26, + 21, + 19, + 14, + 12, + 19, + 25, + 15, + 22, + 19, + 17, + 24, + 17, + 15, + 20, + 19, + 16, + 23, + 18, + 22, + 9, + 24, + 22, + 23, + 13, + 23, + 13, + 15, + 21, + 21, + 18, + 18, + 20, + 16, + 20, + 24, + 15, + 13, + 9, + 12, + 18, + 21, + 22, + 19, + 22, + 23, + 11, + 17, + 12, + 7, + 12, + 11, + 9, + 21, + 20, + 19, + 18, + 14, + 21, + 20, + 20, + 20, + 19, + 15, + 28, + 20, + 22, + 22, + 12, + 18, + 13, + 24, + 19, + 13, + 19, + 25, + 21, + 19, + 19, + 16, + 13, + 15, + 22, + 14, + 10, + 18, + 13, + 14, + 12, + 19, + 16, + 14, + 16, + 17, + 22, + 21, + 21, + 12, + 25, + 21, + 13, + 15, + 23, + 21, + 19, + 23, + 20, + 20, + 24, + 23, + 16, + 13, + 18, + 16, + 16, + 17, + 19, + 24, + 17, + 21, + 18, + 10, + 23, + 13, + 21, + 21, + 22, + 21, + 20, + 23, + 15, + 19, + 21, + 14, + 21, + 12, + 24, + 19, + 18, + 10, + 21, + 10, + 21, + 21, + 17, + 20, + 17, + 11, + 20, + 15, + 17, + 14, + 22, + 17, + 20, + 23, + 15, + 9, + 20, + 21, + 16, + 21, + 23, + 22, + 22, + 21, + 16, + 14, + 19, + 23, + 15, + 21, + 24, + 14, + 20, + 16, + 17, + 17, + 20, + 12, + 12, + 14, + 24, + 7, + 3, + 19, + 19, + 19, + 20, + 20, + 9, + 21, + 23, + 17, + 19, + 15, + 17, + 17, + 20, + 21, + 21, + 20, + 25, + 22, + 17, + 14, + 17, + 24, + 20, + 18, + 21, + 18, + 7, + 13, + 17, + 16, + 16, + 13, + 17, + 20, + 15, + 16, + 10, + 16, + 18, + 21, + 17, + 23, + 17, + 19, + 14, + 12, + 22, + 21, + 23, + 16, + 15, + 18, + 14, + 15, + 12, + 19, + 17, + 16, + 22, + 15, + 9, + 17, + 21, + 19, + 11, + 25, + 21, + 16, + 20, + 16, + 17, + 22, + 17, + 14, + 17, + 16, + 16, + 18, + 8, + 25, + 17, + 11, + 21, + 25, + 18, + 26, + 22, + 14, + 17, + 11, + 11, + 22, + 12, + 22, + 25, + 17, + 21, + 22, + 23, + 10, + 23, + 16, + 16, + 17, + 20, + 10, + 22, + 24, + 25, + 19, + 15, + 14, + 18, + 9, + 18, + 17, + 19, + 28, + 24, + 14, + 13, + 22, + 11, + 15, + 20, + 17, + 19, + 26, + 15, + 10, + 17, + 20, + 22, + 17, + 22, + 16, + 14, + 7, + 13, + 25, + 7, + 9, + 21, + 19, + 23, + 10, + 11, + 22, + 20, + 19, + 17, + 23, + 12, + 21, + 22, + 13, + 24, + 13, + 18, + 11, + 17, + 17, + 20, + 22, + 17, + 19, + 18, + 20, + 20, + 23, + 15, + 23, + 18, + 23, + 20, + 19, + 22, + 15, + 17, + 22, + 10, + 9, + 23, + 15, + 13, + 22, + 18, + 22, + 20, + 16, + 15, + 16, + 18, + 21, + 5, + 17, + 14, + 16, + 22, + 13, + 20, + 12, + 8, + 10, + 15, + 17, + 10, + 18, + 21, + 24, + 23, + 19, + 18, + 24, + 22, + 15, + 24, + 12, + 15, + 11, + 15, + 20, + 19, + 13, + 20, + 4, + 22, + 18, + 20, + 16, + 22, + 20, + 14, + 21, + 19, + 13, + 8, + 16, + 18, + 19, + 15, + 10, + 23, + 19, + 18, + 9, + 23, + 23, + 19, + 18, + 24, + 17, + 18, + 15, + 17, + 18, + 19, + 16, + 18, + 8, + 18, + 21, + 19, + 9, + 19, + 15, + 22, + 16, + 12, + 17, + 21, + 17, + 10, + 15, + 13, + 21, + 18, + 22, + 22, + 15, + 20, + 25, + 15, + 17, + 18, + 19, + 9, + 15, + 23, + 16, + 14, + 25, + 24, + 12, + 19, + 13, + 20, + 3, + 16, + 19, + 17, + 22, + 20, + 7, + 12, + 17, + 19, + 14, + 17, + 4, + 12, + 12, + 17, + 14, + 24, + 19, + 21, + 21, + 14, + 13, + 21, + 20, + 20, + 20, + 20, + 7, + 19, + 17, + 18, + 18, + 25, + 16, + 20, + 19, + 9, + 16, + 19, + 11, + 13, + 22, + 19, + 15, + 18, + 20, + 19, + 19, + 17, + 19, + 15, + 16, + 19, + 11, + 27, + 19, + 23, + 13, + 13, + 20, + 17, + 18, + 12, + 24, + 16, + 23, + 20, + 22, + 19, + 14, + 18, + 17, + 22, + 20, + 20, + 25, + 23, + 12, + 17, + 21, + 17, + 13, + 21, + 19, + 11, + 21, + 22, + 16, + 16, + 17, + 23, + 22, + 11, + 16, + 19, + 21, + 19, + 15, + 21, + 9, + 5, + 16, + 17, + 14, + 23, + 20, + 17, + 16, + 20, + 16, + 21, + 17, + 17, + 9, + 16, + 13, + 20, + 17, + 18, + 24, + 24, + 7, + 16, + 23, + 12, + 15, + 12, + 21, + 16, + 12, + 15, + 22, + 21, + 19, + 17, + 23, + 10, + 14, + 9, + 24, + 13, + 24, + 23, + 12, + 21, + 13, + 12, + 19, + 25, + 20, + 11, + 27, + 20, + 23, + 12, + 16, + 18, + 14, + 19, + 7, + 19, + 13, + 16, + 19, + 22, + 21, + 23, + 27, + 21, + 20, + 17, + 6, + 14, + 16, + 9, + 20, + 22, + 15, + 22, + 7, + 16, + 23, + 19, + 17, + 18, + 13, + 23, + 15, + 20, + 21, + 19, + 24, + 12, + 14, + 14, + 11, + 20, + 22, + 12, + 18, + 15, + 20, + 14, + 22, + 15, + 19, + 16, + 16, + 16, + 19, + 20, + 11, + 15, + 12, + 20, + 18, + 24, + 20, + 21, + 15, + 9, + 20, + 21, + 13, + 16, + 17, + 13, + 22, + 20, + 13, + 11, + 14, + 11, + 16, + 7, + 22, + 21, + 19, + 21, + 20, + 16, + 15, + 22, + 19, + 17, + 22, + 16, + 20, + 17, + 8, + 12, + 22, + 13, + 17, + 13, + 18, + 16, + 25, + 18, + 21, + 4, + 12, + 14, + 25, + 14, + 16, + 17, + 22, + 23, + 14, + 21, + 18, + 20, + 10, + 21, + 27, + 13, + 23, + 19, + 21, + 22, + 24, + 25, + 16, + 22, + 18, + 20, + 8, + 19, + 21, + 23, + 17, + 19, + 18, + 25, + 4, + 12, + 12, + 12, + 11, + 16, + 17, + 20, + 19, + 20, + 11, + 21, + 19, + 20, + 15, + 19, + 19, + 19, + 11, + 21, + 21, + 23, + 10, + 15, + 16, + 13, + 18, + 21, + 18, + 18, + 19, + 9, + 19, + 20, + 15, + 23, + 22, + 19, + 22, + 11, + 20, + 16, + 20, + 17, + 21, + 23, + 9, + 20, + 23, + 13, + 9, + 25, + 13, + 21, + 21, + 11, + 17, + 10, + 16, + 16, + 22, + 23, + 29, + 15, + 17, + 13, + 14, + 15, + 17, + 16, + 17, + 24, + 11, + 18, + 28, + 20, + 19, + 17, + 19, + 12, + 19, + 19, + 16, + 13, + 6, + 19, + 22, + 23, + 13, + 24, + 18, + 12, + 19, + 19, + 11, + 27, + 24, + 21, + 22, + 17, + 19, + 17, + 19, + 13, + 21, + 21, + 19, + 17, + 18, + 21, + 16, + 18, + 18, + 19, + 11, + 18, + 17, + 23, + 20, + 23, + 21, + 25, + 13, + 20, + 15, + 20, + 19, + 16, + 20, + 19, + 22, + 23, + 11, + 19, + 10, + 21, + 17, + 16, + 16, + 16, + 21, + 19, + 21, + 21, + 21, + 17, + 18, + 11, + 14, + 17, + 13, + 17, + 26, + 14, + 18, + 19, + 19, + 21, + 6, + 3, + 23, + 10, + 22, + 21, + 18, + 17, + 15, + 19, + 22, + 21, + 19, + 23, + 9, + 16, + 17, + 21, + 18, + 16, + 20, + 17, + 18, + 17, + 16, + 19, + 13, + 12, + 18, + 14, + 19, + 11, + 16, + 17, + 14, + 24, + 13, + 20, + 11, + 18, + 20, + 18, + 11, + 20, + 17, + 20, + 13, + 17, + 20, + 13, + 21, + 12, + 21, + 19, + 17, + 22, + 21, + 19, + 16, + 23, + 18, + 11, + 16, + 19, + 25, + 13, + 24, + 22, + 19, + 22, + 13, + 20, + 23, + 16, + 17, + 15, + 21, + 23, + 17, + 9, + 20, + 20, + 20, + 19, + 17, + 17, + 10, + 18, + 15, + 13, + 21, + 15, + 19, + 15, + 21, + 18, + 13, + 10, + 12, + 28, + 19, + 14, + 14, + 25, + 16, + 24, + 12, + 22, + 19, + 20, + 20, + 22, + 17, + 14, + 18, + 14, + 25, + 20, + 18, + 13, + 23, + 22, + 21, + 17, + 9, + 23, + 20, + 13, + 26, + 21, + 12, + 17, + 17, + 17, + 18, + 13, + 19, + 21, + 21, + 21, + 16, + 20, + 20, + 10, + 19, + 25, + 12, + 16, + 10, + 19, + 14, + 22, + 18, + 20, + 18, + 7, + 20, + 20, + 24, + 15, + 17, + 17, + 18, + 20, + 19, + 18, + 9, + 19, + 15, + 17, + 19, + 18, + 12, + 14, + 15, + 21, + 18, + 17, + 18, + 24, + 18, + 16, + 12, + 20, + 20, + 14, + 18, + 17, + 11, + 19, + 22, + 13, + 17, + 22, + 21, + 19, + 15, + 23, + 19, + 14, + 15, + 20, + 21, + 21, + 21, + 23, + 13, + 15, + 25, + 16, + 16, + 16, + 17, + 14, + 18, + 21, + 23, + 16, + 16, + 20, + 16, + 19, + 25, + 21, + 22, + 21, + 19, + 19, + 10, + 23, + 14, + 19, + 19, + 7, + 14, + 14, + 18, + 13, + 18, + 14, + 21, + 22, + 13, + 15, + 12, + 17, + 21, + 16, + 23, + 9, + 11, + 13, + 22, + 17, + 16, + 11, + 12, + 11, + 19, + 11, + 18, + 21, + 17, + 19, + 22, + 19, + 12, + 9, + 10, + 14, + 15, + 20, + 19, + 20, + 13, + 22, + 23, + 13, + 19, + 13, + 21, + 21, + 14, + 23, + 19, + 19, + 15, + 23, + 21, + 19, + 23, + 20, + 14, + 15, + 16, + 19, + 14, + 10, + 18, + 18, + 15, + 13, + 22, + 19, + 22, + 26, + 21, + 20, + 15, + 13, + 16, + 15, + 22, + 14, + 19, + 9, + 23, + 18, + 19, + 21, + 20, + 14, + 23, + 24, + 21, + 17, + 15, + 13, + 20, + 18, + 15, + 9, + 20, + 13, + 21, + 19, + 23, + 19, + 21, + 22, + 24, + 2, + 22, + 12, + 19, + 15, + 22, + 17, + 16, + 18, + 19, + 23, + 19, + 26, + 23, + 14, + 24, + 19, + 19, + 20, + 26, + 9, + 16, + 16, + 11, + 17, + 17, + 16, + 16, + 15, + 17, + 23, + 20, + 24, + 24, + 19, + 21, + 22, + 23, + 16, + 22, + 16, + 19, + 23, + 16, + 12, + 24, + 15, + 11, + 19, + 21, + 18, + 23, + 22, + 11, + 18, + 18, + 23, + 17, + 11, + 20, + 23, + 17, + 23, + 19, + 8, + 23, + 15, + 16, + 16, + 21, + 14, + 15, + 21, + 18, + 19, + 7, + 22, + 23, + 9, + 26, + 10, + 23, + 14, + 21, + 24, + 20, + 20, + 24, + 18, + 21, + 18, + 19, + 15, + 25, + 18, + 13, + 17, + 19, + 25, + 26, + 12, + 19, + 13, + 26, + 19, + 12, + 14, + 25, + 16, + 16, + 16, + 21, + 10, + 12, + 23, + 26, + 20, + 12, + 19, + 17, + 24, + 20, + 20, + 26, + 21, + 14, + 9, + 23, + 18, + 14, + 22, + 17, + 27, + 21, + 23, + 20, + 12, + 20, + 18, + 19, + 18, + 18, + 7, + 16, + 23, + 17, + 16, + 18, + 15, + 21, + 13, + 21, + 17, + 12, + 19, + 11, + 22, + 23, + 14, + 13, + 21, + 14, + 15, + 23, + 14, + 6, + 12, + 13, + 19, + 10, + 14, + 21, + 21, + 15, + 18, + 23, + 13, + 13, + 17, + 10, + 23, + 13, + 17, + 23, + 11, + 23, + 18, + 16, + 20, + 15, + 23, + 20, + 22, + 21, + 19, + 24, + 19, + 19, + 15, + 14, + 18, + 21, + 19, + 18, + 20, + 16, + 13, + 22, + 17, + 21, + 18, + 18, + 19, + 21, + 22, + 13, + 22, + 20, + 16, + 22, + 18, + 20, + 15, + 19, + 11, + 18, + 10, + 14, + 24, + 15, + 13, + 20, + 19, + 17, + 24, + 10, + 13, + 13, + 14, + 11, + 18, + 18, + 20, + 10, + 16, + 17, + 20, + 21, + 16, + 21, + 13, + 22, + 20, + 24, + 22, + 9, + 15, + 20, + 24, + 15, + 20, + 9, + 20, + 19, + 9, + 15, + 21, + 21, + 22, + 14, + 19, + 9, + 21, + 19, + 21, + 18, + 22, + 23, + 15, + 21, + 24, + 19, + 15, + 22, + 16, + 9, + 19, + 4, + 18, + 17, + 13, + 19, + 20, + 15, + 12, + 22, + 17, + 7, + 14, + 18, + 16, + 13, + 15, + 16, + 13, + 22, + 15, + 16, + 21, + 17, + 12, + 21, + 19, + 26, + 19, + 17, + 24, + 18, + 11, + 19, + 19, + 19, + 20, + 17, + 26, + 19, + 13, + 22, + 18, + 20, + 17, + 20, + 18, + 21, + 15, + 23, + 5, + 16, + 18, + 18, + 8, + 21, + 13, + 21, + 15, + 17, + 19, + 19, + 14, + 23, + 22, + 16, + 22, + 19, + 17, + 20, + 13, + 10, + 22, + 16, + 14, + 10, + 25, + 14, + 17, + 22, + 16, + 21, + 20, + 19, + 21, + 20, + 19, + 21, + 14, + 21, + 23, + 13, + 23, + 24, + 11, + 19, + 15, + 21, + 17, + 12, + 17, + 21, + 13, + 20, + 22, + 16, + 16, + 21, + 18, + 17, + 25, + 8, + 19, + 26, + 17, + 14, + 23, + 24, + 17, + 23, + 18, + 18, + 12, + 18, + 21, + 11, + 10, + 21, + 25, + 21, + 11, + 10, + 14, + 12, + 13, + 16, + 11, + 18, + 24, + 9, + 14, + 17, + 21, + 23, + 23, + 23, + 18, + 18, + 7, + 13, + 17, + 20, + 20, + 18, + 19, + 19, + 20, + 13, + 20, + 14, + 16, + 20, + 15, + 23, + 20, + 21, + 15, + 15, + 17, + 14, + 13, + 21, + 19, + 12, + 25, + 18, + 17, + 23, + 19, + 14, + 11, + 19, + 22, + 21, + 24, + 10, + 23, + 17, + 9, + 25, + 21, + 6, + 19, + 22, + 13, + 11, + 16, + 19, + 13, + 20, + 24, + 25, + 15, + 14, + 20, + 15, + 17, + 12, + 13, + 23, + 24, + 20, + 16, + 11, + 21, + 15, + 18, + 22, + 16, + 15, + 23, + 25, + 22, + 10, + 13, + 25, + 18, + 16, + 26, + 23, + 21, + 12, + 20, + 17, + 23, + 17, + 21, + 20, + 19, + 12, + 19, + 10, + 28, + 21, + 16, + 8, + 24, + 19, + 8, + 15, + 21, + 21, + 20, + 23, + 17, + 17, + 17, + 12, + 22, + 19, + 11, + 22, + 17, + 21, + 20, + 21, + 16, + 18, + 20, + 15, + 18, + 20, + 23, + 23, + 19, + 14, + 16, + 14, + 21, + 19, + 19, + 18, + 7, + 14, + 16, + 23, + 8, + 24, + 22, + 16, + 14, + 16, + 23, + 23, + 13, + 13, + 20, + 13, + 13, + 24, + 18, + 21, + 20, + 11, + 25, + 21, + 12, + 20, + 13, + 23, + 23, + 11, + 15, + 22, + 19, + 18, + 10, + 11, + 16, + 23, + 19, + 18, + 21, + 12, + 20, + 23, + 8, + 18, + 18, + 22, + 22, + 24, + 12, + 16, + 19, + 21, + 16, + 9, + 13, + 18, + 23, + 23, + 17, + 21, + 19, + 14, + 15, + 25, + 17, + 21, + 16, + 21, + 15, + 23, + 16, + 21, + 21, + 15, + 17, + 20, + 24, + 26, + 12, + 18, + 14, + 18, + 18, + 20, + 19, + 23, + 11, + 15, + 21, + 15, + 17, + 24, + 16, + 18, + 22, + 21, + 19, + 21, + 16, + 23, + 23, + 17, + 11, + 20, + 22, + 18, + 23, + 17, + 14, + 22, + 23, + 12, + 25, + 23, + 14, + 24, + 20, + 20, + 18, + 22, + 10, + 12, + 24, + 16, + 17, + 18, + 16, + 17, + 20, + 22, + 24, + 21, + 20, + 19, + 25, + 21, + 16, + 17, + 25, + 11, + 18, + 19, + 21, + 8, + 21, + 17, + 17, + 28, + 27, + 23, + 24, + 22, + 19, + 18, + 20, + 11, + 19, + 20, + 21, + 19, + 21, + 12, + 24, + 8, + 14, + 12, + 11, + 21, + 24, + 15, + 20, + 14, + 20, + 15, + 26, + 22, + 20, + 19, + 13, + 20, + 15, + 13, + 17, + 17, + 15, + 19, + 18, + 19, + 18, + 18, + 20, + 10, + 13, + 24, + 17, + 14, + 15, + 20, + 17, + 18, + 19, + 21, + 12, + 18, + 21, + 14, + 23, + 19, + 20, + 18, + 12, + 21, + 19, + 19, + 15, + 22, + 22, + 24, + 13, + 17, + 15, + 19, + 17, + 13, + 13, + 19, + 21, + 16, + 23, + 18, + 17, + 25, + 12, + 13, + 24, + 10, + 15, + 21, + 15, + 19, + 14, + 21, + 25, + 23, + 22, + 20, + 16, + 19, + 12, + 11, + 26, + 16, + 14, + 20, + 22, + 24, + 21, + 20, + 17, + 23, + 12, + 21, + 17, + 23, + 23, + 18, + 16, + 23, + 10, + 21, + 14, + 10, + 6, + 18, + 23, + 24, + 19, + 14, + 10, + 15, + 10, + 28, + 23, + 23, + 19, + 22, + 18, + 21, + 21, + 20, + 19, + 14, + 10, + 21, + 22, + 21, + 18, + 12, + 17, + 20, + 12, + 17, + 12, + 18, + 21, + 19, + 23, + 14, + 19, + 16, + 21, + 15, + 14, + 18, + 18, + 18, + 20, + 22, + 19, + 19, + 21, + 14, + 19, + 18, + 20, + 23, + 17, + 19, + 18, + 21, + 19, + 17, + 20, + 20, + 20, + 13, + 21, + 22, + 19, + 23, + 9, + 5, + 17, + 20, + 20, + 11, + 19, + 22, + 12, + 19, + 12, + 21, + 24, + 19, + 24, + 13, + 11, + 19, + 23, + 24, + 22, + 21, + 5, + 19, + 19, + 17, + 15, + 19, + 7, + 18, + 21, + 22, + 18, + 14, + 15, + 21, + 21, + 21, + 13, + 18, + 13, + 12, + 20, + 14, + 14, + 22, + 23, + 23, + 17, + 13, + 10, + 16, + 19, + 21, + 10, + 18, + 11, + 18, + 19, + 14, + 19, + 15, + 15, + 21, + 25, + 21, + 19, + 15, + 17, + 17, + 14, + 19, + 13, + 18, + 18, + 15, + 10, + 19, + 16, + 17, + 16, + 15, + 20, + 21, + 11, + 17, + 21, + 21, + 14, + 11, + 22, + 9, + 24, + 26, + 19, + 16, + 22, + 16, + 21, + 20, + 14, + 17, + 23, + 21, + 19, + 23, + 16, + 12, + 17, + 18, + 20, + 23, + 18, + 17, + 22, + 11, + 27, + 22, + 14, + 19, + 19, + 19, + 21, + 14, + 15, + 25, + 21, + 14, + 19, + 16, + 24, + 15, + 22, + 14, + 19, + 14, + 22, + 13, + 24, + 23, + 9, + 17, + 23, + 18, + 25, + 15, + 16, + 13, + 18, + 10, + 23, + 19, + 19, + 15, + 21, + 24, + 23, + 16, + 22, + 22, + 10, + 15, + 18, + 11, + 17, + 20, + 13, + 17, + 20, + 21, + 23, + 25, + 23, + 20, + 21, + 22, + 16, + 12, + 17, + 22, + 23, + 17, + 15, + 21, + 12, + 11, + 21, + 23, + 19, + 20, + 22, + 17, + 18, + 19, + 11, + 17, + 19, + 24, + 17, + 20, + 21, + 19, + 21, + 16, + 16, + 23, + 23, + 15, + 25, + 17, + 11, + 12, + 26, + 14, + 16, + 16, + 14, + 25, + 18, + 3, + 20, + 14, + 18, + 17, + 19, + 17, + 18, + 19, + 13, + 13, + 15, + 18, + 27, + 22, + 21, + 11, + 14, + 18, + 16, + 22, + 23, + 14, + 13, + 10, + 16, + 17, + 16, + 19, + 19, + 16, + 23, + 11, + 5, + 12, + 23, + 17, + 21, + 20, + 14, + 8, + 19, + 25, + 12, + 14, + 18, + 20, + 19, + 21, + 20, + 18, + 22, + 21, + 25, + 13, + 17, + 23, + 19, + 24, + 8, + 18, + 25, + 17, + 14, + 13, + 14, + 23, + 25, + 19, + 18, + 20, + 14, + 19, + 15, + 22, + 15, + 23, + 22, + 16, + 23, + 20, + 9, + 19, + 21, + 19, + 15, + 13, + 11, + 11, + 16, + 18, + 20, + 23, + 23, + 18, + 19, + 12, + 8, + 14, + 22, + 16, + 8, + 13, + 19, + 17, + 21, + 22, + 7, + 26, + 11, + 24, + 15, + 17, + 12, + 21, + 21, + 22, + 18, + 20, + 11, + 12, + 19, + 13, + 16, + 13, + 16, + 8, + 20, + 11, + 20, + 21, + 16, + 19, + 19, + 15, + 12, + 16, + 22, + 21, + 21, + 19, + 25, + 16, + 17, + 19, + 20, + 18, + 17, + 7, + 19, + 21, + 18, + 10, + 19, + 19, + 13, + 3, + 21, + 13, + 13, + 11, + 19, + 16, + 19, + 8, + 14, + 23, + 19, + 19, + 13, + 18, + 16, + 11, + 19, + 11, + 16, + 19, + 12, + 13, + 21, + 19, + 19, + 22, + 19, + 22, + 14, + 15, + 14, + 16, + 15, + 23, + 21, + 21, + 22, + 10, + 16, + 20, + 19, + 14, + 21, + 11, + 20, + 14, + 17, + 24, + 24, + 20, + 15, + 22, + 21, + 20, + 13, + 24, + 21, + 18, + 16, + 18, + 22, + 19, + 19, + 22, + 22, + 17, + 20, + 18, + 14, + 23, + 17, + 15, + 13, + 26, + 13, + 17, + 8, + 19, + 16, + 22, + 9, + 21, + 10, + 21, + 13, + 15, + 12, + 24, + 22, + 15, + 19, + 15, + 24, + 23, + 17, + 20, + 15, + 17, + 20, + 11, + 23, + 16, + 22, + 12, + 22, + 21, + 31, + 22, + 19, + 19, + 18, + 20, + 18, + 17, + 25, + 23, + 8, + 16, + 23, + 22, + 20, + 14, + 21, + 20, + 13, + 13, + 6, + 20, + 14, + 25, + 21, + 17, + 18, + 21, + 20, + 19, + 16, + 12, + 18, + 7, + 17, + 18, + 16, + 7, + 16, + 26, + 13, + 15, + 22, + 15, + 20, + 16, + 15, + 21, + 13, + 6, + 17, + 13, + 22, + 22, + 19, + 23, + 14, + 13, + 20, + 9, + 14, + 14, + 22, + 26, + 19, + 22, + 17, + 13, + 21, + 18, + 19, + 20, + 26, + 21, + 18, + 15, + 25, + 16, + 22, + 19, + 13, + 21, + 17, + 19, + 22, + 20, + 22, + 11, + 21, + 20, + 23, + 17, + 18, + 16, + 26, + 14, + 14, + 21, + 16, + 17, + 11, + 16, + 14, + 21, + 19, + 15, + 14, + 27, + 19, + 21, + 27, + 22, + 9, + 21, + 21, + 12, + 20, + 12, + 19, + 17, + 19, + 7, + 21, + 17, + 19, + 19, + 23, + 19, + 16, + 15, + 16, + 21, + 19, + 23, + 10, + 13, + 22, + 19, + 16, + 14, + 12, + 26, + 13, + 16, + 19, + 14, + 20, + 19, + 21, + 16, + 25, + 13, + 19, + 18, + 8, + 21, + 17, + 9, + 18, + 12, + 15, + 19, + 21, + 6, + 19, + 17, + 18, + 8, + 21, + 21, + 13, + 15, + 12, + 14, + 10, + 20, + 17, + 27, + 28, + 15, + 22, + 13, + 19, + 16, + 19, + 22, + 25, + 27, + 17, + 20, + 19, + 24, + 13, + 19, + 18, + 19, + 15, + 18, + 7, + 21, + 18, + 19, + 21, + 20, + 14, + 22, + 21, + 11, + 24, + 18, + 10, + 17, + 16, + 12, + 15, + 14, + 14, + 6, + 15, + 13, + 20, + 12, + 15, + 25, + 14, + 18, + 19, + 19, + 23, + 15, + 18, + 13, + 14, + 15, + 20, + 20, + 24, + 14, + 7, + 16, + 21, + 14, + 19, + 8, + 13, + 19, + 22, + 17, + 20, + 22, + 10, + 15, + 13, + 21, + 17, + 23, + 11, + 14, + 14, + 19, + 10, + 14, + 25, + 12, + 18, + 11, + 23, + 23, + 14, + 20, + 17, + 20, + 16, + 19, + 18, + 19, + 25, + 17, + 18, + 19, + 18, + 18, + 17, + 20, + 16, + 11, + 15, + 21, + 25, + 20, + 16, + 19, + 20, + 13, + 25, + 16, + 9, + 21, + 8, + 22, + 19, + 18, + 22, + 22, + 21, + 20, + 8, + 18, + 13, + 21, + 21, + 13, + 14, + 18, + 21, + 17, + 18, + 16, + 20, + 16, + 11, + 21, + 20, + 18, + 23, + 18, + 23, + 19, + 20, + 12, + 22, + 23, + 20, + 16, + 17, + 10, + 21, + 17, + 18, + 15, + 19, + 15, + 16, + 18, + 14, + 12, + 17, + 17, + 19, + 19, + 16, + 24, + 20, + 20, + 16, + 18, + 19, + 12, + 20, + 12, + 15, + 18, + 10, + 15, + 19, + 15, + 18, + 23, + 18, + 9, + 15, + 7, + 11, + 24, + 21, + 19, + 18, + 16, + 18, + 15, + 22, + 18, + 22, + 19, + 22, + 17, + 23, + 13, + 20, + 18, + 20, + 18, + 17, + 11, + 19, + 16, + 12, + 18, + 12, + 23, + 18, + 14, + 12, + 15, + 19, + 22, + 14, + 18, + 15, + 23, + 16, + 6, + 21, + 11, + 18, + 17, + 10, + 10, + 21, + 16, + 18, + 19, + 18, + 20, + 14, + 16, + 21, + 17, + 21, + 19, + 11, + 16, + 18, + 12, + 18, + 22, + 15, + 17, + 17, + 16, + 13, + 13, + 17, + 21, + 21, + 16, + 16, + 11, + 16, + 21, + 12, + 19, + 14, + 15, + 15, + 20, + 16, + 16, + 18, + 19, + 12, + 21, + 5, + 19, + 19, + 21, + 17, + 25, + 21, + 16, + 14, + 16, + 18, + 16, + 24, + 8, + 23, + 15, + 24, + 20, + 12, + 13, + 17, + 23, + 18, + 17, + 19, + 22, + 19, + 21, + 13, + 16, + 21, + 22, + 18, + 19, + 13, + 14, + 14, + 12, + 17, + 22, + 21, + 12, + 23, + 17, + 20, + 21, + 21, + 21, + 23, + 18, + 23, + 19, + 16, + 22, + 22, + 16, + 24, + 19, + 8, + 19, + 19, + 21, + 14, + 7, + 17, + 14, + 7, + 19, + 16, + 18, + 15, + 10, + 18, + 19, + 16, + 23, + 20, + 22, + 17, + 15, + 17, + 18, + 17, + 18, + 17, + 21, + 20, + 20, + 22, + 12, + 21, + 24, + 17, + 9, + 17, + 15, + 19, + 23, + 17, + 14, + 19, + 21, + 18, + 19, + 15, + 21, + 21, + 15, + 18, + 17, + 20, + 22, + 14, + 22, + 9, + 22, + 8, + 21, + 19, + 17, + 20, + 25, + 21, + 25, + 16, + 9, + 22, + 17, + 21, + 21, + 19, + 15, + 19, + 17, + 20, + 17, + 21, + 23, + 14, + 17, + 16, + 15, + 21, + 15, + 27, + 22, + 18, + 12, + 18, + 17, + 20, + 11, + 20, + 20, + 26, + 10, + 16, + 26, + 22, + 19, + 25, + 20, + 16, + 12, + 12, + 13, + 15, + 21, + 24, + 15, + 9, + 19, + 23, + 23, + 24, + 17, + 11, + 21, + 21, + 18, + 24, + 17, + 23, + 21, + 23, + 22, + 15, + 17, + 20, + 20, + 18, + 18, + 23, + 23, + 20, + 21, + 15, + 18, + 17, + 23, + 22, + 23, + 13, + 20, + 14, + 13, + 18, + 12, + 15, + 15, + 24, + 20, + 24, + 18, + 23, + 11, + 14, + 18, + 18, + 23, + 18, + 25, + 12, + 16, + 17, + 17, + 15, + 17, + 22, + 15, + 14, + 17, + 23, + 22, + 12, + 14, + 12, + 18, + 20, + 18, + 21, + 12, + 15, + 8, + 19, + 26, + 24, + 12, + 14, + 20, + 25, + 20, + 20, + 10, + 8, + 22, + 22, + 19, + 25, + 15, + 21, + 21, + 27, + 24, + 23, + 21, + 19, + 22, + 22, + 23, + 19, + 20, + 20, + 23, + 7, + 9, + 17, + 15, + 10, + 15, + 23, + 18, + 18, + 22, + 14, + 20, + 21, + 20, + 14, + 20, + 25, + 11, + 21, + 13, + 13, + 23, + 22, + 22, + 12, + 7, + 17, + 23, + 18, + 14, + 14, + 15, + 14, + 21, + 11, + 6, + 19, + 14, + 14, + 23, + 17, + 13, + 17, + 19, + 23, + 10, + 21, + 20, + 22, + 16, + 19, + 17, + 10, + 23, + 16, + 14, + 18, + 26, + 19, + 21, + 21, + 11, + 15, + 26, + 19, + 19, + 21, + 4, + 17, + 22, + 23, + 11, + 24, + 18, + 9, + 20, + 25, + 17, + 13, + 18, + 17, + 14, + 12, + 20, + 18, + 12, + 20, + 18, + 20, + 16, + 20, + 24, + 13, + 17, + 12, + 16, + 16, + 10, + 10, + 21, + 22, + 19, + 21, + 21, + 24, + 16, + 18, + 8, + 17, + 25, + 23, + 24, + 23, + 14, + 18, + 12, + 18, + 13, + 19, + 19, + 19, + 15, + 12, + 10, + 19, + 15, + 15, + 9, + 27, + 9, + 21, + 23, + 19, + 17, + 21, + 13, + 21, + 20, + 17, + 26, + 22, + 10, + 13, + 18, + 19, + 14, + 23, + 23, + 19, + 23, + 17, + 19, + 18, + 24, + 19, + 23, + 19, + 23, + 14, + 18, + 13, + 19, + 14, + 15, + 14, + 19, + 17, + 18, + 20, + 11, + 21, + 15, + 23, + 14, + 7, + 14, + 21, + 16, + 19, + 18, + 20, + 22, + 16, + 20, + 18, + 21, + 22, + 14, + 18, + 23, + 15, + 22, + 27, + 21, + 12, + 13, + 22, + 18, + 23, + 21, + 26, + 10, + 20, + 18, + 22, + 20, + 7, + 24, + 16, + 23, + 26, + 23, + 20, + 14, + 14, + 18, + 23, + 16, + 18, + 21, + 23, + 18, + 26, + 18, + 16, + 21, + 20, + 12, + 20, + 11, + 13, + 17, + 22, + 21, + 17, + 17, + 15, + 11, + 23, + 13, + 14, + 21, + 17, + 18, + 15, + 21, + 19, + 18, + 14, + 14, + 18, + 15, + 15, + 21, + 15, + 20, + 19, + 21, + 23, + 16, + 19, + 19, + 21, + 11, + 23, + 16, + 19, + 23, + 21, + 24, + 24, + 21, + 11, + 21, + 11, + 19, + 16, + 21, + 19, + 16, + 15, + 27, + 26, + 21, + 24, + 12, + 22, + 9, + 27, + 20, + 19, + 19, + 19, + 23, + 15, + 23, + 20, + 11, + 21, + 24, + 18, + 16, + 16, + 24, + 17, + 17, + 21, + 16, + 18, + 27, + 23, + 15, + 12, + 20, + 18, + 18, + 17, + 19, + 18, + 15, + 20, + 19, + 17, + 18, + 23, + 17, + 20, + 18, + 17, + 18, + 21, + 23, + 21, + 18, + 21, + 14, + 19, + 19, + 6, + 6, + 19, + 23, + 23, + 20, + 23, + 18, + 19, + 10, + 20, + 21, + 21, + 22, + 19, + 19, + 15, + 21, + 25, + 21, + 19, + 21, + 17, + 11, + 16, + 20, + 16, + 18, + 16, + 11, + 25, + 17, + 13, + 14, + 21, + 17, + 22, + 14, + 23, + 11, + 14, + 15, + 19, + 24, + 14, + 13, + 16, + 20, + 15, + 19, + 25, + 14, + 20, + 16, + 15, + 17, + 18, + 19, + 26, + 15, + 20, + 17, + 16, + 21, + 24, + 12, + 21, + 15, + 19, + 15, + 21, + 22, + 14, + 19, + 11, + 22, + 21, + 19, + 21, + 14, + 25, + 22, + 16, + 11, + 15, + 16, + 23, + 11, + 22, + 12, + 23, + 11, + 14, + 12, + 21, + 16, + 21, + 20, + 18, + 16, + 22, + 20, + 22, + 16, + 19, + 18, + 13, + 16, + 20, + 15, + 16, + 16, + 16, + 20, + 17, + 19, + 17, + 15, + 22, + 19, + 21, + 20, + 22, + 13, + 20, + 25, + 19, + 20, + 20, + 17, + 15, + 23, + 23, + 15, + 14, + 17, + 13, + 9, + 18, + 16, + 15, + 26, + 22, + 15, + 22, + 8, + 19, + 16, + 22, + 19, + 23, + 13, + 23, + 21, + 14, + 14, + 12, + 19, + 19, + 22, + 23, + 9, + 18, + 21, + 14, + 21, + 13, + 19, + 21, + 15, + 19, + 18, + 19, + 24, + 15, + 19, + 17, + 23, + 8, + 12, + 23, + 10, + 19, + 18, + 20, + 21, + 15, + 24, + 20, + 16, + 16, + 19, + 28, + 18, + 21, + 24, + 20, + 14, + 22, + 24, + 18, + 21, + 14, + 20, + 14, + 6, + 14, + 21, + 8, + 14, + 15, + 19, + 19, + 25, + 17, + 14, + 19, + 21, + 26, + 23, + 22, + 18, + 15, + 21, + 22, + 21, + 6, + 23, + 20, + 19, + 19, + 11, + 22, + 27, + 19, + 19, + 20, + 7, + 21, + 8, + 18, + 21, + 22, + 19, + 18, + 22, + 20, + 12, + 15, + 14, + 19, + 23, + 13, + 18, + 10, + 17, + 11, + 15, + 15, + 10, + 19, + 16, + 15, + 16, + 14, + 23, + 21, + 16, + 18, + 21, + 19, + 14, + 16, + 6, + 12, + 15, + 19, + 17, + 14, + 19, + 20, + 14, + 14, + 21, + 16, + 18, + 21, + 19, + 20, + 15, + 18, + 22, + 19, + 12, + 23, + 23, + 21, + 15, + 17, + 12, + 6, + 16, + 16, + 22, + 20, + 21, + 11, + 21, + 16, + 23, + 21, + 16, + 21, + 16, + 12, + 20, + 15, + 23, + 17, + 15, + 16, + 19, + 21, + 9, + 13, + 13, + 10, + 18, + 18, + 15, + 24, + 19, + 14, + 21, + 25, + 15, + 13, + 23, + 17, + 17, + 18, + 17, + 11, + 14, + 19, + 19, + 9, + 21, + 16, + 18, + 13, + 16, + 21, + 25, + 26, + 13, + 17, + 22, + 17, + 17, + 22, + 25, + 14, + 15, + 16, + 25, + 18, + 22, + 14, + 16, + 19, + 18, + 10, + 19, + 14, + 19, + 14, + 20, + 14, + 15, + 26, + 14, + 21, + 19, + 20, + 22, + 16, + 21, + 6, + 19, + 21, + 20, + 20, + 22, + 17, + 13, + 16, + 21, + 22, + 11, + 10, + 9, + 22, + 20, + 17, + 25, + 17, + 20, + 7, + 23, + 12, + 16, + 17, + 18, + 19, + 23, + 18, + 21, + 16, + 14, + 18, + 17, + 18, + 12, + 16, + 19, + 10, + 17, + 22, + 13, + 18, + 14, + 15, + 21, + 18, + 25, + 17, + 22, + 23, + 20, + 7, + 19, + 4, + 18, + 5, + 22, + 13, + 21, + 8, + 13, + 18, + 8, + 18, + 18, + 6, + 11, + 15, + 17, + 17, + 20, + 10, + 20, + 23, + 20, + 14, + 7, + 11, + 21, + 8, + 18, + 22, + 15, + 24, + 22, + 14, + 14, + 22, + 5, + 14, + 16, + 16, + 18, + 13, + 19, + 23, + 11, + 21, + 20, + 14, + 12, + 23, + 17, + 13, + 14, + 15, + 15, + 19, + 22, + 19, + 17, + 19, + 14, + 19, + 19, + 20, + 12, + 15, + 19, + 10, + 19, + 19, + 6, + 20, + 19, + 8, + 21, + 20, + 17, + 18, + 14, + 15, + 11, + 16, + 13, + 16, + 18, + 18, + 24, + 20, + 17, + 16, + 19, + 13, + 18, + 18, + 20, + 15, + 7, + 16, + 21, + 16, + 15, + 23, + 20, + 22, + 20, + 18, + 8, + 21, + 16, + 15, + 23, + 16, + 22, + 18, + 23, + 20, + 20, + 20, + 22, + 18, + 15, + 10, + 26, + 7, + 20, + 16, + 18, + 18, + 15, + 19, + 11, + 16, + 23, + 17, + 6, + 21, + 8, + 23, + 24, + 17, + 23, + 23, + 9, + 13, + 19, + 20, + 16, + 17, + 18, + 18, + 17, + 14, + 22, + 14, + 10, + 9, + 17, + 17, + 20, + 17, + 21, + 21, + 22, + 22, + 21, + 18, + 25, + 14, + 25, + 21, + 18, + 20, + 22, + 22, + 19, + 21, + 17, + 8, + 22, + 23, + 23, + 13, + 20, + 10, + 7, + 23, + 13, + 12, + 15, + 24, + 20, + 16, + 16, + 15, + 16, + 15, + 19, + 11, + 13, + 19, + 21, + 23, + 25, + 9, + 17, + 19, + 9, + 18, + 21, + 22, + 16, + 24, + 24, + 17, + 23, + 19, + 15, + 14, + 22, + 24, + 9, + 25, + 21, + 14, + 18, + 19, + 24, + 18, + 17, + 17, + 22, + 17, + 16, + 11, + 24, + 21, + 18, + 20, + 24, + 18, + 23, + 14, + 9, + 12, + 18, + 16, + 23, + 11, + 17, + 23, + 17, + 17, + 27, + 24, + 10, + 12, + 19, + 17, + 22, + 19, + 21, + 22, + 18, + 19, + 20, + 20, + 16, + 13, + 13, + 14, + 8, + 25, + 18, + 15, + 21, + 14, + 18, + 21, + 12, + 24, + 25, + 17, + 18, + 12, + 23, + 14, + 21, + 17, + 22, + 9, + 21, + 17, + 15, + 17, + 19, + 17, + 20, + 14, + 17, + 10, + 20, + 16, + 12, + 22, + 18, + 24, + 7, + 8, + 22, + 14, + 21, + 18, + 21, + 16, + 22, + 12, + 12, + 19, + 21, + 19, + 25, + 16, + 21, + 9, + 18, + 17, + 23, + 21, + 20, + 15, + 25, + 24, + 17, + 21, + 23, + 15, + 14, + 16, + 19, + 13, + 24, + 14, + 24, + 21, + 23, + 22, + 20, + 12, + 22, + 14, + 22, + 12, + 16, + 18, + 21, + 24, + 15, + 19, + 13, + 12, + 18, + 19, + 26, + 15, + 22, + 19, + 7, + 26, + 16, + 21, + 22, + 10, + 14, + 14, + 13, + 21, + 20, + 21, + 25, + 20, + 20, + 19, + 14, + 21, + 18, + 19, + 19, + 19, + 23, + 16, + 19, + 17, + 24, + 20, + 17, + 11, + 12, + 16, + 13, + 20, + 18, + 14, + 28, + 21, + 23, + 16, + 18, + 15, + 18, + 18, + 24, + 14, + 10, + 19, + 22, + 15, + 23, + 20, + 19, + 15, + 21, + 23, + 20, + 14, + 19, + 23, + 23, + 11, + 18, + 18, + 20, + 7, + 13, + 19, + 16, + 16, + 12, + 19, + 14, + 19, + 21, + 23, + 19, + 18, + 15, + 15, + 21, + 20, + 9, + 14, + 11, + 23, + 21, + 16, + 16, + 20, + 11, + 8, + 14, + 23, + 18, + 13, + 21, + 11, + 19, + 12, + 18, + 16, + 14, + 20, + 30, + 11, + 18, + 23, + 19, + 16, + 9, + 12, + 10, + 12, + 7, + 19, + 20, + 14, + 12, + 21, + 12, + 18, + 17, + 12, + 23, + 17, + 17, + 21, + 10, + 19, + 11, + 18, + 19, + 14, + 23, + 22, + 17, + 18, + 19, + 11, + 19, + 27, + 13, + 17, + 27, + 15, + 13, + 14, + 17, + 17, + 15, + 21, + 19, + 24, + 20, + 13, + 22, + 15, + 20, + 19, + 18, + 14, + 19, + 20, + 17, + 9, + 22, + 17, + 26, + 16, + 14, + 17, + 20, + 11, + 19, + 15, + 18, + 15, + 18, + 23, + 15, + 19, + 18, + 22, + 21, + 18, + 7, + 24, + 11, + 12, + 19, + 15, + 11, + 20, + 13, + 9, + 21, + 23, + 19, + 17, + 16, + 15, + 14, + 18, + 19, + 11, + 26, + 26, + 24, + 23, + 21, + 15, + 23, + 11, + 19, + 15, + 7, + 14, + 21, + 23, + 26, + 18, + 19, + 20, + 3, + 12, + 24, + 26, + 16, + 18, + 17, + 14, + 19, + 23, + 13, + 13, + 20, + 16, + 17, + 21, + 15, + 19, + 13, + 22, + 16, + 23, + 24, + 18, + 22, + 13, + 18, + 21, + 17, + 20, + 26, + 21, + 15, + 18, + 16, + 21, + 17, + 19, + 21, + 18, + 25, + 22, + 4, + 14, + 20, + 24, + 22, + 19, + 20, + 21, + 16, + 23, + 15, + 20, + 14, + 20, + 13, + 16, + 16, + 19, + 20, + 17, + 21, + 19, + 17, + 21, + 15, + 15, + 17, + 10, + 25, + 17, + 18, + 24, + 15, + 16, + 18, + 19, + 16, + 25, + 15, + 21, + 18, + 17, + 21, + 19, + 12, + 23, + 23, + 24, + 19, + 9, + 21, + 18, + 23, + 16, + 20, + 20, + 13, + 20, + 15, + 24, + 21, + 11, + 15, + 24, + 20, + 10, + 21, + 15, + 17, + 17, + 18, + 14, + 10, + 20, + 25, + 16, + 16, + 15, + 21, + 12, + 8, + 21, + 25, + 16, + 16, + 21, + 18, + 14, + 17, + 15, + 13, + 17, + 22, + 14, + 21, + 18, + 19, + 13, + 10, + 21, + 25, + 10, + 20, + 23, + 16, + 23, + 19, + 11, + 9, + 26, + 17, + 21, + 16, + 21, + 22, + 16, + 17, + 15, + 25, + 19, + 21, + 16, + 11, + 19, + 17, + 14, + 14, + 21, + 19, + 14, + 24, + 17, + 23, + 8, + 19, + 15, + 20, + 19, + 22, + 20, + 20, + 20, + 17, + 22, + 20, + 17, + 17, + 11, + 15, + 18, + 14, + 15, + 17, + 21, + 21, + 7, + 18, + 18, + 15, + 18, + 21, + 19, + 14, + 14, + 19, + 18, + 23, + 21, + 15, + 21, + 8, + 14, + 13, + 17, + 19, + 14, + 19, + 24, + 22, + 17, + 23, + 11, + 19, + 21, + 23, + 14, + 7, + 12, + 8, + 15, + 15, + 11, + 23, + 19, + 14, + 19, + 26, + 17, + 27, + 17, + 16, + 19, + 23, + 15, + 15, + 17, + 21, + 13, + 21, + 16, + 15, + 23, + 20, + 16, + 20, + 12, + 20, + 14, + 17, + 18, + 12, + 11, + 21, + 21, + 21, + 21, + 17, + 11, + 22, + 18, + 20, + 13, + 20, + 12, + 16, + 16, + 19, + 12, + 17, + 23, + 22, + 19, + 21, + 23, + 18, + 20, + 20, + 17, + 15, + 20, + 19, + 20, + 8, + 17, + 19, + 25, + 22, + 20, + 19, + 7, + 17, + 18, + 12, + 22, + 19, + 22, + 19, + 16, + 12, + 21, + 17, + 17, + 25, + 17, + 17, + 23, + 20, + 17, + 21, + 18, + 10, + 21, + 10, + 19, + 23, + 21, + 16, + 19, + 19, + 20, + 20, + 21, + 17, + 21, + 23, + 21, + 11, + 16, + 28, + 22, + 19, + 13, + 16, + 16, + 26, + 23, + 25, + 17, + 18, + 25, + 20, + 18, + 16, + 19, + 22, + 20, + 19, + 12, + 16, + 9, + 19, + 20, + 24, + 21, + 21, + 18, + 19, + 22, + 8, + 15, + 15, + 19, + 21, + 24, + 19, + 16, + 21, + 16, + 17, + 22, + 26, + 23, + 17, + 17, + 16, + 22, + 17, + 17, + 14, + 17, + 21, + 16, + 15, + 13, + 22, + 29, + 22, + 19, + 10, + 10, + 23, + 22, + 19, + 16, + 24, + 14, + 24, + 22, + 18, + 8, + 25, + 16, + 14, + 24, + 15, + 20, + 22, + 20, + 24, + 10, + 15, + 15, + 22, + 13, + 13, + 13, + 21, + 10, + 16, + 22, + 22, + 18, + 23, + 15, + 19, + 16, + 16, + 19, + 20, + 21, + 20, + 21, + 15, + 16, + 13, + 26, + 23, + 17, + 19, + 15, + 19, + 17, + 19, + 19, + 17, + 10, + 16, + 19, + 23, + 24, + 16, + 19, + 21, + 11, + 24, + 22, + 10, + 16, + 21, + 17, + 14, + 22, + 18, + 21, + 15, + 15, + 22, + 20, + 12, + 21, + 20, + 13, + 17, + 17, + 18, + 21, + 26, + 11, + 16, + 12, + 11, + 18, + 21, + 20, + 15, + 14, + 16, + 26, + 15, + 19, + 20, + 20, + 24, + 14, + 16, + 17, + 19, + 11, + 13, + 18, + 19, + 21, + 22, + 22, + 19, + 16, + 14, + 22, + 16, + 25, + 18, + 13, + 15, + 15, + 14, + 11, + 10, + 22, + 19, + 21, + 15, + 14, + 12, + 18, + 17, + 21, + 26, + 17, + 25, + 21, + 26, + 13, + 20, + 16, + 16, + 15, + 21, + 12, + 26, + 17, + 12, + 25, + 15, + 21, + 18, + 21, + 5, + 7, + 25, + 21, + 15, + 22, + 21, + 18, + 14, + 16, + 21, + 16, + 10, + 16, + 12, + 21, + 16, + 12, + 15, + 7, + 19, + 19, + 11, + 22, + 18, + 24, + 20, + 24, + 23, + 22, + 12, + 15, + 24, + 23, + 15, + 11, + 21, + 18, + 17, + 17, + 17, + 22, + 24, + 15, + 17, + 15, + 19, + 19, + 13, + 18, + 17, + 23, + 23, + 12, + 15, + 18, + 20, + 23, + 17, + 18, + 19, + 20, + 20, + 13, + 15, + 20, + 20, + 27, + 21, + 19, + 13, + 26, + 13, + 16, + 25, + 15, + 16, + 21, + 13, + 20, + 19, + 19, + 16, + 19, + 18, + 14, + 13, + 9, + 11, + 14, + 21, + 22, + 18, + 24, + 21, + 13, + 23, + 16, + 20, + 18, + 14, + 20, + 21, + 21, + 17, + 23, + 14, + 19, + 22, + 17, + 16, + 16, + 18, + 17, + 9, + 16, + 26, + 12, + 15, + 15, + 9, + 14, + 11, + 6, + 22, + 14, + 23, + 23, + 18, + 14, + 7, + 16, + 16, + 18, + 22, + 10, + 18, + 22, + 14, + 22, + 16, + 19, + 20, + 21, + 20, + 15, + 19, + 16, + 23, + 22, + 13, + 17, + 23, + 21, + 16, + 20, + 14, + 19, + 22, + 19, + 17, + 16, + 14, + 21, + 24, + 19, + 13, + 23, + 24, + 9, + 24, + 23, + 12, + 16, + 8, + 18, + 20, + 24, + 17, + 18, + 23, + 21, + 12, + 24, + 5, + 24, + 15, + 12, + 25, + 21, + 13, + 18, + 8, + 14, + 21, + 3, + 18, + 15, + 16, + 19, + 24, + 14, + 27, + 25, + 19, + 20, + 16, + 20, + 16, + 17, + 18, + 21, + 9, + 16, + 14, + 12, + 18, + 20, + 16, + 25, + 18, + 24, + 12, + 14, + 14, + 13, + 13, + 21, + 23, + 13, + 12, + 11, + 22, + 22, + 17, + 17, + 21, + 17, + 11, + 21, + 7, + 20, + 11, + 16, + 21, + 23, + 14, + 8, + 17, + 26, + 12, + 23, + 22, + 11, + 25, + 27, + 18, + 22, + 12, + 19, + 22, + 15, + 20, + 13, + 13, + 17, + 20, + 16, + 23, + 17, + 21, + 20, + 20, + 13, + 20, + 20, + 19, + 24, + 12, + 14, + 13, + 17, + 17, + 22, + 21, + 14, + 23, + 21, + 27, + 11, + 27, + 21, + 24, + 19, + 17, + 17, + 19, + 18, + 10, + 22, + 20, + 22, + 15, + 22, + 23, + 8, + 17, + 21, + 13, + 20, + 19, + 12, + 15, + 15, + 21, + 24, + 23, + 14, + 20, + 15, + 21, + 25, + 18, + 17, + 19, + 10, + 24, + 20, + 16, + 20, + 12, + 21, + 16, + 19, + 21, + 23, + 18, + 15, + 21, + 19, + 5, + 18, + 17, + 20, + 18, + 16, + 26, + 16, + 24, + 11, + 16, + 15, + 13, + 22, + 23, + 15, + 12, + 14, + 17, + 26, + 24, + 19, + 16, + 14, + 15, + 20, + 14, + 15, + 22, + 15, + 16, + 3, + 18, + 23, + 21, + 20, + 14, + 21, + 9, + 21, + 16, + 23, + 19, + 17, + 18, + 7, + 22, + 17, + 11, + 22, + 6, + 23, + 22, + 21, + 18, + 25, + 9, + 22, + 22, + 16, + 17, + 23, + 16, + 24, + 20, + 19, + 19, + 12, + 22, + 20, + 23, + 17, + 14, + 19, + 13, + 16, + 13, + 19, + 14, + 17, + 21, + 26, + 16, + 17, + 20, + 21, + 20, + 9, + 11, + 24, + 21, + 19, + 12, + 11, + 11, + 25, + 16, + 20, + 26, + 15, + 19, + 17, + 15, + 12, + 12, + 23, + 22, + 9, + 14, + 17, + 19, + 24, + 21, + 10, + 8, + 14, + 21, + 18, + 16, + 24, + 15, + 14, + 18, + 22, + 27, + 14, + 17, + 14, + 15, + 22, + 23, + 18, + 17, + 22, + 20, + 22, + 13, + 24, + 21, + 15, + 13, + 17, + 17, + 13, + 18, + 20, + 21, + 17, + 20, + 14, + 16, + 10, + 19, + 13, + 19, + 8, + 11, + 17, + 19, + 14, + 9, + 17, + 16, + 11, + 11, + 15, + 14, + 16, + 12, + 24, + 21, + 18, + 17, + 19, + 24, + 16, + 19, + 23, + 24, + 25, + 21, + 23, + 14, + 23, + 24, + 18, + 16, + 23, + 22, + 23, + 18, + 18, + 16, + 21, + 15, + 8, + 18, + 22, + 18, + 20, + 20, + 15, + 16, + 17, + 17, + 24, + 21, + 22, + 23, + 21, + 18, + 22, + 20, + 15, + 17, + 16, + 19, + 17, + 22, + 9, + 15, + 19, + 19, + 23, + 15, + 17, + 11, + 17, + 22, + 6, + 24, + 20, + 19, + 21, + 15, + 19, + 18, + 12, + 8, + 23, + 24, + 15, + 21, + 12, + 17, + 23, + 18, + 17, + 17, + 18, + 22, + 15, + 18, + 14, + 20, + 16, + 10, + 23, + 8, + 23, + 14, + 17, + 18, + 24, + 21, + 13, + 17, + 19, + 24, + 18, + 21, + 12, + 23, + 22, + 25, + 17, + 13, + 23, + 20, + 13, + 13, + 14, + 24, + 20, + 18, + 19, + 21, + 25, + 18, + 21, + 21, + 20, + 20, + 18, + 22, + 24, + 20, + 18, + 23, + 25, + 22, + 10, + 18, + 12, + 19, + 22, + 19, + 24, + 16, + 24, + 23, + 20, + 24, + 12, + 23, + 14, + 21, + 10, + 18, + 25, + 21, + 22, + 16, + 11, + 22, + 19, + 26, + 22, + 24, + 18, + 23, + 24, + 19, + 21, + 18, + 24, + 15, + 15, + 16, + 15, + 19, + 23, + 19, + 21, + 15, + 17, + 24, + 25, + 14, + 15, + 18, + 16, + 15, + 21, + 13, + 19, + 20, + 9, + 13, + 17, + 22, + 7, + 21, + 11, + 18, + 20, + 18, + 2, + 17, + 9, + 19, + 10, + 21, + 21, + 23, + 18, + 25, + 19, + 22, + 25, + 22, + 17, + 22, + 14, + 10, + 24, + 19, + 15, + 19, + 14, + 17, + 9, + 12, + 15, + 16, + 25, + 23, + 18, + 20, + 11, + 13, + 23, + 19, + 21, + 22, + 16, + 22, + 13, + 26, + 24, + 23, + 21, + 23, + 20, + 19, + 17, + 16, + 16, + 6, + 12, + 19, + 18, + 11, + 20, + 16, + 14, + 21, + 22, + 19, + 19, + 12, + 21, + 14, + 22, + 20, + 18, + 22, + 14, + 21, + 17, + 23, + 17, + 16, + 20, + 13, + 21, + 15, + 20, + 26, + 22, + 23, + 14, + 16, + 25, + 19, + 18, + 23, + 17, + 21, + 19, + 18, + 15, + 15, + 23, + 17, + 17, + 19, + 15, + 13, + 27, + 26, + 19, + 19, + 26, + 6, + 21, + 19, + 15, + 23, + 18, + 4, + 21, + 18, + 20, + 16, + 17, + 17, + 18, + 17, + 23, + 17, + 19, + 15, + 13, + 20, + 20, + 23, + 15, + 22, + 21, + 11, + 17, + 15, + 17, + 13, + 25, + 23, + 14, + 19, + 16, + 19, + 18, + 21, + 19, + 21, + 20, + 8, + 21, + 11, + 15, + 21, + 19, + 13, + 14, + 15, + 19, + 12, + 15, + 21, + 22, + 15, + 17, + 16, + 15, + 20, + 9, + 23, + 9, + 13, + 19, + 20, + 17, + 17, + 24, + 23, + 13, + 18, + 21, + 21, + 18, + 20, + 18, + 15, + 9, + 18, + 19, + 18, + 16, + 20, + 21, + 21, + 17, + 22, + 20, + 11, + 19, + 24, + 15, + 10, + 21, + 19, + 16, + 18, + 19, + 17, + 14, + 26, + 18, + 9, + 23, + 19, + 19, + 10, + 20, + 12, + 25, + 24, + 23, + 13, + 24, + 18, + 22, + 19, + 17, + 12, + 19, + 16, + 18, + 19, + 10, + 13, + 14, + 18, + 19, + 22, + 16, + 21, + 17, + 26, + 18, + 21, + 17, + 13, + 21, + 17, + 9, + 23, + 18, + 15, + 27, + 23, + 17, + 23, + 21, + 16, + 14, + 19, + 22, + 22, + 23, + 18, + 13, + 19, + 22, + 18, + 13, + 12, + 18, + 15, + 24, + 18, + 19, + 18, + 14, + 17, + 16, + 12, + 19, + 24, + 23, + 23, + 23, + 14, + 24, + 19, + 16, + 21, + 23, + 23, + 19, + 24, + 17, + 9, + 17, + 20, + 19, + 18, + 14, + 23, + 20, + 20, + 13, + 24, + 21, + 20, + 24, + 27, + 25, + 14, + 15, + 17, + 18, + 11, + 18, + 22, + 14, + 24, + 17, + 18, + 19, + 17, + 21, + 23, + 15, + 7, + 22, + 23, + 17, + 22, + 20, + 16, + 24, + 11, + 11, + 21, + 16, + 16, + 12, + 12, + 17, + 16, + 16, + 11, + 25, + 12, + 12, + 21, + 19, + 24, + 20, + 20, + 22, + 17, + 19, + 23, + 9, + 20, + 23, + 21, + 18, + 29, + 12, + 15, + 19, + 22, + 21, + 16, + 15, + 21, + 12, + 22, + 17, + 13, + 24, + 15, + 26, + 21, + 19, + 13, + 23, + 19, + 14, + 23, + 16, + 23, + 21, + 19, + 20, + 20, + 19, + 21, + 20, + 17, + 18, + 25, + 17, + 14, + 16, + 16, + 20, + 21, + 21, + 18, + 22, + 22, + 23, + 14, + 15, + 9, + 13, + 21, + 22, + 17, + 24, + 21, + 23, + 21, + 20, + 20, + 19, + 22, + 10, + 5, + 16, + 12, + 25, + 21, + 19, + 18, + 19, + 9, + 19, + 22, + 18, + 16, + 9, + 21, + 18, + 12, + 17, + 15, + 21, + 18, + 18, + 5, + 8, + 22, + 13, + 5, + 26, + 18, + 22, + 23, + 17, + 12, + 15, + 21, + 19, + 15, + 21, + 14, + 13, + 21, + 18, + 21, + 22, + 18, + 16, + 10, + 19, + 18, + 23, + 11, + 23, + 15, + 22, + 21, + 24, + 14, + 21, + 22, + 16, + 4, + 21, + 24, + 23, + 16, + 19, + 21, + 22, + 16, + 20, + 12, + 13, + 26, + 17, + 20, + 19, + 21, + 10, + 16, + 12, + 20, + 24, + 12, + 24, + 10, + 16, + 19, + 19, + 19, + 18, + 15, + 19, + 24, + 20, + 20, + 21, + 22, + 19, + 21, + 19, + 19, + 24, + 14, + 19, + 14, + 17, + 19, + 8, + 22, + 25, + 21, + 20, + 15, + 21, + 10, + 18, + 19, + 20, + 19, + 20, + 20, + 23, + 14, + 13, + 17, + 10, + 19, + 26, + 19, + 22, + 14, + 24, + 22, + 15, + 21, + 22, + 19, + 19, + 26, + 17, + 17, + 20, + 14, + 20, + 23, + 16, + 23, + 24, + 22, + 16, + 18, + 23, + 16, + 22, + 15, + 13, + 15, + 14, + 18, + 18, + 15, + 18, + 23, + 21, + 12, + 13, + 21, + 19, + 10, + 15, + 11, + 19, + 16, + 17, + 18, + 14, + 21, + 22, + 11, + 16, + 22, + 19, + 18, + 15, + 15, + 17, + 20, + 22, + 19, + 20, + 17, + 22, + 21, + 22, + 16, + 24, + 19, + 22, + 19, + 10, + 12, + 20, + 19, + 23, + 24, + 13, + 18, + 11, + 20, + 19, + 12, + 15, + 15, + 15, + 16, + 21, + 20, + 21, + 9, + 18, + 19, + 15, + 23, + 22, + 13, + 14, + 14, + 13, + 17, + 17, + 19, + 19, + 17, + 21, + 10, + 19, + 15, + 13, + 15, + 10, + 23, + 22, + 18, + 18, + 18, + 17, + 19, + 14, + 20, + 17, + 5, + 21, + 15, + 23, + 12, + 18, + 17, + 16, + 21, + 18, + 19, + 23, + 17, + 21, + 19, + 19, + 19, + 19, + 18, + 19, + 23, + 17, + 22, + 20, + 23, + 17, + 22, + 26, + 22, + 12, + 15, + 25, + 20, + 21, + 8, + 24, + 8, + 15, + 21, + 19, + 21, + 23, + 24, + 18, + 23, + 13, + 15, + 20, + 18, + 12, + 11, + 15, + 11, + 19, + 15, + 10, + 19, + 10, + 14, + 23, + 16, + 10, + 23, + 13, + 19, + 20, + 23, + 14, + 22, + 19, + 18, + 19, + 14, + 16, + 14, + 25, + 19, + 19, + 15, + 17, + 13, + 13, + 16, + 19, + 15, + 10, + 11, + 19, + 18, + 18, + 13, + 19, + 25, + 12, + 16, + 16, + 23, + 15, + 20, + 24, + 20, + 18, + 10, + 18, + 19, + 14, + 18, + 22, + 20, + 14, + 17, + 13, + 15, + 25, + 16, + 15, + 17, + 21, + 16, + 17, + 18, + 23, + 18, + 18, + 14, + 19, + 27, + 14, + 17, + 20, + 21, + 10, + 17, + 20, + 10, + 18, + 20, + 17, + 19, + 23, + 15, + 25, + 14, + 19, + 11, + 23, + 20, + 23, + 22, + 18, + 15, + 23, + 11, + 17, + 19, + 10, + 21, + 21, + 16, + 19, + 16, + 15, + 14, + 20, + 22, + 9, + 8, + 13, + 20, + 22, + 21, + 15, + 20, + 7, + 18, + 22, + 20, + 11, + 10, + 18, + 11, + 14, + 24, + 18, + 18, + 15, + 20, + 16, + 19, + 18, + 10, + 20, + 23, + 13, + 20, + 20, + 17, + 15, + 14, + 18, + 20, + 12, + 11, + 22, + 23, + 24, + 22, + 20, + 10, + 15, + 12, + 22, + 7, + 23, + 17, + 3, + 22, + 19, + 16, + 17, + 17, + 20, + 20, + 14, + 19, + 16, + 17, + 15, + 18, + 17, + 17, + 20, + 8, + 18, + 22, + 22, + 14, + 20, + 19, + 25, + 13, + 11, + 14, + 26, + 13, + 15, + 21, + 19, + 23, + 24, + 14, + 14, + 20, + 16, + 24, + 19, + 20, + 23, + 23, + 11, + 16, + 20, + 8, + 21, + 25, + 23, + 24, + 10, + 11, + 20, + 18, + 17, + 17, + 21, + 23, + 13, + 17, + 14, + 18, + 15, + 24, + 16, + 18, + 24, + 15, + 23, + 23, + 8, + 20, + 18, + 21, + 17, + 14, + 16, + 9, + 21, + 20, + 16, + 21, + 21, + 16, + 21, + 22, + 10, + 21, + 11, + 19, + 21, + 11, + 21, + 12, + 22, + 16, + 15, + 19, + 16, + 21, + 21, + 15, + 19, + 22, + 17, + 19, + 15, + 20, + 7, + 18, + 25, + 12, + 27, + 24, + 18, + 21, + 4, + 13, + 23, + 14, + 16, + 26, + 25, + 21, + 13, + 11, + 14, + 10, + 13, + 21, + 25, + 25, + 18, + 22, + 21, + 20, + 12, + 19, + 18, + 21, + 19, + 18, + 20, + 22, + 13, + 23, + 22, + 15, + 20, + 15, + 19, + 23, + 22, + 12, + 16, + 19, + 23, + 15, + 20, + 17, + 20, + 19, + 19, + 21, + 21, + 12, + 21, + 14, + 9, + 7, + 17, + 13, + 17, + 15, + 15, + 15, + 7, + 19, + 24, + 16, + 10, + 18, + 20, + 14, + 18, + 20, + 23, + 18, + 17, + 21, + 22, + 18, + 18, + 23, + 21, + 14, + 19, + 21, + 15, + 14, + 24, + 19, + 12, + 17, + 18, + 21, + 19, + 17, + 19, + 17, + 13, + 18, + 17, + 15, + 19, + 21, + 22, + 18, + 16, + 22, + 20, + 12, + 18, + 19, + 21, + 20, + 21, + 19, + 21, + 21, + 23, + 11, + 19, + 17, + 22, + 16, + 19, + 17, + 8, + 21, + 20, + 16, + 24, + 16, + 19, + 10, + 19, + 19, + 21, + 15, + 24, + 22, + 10, + 23, + 18, + 19, + 20, + 14, + 16, + 20, + 12, + 18, + 17, + 9, + 16, + 17, + 22, + 23, + 18, + 24, + 15, + 24, + 11, + 19, + 18, + 23, + 24, + 24, + 21, + 16, + 14, + 23, + 19, + 18, + 19, + 21, + 20, + 13, + 12, + 16, + 20, + 14, + 18, + 14, + 19, + 14, + 14, + 16, + 17, + 17, + 15, + 22, + 12, + 21, + 19, + 15, + 22, + 22, + 22, + 17, + 21, + 20, + 18, + 21, + 19, + 24, + 20, + 20, + 15, + 8, + 27, + 21, + 18, + 22, + 18, + 20, + 19, + 21, + 13, + 20, + 19, + 21, + 12, + 19, + 23, + 20, + 14, + 12, + 21, + 18, + 21, + 11, + 19, + 22, + 24, + 14, + 14, + 19, + 8, + 26, + 14, + 15, + 22, + 19, + 13, + 22, + 16, + 21, + 21, + 19, + 24, + 19, + 19, + 13, + 16, + 10, + 22, + 23, + 22, + 22, + 12, + 18, + 23, + 25, + 19, + 22, + 19, + 18, + 15, + 24, + 14, + 22, + 8, + 20, + 8, + 24, + 19, + 18, + 12, + 21, + 16, + 16, + 18, + 15, + 9, + 23, + 21, + 21, + 11, + 19, + 19, + 21, + 15, + 18, + 21, + 20, + 21, + 14, + 23, + 20, + 12, + 21, + 15, + 16, + 14, + 23, + 19, + 19, + 19, + 19, + 15, + 20, + 18, + 17, + 22, + 26, + 18, + 23, + 12, + 17, + 14, + 22, + 11, + 15, + 19, + 15, + 14, + 17, + 14, + 20, + 21, + 9, + 17, + 19, + 9, + 16, + 17, + 20, + 22, + 13, + 23, + 21, + 15, + 15, + 9, + 22, + 20, + 21, + 20, + 23, + 19, + 15, + 19, + 19, + 19, + 12, + 23, + 20, + 12, + 23, + 13, + 24, + 21, + 14, + 14, + 21, + 16, + 23, + 14, + 25, + 25, + 12, + 16, + 18, + 20, + 13, + 7, + 27, + 19, + 16, + 21, + 17, + 15, + 22, + 21, + 15, + 19, + 18, + 12, + 21, + 18, + 17, + 18, + 13, + 18, + 23, + 17, + 18, + 25, + 19, + 13, + 19, + 15, + 11, + 20, + 15, + 18, + 18, + 15, + 23, + 16, + 24, + 20, + 26, + 19, + 18, + 19, + 16, + 26, + 15, + 19, + 13, + 23, + 22, + 24, + 23, + 16, + 21, + 19, + 10, + 22, + 18, + 21, + 15, + 12, + 19, + 15, + 14, + 13, + 24, + 11, + 9, + 18, + 19, + 20, + 19, + 3, + 15, + 19, + 11, + 19, + 19, + 14, + 15, + 17, + 9, + 17, + 21, + 7, + 14, + 23, + 20, + 18, + 17, + 13, + 7, + 10, + 24, + 25, + 11, + 18, + 18, + 18, + 20, + 21, + 20, + 8, + 19, + 8, + 12, + 13, + 23, + 21, + 20, + 13, + 18, + 13, + 22, + 12, + 16, + 14, + 21, + 10, + 17, + 20, + 24, + 24, + 11, + 21, + 17, + 19, + 18, + 14, + 18, + 16, + 20, + 18, + 17, + 24, + 16, + 20, + 12, + 17, + 7, + 18, + 23, + 15, + 22, + 12, + 13, + 17, + 16, + 20, + 20, + 15, + 21, + 10, + 20, + 20, + 17, + 15, + 20, + 19, + 15, + 5, + 24, + 25, + 28, + 16, + 17, + 9, + 19, + 23, + 10, + 23, + 19, + 12, + 17, + 18, + 18, + 18, + 10, + 14, + 25, + 22, + 16, + 24, + 20, + 19, + 20, + 11, + 13, + 23, + 15, + 19, + 26, + 20, + 17, + 25, + 19, + 22, + 11, + 16, + 21, + 14, + 9, + 14, + 16, + 14, + 20, + 19, + 27, + 24, + 19, + 22, + 23, + 17, + 12, + 23, + 21, + 15, + 15, + 22, + 11, + 13, + 17, + 21, + 18, + 9, + 16, + 11, + 18, + 21, + 20, + 21, + 13, + 22, + 16, + 22, + 23, + 21, + 12, + 17, + 23, + 22, + 19, + 13, + 14, + 19, + 18, + 22, + 10, + 19, + 22, + 14, + 13, + 25, + 19, + 19, + 11, + 20, + 12, + 23, + 18, + 19, + 19, + 13, + 20, + 18, + 14, + 28, + 13, + 14, + 17, + 5, + 10, + 15, + 19, + 21, + 22, + 20, + 11, + 13, + 7, + 19, + 24, + 18, + 14, + 8, + 27, + 25, + 17, + 18, + 19, + 19, + 14, + 23, + 21, + 19, + 9, + 15, + 19, + 12, + 24, + 14, + 21, + 17, + 8, + 19, + 17, + 14, + 19, + 15, + 20, + 14, + 17, + 15, + 22, + 16, + 24, + 14, + 18, + 23, + 22, + 16, + 19, + 21, + 21, + 18, + 15, + 21, + 19, + 17, + 14, + 18, + 14, + 18, + 26, + 15, + 14, + 18, + 22, + 14, + 23, + 21, + 24, + 14, + 20, + 19, + 15, + 21, + 17, + 10, + 16, + 17, + 25, + 25, + 18, + 15, + 19, + 21, + 22, + 23, + 16, + 20, + 24, + 21, + 16, + 21, + 18, + 10, + 23, + 16, + 25, + 17, + 21, + 17, + 12, + 11, + 14, + 21, + 21, + 19, + 23, + 23, + 12, + 13, + 19, + 9, + 11, + 23, + 18, + 22, + 15, + 14, + 17, + 18, + 7, + 22, + 19, + 20, + 15, + 19, + 19, + 23, + 13, + 13, + 22, + 10, + 12, + 10, + 22, + 13, + 18, + 20, + 16, + 18, + 20, + 17, + 15, + 22, + 11, + 14, + 19, + 8, + 13, + 23, + 19, + 22, + 17, + 16, + 13, + 21, + 20, + 21, + 15, + 22, + 23, + 14, + 19, + 17, + 24, + 17, + 19, + 10, + 25, + 17, + 16, + 19, + 6, + 14, + 23, + 10, + 21, + 10, + 19, + 20, + 13, + 23, + 20, + 16, + 26, + 17, + 16, + 11, + 9, + 19, + 26, + 15, + 18, + 16, + 15, + 16, + 11, + 21, + 23, + 19, + 27, + 16, + 19, + 12, + 17, + 17, + 10, + 20, + 22, + 17, + 21, + 13, + 22, + 22, + 23, + 20, + 22, + 16, + 19, + 24, + 19, + 21, + 26, + 20, + 11, + 20, + 24, + 16, + 23, + 12, + 19, + 18, + 11, + 19, + 15, + 24, + 22, + 13, + 19, + 18, + 9, + 18, + 21, + 15, + 22, + 16, + 15, + 13, + 15, + 23, + 19, + 17, + 10, + 20, + 17, + 19, + 21, + 24, + 11, + 17, + 22, + 19, + 22, + 15, + 23, + 10, + 9, + 21, + 8, + 23, + 23, + 20, + 23, + 22, + 17, + 14, + 23, + 13, + 23, + 16, + 16, + 11, + 18, + 14, + 22, + 16, + 21, + 17, + 19, + 17, + 24, + 18, + 15, + 9, + 19, + 9, + 22, + 14, + 19, + 9, + 17, + 17, + 19, + 15, + 10, + 22, + 17, + 20, + 22, + 12, + 10, + 19, + 24, + 20, + 19, + 17, + 26, + 18, + 16, + 22, + 10, + 10, + 23, + 20, + 14, + 10, + 19, + 20, + 19, + 18, + 14, + 14, + 19, + 17, + 25, + 20, + 22, + 9, + 16, + 12, + 16, + 6, + 18, + 13, + 13, + 10, + 18, + 20, + 20, + 21, + 18, + 20, + 20, + 18, + 18, + 23, + 9, + 25, + 11, + 23, + 21, + 18, + 18, + 18, + 18, + 15, + 20, + 20, + 8, + 17, + 13, + 25, + 19, + 20, + 19, + 21, + 17, + 20, + 9, + 18, + 18, + 22, + 26, + 23, + 19, + 23, + 20, + 22, + 21, + 24, + 18, + 17, + 23, + 13, + 18, + 16, + 21, + 17, + 17, + 15, + 11, + 20, + 21, + 14, + 20, + 18, + 13, + 16, + 16, + 18, + 25, + 18, + 20, + 25, + 16, + 8, + 20, + 24, + 25, + 15, + 21, + 18, + 20, + 18, + 21, + 21, + 17, + 9, + 16, + 21, + 12, + 18, + 12, + 24, + 21, + 16, + 12, + 19, + 20, + 4, + 14, + 17, + 15, + 15, + 17, + 15, + 22, + 14, + 16, + 23, + 17, + 18, + 20, + 14, + 23, + 22, + 19, + 15, + 18, + 22, + 13, + 17, + 22, + 23, + 19, + 20, + 25, + 20, + 25, + 25, + 15, + 14, + 13, + 17, + 20, + 20, + 19, + 17, + 20, + 9, + 24, + 12, + 16, + 15, + 20, + 20, + 24, + 3, + 18, + 20, + 19, + 25, + 20, + 21, + 20, + 17, + 10, + 20, + 23, + 23, + 8, + 17, + 23, + 21, + 16, + 19, + 12, + 20, + 19, + 22, + 19, + 13, + 21, + 22, + 19, + 23, + 22, + 19, + 16, + 12, + 13, + 20, + 19, + 11, + 24, + 26, + 22, + 23, + 19, + 22, + 10, + 19, + 13, + 23, + 13, + 13, + 11, + 14, + 15, + 17, + 19, + 15, + 21, + 18, + 11, + 15, + 16, + 23, + 14, + 23, + 23, + 20, + 19, + 19, + 14, + 23, + 11, + 15, + 17, + 23, + 18, + 15, + 9, + 24, + 18, + 15, + 14, + 17, + 20, + 20, + 11, + 18, + 21, + 23, + 12, + 21, + 20, + 18, + 15, + 24, + 8, + 10, + 18, + 18, + 15, + 23, + 23, + 20, + 15, + 16, + 19, + 14, + 12, + 17, + 19, + 25, + 18, + 8, + 21, + 14, + 18, + 20, + 24, + 13, + 24, + 10, + 23, + 18, + 17, + 19, + 19, + 20, + 17, + 21, + 16, + 21, + 15, + 9, + 17, + 18, + 23, + 13, + 17, + 20, + 9, + 20, + 7, + 12, + 10, + 21, + 24, + 19, + 17, + 18, + 8, + 12, + 19, + 22, + 22, + 10, + 23, + 13, + 18, + 20, + 15, + 14, + 21, + 22, + 12, + 16, + 23, + 22, + 13, + 20, + 10, + 14, + 17, + 9, + 18, + 11, + 21, + 25, + 23, + 17, + 15, + 18, + 7, + 14, + 16, + 12, + 20, + 16, + 11, + 12, + 13, + 14, + 16, + 24, + 13, + 7, + 23, + 17, + 24, + 18, + 15, + 16, + 22, + 6, + 13, + 14, + 17, + 15, + 16, + 18, + 18, + 22, + 14, + 21, + 24, + 22, + 17, + 21, + 17, + 13, + 23, + 14, + 12, + 19, + 12, + 16, + 12, + 23, + 15, + 16, + 17, + 17, + 21, + 19, + 14, + 19, + 15, + 15, + 19, + 20, + 15, + 18, + 24, + 18, + 18, + 24, + 9, + 19, + 20, + 16, + 23, + 21, + 19, + 18, + 21, + 12, + 19, + 15, + 19, + 18, + 23, + 14, + 12, + 18, + 9, + 19, + 15, + 13, + 16, + 17, + 24, + 13, + 23, + 19, + 19, + 19, + 19, + 18, + 21, + 19, + 18, + 17, + 23, + 11, + 16, + 11, + 21, + 20, + 17, + 20, + 19, + 16, + 10, + 23, + 17, + 21, + 8, + 16, + 18, + 22, + 24, + 22, + 22, + 21, + 14, + 24, + 16, + 13, + 13, + 15, + 20, + 21, + 8, + 18, + 20, + 10, + 10, + 14, + 22, + 11, + 15, + 17, + 17, + 12, + 20, + 18, + 15, + 18, + 17, + 17, + 16, + 19, + 21, + 16, + 12, + 11, + 20, + 8, + 21, + 26, + 15, + 12, + 20, + 22, + 21, + 11, + 15, + 23, + 18, + 17, + 15, + 17, + 18, + 23, + 26, + 13, + 23, + 15, + 25, + 22, + 18, + 6, + 26, + 13, + 18, + 21, + 14, + 23, + 19, + 14, + 16, + 17, + 23, + 15, + 12, + 12, + 21, + 18, + 19, + 23, + 9, + 19, + 21, + 13, + 19, + 18, + 22, + 24, + 20, + 8, + 9, + 22, + 17, + 21, + 22, + 22, + 12, + 17, + 19, + 16, + 21, + 23, + 13, + 21, + 23, + 21, + 21, + 24, + 21, + 17, + 18, + 21, + 17, + 23, + 18, + 21, + 15, + 21, + 25, + 17, + 9, + 15, + 10, + 18, + 17, + 19, + 17, + 14, + 19, + 17, + 18, + 20, + 17, + 13, + 8, + 13, + 19, + 14, + 19, + 14, + 18, + 5, + 18, + 16, + 16, + 20, + 17, + 16, + 18, + 15, + 11, + 9, + 14, + 25, + 19, + 18, + 18, + 24, + 18, + 20, + 20, + 22, + 12, + 8, + 6, + 20, + 14, + 21, + 19, + 18, + 16, + 24, + 15, + 23, + 22, + 27, + 23, + 23, + 24, + 16, + 15, + 10, + 24, + 20, + 20, + 19, + 19, + 24, + 15, + 14, + 16, + 22, + 21, + 19, + 17, + 18, + 21, + 12, + 16, + 23, + 19, + 12, + 19, + 16, + 18, + 19, + 17, + 23, + 18, + 15, + 13, + 13, + 5, + 17, + 16, + 17, + 22, + 20, + 18, + 14, + 23, + 6, + 31, + 17, + 4, + 16, + 22, + 16, + 16, + 19, + 23, + 27, + 23, + 12, + 11, + 14, + 24, + 9, + 17, + 17, + 21, + 24, + 18, + 14, + 22, + 16, + 24, + 12, + 20, + 16, + 22, + 14, + 6, + 23, + 18, + 19, + 11, + 10, + 24, + 16, + 22, + 18, + 14, + 22, + 23, + 16, + 20, + 18, + 17, + 20, + 25, + 13, + 22, + 20, + 12, + 21, + 12, + 22, + 20, + 13, + 13, + 18, + 15, + 24, + 24, + 16, + 19, + 7, + 17, + 9, + 9, + 18, + 20, + 26, + 20, + 14, + 12, + 11, + 19, + 22, + 15, + 13, + 24, + 10, + 20, + 24, + 22, + 16, + 16, + 23, + 14, + 17, + 19, + 23, + 18, + 25, + 13, + 19, + 17, + 22, + 14, + 22, + 24, + 9, + 18, + 23, + 14, + 17, + 25, + 16, + 11, + 21, + 19, + 15, + 11, + 14, + 24, + 22, + 12, + 22, + 17, + 24, + 19, + 11, + 18, + 14, + 10, + 24, + 21, + 14, + 15, + 22, + 14, + 16, + 22, + 14, + 22, + 17, + 23, + 9, + 10, + 13, + 17, + 16, + 18, + 11, + 19, + 12, + 21, + 23, + 13, + 13, + 14, + 17, + 21, + 12, + 14, + 21, + 5, + 11, + 15, + 26, + 19, + 21, + 23, + 20, + 22, + 24, + 22, + 20, + 19, + 17, + 19, + 16, + 23, + 15, + 11, + 18, + 23, + 15, + 21, + 21, + 20, + 16, + 25, + 19, + 16, + 18, + 21, + 15, + 18, + 16, + 20, + 14, + 21, + 25, + 7, + 18, + 21, + 18, + 19, + 17, + 14, + 12, + 14, + 20, + 16, + 17, + 15, + 19, + 15, + 19, + 14, + 21, + 16, + 12, + 17, + 12, + 16, + 17, + 10, + 21, + 20, + 25, + 11, + 17, + 21, + 18, + 18, + 16, + 18, + 17, + 14, + 18, + 11, + 21, + 12, + 19, + 19, + 18, + 14, + 15, + 14, + 21, + 22, + 21, + 27, + 14, + 20, + 13, + 20, + 20, + 23, + 12, + 21, + 21, + 23, + 22, + 21, + 20, + 26, + 13, + 19, + 12, + 8, + 19, + 20, + 11, + 14, + 11, + 18, + 17, + 14, + 12, + 19, + 23, + 14, + 9, + 11, + 16, + 18, + 19, + 15, + 21, + 14, + 15, + 22, + 21, + 9, + 25, + 9, + 20, + 20, + 15, + 24, + 15, + 17, + 14, + 16, + 24, + 21, + 13, + 11, + 13, + 20, + 21, + 24, + 20, + 19, + 19, + 15, + 16, + 18, + 17, + 23, + 18, + 12, + 19, + 15, + 30, + 20, + 17, + 23, + 14, + 11, + 16, + 15, + 19, + 23, + 24, + 25, + 11, + 23, + 8, + 20, + 18, + 20, + 20, + 20, + 24, + 18, + 15, + 20, + 19, + 17, + 22, + 17, + 18, + 17, + 20, + 22, + 21, + 17, + 11, + 24, + 13, + 12, + 18, + 10, + 13, + 21, + 15, + 22, + 23, + 18, + 14, + 15, + 19, + 20, + 23, + 15, + 10, + 25, + 23, + 25, + 15, + 20, + 16, + 14, + 5, + 25, + 16, + 18, + 15, + 20, + 9, + 19, + 14, + 19, + 15, + 21, + 15, + 18, + 15, + 10, + 12, + 22, + 10, + 23, + 11, + 21, + 19, + 15, + 12, + 22, + 20, + 18, + 20, + 17, + 24, + 19, + 22, + 20, + 20, + 24, + 23, + 21, + 16, + 21, + 17, + 21, + 21, + 19, + 24, + 25, + 20, + 16, + 11, + 20, + 16, + 20, + 17, + 19, + 19, + 18, + 12, + 10, + 19, + 22, + 15, + 27, + 23, + 19, + 14, + 16, + 22, + 14, + 23, + 13, + 5, + 20, + 19, + 20, + 23, + 14, + 11, + 21, + 11, + 24, + 12, + 20, + 19, + 18, + 22, + 15, + 19, + 22, + 14, + 19, + 23, + 19, + 21, + 22, + 18, + 8, + 26, + 20, + 17, + 16, + 15, + 10, + 15, + 18, + 23, + 11, + 20, + 20, + 13, + 22, + 22, + 11, + 9, + 21, + 20, + 28, + 13, + 18, + 17, + 21, + 12, + 20, + 21, + 17, + 15, + 23, + 15, + 16, + 13, + 22, + 19, + 21, + 25, + 22, + 9, + 13, + 19, + 17, + 15, + 19, + 19, + 17, + 8, + 12, + 13, + 13, + 17, + 16, + 15, + 17, + 24, + 9, + 17, + 23, + 22, + 11, + 21, + 19, + 19, + 21, + 14, + 12, + 7, + 20, + 14, + 18, + 19, + 13, + 13, + 11, + 10, + 10, + 10, + 13, + 14, + 16, + 16, + 20, + 27, + 22, + 14, + 12, + 14, + 18, + 19, + 19, + 19, + 16, + 21, + 15, + 23, + 20, + 18, + 15, + 20, + 23, + 16, + 21, + 19, + 17, + 7, + 16, + 16, + 23, + 13, + 9, + 17, + 15, + 18, + 16, + 17, + 9, + 16, + 18, + 18, + 16, + 17, + 21, + 10, + 13, + 21, + 21, + 14, + 18, + 11, + 16, + 24, + 18, + 14, + 18, + 20, + 15, + 19, + 18, + 23, + 22, + 21, + 24, + 15, + 17, + 12, + 19, + 16, + 15, + 10, + 22, + 13, + 21, + 21, + 20, + 20, + 14, + 12, + 21, + 16, + 13, + 17, + 12, + 21, + 20, + 12, + 19, + 23, + 11, + 15, + 19, + 23, + 21, + 13, + 21, + 12, + 20, + 14, + 11, + 21, + 20, + 19, + 16, + 20, + 16, + 19, + 20, + 16, + 15, + 15, + 19, + 5, + 15, + 22, + 11, + 17, + 22, + 15, + 23, + 23, + 16, + 19, + 21, + 21, + 14, + 20, + 14, + 25, + 12, + 11, + 21, + 24, + 21, + 16, + 9, + 11, + 20, + 24, + 21, + 22, + 21, + 11, + 12, + 19, + 21, + 24, + 20, + 22, + 17, + 14, + 23, + 19, + 20, + 20, + 16, + 13, + 15, + 22, + 17, + 14, + 23, + 21, + 12, + 24, + 19, + 18, + 19, + 15, + 18, + 22, + 24, + 20, + 17, + 21, + 19, + 18, + 19, + 17, + 19, + 18, + 21, + 23, + 17, + 19, + 13, + 23, + 15, + 20, + 18, + 20, + 8, + 26, + 17, + 13, + 17, + 19, + 20, + 19, + 23, + 26, + 21, + 16, + 16, + 18, + 20, + 21, + 14, + 5, + 6, + 18, + 17, + 17, + 23, + 15, + 23, + 14, + 21, + 16, + 14, + 19, + 9, + 16, + 17, + 17, + 18, + 25, + 20, + 21, + 10, + 27, + 19, + 19, + 17, + 11, + 10, + 14, + 22, + 15, + 19, + 14, + 13, + 22, + 16, + 23, + 16, + 14, + 6, + 20, + 22, + 16, + 18, + 16, + 25, + 23, + 19, + 12, + 15, + 7, + 18, + 8, + 22, + 23, + 16, + 20, + 19, + 17, + 17, + 18, + 8, + 19, + 11, + 17, + 17, + 10, + 22, + 10, + 16, + 14, + 13, + 24, + 18, + 22, + 14, + 14, + 15, + 24, + 14, + 12, + 25, + 19, + 19, + 18, + 22, + 13, + 11, + 27, + 23, + 17, + 23, + 22, + 11, + 27, + 19, + 11, + 16, + 11, + 15, + 18, + 19, + 24, + 19, + 9, + 19, + 19, + 22, + 20, + 18, + 21, + 10, + 23, + 18, + 23, + 20, + 24, + 19, + 15, + 24, + 20, + 22, + 21, + 17, + 17, + 24, + 14, + 20, + 21, + 17, + 15, + 25, + 15, + 14, + 19, + 6, + 17, + 10, + 16, + 15, + 6, + 10, + 22, + 18, + 20, + 11, + 21, + 23, + 5, + 10, + 16, + 23, + 15, + 17, + 12, + 14, + 13, + 19, + 20, + 12, + 16, + 14, + 23, + 13, + 22, + 19, + 17, + 14, + 13, + 16, + 15, + 21, + 13, + 16, + 13, + 22, + 16, + 19, + 19, + 24, + 20, + 23, + 12, + 19, + 19, + 16, + 13, + 19, + 20, + 22, + 18, + 23, + 21, + 13, + 21, + 13, + 21, + 16, + 14, + 19, + 11, + 17, + 20, + 9, + 19, + 10, + 19, + 24, + 22, + 17, + 15, + 23, + 9, + 19, + 24, + 15, + 21, + 21, + 22, + 21, + 22, + 13, + 18, + 20, + 13, + 16, + 14, + 12, + 16, + 23, + 12, + 27, + 27, + 21, + 16, + 23, + 16, + 20, + 15, + 22, + 16, + 16, + 14, + 19, + 16, + 16, + 24, + 20, + 23, + 22, + 16, + 21, + 17, + 19, + 20, + 17, + 15, + 22, + 15, + 18, + 25, + 23, + 19, + 14, + 12, + 23, + 21, + 22, + 15, + 21, + 16, + 14, + 13, + 19, + 16, + 9, + 19, + 20, + 13, + 15, + 10, + 21, + 16, + 18, + 20, + 23, + 19, + 22, + 20, + 12, + 9, + 17, + 23, + 19, + 17, + 22, + 23, + 21, + 20, + 26, + 17, + 20, + 17, + 25, + 11, + 16, + 26, + 18, + 15, + 23, + 11, + 10, + 14, + 15, + 18, + 21, + 13, + 10, + 21, + 16, + 17, + 16, + 22, + 13, + 12, + 16, + 19, + 16, + 16, + 20, + 20, + 24, + 14, + 22, + 16, + 17, + 17, + 16, + 30, + 12, + 12, + 21, + 22, + 18, + 26, + 13, + 19, + 13, + 15, + 19, + 9, + 16, + 15, + 24, + 15, + 25, + 9, + 21, + 17, + 17, + 21, + 17, + 16, + 15, + 15, + 16, + 20, + 9, + 12, + 15, + 15, + 22, + 19, + 11, + 18, + 13, + 17, + 25, + 19, + 23, + 24, + 10, + 13, + 23, + 22, + 18, + 25, + 13, + 22, + 20, + 19, + 7, + 20, + 24, + 14, + 22, + 14, + 5, + 18, + 11, + 17, + 22, + 19, + 19, + 17, + 19, + 15, + 16, + 18, + 18, + 20, + 20, + 12, + 19, + 25, + 20, + 26, + 21, + 17, + 18, + 7, + 18, + 12, + 12, + 25, + 20, + 12, + 13, + 22, + 18, + 21, + 17, + 12, + 22, + 17, + 25, + 16, + 22, + 9, + 15, + 20, + 24, + 16, + 21, + 19, + 20, + 21, + 20, + 20, + 13, + 17, + 19, + 17, + 17, + 19, + 25, + 17, + 16, + 25, + 14, + 21, + 19, + 19, + 15, + 17, + 19, + 23, + 12, + 19, + 21, + 11, + 14, + 17, + 18, + 20, + 19, + 20, + 13, + 11, + 14, + 14, + 9, + 20, + 27, + 23, + 20, + 19, + 18, + 20, + 17, + 15, + 20, + 23, + 24, + 17, + 17, + 17, + 11, + 22, + 24, + 17, + 20, + 20, + 18, + 19, + 20, + 13, + 21, + 17, + 16, + 15, + 9, + 24, + 22, + 19, + 21, + 11, + 21, + 20, + 13, + 16, + 14, + 17, + 19, + 15, + 18, + 11, + 23, + 21, + 19, + 18, + 16, + 22, + 21, + 20, + 13, + 20, + 12, + 19, + 18, + 15, + 12, + 24, + 10, + 19, + 18, + 15, + 21, + 13, + 16, + 15, + 13, + 21, + 12, + 11, + 19, + 18, + 21, + 18, + 21, + 13, + 14, + 23, + 17, + 24, + 19, + 13, + 11, + 24, + 22, + 20, + 22, + 21, + 19, + 19, + 8, + 28, + 12, + 11, + 9, + 26, + 16, + 15, + 16, + 17, + 23, + 20, + 22, + 10, + 20, + 19, + 24, + 25, + 18, + 13, + 16, + 23, + 21, + 25, + 21, + 14, + 17, + 18, + 19, + 12, + 23, + 24, + 23, + 22, + 15, + 17, + 19, + 21, + 13, + 21, + 23, + 18, + 14, + 16, + 24, + 21, + 17, + 21, + 10, + 14, + 13, + 14, + 12, + 23, + 17, + 13, + 20, + 16, + 11, + 13, + 17, + 21, + 16, + 16, + 17, + 22, + 17, + 8, + 24, + 8, + 20, + 17, + 27, + 15, + 25, + 18, + 20, + 11, + 10, + 15, + 19, + 20, + 20, + 17, + 22, + 20, + 18, + 20, + 11, + 20, + 26, + 14, + 15, + 16, + 25, + 15, + 13, + 15, + 21, + 12, + 20, + 14, + 21, + 19, + 24, + 22, + 19, + 14, + 20, + 23, + 11, + 16, + 15, + 12, + 22, + 18, + 23, + 23, + 23, + 21, + 15, + 15, + 17, + 23, + 17, + 21, + 21, + 19, + 18, + 15, + 10, + 19, + 23, + 26, + 20, + 18, + 18, + 9, + 10, + 11, + 22, + 11, + 14, + 24, + 19, + 20, + 18, + 18, + 21, + 26, + 21, + 24, + 16, + 11, + 14, + 19, + 17, + 18, + 4, + 17, + 11, + 23, + 9, + 23, + 12, + 21, + 26, + 8, + 12, + 23, + 19, + 20, + 13, + 14, + 16, + 15, + 17, + 23, + 20, + 18, + 18, + 15, + 20, + 14, + 16, + 17, + 18, + 23, + 22, + 22, + 15, + 16, + 16, + 5, + 15, + 21, + 17, + 21, + 15, + 17, + 7, + 17, + 12, + 18, + 21, + 17, + 18, + 15, + 15, + 19, + 14, + 12, + 22, + 13, + 13, + 21, + 25, + 11, + 13, + 9, + 14, + 9, + 16, + 18, + 24, + 15, + 21, + 21, + 20, + 18, + 17, + 20, + 8, + 23, + 19, + 14, + 15, + 25, + 19, + 21, + 23, + 19, + 22, + 23, + 17, + 10, + 19, + 17, + 17, + 14, + 22, + 16, + 12, + 17, + 18, + 6, + 19, + 16, + 23, + 16, + 19, + 15, + 18, + 23, + 21, + 17, + 17, + 24, + 22, + 22, + 21, + 23, + 25, + 23, + 18, + 9, + 21, + 19, + 18, + 20, + 19, + 13, + 10, + 18, + 18, + 25, + 15, + 14, + 18, + 22, + 20, + 16, + 18, + 21, + 17, + 24, + 20, + 21, + 24, + 18, + 19, + 16, + 21, + 19, + 27, + 14, + 21, + 19, + 18, + 14, + 28, + 11, + 13, + 11, + 23, + 23, + 13, + 13, + 22, + 21, + 10, + 20, + 15, + 11, + 13, + 21, + 24, + 18, + 21, + 20, + 16, + 14, + 16, + 25, + 22, + 22, + 20, + 18, + 23, + 11, + 19, + 18, + 25, + 15, + 23, + 17, + 18, + 23, + 16, + 18, + 11, + 9, + 18, + 23, + 15, + 23, + 18, + 22, + 11, + 14, + 25, + 16, + 13, + 19, + 22, + 15, + 10, + 14, + 18, + 21, + 20, + 13, + 19, + 14, + 11, + 21, + 17, + 12, + 18, + 21, + 21, + 18, + 18, + 18, + 12, + 16, + 17, + 17, + 6, + 6, + 17, + 13, + 13, + 22, + 18, + 21, + 25, + 23, + 25, + 11, + 18, + 13, + 16, + 16, + 20, + 17, + 20, + 21, + 21, + 16, + 22, + 18, + 19, + 16, + 18, + 11, + 15, + 17, + 8, + 17, + 12, + 14, + 5, + 21, + 23, + 21, + 19, + 23, + 23, + 21, + 23, + 14, + 17, + 21, + 15, + 19, + 22, + 16, + 21, + 14, + 20, + 21, + 18, + 14, + 19, + 21, + 19, + 19, + 17, + 14, + 13, + 15, + 18, + 21, + 23, + 17, + 13, + 23, + 23, + 12, + 14, + 31, + 13, + 15, + 24, + 17, + 14, + 28, + 9, + 19, + 21, + 22, + 17, + 15, + 15, + 12, + 20, + 20, + 22, + 21, + 17, + 23, + 20, + 21, + 14, + 15, + 23, + 19, + 20, + 16, + 17, + 16, + 16, + 18, + 20, + 18, + 17, + 24, + 11, + 12, + 18, + 19, + 19, + 18, + 23, + 16, + 17, + 19, + 23, + 16, + 20, + 21, + 19, + 17, + 23, + 18, + 18, + 18, + 19, + 18, + 21, + 18, + 19, + 24, + 19, + 15, + 22, + 18, + 20, + 17, + 16, + 5, + 18, + 18, + 8, + 19, + 10, + 20, + 9, + 17, + 11, + 20, + 17, + 21, + 21, + 16, + 17, + 18, + 19, + 18, + 16, + 15, + 18, + 18, + 24, + 20, + 23, + 9, + 21, + 20, + 10, + 16, + 11, + 13, + 18, + 8, + 23, + 15, + 23, + 14, + 19, + 19, + 23, + 11, + 19, + 18, + 22, + 17, + 11, + 20, + 19, + 11, + 15, + 19, + 22, + 17, + 16, + 21, + 12, + 19, + 14, + 20, + 23, + 17, + 17, + 27, + 18, + 21, + 14, + 12, + 12, + 20, + 23, + 16, + 11, + 13, + 19, + 26, + 22, + 24, + 11, + 12, + 24, + 15, + 5, + 18, + 10, + 16, + 22, + 16, + 8, + 19, + 20, + 21, + 20, + 25, + 25, + 20, + 16, + 20, + 21, + 8, + 20, + 15, + 19, + 19, + 17, + 11, + 19, + 23, + 13, + 17, + 18, + 11, + 16, + 20, + 21, + 18, + 21, + 14, + 16, + 22, + 20, + 8, + 6, + 15, + 19, + 22, + 16, + 12, + 20, + 14, + 16, + 12, + 21, + 19, + 7, + 20, + 9, + 15, + 22, + 15, + 13, + 13, + 22, + 19, + 15, + 22, + 19, + 20, + 20, + 9, + 18, + 22, + 16, + 16, + 15, + 13, + 18, + 17, + 15, + 19, + 14, + 18, + 22, + 18, + 13, + 15, + 21, + 18, + 11, + 21, + 17, + 21, + 20, + 9, + 17, + 23, + 21, + 16, + 15, + 10, + 26, + 15, + 18, + 14, + 24, + 21, + 22, + 21, + 19, + 14, + 18, + 23, + 22, + 17, + 22, + 18, + 19, + 19, + 24, + 19, + 19, + 19, + 18, + 11, + 20, + 19, + 19, + 15, + 17, + 18, + 22, + 12, + 15, + 12, + 15, + 20, + 12, + 24, + 25, + 16, + 20, + 15, + 21, + 25, + 12, + 13, + 22, + 14, + 23, + 24, + 19, + 25, + 19, + 19, + 26, + 18, + 19, + 23, + 20, + 12, + 19, + 12, + 16, + 20, + 23, + 15, + 20, + 7, + 21, + 22, + 21, + 20, + 21, + 13, + 18, + 13, + 19, + 10, + 14, + 12, + 13, + 22, + 19, + 19, + 16, + 26, + 20, + 23, + 20, + 18, + 22, + 20, + 12, + 11, + 15, + 12, + 11, + 22, + 15, + 11, + 24, + 16, + 23, + 11, + 13, + 10, + 16, + 23, + 22, + 19, + 19, + 12, + 19, + 20, + 16, + 22, + 13, + 19, + 21, + 10 + ], + "xaxis": "x", + "y": [ + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message", + "message" + ], + "yaxis": "y2" + } + ], + "layout": { + "autosize": false, + "barmode": "overlay", + "height": 700, + "hovermode": "closest", + "legend": { + "traceorder": "reversed" + }, + "paper_bgcolor": "LightSteelBlue", + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Distribution of Number Of words" + }, + "width": 900, + "xaxis": { + "anchor": "y2", + "domain": [ + 0, + 1 + ], + "zeroline": false + }, + "yaxis": { + "anchor": "free", + "domain": [ + 0.35, + 1 + ], + "position": 0 + }, + "yaxis2": { + "anchor": "x", + "domain": [ + 0, + 0.25 + ], + "dtick": 1, + "showticklabels": false + } + } + }, + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hist_data = [df['Num_words_clean'],df['Num_word_message']]\n", + "\n", + "group_labels = ['clean', 'message']\n", + "\n", + "# Create distplot with custom bin_size\n", + "fig = ff.create_distplot(hist_data, group_labels,show_curve=False)\n", + "fig.update_layout(title_text='Distribution of Number Of words')\n", + "fig.update_layout(\n", + " autosize=False,\n", + " width=900,\n", + " height=700,\n", + " paper_bgcolor=\"LightSteelBlue\",\n", + ")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "24bd7cf8", + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "cannot assign to True (3735144991.py, line 2)", + "output_type": "error", + "traceback": [ + "\u001b[1;36m File \u001b[1;32m\"C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_4876\\3735144991.py\"\u001b[1;36m, line \u001b[1;32m2\u001b[0m\n\u001b[1;33m p1=sns.kdeplotdf['Num_words_clean'], shade=True, color=\"r\").set_title('Kernel Distribution of Number Of words')\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m cannot assign to True\n" + ] + } + ], + "source": [ + "plt.figure(figsize=(12,6))\n", + "p1=sns.kdeplotdf['Num_words_clean'], shade=True, color=\"r\").set_title('Kernel Distribution of Number Of words')\n", + "p1=sns.kdeplot(df['Num_word_message'], shade=True, color=\"b\")" + ] + }, + { + "cell_type": "markdown", + "id": "cdd303f4", + "metadata": {}, + "source": [ + "### Extract wordss\\ from the cleaned data " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "0cf5cbdd", + "metadata": {}, + "outputs": [], + "source": [ + " #all_words=' '.join([l for l in df['message']])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "cab40935", + "metadata": {}, + "outputs": [], + "source": [ + "#words_extract={}\n", + "#for word in all_words.split(' '):\n", + " # if word in words_extract.keys():\n", + " # words_extract[word] +=1\n", + " # else:\n", + " # words_extract[word]=1\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "3e2ac58c", + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (874866210.py, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[1;36m File \u001b[1;32m\"C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_4876\\874866210.py\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m df_new = pd.DataFrame(words_extract,index=).T\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "df_new = pd.DataFrame(words_extract,index=).T\n", + "df_new.columns = ['Common_words','count']\n", + "df_new.style.background_gradient(cmap='Blues')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "156c214d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 Common_wordscount
0climate12170
1RT9706
2change8865
3to7066
4the6397
5of4176
6is4143
7a3825
8global3575
9in3406
10and2797
11on2630
12warming2517
13for1905
14about1780
15Trump1608
16that1461
17are1323
18change.1322
19you1196
\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['words_list'] = df['message'].apply(lambda x:str(x).split())\n", + "top = Counter([item for sublist in df['words_list'] for item in sublist])\n", + "words = pd.DataFrame(top.most_common(20))\n", + "words.columns = ['Common_words','count']\n", + "words.style.background_gradient(cmap='Blues')" + ] + }, + { + "cell_type": "markdown", + "id": "acb8ebaf", + "metadata": {}, + "source": [ + "### Removing stop words and counting them " + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "98eca21d", + "metadata": {}, + "outputs": [], + "source": [ + "def remove_stopword(x):\n", + " return [y for y in x if y not in stopwords.words('english')]\n", + "df['words_list'] = df['words_list'].apply(lambda x:remove_stopword(x))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "e94882b9", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "climate", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "climate", + "offsetgroup": "climate", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 12170 + ], + "xaxis": "x", + "y": [ + "climate" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "RT", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "RT", + "offsetgroup": "RT", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 9706 + ], + "xaxis": "x", + "y": [ + "RT" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "change", + "marker": { + "color": "#00cc96", + "pattern": { + "shape": "" + } + }, + "name": "change", + "offsetgroup": "change", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 8865 + ], + "xaxis": "x", + "y": [ + "change" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "to", + "marker": { + "color": "#ab63fa", + "pattern": { + "shape": "" + } + }, + "name": "to", + "offsetgroup": "to", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 7066 + ], + "xaxis": "x", + "y": [ + "to" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "the", + "marker": { + "color": "#FFA15A", + "pattern": { + "shape": "" + } + }, + "name": "the", + "offsetgroup": "the", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 6397 + ], + "xaxis": "x", + "y": [ + "the" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "of", + "marker": { + "color": "#19d3f3", + "pattern": { + "shape": "" + } + }, + "name": "of", + "offsetgroup": "of", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 4176 + ], + "xaxis": "x", + "y": [ + "of" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "is", + "marker": { + "color": "#FF6692", + "pattern": { + "shape": "" + } + }, + "name": "is", + "offsetgroup": "is", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 4143 + ], + "xaxis": "x", + "y": [ + "is" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "a", + "marker": { + "color": "#B6E880", + "pattern": { + "shape": "" + } + }, + "name": "a", + "offsetgroup": "a", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 3825 + ], + "xaxis": "x", + "y": [ + "a" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "global", + "marker": { + "color": "#FF97FF", + "pattern": { + "shape": "" + } + }, + "name": "global", + "offsetgroup": "global", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 3575 + ], + "xaxis": "x", + "y": [ + "global" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "in", + "marker": { + "color": "#FECB52", + "pattern": { + "shape": "" + } + }, + "name": "in", + "offsetgroup": "in", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 3406 + ], + "xaxis": "x", + "y": [ + "in" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "and", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "and", + "offsetgroup": "and", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 2797 + ], + "xaxis": "x", + "y": [ + "and" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "on", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "on", + "offsetgroup": "on", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 2630 + ], + "xaxis": "x", + "y": [ + "on" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "warming", + "marker": { + "color": "#00cc96", + "pattern": { + "shape": "" + } + }, + "name": "warming", + "offsetgroup": "warming", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 2517 + ], + "xaxis": "x", + "y": [ + "warming" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "for", + "marker": { + "color": "#ab63fa", + "pattern": { + "shape": "" + } + }, + "name": "for", + "offsetgroup": "for", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 1905 + ], + "xaxis": "x", + "y": [ + "for" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "about", + "marker": { + "color": "#FFA15A", + "pattern": { + "shape": "" + } + }, + "name": "about", + "offsetgroup": "about", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 1780 + ], + "xaxis": "x", + "y": [ + "about" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "Trump", + "marker": { + "color": "#19d3f3", + "pattern": { + "shape": "" + } + }, + "name": "Trump", + "offsetgroup": "Trump", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 1608 + ], + "xaxis": "x", + "y": [ + "Trump" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "that", + "marker": { + "color": "#FF6692", + "pattern": { + "shape": "" + } + }, + "name": "that", + "offsetgroup": "that", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 1461 + ], + "xaxis": "x", + "y": [ + "that" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "are", + "marker": { + "color": "#B6E880", + "pattern": { + "shape": "" + } + }, + "name": "are", + "offsetgroup": "are", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 1323 + ], + "xaxis": "x", + "y": [ + "are" + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "change.", + "marker": { + "color": "#FF97FF", + "pattern": { + "shape": "" + } + }, + "name": "change.", + "offsetgroup": "change.", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 1322 + ], + "xaxis": "x", + "y": [ + "change." + ], + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "hovertemplate": "Common_words=%{y}
count=%{x}", + "legendgroup": "you", + "marker": { + "color": "#FECB52", + "pattern": { + "shape": "" + } + }, + "name": "you", + "offsetgroup": "you", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 1196 + ], + "xaxis": "x", + "y": [ + "you" + ], + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "height": 700, + "legend": { + "title": { + "text": "Common_words" + }, + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Commmon Words in messages" + }, + "width": 700, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + }, + "yaxis": { + "anchor": "x", + "categoryarray": [ + "you", + "change.", + "are", + "that", + "Trump", + "about", + "for", + "warming", + "on", + "and", + "in", + "global", + "a", + "is", + "of", + "the", + "to", + "change", + "RT", + "climate" + ], + "categoryorder": "array", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Common_words" + } + } + } + }, + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.bar(words, x=\"count\", y=\"Common_words\", title='Commmon Words in messages', orientation='h', \n", + " width=700, height=700,color='Common_words')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "2b34b60e", + "metadata": {}, + "outputs": [], + "source": [ + "Positive_sent = df[df['sentiment']=='1']\n", + "Negative_sent = df[df['sentiment']=='2']\n", + "Neutral_sent = df[df['sentiment']=='3']\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "e96d62b5", + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Length mismatch: Expected axis has 0 elements, new values have 2 elements", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_4876\\3709618558.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mtop\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mCounter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mitem\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0msublist\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mPositive_sent\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'words_list'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mitem\u001b[0m \u001b[1;32min\u001b[0m \u001b[0msublist\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mwords_positive\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtop\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmost_common\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mwords_positive\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'Common_words'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'count'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[0mwords_positive\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstyle\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbackground_gradient\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcmap\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Greens'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__setattr__\u001b[1;34m(self, name, value)\u001b[0m\n\u001b[0;32m 5586\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5587\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5588\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5589\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5590\u001b[0m \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\_libs\\properties.pyx\u001b[0m in \u001b[0;36mpandas._libs.properties.AxisProperty.__set__\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_set_axis\u001b[1;34m(self, axis, labels)\u001b[0m\n\u001b[0;32m 767\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_set_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mIndex\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 768\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mensure_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 769\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_mgr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 770\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_clear_item_cache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 771\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\internals\\managers.py\u001b[0m in \u001b[0;36mset_axis\u001b[1;34m(self, axis, new_labels)\u001b[0m\n\u001b[0;32m 212\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mset_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnew_labels\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mIndex\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 213\u001b[0m \u001b[1;31m# Caller is responsible for ensuring we have an Index object.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 214\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_set_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnew_labels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 215\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnew_labels\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 216\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\internals\\base.py\u001b[0m in \u001b[0;36m_validate_set_axis\u001b[1;34m(self, axis, new_labels)\u001b[0m\n\u001b[0;32m 67\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mnew_len\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mold_len\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 69\u001b[1;33m raise ValueError(\n\u001b[0m\u001b[0;32m 70\u001b[0m \u001b[1;34mf\"Length mismatch: Expected axis has {old_len} elements, new \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;34mf\"values have {new_len} elements\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mValueError\u001b[0m: Length mismatch: Expected axis has 0 elements, new values have 2 elements" + ] + } + ], + "source": [ + "#MosT common positive aggrements\n", + "top = Counter([item for sublist in Positive_sent['words_list'] for item in sublist])\n", + "words_positive = pd.DataFrame(top.most_common(20))\n", + "words_positive.columns = ['Common_words','count']\n", + "words_positive.style.background_gradient(cmap='Greens')" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "88dbe07e", + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Length mismatch: Expected axis has 0 elements, new values have 2 elements", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_4876\\1555947031.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mwords_negative\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtop\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmost_common\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mwords_negative\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwords_negative\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 5\u001b[1;33m \u001b[0mwords_negative\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'Common_words'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'count'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 6\u001b[0m \u001b[0mwords_negative\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstyle\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbackground_gradient\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcmap\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Reds'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__setattr__\u001b[1;34m(self, name, value)\u001b[0m\n\u001b[0;32m 5586\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5587\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5588\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5589\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5590\u001b[0m \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\_libs\\properties.pyx\u001b[0m in \u001b[0;36mpandas._libs.properties.AxisProperty.__set__\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_set_axis\u001b[1;34m(self, axis, labels)\u001b[0m\n\u001b[0;32m 767\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_set_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mIndex\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 768\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mensure_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 769\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_mgr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 770\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_clear_item_cache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 771\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\internals\\managers.py\u001b[0m in \u001b[0;36mset_axis\u001b[1;34m(self, axis, new_labels)\u001b[0m\n\u001b[0;32m 212\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mset_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnew_labels\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mIndex\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 213\u001b[0m \u001b[1;31m# Caller is responsible for ensuring we have an Index object.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 214\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_set_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnew_labels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 215\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnew_labels\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 216\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\internals\\base.py\u001b[0m in \u001b[0;36m_validate_set_axis\u001b[1;34m(self, axis, new_labels)\u001b[0m\n\u001b[0;32m 67\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mnew_len\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mold_len\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 69\u001b[1;33m raise ValueError(\n\u001b[0m\u001b[0;32m 70\u001b[0m \u001b[1;34mf\"Length mismatch: Expected axis has {old_len} elements, new \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;34mf\"values have {new_len} elements\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mValueError\u001b[0m: Length mismatch: Expected axis has 0 elements, new values have 2 elements" + ] + } + ], + "source": [ + "#MosT common in negative aggrement \n", + "top = Counter([item for sublist in Negative_sent['words_list'] for item in sublist])\n", + "words_negative = pd.DataFrame(top.most_common(20))\n", + "words_negative = words_negative.iloc[1:,:]\n", + "words_negative.columns = ['Common_words','count']\n", + "words_negative.style.background_gradient(cmap='Reds')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "dae92074", + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Value of 'values' is not the name of a column in 'data_frame'. Expected one of [] but received: count", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_4876\\2521490782.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtreemap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwords_negative\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpath\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Common_words'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'count'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Tree Of Most Common words in Negative aggrement'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\plotly\\express\\_chart_types.py\u001b[0m in \u001b[0;36mtreemap\u001b[1;34m(data_frame, names, values, parents, ids, path, color, color_continuous_scale, range_color, color_continuous_midpoint, color_discrete_sequence, color_discrete_map, hover_name, hover_data, custom_data, labels, title, template, width, height, branchvalues, maxdepth)\u001b[0m\n\u001b[0;32m 1589\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mpath\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mbranchvalues\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1590\u001b[0m \u001b[0mbranchvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"total\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1591\u001b[1;33m return make_figure(\n\u001b[0m\u001b[0;32m 1592\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlocals\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1593\u001b[0m \u001b[0mconstructor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mgo\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTreemap\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\plotly\\express\\_core.py\u001b[0m in \u001b[0;36mmake_figure\u001b[1;34m(args, constructor, trace_patch, layout_patch)\u001b[0m\n\u001b[0;32m 1988\u001b[0m \u001b[0mapply_default_cascade\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1989\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1990\u001b[1;33m \u001b[0margs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbuild_dataframe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconstructor\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1991\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mconstructor\u001b[0m \u001b[1;32min\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mgo\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTreemap\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgo\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSunburst\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgo\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mIcicle\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"path\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1992\u001b[0m \u001b[0margs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mprocess_dataframe_hierarchy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\plotly\\express\\_core.py\u001b[0m in \u001b[0;36mbuild_dataframe\u001b[1;34m(args, constructor)\u001b[0m\n\u001b[0;32m 1403\u001b[0m \u001b[1;31m# now that things have been prepped, we do the systematic rewriting of `args`\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1404\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1405\u001b[1;33m df_output, wide_id_vars = process_args_into_dataframe(\n\u001b[0m\u001b[0;32m 1406\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwide_mode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvar_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue_name\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1407\u001b[0m )\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\plotly\\express\\_core.py\u001b[0m in \u001b[0;36mprocess_args_into_dataframe\u001b[1;34m(args, wide_mode, var_name, value_name)\u001b[0m\n\u001b[0;32m 1205\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0margument\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"index\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1206\u001b[0m \u001b[0merr_msg\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;34m\"\\n To use the index, pass it in directly as `df.index`.\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1207\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0merr_msg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1208\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mlength\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_input\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0margument\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mlength\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1209\u001b[0m raise ValueError(\n", + "\u001b[1;31mValueError\u001b[0m: Value of 'values' is not the name of a column in 'data_frame'. Expected one of [] but received: count" + ] + } + ], + "source": [ + "fig = px.treemap(words_negative, path=['Common_words'], values='count',title='Tree Of Most Common words in Negative aggrement')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a3a5dbca", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From a20cd550e7ec97343d81f2b3549b14253190bce3 Mon Sep 17 00:00:00 2001 From: KaraboM-lamola <132669010+KaraboM-lamola@users.noreply.github.com> Date: Sat, 17 Jun 2023 22:48:50 +0200 Subject: [PATCH 08/19] Exploratory Data Analysis --- ...ory Data Analysis(EDA)-Classfication.ipynb | 1180 +++++++++++++++++ 1 file changed, 1180 insertions(+) create mode 100644 Exploratory Data Analysis(EDA)-Classfication.ipynb diff --git a/Exploratory Data Analysis(EDA)-Classfication.ipynb b/Exploratory Data Analysis(EDA)-Classfication.ipynb new file mode 100644 index 00000000..723ba812 --- /dev/null +++ b/Exploratory Data Analysis(EDA)-Classfication.ipynb @@ -0,0 +1,1180 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "f8f9cf0d", + "metadata": {}, + "outputs": [], + "source": [ + "#Importing Libraries\n", + "import nltk\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "import seaborn as sns\n", + "import re" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b9b90915", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(15819, 3)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Display.max_colwidth option set to None to show all text content without truncation\n", + "pd.set_option('display.max_colwidth', None)\n", + "\n", + "#load the data\n", + "df=pd.read_csv(\"train.csv\")\n", + "\n", + "#get the shape of the dataframe\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "94b32858", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Dimensions:'" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(15819, 4)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "'Columns:'" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Index(['sentiment', 'message', 'tweetid', 'processed_text'], dtype='object')" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidprocessed_text
01PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221polyscimajor epa chief doesnt think carbon dioxid main caus global warm wait via mashabl
11It's not like we lack evidence of anthropogenic global warming126103like lack evid anthropogen global warm
22RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562rt rawstori research say three year act climat chang late
31#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736todayinmak wire 2016 pivot year war climat chang
41RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954rt soynoviodetoda 2016 racist sexist climat chang deni bigot lead poll electionnight
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1 \n", + "1 1 \n", + "2 2 \n", + "3 1 \n", + "4 1 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "\n", + " tweetid \\\n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "\n", + " processed_text \n", + "0 polyscimajor epa chief doesnt think carbon dioxid main caus global warm wait via mashabl \n", + "1 like lack evid anthropogen global warm \n", + "2 rt rawstori research say three year act climat chang late \n", + "3 todayinmak wire 2016 pivot year war climat chang \n", + "4 rt soynoviodetoda 2016 racist sexist climat chang deni bigot lead poll electionnight " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Display the dimensions of the DataFrame\n", + "display(\"Dimensions:\", df.shape)\n", + "\n", + "# Display the column names\n", + "display(\"Columns:\", df.columns)\n", + "\n", + "# Display the first few rows\n", + "display(df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "36e912ab", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sentiment 0\n", + "message 0\n", + "tweetid 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# Check for missing values\n", + "print(df.isnull().sum())\n", + "\n", + "# Drop rows with missing values\n", + "df.dropna(inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b8b28634", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Count the number of tweets per sentiment category\n", + "sentiment_counts = df['sentiment'].value_counts()\n", + "\n", + "# Plot the distribution of sentiments\n", + "sentiment_counts.plot(kind='bar')\n", + "plt.xlabel('Sentiment')\n", + "plt.ylabel('Count')\n", + "plt.title('Distribution of Sentiments')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3b6eff2c", + "metadata": {}, + "outputs": [], + "source": [ + "#Importing Libraries\n", + "from nltk.corpus import stopwords\n", + "from nltk.stem import PorterStemmer\n", + "\n", + "\n", + "# Remove stopwords and perform stemming\n", + "stop_words = set(stopwords.words('english'))\n", + "stemmer = PorterStemmer()\n", + "\n", + "def preprocess_text(text):\n", + " text = re.sub(r'http\\S+|www\\S+|https\\S+', '', text) # Remove URLs\n", + " text = re.sub(r'\\s+', ' ', text) # Remove extra spaces\n", + " text = re.sub(r'[^\\w\\s]', '', text) # Remove punctuation\n", + " tokens = nltk.word_tokenize(text.lower()) # Tokenization\n", + " tokens = [stemmer.stem(token) for token in tokens if token not in stop_words] # Stemming\n", + " return ' '.join(tokens)\n", + "\n", + "# Apply text preprocessing to the tweet text column\n", + "df['processed_text'] = df['message'].apply(preprocess_text)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "4457bba8", + "metadata": {}, + "outputs": [], + "source": [ + "# Word frequencies\n", + "word_frequencies = df['processed_text'].str.split(expand=True).stack().value_counts()\n", + "\n", + "# Top hashtags\n", + "hashtags = df['message'].apply(lambda x: re.findall(r'\\#\\w+', x)).explode().value_counts()\n", + "\n", + "# Top mentions\n", + "mentions = df['message'].apply(lambda x: re.findall(r'\\@\\w+', x)).explode().value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "aafb01bc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Importing Libraries\n", + "from wordcloud import WordCloud\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Generate word cloud\n", + "wordcloud = WordCloud(width=800, height=400, background_color='white').generate_from_frequencies(word_frequencies)\n", + "\n", + "# Plot word cloud\n", + "plt.figure(figsize=(10, 5))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis('off')\n", + "plt.title('Word Cloud of Tweet Text')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "9bf879e7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot top frequent words\n", + "plt.figure(figsize=(10, 5))\n", + "top_n = 10 # Specify the number of top words to display\n", + "word_frequencies_top_n = word_frequencies.head(top_n)\n", + "word_frequencies_top_n.plot(kind='bar')\n", + "plt.xlabel('Words')\n", + "plt.ylabel('Frequency')\n", + "plt.title(f'Top {top_n} Most Frequent Words')\n", + "plt.xticks(rotation=45)\n", + "for i, v in enumerate(word_frequencies_top_n):\n", + " plt.text(i, v, str(v), ha='center', va='bottom')\n", + "plt.show()\n", + "\n", + "# Plot top hashtags\n", + "plt.figure(figsize=(10, 5))\n", + "hashtags[:10].plot(kind='bar')\n", + "plt.xlabel('Hashtags')\n", + "plt.ylabel('Count')\n", + "plt.title('Top 10 Hashtags')\n", + "plt.xticks(rotation=45)\n", + "for i, v in enumerate(hashtags[:10]):\n", + " plt.text(i, v, str(v), ha='center', va='bottom')\n", + "plt.show()\n", + "\n", + "# Plot top mentions\n", + "plt.figure(figsize=(10, 5))\n", + "mentions[:10].plot(kind='bar')\n", + "plt.xlabel('Mentions')\n", + "plt.ylabel('Count')\n", + "plt.title('Top 10 Mentions')\n", + "plt.xticks(rotation=45)\n", + "for i, v in enumerate(mentions[:10]):\n", + " plt.text(i, v, str(v), ha='center', va='bottom')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "2f8c30db", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentiment -1 DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidprocessed_text
28-1Sally Kohn’s latest evidence of climate change proves she is ‘not a smart person’ https://t.co/MhkzoGL9Vt via @twitchyteam Need we say more355491salli kohn latest evid climat chang prove smart person via twitchyteam need say
46-1@realDonaldTrump Carbon Tax is a Globalist idea to enslave the world's population. It is the whole reason for propagating global warming!61141realdonaldtrump carbon tax globalist idea enslav world popul whole reason propag global warm
48-1RT @SteveSGoddard: We had winds close to 100 MPH in the area this afternoon. I would blame climate change, except that this happens pr…719523rt stevesgoddard wind close 100 mph area afternoon would blame climat chang except happen pr
56-1@MissLizzyNJ lmao 😂 snowflakes ❄️ complaining about snowflakes ❄️ in winter =global warming 🤦‍♂️911385misslizzynj lmao snowflak complain snowflak winter global warm
57-1RT @Dawn2334Dawn: This is ONE of Arnold Schwarzenegger's vehicles. He is now whining about climate change.\\nHow's his maid...illegal or\\nhttp…768263rt dawn2334dawn one arnold schwarzenegg vehicl whine climat chang how maidilleg
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "28 -1 \n", + "46 -1 \n", + "48 -1 \n", + "56 -1 \n", + "57 -1 \n", + "\n", + " message \\\n", + "28 Sally Kohn’s latest evidence of climate change proves she is ‘not a smart person’ https://t.co/MhkzoGL9Vt via @twitchyteam Need we say more \n", + "46 @realDonaldTrump Carbon Tax is a Globalist idea to enslave the world's population. It is the whole reason for propagating global warming! \n", + "48 RT @SteveSGoddard: We had winds close to 100 MPH in the area this afternoon. I would blame climate change, except that this happens pr… \n", + "56 @MissLizzyNJ lmao 😂 snowflakes ❄️ complaining about snowflakes ❄️ in winter =global warming 🤦‍♂️ \n", + "57 RT @Dawn2334Dawn: This is ONE of Arnold Schwarzenegger's vehicles. He is now whining about climate change.\\nHow's his maid...illegal or\\nhttp… \n", + "\n", + " tweetid \\\n", + "28 355491 \n", + "46 61141 \n", + "48 719523 \n", + "56 911385 \n", + "57 768263 \n", + "\n", + " processed_text \n", + "28 salli kohn latest evid climat chang prove smart person via twitchyteam need say \n", + "46 realdonaldtrump carbon tax globalist idea enslav world popul whole reason propag global warm \n", + "48 rt stevesgoddard wind close 100 mph area afternoon would blame climat chang except happen pr \n", + "56 misslizzynj lmao snowflak complain snowflak winter global warm \n", + "57 rt dawn2334dawn one arnold schwarzenegg vehicl whine climat chang how maidilleg " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentiment 0 DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidprocessed_text
190Calum: *tweets abt reunitingish w the cast*\\n-sees replies begging him to come to their countries-\\nCalum: *goes back to rting climate change*547924calum tweet abt reunitingish w cast see repli beg come countri calum goe back rting climat chang
220we also met this guy, he let us in on some truth about climate change and gay people not existing https://t.co/Q7yOMcMZaj67545also met guy let us truth climat chang gay peopl exist
300@Jnp_Ftw are these the same scientists that denounce climate change? It's not a choice365051jnp_ftw scientist denounc climat chang choic
390We’ ve dealt with simple issues like climate change and energy policy. Now the complex issues. Mal vs Tones. #qanda403368dealt simpl issu like climat chang energi polici complex issu mal vs tone qanda
430RT @andrewsharp: Win probability is bullshit man. I saw the NBA Finals and that's when I knew, global warming isn't real326916rt andrewsharp win probabl bullshit man saw nba final that knew global warm isnt real
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "19 0 \n", + "22 0 \n", + "30 0 \n", + "39 0 \n", + "43 0 \n", + "\n", + " message \\\n", + "19 Calum: *tweets abt reunitingish w the cast*\\n-sees replies begging him to come to their countries-\\nCalum: *goes back to rting climate change* \n", + "22 we also met this guy, he let us in on some truth about climate change and gay people not existing https://t.co/Q7yOMcMZaj \n", + "30 @Jnp_Ftw are these the same scientists that denounce climate change? It's not a choice \n", + "39 We’ ve dealt with simple issues like climate change and energy policy. Now the complex issues. Mal vs Tones. #qanda \n", + "43 RT @andrewsharp: Win probability is bullshit man. I saw the NBA Finals and that's when I knew, global warming isn't real \n", + "\n", + " tweetid \\\n", + "19 547924 \n", + "22 67545 \n", + "30 365051 \n", + "39 403368 \n", + "43 326916 \n", + "\n", + " processed_text \n", + "19 calum tweet abt reunitingish w cast see repli beg come countri calum goe back rting climat chang \n", + "22 also met guy let us truth climat chang gay peopl exist \n", + "30 jnp_ftw scientist denounc climat chang choic \n", + "39 dealt simpl issu like climat chang energi polici complex issu mal vs tone qanda \n", + "43 rt andrewsharp win probabl bullshit man saw nba final that knew global warm isnt real " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentiment 1 DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidprocessed_text
01PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221polyscimajor epa chief doesnt think carbon dioxid main caus global warm wait via mashabl
11It's not like we lack evidence of anthropogenic global warming126103like lack evid anthropogen global warm
31#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736todayinmak wire 2016 pivot year war climat chang
41RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954rt soynoviodetoda 2016 racist sexist climat chang deni bigot lead poll electionnight
51Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j425577worth read whether dont believ climat chang
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1 \n", + "1 1 \n", + "3 1 \n", + "4 1 \n", + "5 1 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "5 Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j \n", + "\n", + " tweetid \\\n", + "0 625221 \n", + "1 126103 \n", + "3 573736 \n", + "4 466954 \n", + "5 425577 \n", + "\n", + " processed_text \n", + "0 polyscimajor epa chief doesnt think carbon dioxid main caus global warm wait via mashabl \n", + "1 like lack evid anthropogen global warm \n", + "3 todayinmak wire 2016 pivot year war climat chang \n", + "4 rt soynoviodetoda 2016 racist sexist climat chang deni bigot lead poll electionnight \n", + "5 worth read whether dont believ climat chang " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentiment 2 DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidprocessed_text
22RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562rt rawstori research say three year act climat chang late
122RT @tveitdal: We only have a 5 percent chance of avoiding ‘dangerous’ global warming, a study finds https://t.co/xUBTqNxhkK https://t.co/of…454673rt tveitdal 5 percent chanc avoid danger global warm studi find
142Fossil fuel giant ExxonMobil ‘misled’ the public about climate change, Harvard academics conclude https://t.co/ofc2WSu4EX658092fossil fuel giant exxonmobil misl public climat chang harvard academ conclud
262Bangladesh confronting climate change head on https://t.co/MTqeNBQDUt https://t.co/itgkUxgEfg365291bangladesh confront climat chang head
322RT @latimes: Atmospheric rivers fueled by climate change could decimate wild oysters in San Francisco Bay https://t.co/p0LZBhlU5K https://t…143471rt latim atmospher river fuel climat chang could decim wild oyster san francisco bay
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "2 2 \n", + "12 2 \n", + "14 2 \n", + "26 2 \n", + "32 2 \n", + "\n", + " message \\\n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "12 RT @tveitdal: We only have a 5 percent chance of avoiding ‘dangerous’ global warming, a study finds https://t.co/xUBTqNxhkK https://t.co/of… \n", + "14 Fossil fuel giant ExxonMobil ‘misled’ the public about climate change, Harvard academics conclude https://t.co/ofc2WSu4EX \n", + "26 Bangladesh confronting climate change head on https://t.co/MTqeNBQDUt https://t.co/itgkUxgEfg \n", + "32 RT @latimes: Atmospheric rivers fueled by climate change could decimate wild oysters in San Francisco Bay https://t.co/p0LZBhlU5K https://t… \n", + "\n", + " tweetid \\\n", + "2 698562 \n", + "12 454673 \n", + "14 658092 \n", + "26 365291 \n", + "32 143471 \n", + "\n", + " processed_text \n", + "2 rt rawstori research say three year act climat chang late \n", + "12 rt tveitdal 5 percent chanc avoid danger global warm studi find \n", + "14 fossil fuel giant exxonmobil misl public climat chang harvard academ conclud \n", + "26 bangladesh confront climat chang head \n", + "32 rt latim atmospher river fuel climat chang could decim wild oyster san francisco bay " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create separate DataFrames for each sentiment value\n", + "sentiment_minus1 = df[df['sentiment'] == -1].copy()\n", + "sentiment_zero = df[df['sentiment'] == 0].copy()\n", + "sentiment_one = df[df['sentiment'] == 1].copy()\n", + "sentiment_two = df[df['sentiment'] == 2].copy()\n", + "\n", + "print(\"Sentiment -1 DataFrame:\")\n", + "display(sentiment_minus1.head())\n", + "\n", + "print(\"Sentiment 0 DataFrame:\")\n", + "display(sentiment_zero.head())\n", + "\n", + "print(\"Sentiment 1 DataFrame:\")\n", + "display(sentiment_one.head())\n", + "\n", + "print(\"Sentiment 2 DataFrame:\")\n", + "display(sentiment_two.head())\n", + "\n", + "\n", + "\n", + "# Word frequencies\n", + "word_frequencies_m1 = sentiment_minus1['processed_text'].str.split(expand=True).stack().value_counts()\n", + "word_frequencies0 = sentiment_zero['processed_text'].str.split(expand=True).stack().value_counts()\n", + "word_frequencies1 = sentiment_one['processed_text'].str.split(expand=True).stack().value_counts()\n", + "word_frequencies2 = sentiment_two['processed_text'].str.split(expand=True).stack().value_counts()\n", + "\n", + "# Top hashtags\n", + "hashtags_m1 = sentiment_minus1['message'].apply(lambda x: re.findall(r'\\#\\w+', x)).explode().value_counts()\n", + "hashtags0 = sentiment_zero['message'].apply(lambda x: re.findall(r'\\#\\w+', x)).explode().value_counts()\n", + "hashtags1 = sentiment_one['message'].apply(lambda x: re.findall(r'\\#\\w+', x)).explode().value_counts()\n", + "hashtags2 = sentiment_two['message'].apply(lambda x: re.findall(r'\\#\\w+', x)).explode().value_counts()\n", + "\n", + "# Top mentions\n", + "mentions_m1 = sentiment_minus1['message'].apply(lambda x: re.findall(r'\\@\\w+', x)).explode().value_counts()\n", + "mentions0 = sentiment_zero['message'].apply(lambda x: re.findall(r'\\@\\w+', x)).explode().value_counts()\n", + "mentions1 = sentiment_one['message'].apply(lambda x: re.findall(r'\\@\\w+', x)).explode().value_counts()\n", + "mentions2 = sentiment_two['message'].apply(lambda x: re.findall(r'\\@\\w+', x)).explode().value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "afe9073c", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the number of top words to display\n", + "top_n = 10\n", + "\n", + "# Get the top words and their frequencies for each sentiment category\n", + "top_words_m1 = word_frequencies_m1.index[:top_n]\n", + "top_words0 = word_frequencies0.index[:top_n]\n", + "top_words1 = word_frequencies1.index[:top_n]\n", + "top_words2 = word_frequencies2.index[:top_n]\n", + "\n", + "top_word_freq_m1 = word_frequencies_m1.values[:top_n]\n", + "top_word_freq0 = word_frequencies0.values[:top_n]\n", + "top_word_freq1 = word_frequencies1.values[:top_n]\n", + "top_word_freq2 = word_frequencies2.values[:top_n]\n", + "\n", + "# Create a list of all top words\n", + "all_top_words = list(set(top_words_m1) | set(top_words0) | set(top_words1) | set(top_words2))\n", + "\n", + "# Initialize the arrays to store the word frequencies for each sentiment category\n", + "stacked_word_freq_m1 = np.zeros(len(all_top_words))\n", + "stacked_word_freq0 = np.zeros(len(all_top_words))\n", + "stacked_word_freq1 = np.zeros(len(all_top_words))\n", + "stacked_word_freq2 = np.zeros(len(all_top_words))\n", + "\n", + "# Populate the stacked word frequencies arrays\n", + "for i, word in enumerate(all_top_words):\n", + " if word in top_words_m1:\n", + " stacked_word_freq_m1[i] = top_word_freq_m1[np.where(top_words_m1 == word)][0]\n", + " if word in top_words0:\n", + " stacked_word_freq0[i] = top_word_freq0[np.where(top_words0 == word)][0]\n", + " if word in top_words1:\n", + " stacked_word_freq1[i] = top_word_freq1[np.where(top_words1 == word)][0]\n", + " if word in top_words2:\n", + " stacked_word_freq2[i] = top_word_freq2[np.where(top_words2 == word)][0]\n", + "\n", + "# Plot the stacked bar plot\n", + "plt.figure(figsize=(16, 10))\n", + "plt.bar(all_top_words, stacked_word_freq_m1, label='Sentiment -1')\n", + "plt.bar(all_top_words, stacked_word_freq0, bottom=stacked_word_freq_m1, label='Sentiment 0')\n", + "plt.bar(all_top_words, stacked_word_freq1, bottom=stacked_word_freq_m1 + stacked_word_freq0, label='Sentiment 1')\n", + "plt.bar(all_top_words, stacked_word_freq2, bottom=stacked_word_freq_m1 + stacked_word_freq0 + stacked_word_freq1, label='Sentiment 2')\n", + "plt.title('Top 10 Most Frequent Words by Sentiment')\n", + "plt.xlabel('Words')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "c319aec9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the number of top hashtags to display\n", + "top_n = 10\n", + "\n", + "# Get the top hashtags and their frequencies for each sentiment category\n", + "top_hashtags_m1 = hashtags_m1.index[:top_n]\n", + "top_hashtags0 = hashtags0.index[:top_n]\n", + "top_hashtags1 = hashtags1.index[:top_n]\n", + "top_hashtags2 = hashtags2.index[:top_n]\n", + "\n", + "top_hashtag_freq_m1 = hashtags_m1.values[:top_n]\n", + "top_hashtag_freq0 = hashtags0.values[:top_n]\n", + "top_hashtag_freq1 = hashtags1.values[:top_n]\n", + "top_hashtag_freq2 = hashtags2.values[:top_n]\n", + "\n", + "# Create a list of all top hashtags\n", + "all_top_hashtags = list(set(top_hashtags_m1) | set(top_hashtags0) | set(top_hashtags1) | set(top_hashtags2))\n", + "\n", + "# Initialize the arrays to store the hashtag frequencies for each sentiment category\n", + "stacked_hashtag_freq_m1 = np.zeros(len(all_top_hashtags))\n", + "stacked_hashtag_freq0 = np.zeros(len(all_top_hashtags))\n", + "stacked_hashtag_freq1 = np.zeros(len(all_top_hashtags))\n", + "stacked_hashtag_freq2 = np.zeros(len(all_top_hashtags))\n", + "\n", + "# Populate the stacked hashtag frequencies arrays\n", + "for i, hashtag in enumerate(all_top_hashtags):\n", + " if hashtag in top_hashtags_m1:\n", + " stacked_hashtag_freq_m1[i] = top_hashtag_freq_m1[np.where(top_hashtags_m1 == hashtag)][0]\n", + " if hashtag in top_hashtags0:\n", + " stacked_hashtag_freq0[i] = top_hashtag_freq0[np.where(top_hashtags0 == hashtag)][0]\n", + " if hashtag in top_hashtags1:\n", + " stacked_hashtag_freq1[i] = top_hashtag_freq1[np.where(top_hashtags1 == hashtag)][0]\n", + " if hashtag in top_hashtags2:\n", + " stacked_hashtag_freq2[i] = top_hashtag_freq2[np.where(top_hashtags2 == hashtag)][0]\n", + "\n", + "# Plot the stacked bar plot for hashtags\n", + "plt.figure(figsize=(16, 10))\n", + "plt.bar(all_top_hashtags, stacked_hashtag_freq_m1, label='Sentiment -1')\n", + "plt.bar(all_top_hashtags, stacked_hashtag_freq0, bottom=stacked_hashtag_freq_m1, label='Sentiment 0')\n", + "plt.bar(all_top_hashtags, stacked_hashtag_freq1, bottom=stacked_hashtag_freq_m1 + stacked_hashtag_freq0, label='Sentiment 1')\n", + "plt.bar(all_top_hashtags, stacked_hashtag_freq2, bottom=stacked_hashtag_freq_m1 + stacked_hashtag_freq0 + stacked_hashtag_freq1, label='Sentiment 2')\n", + "plt.title('Top 10 Most Frequent Hashtags by Sentiment')\n", + "plt.xlabel('Hashtags')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "#for i, v in enumerate(stacked_hashtag_freq_m1):\n", + " #plt.text(i, v, str(int(v)), ha='center', va='bottom')\n", + " \n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "bccad37f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the number of top mentions to display\n", + "top_n = 10\n", + "\n", + "# Get the top mentions and their frequencies for each sentiment category\n", + "top_mentions_m1 = mentions_m1.index[:top_n]\n", + "top_mentions0 = mentions0.index[:top_n]\n", + "top_mentions1 = mentions1.index[:top_n]\n", + "top_mentions2 = mentions2.index[:top_n]\n", + "\n", + "top_mention_freq_m1 = mentions_m1.values[:top_n]\n", + "top_mention_freq0 = mentions0.values[:top_n]\n", + "top_mention_freq1 = mentions1.values[:top_n]\n", + "top_mention_freq2 = mentions2.values[:top_n]\n", + "\n", + "# Create a list of all top mentions\n", + "all_top_mentions = list(set(top_mentions_m1) | set(top_mentions0) | set(top_mentions1) | set(top_mentions2))\n", + "\n", + "# Initialize the arrays to store the mention frequencies for each sentiment category\n", + "stacked_mention_freq_m1 = np.zeros(len(all_top_mentions))\n", + "stacked_mention_freq0 = np.zeros(len(all_top_mentions))\n", + "stacked_mention_freq1 = np.zeros(len(all_top_mentions))\n", + "stacked_mention_freq2 = np.zeros(len(all_top_mentions))\n", + "\n", + "# Populate the stacked mention frequencies arrays\n", + "for i, mention in enumerate(all_top_mentions):\n", + " if mention in top_mentions_m1:\n", + " stacked_mention_freq_m1[i] = top_mention_freq_m1[np.where(top_mentions_m1 == mention)][0]\n", + " if mention in top_mentions0:\n", + " stacked_mention_freq0[i] = top_mention_freq0[np.where(top_mentions0 == mention)][0]\n", + " if mention in top_mentions1:\n", + " stacked_mention_freq1[i] = top_mention_freq1[np.where(top_mentions1 == mention)][0]\n", + " if mention in top_mentions2:\n", + " stacked_mention_freq2[i] = top_mention_freq2[np.where(top_mentions2 == mention)][0]\n", + "\n", + "# Plot the stacked bar plot for mentions\n", + "plt.figure(figsize=(16, 10))\n", + "plt.bar(all_top_mentions, stacked_mention_freq_m1, label='Sentiment -1')\n", + "plt.bar(all_top_mentions, stacked_mention_freq0, bottom=stacked_mention_freq_m1, label='Sentiment 0')\n", + "plt.bar(all_top_mentions, stacked_mention_freq1, bottom=stacked_mention_freq_m1 + stacked_mention_freq0, label='Sentiment 1')\n", + "plt.bar(all_top_mentions, stacked_mention_freq2, bottom=stacked_mention_freq_m1 + stacked_mention_freq0 + stacked_mention_freq1, label='Sentiment 2')\n", + "plt.title('Top 10 Most Frequent Mentions by Sentiment')\n", + "plt.xlabel('Mentions')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "dbe001fc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the number of top words to display\n", + "top_n = 10\n", + "\n", + "# Get the top words and their frequencies for each sentiment category\n", + "top_words_m1 = word_frequencies_m1.index[:top_n]\n", + "top_words0 = word_frequencies0.index[:top_n]\n", + "top_words1 = word_frequencies1.index[:top_n]\n", + "top_words2 = word_frequencies2.index[:top_n]\n", + "\n", + "top_word_freq_m1 = word_frequencies_m1.values[:top_n]\n", + "top_word_freq0 = word_frequencies0.values[:top_n]\n", + "top_word_freq1 = word_frequencies1.values[:top_n]\n", + "top_word_freq2 = word_frequencies2.values[:top_n]\n", + "\n", + "# Create a list of all top words\n", + "all_top_words = list(set(top_words_m1) | set(top_words0) | set(top_words1) | set(top_words2))\n", + "\n", + "# Initialize the arrays to store the word frequencies for each sentiment category\n", + "stacked_word_freq_m1 = np.zeros(len(all_top_words))\n", + "stacked_word_freq0 = np.zeros(len(all_top_words))\n", + "stacked_word_freq1 = np.zeros(len(all_top_words))\n", + "stacked_word_freq2 = np.zeros(len(all_top_words))\n", + "\n", + "# Populate the stacked word frequencies arrays\n", + "for i, word in enumerate(all_top_words):\n", + " if word in top_words_m1:\n", + " stacked_word_freq_m1[i] = top_word_freq_m1[np.where(top_words_m1 == word)][0]\n", + " if word in top_words0:\n", + " stacked_word_freq0[i] = top_word_freq0[np.where(top_words0 == word)][0]\n", + " if word in top_words1:\n", + " stacked_word_freq1[i] = top_word_freq1[np.where(top_words1 == word)][0]\n", + " if word in top_words2:\n", + " stacked_word_freq2[i] = top_word_freq2[np.where(top_words2 == word)][0]\n", + "\n", + "# Plot the stacked bar plot\n", + "plt.figure(figsize=(12, 6))\n", + "plt.bar(all_top_words, stacked_word_freq_m1, label='Sentiment -1')\n", + "plt.bar(all_top_words, stacked_word_freq0, bottom=stacked_word_freq_m1, label='Sentiment 0')\n", + "plt.bar(all_top_words, stacked_word_freq1, bottom=stacked_word_freq_m1 + stacked_word_freq0, label='Sentiment 1')\n", + "plt.bar(all_top_words, stacked_word_freq2, bottom=stacked_word_freq_m1 + stacked_word_freq0 + stacked_word_freq1, label='Sentiment 2')\n", + "plt.title('Top 10 Most Frequent Words by Sentiment')\n", + "plt.xlabel('Words')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From dfe92418e63ea10f040ea051afd84fe25e46d87a Mon Sep 17 00:00:00 2001 From: KaraboM-lamola <132669010+KaraboM-lamola@users.noreply.github.com> Date: Sun, 18 Jun 2023 19:39:44 +0200 Subject: [PATCH 09/19] EDA(Lemmatization version) --- ...is(EDA)-Classfication(lemmatization).ipynb | 1225 +++++++++++++++++ 1 file changed, 1225 insertions(+) create mode 100644 Exploratory Data Analysis(EDA)-Classfication(lemmatization).ipynb diff --git a/Exploratory Data Analysis(EDA)-Classfication(lemmatization).ipynb b/Exploratory Data Analysis(EDA)-Classfication(lemmatization).ipynb new file mode 100644 index 00000000..9becc737 --- /dev/null +++ b/Exploratory Data Analysis(EDA)-Classfication(lemmatization).ipynb @@ -0,0 +1,1225 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "f8f9cf0d", + "metadata": {}, + "outputs": [], + "source": [ + "#Importing Libraries\n", + "import nltk\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "import seaborn as sns\n", + "import re" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b9b90915", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(15819, 3)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Display.max_colwidth option set to None to show all text content without truncation\n", + "pd.set_option('display.max_colwidth', None)\n", + "\n", + "#load the data\n", + "df=pd.read_csv(r\"C:/Users/student/Desktop/train.csv\")\n", + "\n", + "#get the shape of the dataframe\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "94b32858", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Dimensions:'" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(15819, 3)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "'Columns:'" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Index(['sentiment', 'message', 'tweetid'], dtype='object')" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetid
01PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221
11It's not like we lack evidence of anthropogenic global warming126103
22RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562
31#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736
41RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1 \n", + "1 1 \n", + "2 2 \n", + "3 1 \n", + "4 1 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "\n", + " tweetid \n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Display the dimensions of the DataFrame\n", + "display(\"Dimensions:\", df.shape)\n", + "\n", + "# Display the column names\n", + "display(\"Columns:\", df.columns)\n", + "\n", + "# Display the first few rows\n", + "display(df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "36e912ab", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sentiment 0\n", + "message 0\n", + "tweetid 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# Check for missing values\n", + "print(df.isnull().sum())\n", + "\n", + "# Drop rows with missing values\n", + "df.dropna(inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b8b28634", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Count the number of tweets per sentiment category\n", + "sentiment_counts = df['sentiment'].value_counts()\n", + "\n", + "# Plot the distribution of sentiments\n", + "sentiment_counts.plot(kind='bar')\n", + "plt.xlabel('Sentiment')\n", + "plt.ylabel('Count')\n", + "plt.title('Distribution of Sentiments')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3b6eff2c", + "metadata": {}, + "outputs": [], + "source": [ + "#Importing Libraries\n", + "from nltk.corpus import stopwords\n", + "from nltk.stem import PorterStemmer\n", + "\n", + "\n", + "# Remove stopwords and perform stemming\n", + "stop_words = set(stopwords.words('english'))\n", + "stemmer = PorterStemmer()\n", + "\n", + "def preprocess_text(text):\n", + " text = re.sub(r'http\\S+|www\\S+|https\\S+', '', text) # Remove URLs\n", + " text = re.sub(r'\\s+', ' ', text) # Remove extra spaces\n", + " text = re.sub(r'[^\\w\\s]', '', text) # Remove punctuation\n", + " tokens = nltk.word_tokenize(text.lower()) # Tokenization\n", + " tokens = [stemmer.stem(token) for token in tokens if token not in stop_words] # Stemming\n", + " return ' '.join(tokens)\n", + "\n", + "# Apply text preprocessing to the tweet text column\n", + "df['processed_text'] = df['message'].apply(preprocess_text)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "50c9053a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package punkt to\n", + "[nltk_data] C:\\Users\\student\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package punkt is already up-to-date!\n", + "[nltk_data] Downloading package wordnet to\n", + "[nltk_data] C:\\Users\\student\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package wordnet is already up-to-date!\n", + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\student\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + } + ], + "source": [ + "import nltk\n", + "nltk.download('punkt')\n", + "nltk.download('wordnet')\n", + "nltk.download('stopwords')\n", + "\n", + "\n", + "from nltk.corpus import stopwords\n", + "from nltk.tokenize import word_tokenize\n", + "from nltk.stem import WordNetLemmatizer\n", + "\n", + "def preprocess_text(text):\n", + " text = re.sub(r'http\\S+|www\\S+|https\\S+', '', text) # Remove URLs\n", + " text = re.sub(r'\\s+', ' ', text) # Remove extra spaces\n", + " text = re.sub(r'[^\\w\\s]', '', text) # Remove punctuation\n", + " \n", + " stop_words = set(stopwords.words('english'))\n", + " lemmatizer = WordNetLemmatizer()\n", + " \n", + " tokens = word_tokenize(text.lower()) # Tokenization\n", + " tokens = [lemmatizer.lemmatize(token) for token in tokens if token not in stop_words] # Lemmatization\n", + " \n", + " return ' '.join(tokens)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2c1360b8", + "metadata": {}, + "outputs": [], + "source": [ + "# Apply text preprocessing to the tweet text column\n", + "df['processed_text'] = df['message'].apply(preprocess_text)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4457bba8", + "metadata": {}, + "outputs": [], + "source": [ + "# Word frequencies\n", + "word_frequencies = df['processed_text'].str.split(expand=True).stack().value_counts()\n", + "\n", + "# Top hashtags\n", + "hashtags = df['message'].apply(lambda x: re.findall(r'\\#\\w+', x)).explode().value_counts()\n", + "\n", + "# Top mentions\n", + "mentions = df['message'].apply(lambda x: re.findall(r'\\@\\w+', x)).explode().value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "aafb01bc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Importing Libraries\n", + "from wordcloud import WordCloud\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Generate word cloud\n", + "wordcloud = WordCloud(width=800, height=400, background_color='white').generate_from_frequencies(word_frequencies)\n", + "\n", + "# Plot word cloud\n", + "plt.figure(figsize=(10, 5))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis('off')\n", + "plt.title('Word Cloud of Tweet Text')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9bf879e7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot top frequent words\n", + "plt.figure(figsize=(10, 5))\n", + "top_n = 10 # Specify the number of top words to display\n", + "word_frequencies_top_n = word_frequencies.head(top_n)\n", + "word_frequencies_top_n.plot(kind='bar')\n", + "plt.xlabel('Words')\n", + "plt.ylabel('Frequency')\n", + "plt.title(f'Top {top_n} Most Frequent Words')\n", + "plt.xticks(rotation=45)\n", + "for i, v in enumerate(word_frequencies_top_n):\n", + " plt.text(i, v, str(v), ha='center', va='bottom')\n", + "plt.show()\n", + "\n", + "# Plot top hashtags\n", + "plt.figure(figsize=(10, 5))\n", + "hashtags[:10].plot(kind='bar')\n", + "plt.xlabel('Hashtags')\n", + "plt.ylabel('Count')\n", + "plt.title('Top 10 Hashtags')\n", + "plt.xticks(rotation=45)\n", + "for i, v in enumerate(hashtags[:10]):\n", + " plt.text(i, v, str(v), ha='center', va='bottom')\n", + "plt.show()\n", + "\n", + "# Plot top mentions\n", + "plt.figure(figsize=(10, 5))\n", + "mentions[:10].plot(kind='bar')\n", + "plt.xlabel('Mentions')\n", + "plt.ylabel('Count')\n", + "plt.title('Top 10 Mentions')\n", + "plt.xticks(rotation=45)\n", + "for i, v in enumerate(mentions[:10]):\n", + " plt.text(i, v, str(v), ha='center', va='bottom')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "2f8c30db", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentiment -1 DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidprocessed_text
28-1Sally Kohn’s latest evidence of climate change proves she is ‘not a smart person’ https://t.co/MhkzoGL9Vt via @twitchyteam Need we say more355491sally kohns latest evidence climate change prof smart person via twitchyteam need say
46-1@realDonaldTrump Carbon Tax is a Globalist idea to enslave the world's population. It is the whole reason for propagating global warming!61141realdonaldtrump carbon tax globalist idea enslave world population whole reason propagating global warming
48-1RT @SteveSGoddard: We had winds close to 100 MPH in the area this afternoon. I would blame climate change, except that this happens pr…719523rt stevesgoddard wind close 100 mph area afternoon would blame climate change except happens pr
56-1@MissLizzyNJ lmao 😂 snowflakes ❄️ complaining about snowflakes ❄️ in winter =global warming 🤦‍♂️911385misslizzynj lmao snowflake complaining snowflake winter global warming
57-1RT @Dawn2334Dawn: This is ONE of Arnold Schwarzenegger's vehicles. He is now whining about climate change.\\nHow's his maid...illegal or\\nhttp…768263rt dawn2334dawn one arnold schwarzeneggers vehicle whining climate change hows maidillegal
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "28 -1 \n", + "46 -1 \n", + "48 -1 \n", + "56 -1 \n", + "57 -1 \n", + "\n", + " message \\\n", + "28 Sally Kohn’s latest evidence of climate change proves she is ‘not a smart person’ https://t.co/MhkzoGL9Vt via @twitchyteam Need we say more \n", + "46 @realDonaldTrump Carbon Tax is a Globalist idea to enslave the world's population. It is the whole reason for propagating global warming! \n", + "48 RT @SteveSGoddard: We had winds close to 100 MPH in the area this afternoon. I would blame climate change, except that this happens pr… \n", + "56 @MissLizzyNJ lmao 😂 snowflakes ❄️ complaining about snowflakes ❄️ in winter =global warming 🤦‍♂️ \n", + "57 RT @Dawn2334Dawn: This is ONE of Arnold Schwarzenegger's vehicles. He is now whining about climate change.\\nHow's his maid...illegal or\\nhttp… \n", + "\n", + " tweetid \\\n", + "28 355491 \n", + "46 61141 \n", + "48 719523 \n", + "56 911385 \n", + "57 768263 \n", + "\n", + " processed_text \n", + "28 sally kohns latest evidence climate change prof smart person via twitchyteam need say \n", + "46 realdonaldtrump carbon tax globalist idea enslave world population whole reason propagating global warming \n", + "48 rt stevesgoddard wind close 100 mph area afternoon would blame climate change except happens pr \n", + "56 misslizzynj lmao snowflake complaining snowflake winter global warming \n", + "57 rt dawn2334dawn one arnold schwarzeneggers vehicle whining climate change hows maidillegal " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentiment 0 DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidprocessed_text
190Calum: *tweets abt reunitingish w the cast*\\n-sees replies begging him to come to their countries-\\nCalum: *goes back to rting climate change*547924calum tweet abt reunitingish w cast see reply begging come country calum go back rting climate change
220we also met this guy, he let us in on some truth about climate change and gay people not existing https://t.co/Q7yOMcMZaj67545also met guy let u truth climate change gay people existing
300@Jnp_Ftw are these the same scientists that denounce climate change? It's not a choice365051jnp_ftw scientist denounce climate change choice
390We’ ve dealt with simple issues like climate change and energy policy. Now the complex issues. Mal vs Tones. #qanda403368dealt simple issue like climate change energy policy complex issue mal v tone qanda
430RT @andrewsharp: Win probability is bullshit man. I saw the NBA Finals and that's when I knew, global warming isn't real326916rt andrewsharp win probability bullshit man saw nba final thats knew global warming isnt real
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "19 0 \n", + "22 0 \n", + "30 0 \n", + "39 0 \n", + "43 0 \n", + "\n", + " message \\\n", + "19 Calum: *tweets abt reunitingish w the cast*\\n-sees replies begging him to come to their countries-\\nCalum: *goes back to rting climate change* \n", + "22 we also met this guy, he let us in on some truth about climate change and gay people not existing https://t.co/Q7yOMcMZaj \n", + "30 @Jnp_Ftw are these the same scientists that denounce climate change? It's not a choice \n", + "39 We’ ve dealt with simple issues like climate change and energy policy. Now the complex issues. Mal vs Tones. #qanda \n", + "43 RT @andrewsharp: Win probability is bullshit man. I saw the NBA Finals and that's when I knew, global warming isn't real \n", + "\n", + " tweetid \\\n", + "19 547924 \n", + "22 67545 \n", + "30 365051 \n", + "39 403368 \n", + "43 326916 \n", + "\n", + " processed_text \n", + "19 calum tweet abt reunitingish w cast see reply begging come country calum go back rting climate change \n", + "22 also met guy let u truth climate change gay people existing \n", + "30 jnp_ftw scientist denounce climate change choice \n", + "39 dealt simple issue like climate change energy policy complex issue mal v tone qanda \n", + "43 rt andrewsharp win probability bullshit man saw nba final thats knew global warming isnt real " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentiment 1 DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidprocessed_text
01PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221polyscimajor epa chief doesnt think carbon dioxide main cause global warming wait via mashable
11It's not like we lack evidence of anthropogenic global warming126103like lack evidence anthropogenic global warming
31#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736todayinmaker wired 2016 pivotal year war climate change
41RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight
51Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j425577worth read whether dont believe climate change
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1 \n", + "1 1 \n", + "3 1 \n", + "4 1 \n", + "5 1 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "5 Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j \n", + "\n", + " tweetid \\\n", + "0 625221 \n", + "1 126103 \n", + "3 573736 \n", + "4 466954 \n", + "5 425577 \n", + "\n", + " processed_text \n", + "0 polyscimajor epa chief doesnt think carbon dioxide main cause global warming wait via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "3 todayinmaker wired 2016 pivotal year war climate change \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading poll electionnight \n", + "5 worth read whether dont believe climate change " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentiment 2 DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidprocessed_text
22RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562rt rawstory researcher say three year act climate change late
122RT @tveitdal: We only have a 5 percent chance of avoiding ‘dangerous’ global warming, a study finds https://t.co/xUBTqNxhkK https://t.co/of…454673rt tveitdal 5 percent chance avoiding dangerous global warming study find
142Fossil fuel giant ExxonMobil ‘misled’ the public about climate change, Harvard academics conclude https://t.co/ofc2WSu4EX658092fossil fuel giant exxonmobil misled public climate change harvard academic conclude
262Bangladesh confronting climate change head on https://t.co/MTqeNBQDUt https://t.co/itgkUxgEfg365291bangladesh confronting climate change head
322RT @latimes: Atmospheric rivers fueled by climate change could decimate wild oysters in San Francisco Bay https://t.co/p0LZBhlU5K https://t…143471rt latimes atmospheric river fueled climate change could decimate wild oyster san francisco bay
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "2 2 \n", + "12 2 \n", + "14 2 \n", + "26 2 \n", + "32 2 \n", + "\n", + " message \\\n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "12 RT @tveitdal: We only have a 5 percent chance of avoiding ‘dangerous’ global warming, a study finds https://t.co/xUBTqNxhkK https://t.co/of… \n", + "14 Fossil fuel giant ExxonMobil ‘misled’ the public about climate change, Harvard academics conclude https://t.co/ofc2WSu4EX \n", + "26 Bangladesh confronting climate change head on https://t.co/MTqeNBQDUt https://t.co/itgkUxgEfg \n", + "32 RT @latimes: Atmospheric rivers fueled by climate change could decimate wild oysters in San Francisco Bay https://t.co/p0LZBhlU5K https://t… \n", + "\n", + " tweetid \\\n", + "2 698562 \n", + "12 454673 \n", + "14 658092 \n", + "26 365291 \n", + "32 143471 \n", + "\n", + " processed_text \n", + "2 rt rawstory researcher say three year act climate change late \n", + "12 rt tveitdal 5 percent chance avoiding dangerous global warming study find \n", + "14 fossil fuel giant exxonmobil misled public climate change harvard academic conclude \n", + "26 bangladesh confronting climate change head \n", + "32 rt latimes atmospheric river fueled climate change could decimate wild oyster san francisco bay " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create separate DataFrames for each sentiment value\n", + "sentiment_minus1 = df[df['sentiment'] == -1].copy()\n", + "sentiment_zero = df[df['sentiment'] == 0].copy()\n", + "sentiment_one = df[df['sentiment'] == 1].copy()\n", + "sentiment_two = df[df['sentiment'] == 2].copy()\n", + "\n", + "print(\"Sentiment -1 DataFrame:\")\n", + "display(sentiment_minus1.head())\n", + "\n", + "print(\"Sentiment 0 DataFrame:\")\n", + "display(sentiment_zero.head())\n", + "\n", + "print(\"Sentiment 1 DataFrame:\")\n", + "display(sentiment_one.head())\n", + "\n", + "print(\"Sentiment 2 DataFrame:\")\n", + "display(sentiment_two.head())\n", + "\n", + "\n", + "\n", + "# Word frequencies\n", + "word_frequencies_m1 = sentiment_minus1['processed_text'].str.split(expand=True).stack().value_counts()\n", + "word_frequencies0 = sentiment_zero['processed_text'].str.split(expand=True).stack().value_counts()\n", + "word_frequencies1 = sentiment_one['processed_text'].str.split(expand=True).stack().value_counts()\n", + "word_frequencies2 = sentiment_two['processed_text'].str.split(expand=True).stack().value_counts()\n", + "\n", + "# Top hashtags\n", + "hashtags_m1 = sentiment_minus1['message'].apply(lambda x: re.findall(r'\\#\\w+', x)).explode().value_counts()\n", + "hashtags0 = sentiment_zero['message'].apply(lambda x: re.findall(r'\\#\\w+', x)).explode().value_counts()\n", + "hashtags1 = sentiment_one['message'].apply(lambda x: re.findall(r'\\#\\w+', x)).explode().value_counts()\n", + "hashtags2 = sentiment_two['message'].apply(lambda x: re.findall(r'\\#\\w+', x)).explode().value_counts()\n", + "\n", + "# Top mentions\n", + "mentions_m1 = sentiment_minus1['message'].apply(lambda x: re.findall(r'\\@\\w+', x)).explode().value_counts()\n", + "mentions0 = sentiment_zero['message'].apply(lambda x: re.findall(r'\\@\\w+', x)).explode().value_counts()\n", + "mentions1 = sentiment_one['message'].apply(lambda x: re.findall(r'\\@\\w+', x)).explode().value_counts()\n", + "mentions2 = sentiment_two['message'].apply(lambda x: re.findall(r'\\@\\w+', x)).explode().value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "afe9073c", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the number of top words to display\n", + "top_n = 10\n", + "\n", + "# Get the top words and their frequencies for each sentiment category\n", + "top_words_m1 = word_frequencies_m1.index[:top_n]\n", + "top_words0 = word_frequencies0.index[:top_n]\n", + "top_words1 = word_frequencies1.index[:top_n]\n", + "top_words2 = word_frequencies2.index[:top_n]\n", + "\n", + "top_word_freq_m1 = word_frequencies_m1.values[:top_n]\n", + "top_word_freq0 = word_frequencies0.values[:top_n]\n", + "top_word_freq1 = word_frequencies1.values[:top_n]\n", + "top_word_freq2 = word_frequencies2.values[:top_n]\n", + "\n", + "# Create a list of all top words\n", + "all_top_words = list(set(top_words_m1) | set(top_words0) | set(top_words1) | set(top_words2))\n", + "\n", + "# Initialize the arrays to store the word frequencies for each sentiment category\n", + "stacked_word_freq_m1 = np.zeros(len(all_top_words))\n", + "stacked_word_freq0 = np.zeros(len(all_top_words))\n", + "stacked_word_freq1 = np.zeros(len(all_top_words))\n", + "stacked_word_freq2 = np.zeros(len(all_top_words))\n", + "\n", + "# Populate the stacked word frequencies arrays\n", + "for i, word in enumerate(all_top_words):\n", + " if word in top_words_m1:\n", + " stacked_word_freq_m1[i] = top_word_freq_m1[np.where(top_words_m1 == word)][0]\n", + " if word in top_words0:\n", + " stacked_word_freq0[i] = top_word_freq0[np.where(top_words0 == word)][0]\n", + " if word in top_words1:\n", + " stacked_word_freq1[i] = top_word_freq1[np.where(top_words1 == word)][0]\n", + " if word in top_words2:\n", + " stacked_word_freq2[i] = top_word_freq2[np.where(top_words2 == word)][0]\n", + "\n", + "# Plot the stacked bar plot\n", + "plt.figure(figsize=(16, 10))\n", + "plt.bar(all_top_words, stacked_word_freq_m1, label='Sentiment -1')\n", + "plt.bar(all_top_words, stacked_word_freq0, bottom=stacked_word_freq_m1, label='Sentiment 0')\n", + "plt.bar(all_top_words, stacked_word_freq1, bottom=stacked_word_freq_m1 + stacked_word_freq0, label='Sentiment 1')\n", + "plt.bar(all_top_words, stacked_word_freq2, bottom=stacked_word_freq_m1 + stacked_word_freq0 + stacked_word_freq1, label='Sentiment 2')\n", + "plt.title('Top 10 Most Frequent Words by Sentiment')\n", + "plt.xlabel('Words')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "c319aec9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the number of top hashtags to display\n", + "top_n = 10\n", + "\n", + "# Get the top hashtags and their frequencies for each sentiment category\n", + "top_hashtags_m1 = hashtags_m1.index[:top_n]\n", + "top_hashtags0 = hashtags0.index[:top_n]\n", + "top_hashtags1 = hashtags1.index[:top_n]\n", + "top_hashtags2 = hashtags2.index[:top_n]\n", + "\n", + "top_hashtag_freq_m1 = hashtags_m1.values[:top_n]\n", + "top_hashtag_freq0 = hashtags0.values[:top_n]\n", + "top_hashtag_freq1 = hashtags1.values[:top_n]\n", + "top_hashtag_freq2 = hashtags2.values[:top_n]\n", + "\n", + "# Create a list of all top hashtags\n", + "all_top_hashtags = list(set(top_hashtags_m1) | set(top_hashtags0) | set(top_hashtags1) | set(top_hashtags2))\n", + "\n", + "# Initialize the arrays to store the hashtag frequencies for each sentiment category\n", + "stacked_hashtag_freq_m1 = np.zeros(len(all_top_hashtags))\n", + "stacked_hashtag_freq0 = np.zeros(len(all_top_hashtags))\n", + "stacked_hashtag_freq1 = np.zeros(len(all_top_hashtags))\n", + "stacked_hashtag_freq2 = np.zeros(len(all_top_hashtags))\n", + "\n", + "# Populate the stacked hashtag frequencies arrays\n", + "for i, hashtag in enumerate(all_top_hashtags):\n", + " if hashtag in top_hashtags_m1:\n", + " stacked_hashtag_freq_m1[i] = top_hashtag_freq_m1[np.where(top_hashtags_m1 == hashtag)][0]\n", + " if hashtag in top_hashtags0:\n", + " stacked_hashtag_freq0[i] = top_hashtag_freq0[np.where(top_hashtags0 == hashtag)][0]\n", + " if hashtag in top_hashtags1:\n", + " stacked_hashtag_freq1[i] = top_hashtag_freq1[np.where(top_hashtags1 == hashtag)][0]\n", + " if hashtag in top_hashtags2:\n", + " stacked_hashtag_freq2[i] = top_hashtag_freq2[np.where(top_hashtags2 == hashtag)][0]\n", + "\n", + "# Plot the stacked bar plot for hashtags\n", + "plt.figure(figsize=(16, 10))\n", + "plt.bar(all_top_hashtags, stacked_hashtag_freq_m1, label='Sentiment -1')\n", + "plt.bar(all_top_hashtags, stacked_hashtag_freq0, bottom=stacked_hashtag_freq_m1, label='Sentiment 0')\n", + "plt.bar(all_top_hashtags, stacked_hashtag_freq1, bottom=stacked_hashtag_freq_m1 + stacked_hashtag_freq0, label='Sentiment 1')\n", + "plt.bar(all_top_hashtags, stacked_hashtag_freq2, bottom=stacked_hashtag_freq_m1 + stacked_hashtag_freq0 + stacked_hashtag_freq1, label='Sentiment 2')\n", + "plt.title('Top 10 Most Frequent Hashtags by Sentiment')\n", + "plt.xlabel('Hashtags')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "#for i, v in enumerate(stacked_hashtag_freq_m1):\n", + " #plt.text(i, v, str(int(v)), ha='center', va='bottom')\n", + " \n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "bccad37f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the number of top mentions to display\n", + "top_n = 10\n", + "\n", + "# Get the top mentions and their frequencies for each sentiment category\n", + "top_mentions_m1 = mentions_m1.index[:top_n]\n", + "top_mentions0 = mentions0.index[:top_n]\n", + "top_mentions1 = mentions1.index[:top_n]\n", + "top_mentions2 = mentions2.index[:top_n]\n", + "\n", + "top_mention_freq_m1 = mentions_m1.values[:top_n]\n", + "top_mention_freq0 = mentions0.values[:top_n]\n", + "top_mention_freq1 = mentions1.values[:top_n]\n", + "top_mention_freq2 = mentions2.values[:top_n]\n", + "\n", + "# Create a list of all top mentions\n", + "all_top_mentions = list(set(top_mentions_m1) | set(top_mentions0) | set(top_mentions1) | set(top_mentions2))\n", + "\n", + "# Initialize the arrays to store the mention frequencies for each sentiment category\n", + "stacked_mention_freq_m1 = np.zeros(len(all_top_mentions))\n", + "stacked_mention_freq0 = np.zeros(len(all_top_mentions))\n", + "stacked_mention_freq1 = np.zeros(len(all_top_mentions))\n", + "stacked_mention_freq2 = np.zeros(len(all_top_mentions))\n", + "\n", + "# Populate the stacked mention frequencies arrays\n", + "for i, mention in enumerate(all_top_mentions):\n", + " if mention in top_mentions_m1:\n", + " stacked_mention_freq_m1[i] = top_mention_freq_m1[np.where(top_mentions_m1 == mention)][0]\n", + " if mention in top_mentions0:\n", + " stacked_mention_freq0[i] = top_mention_freq0[np.where(top_mentions0 == mention)][0]\n", + " if mention in top_mentions1:\n", + " stacked_mention_freq1[i] = top_mention_freq1[np.where(top_mentions1 == mention)][0]\n", + " if mention in top_mentions2:\n", + " stacked_mention_freq2[i] = top_mention_freq2[np.where(top_mentions2 == mention)][0]\n", + "\n", + "# Plot the stacked bar plot for mentions\n", + "plt.figure(figsize=(16, 10))\n", + "plt.bar(all_top_mentions, stacked_mention_freq_m1, label='Sentiment -1')\n", + "plt.bar(all_top_mentions, stacked_mention_freq0, bottom=stacked_mention_freq_m1, label='Sentiment 0')\n", + "plt.bar(all_top_mentions, stacked_mention_freq1, bottom=stacked_mention_freq_m1 + stacked_mention_freq0, label='Sentiment 1')\n", + "plt.bar(all_top_mentions, stacked_mention_freq2, bottom=stacked_mention_freq_m1 + stacked_mention_freq0 + stacked_mention_freq1, label='Sentiment 2')\n", + "plt.title('Top 10 Most Frequent Mentions by Sentiment')\n", + "plt.xlabel('Mentions')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "dbe001fc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the number of top words to display\n", + "top_n = 10\n", + "\n", + "# Get the top words and their frequencies for each sentiment category\n", + "top_words_m1 = word_frequencies_m1.index[:top_n]\n", + "top_words0 = word_frequencies0.index[:top_n]\n", + "top_words1 = word_frequencies1.index[:top_n]\n", + "top_words2 = word_frequencies2.index[:top_n]\n", + "\n", + "top_word_freq_m1 = word_frequencies_m1.values[:top_n]\n", + "top_word_freq0 = word_frequencies0.values[:top_n]\n", + "top_word_freq1 = word_frequencies1.values[:top_n]\n", + "top_word_freq2 = word_frequencies2.values[:top_n]\n", + "\n", + "# Create a list of all top words\n", + "all_top_words = list(set(top_words_m1) | set(top_words0) | set(top_words1) | set(top_words2))\n", + "\n", + "# Initialize the arrays to store the word frequencies for each sentiment category\n", + "stacked_word_freq_m1 = np.zeros(len(all_top_words))\n", + "stacked_word_freq0 = np.zeros(len(all_top_words))\n", + "stacked_word_freq1 = np.zeros(len(all_top_words))\n", + "stacked_word_freq2 = np.zeros(len(all_top_words))\n", + "\n", + "# Populate the stacked word frequencies arrays\n", + "for i, word in enumerate(all_top_words):\n", + " if word in top_words_m1:\n", + " stacked_word_freq_m1[i] = top_word_freq_m1[np.where(top_words_m1 == word)][0]\n", + " if word in top_words0:\n", + " stacked_word_freq0[i] = top_word_freq0[np.where(top_words0 == word)][0]\n", + " if word in top_words1:\n", + " stacked_word_freq1[i] = top_word_freq1[np.where(top_words1 == word)][0]\n", + " if word in top_words2:\n", + " stacked_word_freq2[i] = top_word_freq2[np.where(top_words2 == word)][0]\n", + "\n", + "# Plot the stacked bar plot\n", + "plt.figure(figsize=(12, 6))\n", + "plt.bar(all_top_words, stacked_word_freq_m1, label='Sentiment -1')\n", + "plt.bar(all_top_words, stacked_word_freq0, bottom=stacked_word_freq_m1, label='Sentiment 0')\n", + "plt.bar(all_top_words, stacked_word_freq1, bottom=stacked_word_freq_m1 + stacked_word_freq0, label='Sentiment 1')\n", + "plt.bar(all_top_words, stacked_word_freq2, bottom=stacked_word_freq_m1 + stacked_word_freq0 + stacked_word_freq1, label='Sentiment 2')\n", + "plt.title('Top 10 Most Frequent Words by Sentiment')\n", + "plt.xlabel('Words')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From c143a032666590c223c3bb58acd04831124266d8 Mon Sep 17 00:00:00 2001 From: Justice Oyemike Date: Mon, 19 Jun 2023 14:43:05 +0100 Subject: [PATCH 10/19] added data cleaning notebook --- ...edict_notebook_data_cleaning_version.ipynb | 2611 +++++++++++++++++ 1 file changed, 2611 insertions(+) create mode 100644 Classification_predict_notebook_data_cleaning_version.ipynb diff --git a/Classification_predict_notebook_data_cleaning_version.ipynb b/Classification_predict_notebook_data_cleaning_version.ipynb new file mode 100644 index 00000000..dc666677 --- /dev/null +++ b/Classification_predict_notebook_data_cleaning_version.ipynb @@ -0,0 +1,2611 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 190, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd #For data loading and data manipulation\n", + "import seaborn as sns #For data visualization \n", + "import matplotlib.pyplot as plt #For data visualization\n", + "%matplotlib inline\n", + "import re\n", + "\n", + "import nltk\n", + "from nltk.corpus import stopwords #For stopword removals\n", + "\n", + "import string #For Punctuations\n", + "\n", + "import numpy as np\n" + ] + }, + { + "cell_type": "code", + "execution_count": 191, + "metadata": {}, + "outputs": [], + "source": [ + "# Display.max_colwidth option set to None to show all text content without truncation\n", + "pd.set_option('display.max_colwidth', None)\n", + "\n", + "# Your code to read the DataFrame\n", + "df1 = pd.read_csv('train.csv')\n", + "test_df = pd.read_csv('test_with_no_labels.csv')\n", + "df=pd.concat([df1,test_df])" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetid
01.0PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221
11.0It's not like we lack evidence of anthropogenic global warming126103
22.0RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562
31.0#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736
41.0RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954
51.0Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j425577
61.0RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R294933
71.0RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h…992717
81.0@AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change.664510
91.0RT @paigetweedy: no offense… but like… how do you just not believe… in global warming………260471
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1.0 \n", + "1 1.0 \n", + "2 2.0 \n", + "3 1.0 \n", + "4 1.0 \n", + "5 1.0 \n", + "6 1.0 \n", + "7 1.0 \n", + "8 1.0 \n", + "9 1.0 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "5 Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j \n", + "6 RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R \n", + "7 RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h… \n", + "8 @AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change. \n", + "9 RT @paigetweedy: no offense… but like… how do you just not believe… in global warming……… \n", + "\n", + " tweetid \n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "5 425577 \n", + "6 294933 \n", + "7 992717 \n", + "8 664510 \n", + "9 260471 " + ] + }, + "execution_count": 192, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the data snippet shown above, we see that the message column contains some noise (stop words, puntuations, mentions, hashtags and even urls). We need to deal with the noise before proceeding to analyze the data." + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(26365, 3)" + ] + }, + "execution_count": 193, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 194, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 26365 entries, 0 to 10545\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 sentiment 15819 non-null float64\n", + " 1 message 26365 non-null object \n", + " 2 tweetid 26365 non-null int64 \n", + "dtypes: float64(1), int64(1), object(1)\n", + "memory usage: 823.9+ KB\n" + ] + } + ], + "source": [ + "df.info() #Let's see our datatypes" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plot a barg graph to show the distribution of the sentiments\n", + "df['sentiment'].value_counts().plot(kind = 'bar')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **DATA PREPROCESSING**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Stop words**" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "metadata": {}, + "outputs": [], + "source": [ + "df_train = df.copy() #Let us make a copy of our dataframe to avoid modifying the original dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 197, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n" + ] + } + ], + "source": [ + "#To get a list of english stopwords\n", + "stop_words = stopwords.words('english')\n", + "print(stop_words)" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidclean_message
01.0PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable625221PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable
11.0It's not like we lack evidence of anthropogenic global warming126103like lack evidence anthropogenic global warming
22.0RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…698562RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…
31.0#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD573736#TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD
41.0RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight466954RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight
\n", + "
" + ], + "text/plain": [ + " sentiment \\\n", + "0 1.0 \n", + "1 1.0 \n", + "2 2.0 \n", + "3 1.0 \n", + "4 1.0 \n", + "\n", + " message \\\n", + "0 PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 It's not like we lack evidence of anthropogenic global warming \n", + "2 RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight \n", + "\n", + " tweetid \\\n", + "0 625221 \n", + "1 126103 \n", + "2 698562 \n", + "3 573736 \n", + "4 466954 \n", + "\n", + " clean_message \n", + "0 PolySciMajor EPA chief think carbon dioxide main cause global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 RT @RawStory: Researchers say three years act climate change it’s late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT… \n", + "3 #TodayinMaker# WIRED : 2016 pivotal year war climate change https://t.co/44wOTxTLcD \n", + "4 RT @SoyNovioDeTodas: 2016, racist, sexist, climate change denying bigot leading polls. #ElectionNight " + ] + }, + "execution_count": 198, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " clean_texts = []\n", + "\n", + "for text in df_train['message']:\n", + " words = text.split()\n", + " filtered_words = [word for word in words if word.lower() not in stop_words]\n", + " clean_text = ' '.join(filtered_words)\n", + " clean_texts.append(clean_text)\n", + "\n", + "# clean_texts\n", + "df_train['clean_message'] = clean_texts\n", + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**QUESTION**\n", + "Should we drop the original message column at this point? Or would it be useful for future reference?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Urls**" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "metadata": {}, + "outputs": [], + "source": [ + "#Remove urls and replace with 'url'\n", + " \n", + "pattern_url = r'http[s]?://(?:[A-Za-z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9A-Fa-f][0-9A-Fa-f]))+'\n", + "\n", + "subs_url = r'url'\n", + "\n", + "df_train['clean_message'] = df_train['clean_message'].replace(to_replace = pattern_url, value = subs_url, regex = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'RT @RawStory: Researchers say three years act climate change it’s late url url…'" + ] + }, + "execution_count": 200, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Remove Punctuation**" + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "!\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n" + ] + } + ], + "source": [ + "#Convert message to lower case\n", + "df_train['clean_message'] = df_train['clean_message'].str.lower()\n", + "\n", + "print(string.punctuation)" + ] + }, + { + "cell_type": "code", + "execution_count": 202, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt paigetweedy offense… like… believe… global warming………'" + ] + }, + "execution_count": 202, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def remove_punctuation(message):\n", + " return ''.join([l for l in message if l not in string.punctuation])\n", + "\n", + "\n", + "df_train['clean_message'] = df_train['clean_message'].apply(remove_punctuation)\n", + "df_train['clean_message'].iloc[9]" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt rawstory researchers say three years act climate change it’s late url url…'" + ] + }, + "execution_count": 203, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Despite removing puntuations, we still observe some curly quotation marks and repeated punctuations.\n", + "\n", + "Let's deal with these using regular expression(regex)" + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt rawstory researchers say three years act climate change its late url url'" + ] + }, + "execution_count": 204, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def clean_text(text):\n", + " text = re.sub(r'[^\\w\\s\"“”]', '', text) # Remove non-alphanumeric characters and curly quotation marks\n", + " text = re.sub(r'\\s+', ' ', text) # Remove extra whitespaces\n", + " text = re.sub(r'([!?.])\\1+', r'\\1', text) # Remove repeated punctuation marks\n", + " return text.strip()\n", + "\n", + "# Apply the clean_text function to the 'message' column\n", + "df_train['clean_message'] = df_train['clean_message'].apply(clean_text)\n", + "df_train['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 205, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'rt paigetweedy offense like believe global warming'" + ] + }, + "execution_count": 205, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_message'].iloc[9]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looks like our data has been delivered of every noise......." + ] + }, + { + "cell_type": "code", + "execution_count": 206, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(26365, 4)" + ] + }, + "execution_count": 206, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "metadata": {}, + "outputs": [], + "source": [ + "df_train=df_train.drop([\"message\"],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 208, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_message
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight " + ] + }, + "execution_count": 208, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# CountVectorizer" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.feature_extraction.text import CountVectorizer" + ] + }, + { + "cell_type": "code", + "execution_count": 210, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CountVectorizer()" + ] + }, + "execution_count": 210, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vect = CountVectorizer()\n", + "vect.fit(df_train['clean_message'])" + ] + }, + { + "cell_type": "code", + "execution_count": 211, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_message
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight " + ] + }, + "execution_count": 211, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 212, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(stop_words='english')" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(ngram_range=(1, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 214, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(max_df=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 215, + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(min_df=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 216, + "metadata": {}, + "outputs": [], + "source": [ + "betterVect = CountVectorizer(stop_words='english', \n", + " min_df=2, \n", + " max_df=0.5, \n", + " ngram_range=(1, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "metadata": {}, + "outputs": [], + "source": [ + "df_new=betterVect.fit_transform(df_train['clean_message'])" + ] + }, + { + "cell_type": "code", + "execution_count": 218, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CountVectorizer(max_df=0.5, min_df=2, stop_words='english')" + ] + }, + "execution_count": 218, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "betterVect" + ] + }, + { + "cell_type": "code", + "execution_count": 219, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_message
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable
11.0126103like lack evidence anthropogenic global warming
22.0698562rt rawstory researchers say three years act climate change its late url url
31.0573736todayinmaker wired 2016 pivotal year war climate change url
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight
............
10541NaN895714rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url
10542NaN8751672016 year climate change came home hottest year record karl mathiesen travelled tasmania url
10543NaN78329rt loopvanuatu pacific countries positive fiji leading global climate change conference november url
10544NaN867455rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585
10545NaN470892rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h
\n", + "

26365 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "... ... ... \n", + "10541 NaN 895714 \n", + "10542 NaN 875167 \n", + "10543 NaN 78329 \n", + "10544 NaN 867455 \n", + "10545 NaN 470892 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight \n", + "... ... \n", + "10541 rt brittanybohrer brb writing poem climate change climatechange science poetry fakenews alternativefacts url \n", + "10542 2016 year climate change came home hottest year record karl mathiesen travelled tasmania url \n", + "10543 rt loopvanuatu pacific countries positive fiji leading global climate change conference november url \n", + "10544 rt xanria00018 youre hot must cause global warming aldublaboroflove jophie30 asn585 \n", + "10545 rt chloebalaoing climate change global issue thats getting worse eating plant based least amount effort h \n", + "\n", + "[26365 rows x 3 columns]" + ] + }, + "execution_count": 219, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train" + ] + }, + { + "cell_type": "code", + "execution_count": 220, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " (0, 4009)\t1\n", + " (0, 2133)\t1\n", + " (0, 11177)\t1\n", + " (0, 1865)\t1\n", + " (0, 3363)\t1\n", + " (0, 6908)\t1\n", + " (0, 1934)\t1\n", + " (0, 4929)\t1\n", + " (0, 12007)\t1\n", + " (0, 11972)\t1\n", + " (0, 11771)\t1\n", + " (0, 7033)\t1\n", + " (1, 4929)\t1\n", + " (1, 12007)\t1\n", + " (1, 6703)\t1\n", + " (1, 6479)\t1\n", + " (1, 4112)\t1\n", + " (1, 848)\t1\n", + " (2, 11771)\t2\n", + " (2, 9093)\t1\n", + " (2, 9398)\t1\n", + " (2, 9791)\t1\n", + " (2, 12405)\t1\n", + " (2, 393)\t1\n", + " (2, 6524)\t1\n", + " :\t:\n", + " (26362, 6570)\t1\n", + " (26362, 2763)\t1\n", + " (26362, 7777)\t1\n", + " (26362, 2562)\t1\n", + " (26362, 8096)\t1\n", + " (26362, 8601)\t1\n", + " (26362, 4445)\t1\n", + " (26363, 1934)\t1\n", + " (26363, 4929)\t1\n", + " (26363, 12007)\t1\n", + " (26363, 5526)\t1\n", + " (26363, 12436)\t1\n", + " (26363, 627)\t1\n", + " (26363, 12366)\t1\n", + " (26363, 6229)\t1\n", + " (26363, 1013)\t1\n", + " (26364, 4929)\t1\n", + " (26364, 11076)\t1\n", + " (26364, 6040)\t1\n", + " (26364, 3737)\t1\n", + " (26364, 12310)\t1\n", + " (26364, 8445)\t1\n", + " (26364, 3805)\t1\n", + " (26364, 4887)\t1\n", + " (26364, 1238)\t1\n" + ] + } + ], + "source": [ + "print(df_new)" + ] + }, + { + "cell_type": "code", + "execution_count": 221, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1., 1., 2., ..., nan, nan, nan])" + ] + }, + "execution_count": 221, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"sentiment\"].values" + ] + }, + { + "cell_type": "code", + "execution_count": 222, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentiment
01.0
11.0
22.0
31.0
41.0
......
158141.0
158152.0
158160.0
15817-1.0
158180.0
\n", + "

15819 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " sentiment\n", + "0 1.0\n", + "1 1.0\n", + "2 2.0\n", + "3 1.0\n", + "4 1.0\n", + "... ...\n", + "15814 1.0\n", + "15815 2.0\n", + "15816 0.0\n", + "15817 -1.0\n", + "15818 0.0\n", + "\n", + "[15819 rows x 1 columns]" + ] + }, + "execution_count": 222, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y=df_train[:len(df1)][[\"sentiment\"]]\n", + "y" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " (0, 4009)\t1\n", + " (0, 2133)\t1\n", + " (0, 11177)\t1\n", + " (0, 1865)\t1\n", + " (0, 3363)\t1\n", + " (0, 6908)\t1\n", + " (0, 1934)\t1\n", + " (0, 4929)\t1\n", + " (0, 12007)\t1\n", + " (0, 11972)\t1\n", + " (0, 11771)\t1\n", + " (0, 7033)\t1\n", + " (1, 4929)\t1\n", + " (1, 12007)\t1\n", + " (1, 6703)\t1\n", + " (1, 6479)\t1\n", + " (1, 4112)\t1\n", + " (1, 848)\t1\n", + " (2, 11771)\t2\n", + " (2, 9093)\t1\n", + " (2, 9398)\t1\n", + " (2, 9791)\t1\n", + " (2, 12405)\t1\n", + " (2, 393)\t1\n", + " (2, 6524)\t1\n", + " :\t:\n", + " (15815, 11771)\t1\n", + " (15815, 1624)\t1\n", + " (15815, 12032)\t1\n", + " (15815, 9290)\t1\n", + " (15815, 91)\t1\n", + " (15816, 11771)\t1\n", + " (15816, 1330)\t1\n", + " (15816, 11480)\t1\n", + " (15816, 9520)\t1\n", + " (15816, 8308)\t1\n", + " (15816, 6202)\t1\n", + " (15816, 581)\t1\n", + " (15816, 422)\t1\n", + " (15816, 7837)\t1\n", + " (15817, 5389)\t1\n", + " (15817, 2037)\t1\n", + " (15817, 5460)\t1\n", + " (15817, 6674)\t1\n", + " (15817, 2811)\t1\n", + " (15817, 11250)\t1\n", + " (15817, 546)\t1\n", + " (15817, 9753)\t1\n", + " (15817, 1778)\t1\n", + " (15818, 11771)\t1\n", + " (15818, 4024)\t1\n" + ] + } + ], + "source": [ + "X_train=df_new[:len(df1)]\n", + "print(X_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1., 1., 2., ..., 0., -1., 0.])" + ] + }, + "execution_count": 224, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y[\"sentiment\"].values" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "metadata": {}, + "outputs": [], + "source": [ + "X_TEST=df_new[len(df1):]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now our parameters are y,X_train,X_TEST" + ] + }, + { + "cell_type": "code", + "execution_count": 226, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X_train,y[\"sentiment\"].values, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "DATA NORMALIZATION\n", + "\n", + "TOKENIZATION" + ] + }, + { + "cell_type": "code", + "execution_count": 228, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk.tokenize import word_tokenize, TreebankWordTokenizer\n", + "\n", + "tokeniser = TreebankWordTokenizer()\n", + "df_train['tokens'] = df_train['clean_message'].apply(tokeniser.tokenize)" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['rt',\n", + " 'rawstory',\n", + " 'researchers',\n", + " 'say',\n", + " 'three',\n", + " 'years',\n", + " 'act',\n", + " 'climate',\n", + " 'change',\n", + " 'its',\n", + " 'late',\n", + " 'url',\n", + " 'url']" + ] + }, + "execution_count": 229, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['tokens'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Scaling" + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_messagetokens
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable[polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable]
11.0126103like lack evidence anthropogenic global warming[like, lack, evidence, anthropogenic, global, warming]
22.0698562rt rawstory researchers say three years act climate change its late url url[rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url]
31.0573736todayinmaker wired 2016 pivotal year war climate change url[todayinmaker, wired, 2016, pivotal, year, war, climate, change, url]
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight[rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight]
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "\n", + " clean_message \\\n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight \n", + "\n", + " tokens \n", + "0 [polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable] \n", + "1 [like, lack, evidence, anthropogenic, global, warming] \n", + "2 [rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url] \n", + "3 [todayinmaker, wired, 2016, pivotal, year, war, climate, change, url] \n", + "4 [rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight] " + ] + }, + "execution_count": 230, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 231, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'stem'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "File \u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py:3621\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3620\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 3621\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "File \u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\_libs\\index.pyx:136\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\_libs\\index.pyx:163\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi:5198\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi:5206\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: 'stem'", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "Input \u001b[1;32mIn [231]\u001b[0m, in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;66;03m# Scale the tweet vectors\u001b[39;00m\n\u001b[0;32m 4\u001b[0m scaler \u001b[38;5;241m=\u001b[39m StandardScaler(with_mean\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m----> 5\u001b[0m train_scaled \u001b[38;5;241m=\u001b[39m scaler\u001b[38;5;241m.\u001b[39mfit_transform(\u001b[43mdf_train\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mstem\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mvalues)\n", + "File \u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3505\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3503\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 3504\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[1;32m-> 3505\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3506\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[0;32m 3507\u001b[0m indexer \u001b[38;5;241m=\u001b[39m [indexer]\n", + "File \u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py:3623\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3621\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m 3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m-> 3623\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m 3624\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[0;32m 3625\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m 3626\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m 3627\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[0;32m 3628\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n", + "\u001b[1;31mKeyError\u001b[0m: 'stem'" + ] + } + ], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# Scale the tweet vectors\n", + "scaler = StandardScaler(with_mean=False)\n", + "train_scaled = scaler.fit_transform(df_train['stem'].values)\n", + "#X_test_scaled = scaler.transform(X_test)\n", + "#X_TEST_scaled= scaler.transform(X_TEST)" + ] + }, + { + "cell_type": "code", + "execution_count": 232, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_messagetokens
01.0625221polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable[polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable]
11.0126103like lack evidence anthropogenic global warming[like, lack, evidence, anthropogenic, global, warming]
22.0698562rt rawstory researchers say three years act climate change its late url url[rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url]
31.0573736todayinmaker wired 2016 pivotal year war climate change url[todayinmaker, wired, 2016, pivotal, year, war, climate, change, url]
41.0466954rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight[rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight]
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid \\\n", + "0 1.0 625221 \n", + "1 1.0 126103 \n", + "2 2.0 698562 \n", + "3 1.0 573736 \n", + "4 1.0 466954 \n", + "\n", + " clean_message \\\n", + "0 polyscimajor epa chief think carbon dioxide main cause global warming and wait what url via mashable \n", + "1 like lack evidence anthropogenic global warming \n", + "2 rt rawstory researchers say three years act climate change its late url url \n", + "3 todayinmaker wired 2016 pivotal year war climate change url \n", + "4 rt soynoviodetodas 2016 racist sexist climate change denying bigot leading polls electionnight \n", + "\n", + " tokens \n", + "0 [polyscimajor, epa, chief, think, carbon, dioxide, main, cause, global, warming, and, wait, what, url, via, mashable] \n", + "1 [like, lack, evidence, anthropogenic, global, warming] \n", + "2 [rt, rawstory, researchers, say, three, years, act, climate, change, its, late, url, url] \n", + "3 [todayinmaker, wired, 2016, pivotal, year, war, climate, change, url] \n", + "4 [rt, soynoviodetodas, 2016, racist, sexist, climate, change, denying, bigot, leading, polls, electionnight] " + ] + }, + "execution_count": 232, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Support Vector Machine" + ] + }, + { + "cell_type": "code", + "execution_count": 233, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy score of the SVC is: 0.7149178255372945\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " -1.0 0.59 0.49 0.54 278\n", + " 0.0 0.44 0.54 0.48 425\n", + " 1.0 0.80 0.77 0.79 1755\n", + " 2.0 0.76 0.76 0.76 706\n", + "\n", + " accuracy 0.71 3164\n", + " macro avg 0.65 0.64 0.64 3164\n", + "weighted avg 0.72 0.71 0.72 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import classification_report\n", + "\n", + "svc = SVC(kernel='linear')\n", + "svc.fit(X_train, y_train)\n", + "y_pred = svc.predict(X_test)\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 234, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy score of the SVC is: 0.6014538558786346\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " -1.0 0.40 0.52 0.45 278\n", + " 0.0 0.34 0.50 0.41 425\n", + " 1.0 0.76 0.64 0.69 1755\n", + " 2.0 0.60 0.61 0.61 706\n", + "\n", + " accuracy 0.60 3164\n", + " macro avg 0.53 0.57 0.54 3164\n", + "weighted avg 0.64 0.60 0.61 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import classification_report\n", + "\n", + "svc = SVC(kernel='linear')\n", + "svc.fit(X_train_scaled, y_train)\n", + "y_pred = svc.predict(X_test_scaled)\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It was noticed that training with unscaled data led to higher training accuracy but lower test accuracy. Inshort scale ur data. Thanks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# GridSearch Using SVC" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Parameters: {'svc__C': 10, 'svc__kernel': 'rbf'}\n", + "Best Score: 0.679494271039115\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.pipeline import Pipeline\n", + "# Create a pipeline with CountVectorizer and SVC\n", + "vectorizer = CountVectorizer()\n", + "pipeline = Pipeline([\n", + " ('svc', SVC())\n", + "])\n", + "\n", + "# Define the parameter grid for GridSearchCV\n", + "param_grid = {\n", + " 'svc__C': [0.1, 1, 10],\n", + " 'svc__kernel': ['linear', 'rbf']\n", + "}\n", + "\n", + "# Initialize GridSearchCV\n", + "grid_search = GridSearchCV(pipeline, param_grid, cv=5)\n", + "\n", + "# Fit the GridSearchCV on the training data\n", + "grid_search.fit(X_train_scaled, y_train)\n", + "\n", + "# Print the best parameters and best score\n", + "print(\"Best Parameters:\", grid_search.best_params_)\n", + "print(\"Best Score:\", grid_search.best_score_)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Logistic Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 236, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from nltk import SnowballStemmer, PorterStemmer, LancasterStemmer\n", + "\n", + "stemmer = SnowballStemmer('english')" + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "metadata": {}, + "outputs": [], + "source": [ + "def df_train_stemmer(words, stemmer):\n", + " return [stemmer.stem(word) for word in words]" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [], + "source": [ + "lr = LogisticRegression(max_iter=1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "metadata": {}, + "outputs": [], + "source": [ + "#lr.fit(X_train_scaled, y_train)\n", + "#Apply stemming function\n", + "df_train['stem'] = df_train['tokens'].apply(df_train_stemmer, args=(stemmer, ))" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegression(max_iter=1000)" + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lr.fit(X_train_scaled, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": {}, + "outputs": [], + "source": [ + "pred_lr = lr.predict(X_test_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classification Report\n", + " precision recall f1-score support\n", + "\n", + " 0: Neutral 0.53 0.46 0.50 278\n", + " 1: ProClimate 0.40 0.51 0.45 425\n", + " 2: News 0.76 0.72 0.74 1755\n", + "-1:AntiClimate 0.67 0.67 0.67 706\n", + "\n", + " accuracy 0.66 3164\n", + " macro avg 0.59 0.59 0.59 3164\n", + " weighted avg 0.67 0.66 0.66 3164\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.metrics import classification_report\n", + "print('Classification Report')\n", + "print(classification_report(y_test, pred_lr, target_names=['0: Neutral', '1: ProClimate','2: News','-1:AntiClimate']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Naive Bayes" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.6463337547408344\n" + ] + } + ], + "source": [ + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "nb_classifier = MultinomialNB()\n", + "df_train['stem'] = df_train['tokens'].apply(df_train_stemmer, args=(stemmer, ))\n", + "\n", + "# Train the classifier\n", + "nb_classifier.fit(X_train_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred = nb_classifier.predict(X_test_scaled)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Neural Network" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MLP Accuracy: 0.6855246523388117\n" + ] + } + ], + "source": [ + "from sklearn.neural_network import MLPClassifier\n", + "mlp_classifier = MLPClassifier()\n", + "mlp_classifier.fit(X_train_scaled, y_train)\n", + "mlp_predictions = mlp_classifier.predict(X_test_scaled)\n", + "mlp_accuracy = accuracy_score(y_test, mlp_predictions)\n", + "print(\"MLP Accuracy:\", mlp_accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# RNN" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'tensorflow'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Input \u001b[1;32mIn [57]\u001b[0m, in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtensorflow\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mtf\u001b[39;00m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtensorflow\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m keras\n\u001b[0;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmodel_selection\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m train_test_split\n", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'tensorflow'" + ] + } + ], + "source": [ + "import numpy as np\n", + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from keras.models import Sequential\n", + "from keras.layers import Embedding, LSTM, Dense\n", + "\n", + "# Assuming you have already prepared your training and testing data: X_trainrnn, X_testrnn, y_train, y_test\n", + "\n", + "# Convert sparse input data to dense arrays\n", + "X_trainrnn = X_train_scaled.toarray()\n", + "X_testrnn = X_test_scaled.toarray()\n", + "\n", + "# Determine the number of unique tokens in your input data\n", + "num_tokens = int(np.max([np.max(X_trainrnn[i, :]) for i in range(X_trainrnn.shape[0])]) + 1)\n", + "\n", + "model = Sequential()\n", + "model.add(Embedding(input_dim=num_tokens, output_dim=32))\n", + "model.add(LSTM(64))\n", + "model.add(Dense(1, activation='sigmoid'))\n", + "\n", + "# Compile the model\n", + "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "model.fit(X_trainrnn, y_train, batch_size=8, epochs=10, verbose=1)\n", + "\n", + "# Evaluate the model\n", + "_, accuracy = model.evaluate(X_testrnn, y_test)\n", + "print(\"RNN Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Transfomers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install transformers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import tensorflow as tf\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from transformers import TFBertModel, BertTokenizer\n", + "from tensorflow import keras\n", + "from tensorflow.keras.layers import Input, Dense\n", + "from tensorflow.keras.models import Model\n", + "\n", + "# Assuming X_train_scaled, X_test_scaled, y_train, and y_test are available\n", + "\n", + "tokenizer = BertTokenizer.from_pretrained('bert-base-uncased')\n", + "bert_model = TFBertModel.from_pretrained('bert-base-uncased')\n", + "\n", + "# Convert input data to list of strings\n", + "X_train_texts = [str(seq) for seq in X_train_scaled]\n", + "X_test_texts = [str(seq) for seq in X_test_scaled]\n", + "\n", + "# Tokenize and pad the input sequences\n", + "input_ids = tokenizer.batch_encode_plus(X_train_texts, padding='longest', truncation=True, return_tensors='tf')['input_ids']\n", + "input_ids_test = tokenizer.batch_encode_plus(X_test_texts, padding='longest', truncation=True, return_tensors='tf')['input_ids']\n", + "\n", + "# Build the model architecture\n", + "input_layer = Input(shape=(input_ids.shape[1],), dtype=tf.int32)\n", + "bert_output = bert_model(input_layer)[0][:, 0, :]\n", + "output_layer = Dense(1, activation='sigmoid')(bert_output)\n", + "model = Model(inputs=input_layer, outputs=output_layer)\n", + "\n", + "# Compile the model\n", + "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "model.fit(input_ids, y_train, batch_size=8, epochs=3, verbose=1)\n", + "\n", + "# Evaluate the model\n", + "predictions = model.predict(input_ids_test)\n", + "predictions = (predictions > 0.5).astype(int)\n", + "accuracy = accuracy_score(y_test, predictions)\n", + "print(\"Transformers Accuracy:\", accuracy)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "# Initialize Random Forest classifier\n", + "rf_classifier = RandomForestClassifier(n_estimators=100)\n", + "\n", + "# Train the classifier\n", + "rf_classifier.fit(X_train_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred = rf_classifier.predict(X_test_scaled)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Random Forest Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Random Forest with Grid Search" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the parameter grid for grid search\n", + "param_grid = {\n", + " 'n_estimators': [100, 200, 300],\n", + " 'max_depth': [None, 5, 10],\n", + " 'min_samples_split': [2, 5, 10],\n", + " 'min_samples_leaf': [1, 2, 4],\n", + " 'max_features': ['auto', 'sqrt', 'log2']\n", + "}\n", + "\n", + "# Initialize Random Forest classifier\n", + "rf_classifier = RandomForestClassifier()\n", + "\n", + "# Perform grid search to find the best parameters\n", + "grid_search = GridSearchCV(rf_classifier, param_grid, cv=5)\n", + "grid_search.fit(X_train_scaled, y_train)\n", + "\n", + "# Get the best parameters and score\n", + "best_params = grid_search.best_params_\n", + "best_score = grid_search.best_score_\n", + "\n", + "print(\"Best Parameters:\", best_params)\n", + "print(\"Best Score:\", best_score)\n", + "\n", + "# Train the classifier with the best parameters\n", + "best_rf_classifier = RandomForestClassifier(**best_params)\n", + "best_rf_classifier.fit(X_train_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred = best_rf_classifier.predict(X_test_scaled)\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"Random Forest Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# XGBoost Classifier" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "y_trainint=[int(i) for i in y_train]\n", + "y_testint=[int(i) for i in y_test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Map the labels to [0, 1, 2, 3] instead of 0,-1,2,\n", + "\n", + "\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "label_mapping_train = {label: idx for idx, label in enumerate(np.unique(y_trainint))}\n", + "labels_train = np.array([label_mapping_train[label] for label in y_trainint])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "label_mapping_test = {label: idx for idx, label in enumerate(np.unique(y_testint))}\n", + "labels_test = np.array([label_mapping_test[label] for label in y_testint])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import xgboost as xgb\n", + "# Initialize XGBoost classifier\n", + "xgb_classifier = xgb.XGBClassifier()\n", + "\n", + "\n", + "\n", + "# Train the classifier\n", + "xgb_classifier.fit(X_train_scaled, labels_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred_test = xgb_classifier.predict(X_test_scaled)\n", + "\n", + "#Now we convert changed prediction labels back\n", + "\n", + "# Define inverse mapping dictionaries\n", + "inv_label_mapping_train = {idx: label for label, idx in label_mapping_train.items()}\n", + "inv_label_mapping_test = {idx: label for label, idx in label_mapping_test.items()}\n", + "y_pred_original_test = np.array([inv_label_mapping_test[pred] for pred in y_pred_test])\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred_original_test)\n", + "print(\"XGBoost Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# XGBoost Classifier using Gridsearch CV" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the parameter grid for grid search\n", + "param_grid = {\n", + " 'max_depth': [3, 5, 7],\n", + " 'learning_rate': [0.1, 0.01, 0.001],\n", + " 'n_estimators': [100, 200, 300],\n", + " 'subsample': [0.8, 1.0],\n", + " 'colsample_bytree': [0.8, 1.0],\n", + "}\n", + "\n", + "# Initialize XGBoost classifier\n", + "xgb_classifier = xgb.XGBClassifier()\n", + "\n", + "# Perform grid search to find the best parameters\n", + "grid_search = GridSearchCV(xgb_classifier, param_grid, cv=5)\n", + "grid_search.fit(X_train_scaled, labels_train)\n", + "\n", + "# Get the best parameters and score\n", + "best_params = grid_search.best_params_\n", + "best_score = grid_search.best_score_\n", + "\n", + "print(\"Best Parameters:\", best_params)\n", + "print(\"Best Score:\", best_score)\n", + "\n", + "# Train the classifier with the best parameters\n", + "best_xgb_classifier = xgb.XGBClassifier(**best_params)\n", + "best_xgb_classifier.fit(X_train_scaled, labels_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred_test = best_xgb_classifier.predict(X_test_scaled)\n", + "\n", + "\n", + "\n", + "#Now we convert changed prediction labels back\n", + "\n", + "# Define inverse mapping dictionaries\n", + "inv_label_mapping_train = {idx: label for label, idx in label_mapping_train.items()}\n", + "inv_label_mapping_test = {idx: label for label, idx in label_mapping_test.items()}\n", + "y_pred_original_test = np.array([inv_label_mapping_test[pred] for pred in y_pred_test])\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred_original_test)\n", + "print(\"XGBoost Accuracy:\", accuracy)\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(\"XGBoost Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "result=lr.predict(X_TEST_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "result=[int(i) for i in result]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "result" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "DAF=pd.DataFrame(result,columns=[\"sentiment\"])\n", + "DAF.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import accuracy_score\n", + "accuracy = accuracy_score(y_test, result)\n", + "print(\"Accuracy:\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "output=pd.DataFrame({\"tweetid\":test_df[\"tweetid\"]})\n", + "submission=output.join(DAF)\n", + "submission" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "submission.to_csv(\"submissions.csv\",index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Tokenization**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk.tokenize import word_tokenize, TreebankWordTokenizer\n", + "\n", + "tokeniser = TreebankWordTokenizer()\n", + "df_train['tokens'] = df_train['clean_message'].apply(tokeniser.tokenize)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "IGNORE THE SECTIONS BELOW THIS CELL FOR NOW" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk import SnowballStemmer, PorterStemmer, LancasterStemmer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "word = 'loving loves lovingly loved lover lovable'\n", + "stemmer = SnowballStemmer('english')\n", + "stemmed_word = stemmer.stem(word)\n", + "print(stemmed_word)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "N-grams" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from nltk.util import ngrams" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ngram = [x for x in ngrams('Classification is a great machine learning technique to learn'.split(' '), 2)]\n", + "print(len(ngram))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 827db0bd87a0a5c372a74095970651893aa46ddc Mon Sep 17 00:00:00 2001 From: chidinm_madukife Date: Tue, 20 Jun 2023 02:12:08 +0100 Subject: [PATCH 11/19] remove app README file to add README file for notebook --- README.md | 165 ------------------------------------------------------ 1 file changed, 165 deletions(-) delete mode 100644 README.md diff --git a/README.md b/README.md deleted file mode 100644 index dc3d4ee5..00000000 --- a/README.md +++ /dev/null @@ -1,165 +0,0 @@ -# Streamlit-based Web Application -#### EXPLORE Data Science Academy Classification Predict - -## 1) Overview - -![Streamlit](resources/imgs/streamlit.png) - -This repository forms the basis of *Task 2* for the **Classification Predict** within EDSA's Data Science course. It hosts template code which will enable students to deploy a basic [Streamlit](https://www.streamlit.io/) web application. - -As part of the predict, students are expected to expand on this base template; increasing the number of available models, user data exploration capabilities, and general Streamlit functionality. - -#### 1.1) What is Streamlit? - -[![What is an API](resources/imgs/what-is-streamlit.png)](https://youtu.be/R2nr1uZ8ffc?list=PLgkF0qak9G49QlteBtxUIPapT8TzfPuB8) - -If you've ever had the misfortune of having to deploy a model as an API (as was required in the Regression Sprint), you'd know that to even get basic functionality can be a tricky ordeal. Extending this framework even further to act as a web server with dynamic visuals, multiple responsive pages, and robust deployment of your models... can be a nightmare. That's where Streamlit comes along to save the day! :star: - -In its own words: -> Streamlit ... is the easiest way for data scientists and machine learning engineers to create beautiful, performant apps in only a few hours! All in pure Python. All for free. - -> It’s a simple and powerful app model that lets you build rich UIs incredibly quickly. - -Streamlit takes away much of the background work needed in order to get a platform which can deploy your models to clients and end users. Meaning that you get to focus on the important stuff (related to the data), and can largely ignore the rest. This will allow you to become a lot more productive. - -##### Description of files - -For this repository, we are only concerned with a single file: - -| File Name | Description | -| :--------------------- | :-------------------- | -| `base_app.py` | Streamlit application definition. | - -## 2) Usage Instructions - -#### 2.1) Creating a copy of this repo - -| :zap: WARNING :zap: | -| :-------------------- | -| Do **NOT** *clone* this repository. Instead follow the instructions in this section to *fork* the repo. | - -As described within the Predict instructions for the Classification Sprint, this code represents a *template* from which to extend your own work. As such, in order to modify the template, you will need to **[fork](https://help.github.com/en/github/getting-started-with-github/fork-a-repo)** this repository. Failing to do this will lead to complications when trying to work on the web application remotely. - -![Fork Repo](resources/imgs/fork-repo.png) - -To fork the repo, simply ensure that you are logged into your GitHub account, and then click on the 'fork' button at the top of this page as indicated within the figure above. - -#### 2.2) Running the Streamlit web app on your local machine - -As a first step to becoming familiar with our web app's functioning, we recommend setting up a running instance on your own local machine. - -To do this, follow the steps below by running the given commands within a Git bash (Windows), or terminal (Mac/Linux): - - 1. Ensure that you have the prerequisite Python libraries installed on your local machine: - - ```bash - pip install -U streamlit numpy pandas scikit-learn - ``` - - 2. Clone the *forked* repo to your local machine. - - ```bash - git clone https://github.com/{your-account-name}/classification-predict-streamlit-template.git - ``` - - 3. Navigate to the base of the cloned repo, and start the Streamlit app. - - ```bash - cd classification-predict-streamlit-template/ - streamlit run base_app.py - ``` - - If the web server was able to initialise successfully, the following message should be displayed within your bash/terminal session: - -``` - You can now view your Streamlit app in your browser. - - Local URL: http://localhost:8501 - Network URL: http://192.168.43.41:8501 -``` - -You should also be automatically directed to the base page of your web app. This should look something like: - -![Streamlit base page](resources/imgs/streamlit-base-splash-screen.png) - -Congratulations! You've now officially deployed your first web application! - -While we leave the modification of your web app up to you, the latter process of cloud deployment is outlined within the next section. - -#### 2.4) Running Streamlit on a remote AWS EC2 instance - - -The following steps will enable you to run your web app on a remote EC2 instance, allowing it to the accessed by any device/application which has internet access. - -Within these setup steps, we will be using a remote EC2 instance, which we will refer to as the ***Host***, in addition to our local machine, which we will call the ***Client***. We use these designations for convenience, and to align our terminology with that of common web server practices. In cases where commands are provided, use Git bash (Windows) or Terminal (Mac/Linux) to enter these. - -1. Ensure that you have access to a running AWS EC2 instance with an assigned public IP address. - -**[On the Host]:** - -2. Install the prerequisite python libraries: - -```bash -pip install -U streamlit numpy pandas scikit-learn -``` - -3. Clone your copy of the API repo, and navigate to its root directory: - -```bash -git clone https://github.com/{your-account-name}/classification-predict-streamlit-template.git -cd classification-predict-streamlit-template/ -``` - -| :information_source: NOTE :information_source: | -| :-------------------- | -| In the following steps we make use of the `tmux` command. This programme has many powerful functions, but for our purposes, we use it to gracefully keep our web app running in the background - even when we end our `ssh` session. | - -4. Enter into a Tmux window within the current directory. To do this, simply type `tmux`. - -5. Start the Streamlit web app on port `5000` of the host - -```bash -streamlit run --server.port 5000 base_app.py -``` - -If this command ran successfully, output similar to the following should be observed on the Host: - -``` -You can now view your Streamlit app in your browser. - - Network URL: http://172.31.47.109:5000 - External URL: http://3.250.50.104:5000 - -``` - -Where the specific `Network` and `External` URLs correspond to those assigned to your own EC2 instance. Copy the value of the external URL. - -**[On the Client]:** - -6. Within your favourite web browser (we hope this isn't Internet Explorer 9), navigate to external URL you just copied from the Host. This should correspond to the following form: - - `http://{public-ip-address-of-remote-machine}:5000` - - Where the above public IP address corresponds to the one given to your AWS EC2 instance. - - If successful, you should see the landing page of your streamlit web app: - -![Streamlit base page](resources/imgs/streamlit-base-splash-screen.png) - -**[On the Host]:** - -7. To keep your web app running continuously in the background, detach from the Tmux window by pressing `ctrl + b` and then `d`. This should return you to the view of your terminal before you opened the Tmux window. - - To go back to your Tmux window at any time (even if you've left your `ssh` session and then return), simply type `tmux attach-session`. - - To see more functionality of the Tmux command, type `man tmux`. - -Having run your web app within Tmux, you should be now free to end your ssh session while your webserver carries on purring along. Well done :zap:! - -## 3) FAQ - -This section of the repo will be periodically updated to represent common questions which may arise around its use. If you detect any problems/bugs, please [create an issue](https://help.github.com/en/github/managing-your-work-on-github/creating-an-issue) and we will do our best to resolve it as quickly as possible. - -We wish you all the best in your learning experience :rocket: - -![Explore Data Science Academy](resources/imgs/EDSA_logo.png) From 73519905ead3a01fddbedbeef93bd0cfb8c5e1ac Mon Sep 17 00:00:00 2001 From: Chenna <126926275+Blue-chenna@users.noreply.github.com> Date: Tue, 20 Jun 2023 02:27:00 +0100 Subject: [PATCH 12/19] Create README.md File --- README.md | 52 ++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 52 insertions(+) create mode 100644 README.md diff --git a/README.md b/README.md new file mode 100644 index 00000000..da182513 --- /dev/null +++ b/README.md @@ -0,0 +1,52 @@ +# Twitter Climate Sentiment Classification Project +## Project Description +In this project, we built a classification model to predict climate-related sentiment in tweets. The aim is to help companies determine how people perceive climate change based on their tweets. This information can assist companies in understanding how their product/service may be received in the context of climate sentiment. + +We explored various Supervised Statistical Learning models including Logistic Regression Classifier, Support Vector Machine, Naive Bayes model, and Random Forest to identify the best classifier. GridSearchCV was utilized to select the best parameters for our final model. + +## Getting Started Guide +Follow these steps to get started with the project: +### Step 1: Install Python +Ensure that you have the latest version of Python installed, preferably Python 3.10.11. +If you haven't already installed it, you can do so by running the following command: + +```python +pip install ipython +``` + +### Step 2: Download Necessary Corpora and Model +To aid with stopword removal and tokenization, you need to download the required corpora and model. +Open a Python environment and execute the following commands: + +```python +import nltk +nltk.download(['punkt', 'stopwords']) +``` + +### Step 3: Install Dependencies + +Install the project dependencies including pandas, numpy, matplotlib, and scikit-learn using the following command: + +```python +pip install -U matplotlib numpy pandas scikit-learn +``` + +## Usage +- Open your preferred Python environment or notebook. +- Import the necessary libraries. +- Load the data onto the notebook or import the "clean_train_csv" file directly to skip the cleaning process. +- Fit the data into the selected model. The model used for this project is the Support Vector Machine (SVM). You can experiment with different model types and tweak the parameters to suit your requirements. + +## Project Structure +The project repository consists of the following folders/files: + +- train.csv: Contains raw tweets and sentiments used for training the model. +- test_with_no_labels.csv: Contains raw tweets without labels, which can be used as a testing dataset. +- clean_train_csv: Contains the clean training data. You can load this file directly to skip the cleaning process. +- clean_test_csv: Contains the clean test data. You can load this file directly to skip the cleaning process. + +## Development +We also developed a web application using Streamlit for easy interaction with our model. You can navigate to our app repository by following this link: [https://github.com/TheZeitgeist-RR12/Streamlit-App.git] +Feel free to explore, experiment, and contribute to the project. + +For any questions or suggestions, you can reach us at [contact information]. From a00cf163a132c1ae6a55695f6111a1dd02c1b46b Mon Sep 17 00:00:00 2001 From: TheZeitgeist-RR12 <135802725+TheZeitgeist-RR12@users.noreply.github.com> Date: Wed, 21 Jun 2023 19:26:40 +0200 Subject: [PATCH 13/19] Repo organising --- .../Classification_predict_notebook_data_cleaning.ipynb | 0 ...notebook_data_cleaning_origial_latest_control_controlRNN.ipynb | 0 .../Classification_predict_notebook_data_cleaning_version.ipynb | 0 .../Exploratory Data Analysis(EDA)-Classfication.ipynb | 0 .../advanced_classification_eda.ipynb | 0 5 files changed, 0 insertions(+), 0 deletions(-) rename Classification_predict_notebook_data_cleaning.ipynb => Work in progress notebooks/Classification_predict_notebook_data_cleaning.ipynb (100%) rename Classification_predict_notebook_data_cleaning_origial_latest_control_controlRNN.ipynb => Work in progress notebooks/Classification_predict_notebook_data_cleaning_origial_latest_control_controlRNN.ipynb (100%) rename Classification_predict_notebook_data_cleaning_version.ipynb => Work in progress notebooks/Classification_predict_notebook_data_cleaning_version.ipynb (100%) rename Exploratory Data Analysis(EDA)-Classfication.ipynb => Work in progress notebooks/Exploratory Data Analysis(EDA)-Classfication.ipynb (100%) rename advanced_classification_eda.ipynb => Work in progress notebooks/advanced_classification_eda.ipynb (100%) diff --git a/Classification_predict_notebook_data_cleaning.ipynb b/Work in progress notebooks/Classification_predict_notebook_data_cleaning.ipynb similarity index 100% rename from Classification_predict_notebook_data_cleaning.ipynb rename to Work in progress notebooks/Classification_predict_notebook_data_cleaning.ipynb diff --git a/Classification_predict_notebook_data_cleaning_origial_latest_control_controlRNN.ipynb b/Work in progress notebooks/Classification_predict_notebook_data_cleaning_origial_latest_control_controlRNN.ipynb similarity index 100% rename from Classification_predict_notebook_data_cleaning_origial_latest_control_controlRNN.ipynb rename to Work in progress notebooks/Classification_predict_notebook_data_cleaning_origial_latest_control_controlRNN.ipynb diff --git a/Classification_predict_notebook_data_cleaning_version.ipynb b/Work in progress notebooks/Classification_predict_notebook_data_cleaning_version.ipynb similarity index 100% rename from Classification_predict_notebook_data_cleaning_version.ipynb rename to Work in progress notebooks/Classification_predict_notebook_data_cleaning_version.ipynb diff --git a/Exploratory Data Analysis(EDA)-Classfication.ipynb b/Work in progress notebooks/Exploratory Data Analysis(EDA)-Classfication.ipynb similarity index 100% rename from Exploratory Data Analysis(EDA)-Classfication.ipynb rename to Work in progress notebooks/Exploratory Data Analysis(EDA)-Classfication.ipynb diff --git a/advanced_classification_eda.ipynb b/Work in progress notebooks/advanced_classification_eda.ipynb similarity index 100% rename from advanced_classification_eda.ipynb rename to Work in progress notebooks/advanced_classification_eda.ipynb From 1752ed16ebea88969316bfb1fb503fe6f60c57f1 Mon Sep 17 00:00:00 2001 From: Chenna <126926275+Blue-chenna@users.noreply.github.com> Date: Fri, 23 Jun 2023 02:39:45 +0100 Subject: [PATCH 14/19] Corrected typo --- README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index da182513..6edd3c70 100644 --- a/README.md +++ b/README.md @@ -42,11 +42,11 @@ The project repository consists of the following folders/files: - train.csv: Contains raw tweets and sentiments used for training the model. - test_with_no_labels.csv: Contains raw tweets without labels, which can be used as a testing dataset. -- clean_train_csv: Contains the clean training data. You can load this file directly to skip the cleaning process. -- clean_test_csv: Contains the clean test data. You can load this file directly to skip the cleaning process. +- clean_train.csv: Contains the clean training data. You can load this file directly to skip the cleaning process. +- clean_test.csv: Contains the clean test data. You can load this file directly to skip the cleaning process. ## Development We also developed a web application using Streamlit for easy interaction with our model. You can navigate to our app repository by following this link: [https://github.com/TheZeitgeist-RR12/Streamlit-App.git] Feel free to explore, experiment, and contribute to the project. -For any questions or suggestions, you can reach us at [contact information]. + From 691f2736fef924c0974a7e743ea860888ae3fb0b Mon Sep 17 00:00:00 2001 From: chidinm_madukife Date: Fri, 23 Jun 2023 04:24:23 +0100 Subject: [PATCH 15/19] Notebook completed, ready for team's review --- ...nced-Classification-Predict-Notebook.ipynb | 2680 +++++++++++++++++ 1 file changed, 2680 insertions(+) create mode 100644 Team-Zeitgeist-Advanced-Classification-Predict-Notebook.ipynb diff --git a/Team-Zeitgeist-Advanced-Classification-Predict-Notebook.ipynb b/Team-Zeitgeist-Advanced-Classification-Predict-Notebook.ipynb new file mode 100644 index 00000000..f4aa4e4c --- /dev/null +++ b/Team-Zeitgeist-Advanced-Classification-Predict-Notebook.ipynb @@ -0,0 +1,2680 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5b14529b", + "metadata": {}, + "source": [ + "# TWITTER SENTIMENT CLASSIFICATION PROJECT\n", + "\n", + "## 1.1 Introduction\n", + "\n", + "In today's rapidly changing world, climate change has emerged as one of the most pressing global challenges. The need to mitigate its effects and promote sustainable practices has become paramount. Consequently, many companies are striving to align their products and services with environmentally friendly and sustainable principles.\n", + "\n", + "At the forefront of this movement, TEAM ZEITGEIST has taken the initiative of developing a cutting-edge Machine Learning model that can accurately classify individuals' beliefs regarding climate change based on their novel tweet data. \n", + "___\n", + "\n", + "\n", + "## 1.2 Project Aim\n", + "\n", + "The primary objective of our project is to build a robust Machine Learning model capable of classifying individuals' beliefs on climate change based on their tweets. By harnessing the power of NLP and classification algorithms, we seek to\n", + "- Provide companies with valuable insights into public sentiments regarding climate change, aiding their market research efforts.\n", + "- Enable businesses to understand consumer perceptions of climate change across diverse demographic and geographic categories.\n", + "- Inform future marketing strategies by bridging the gap between environmental awareness and commercial viability.\n", + "___\n", + "\n", + "## 1.3 Project Team\n", + "\n", + "Meet our dynamic team of data and innovation enthusiasts, working together to drive positive impact through advanced data analysis and machine learning:\n", + "- Karabo Lamola\n", + "- Mukhtar Abebefe\n", + "- Sandile Mdluli\n", + "- Chidinma Madukife\n", + "- Greensmill Akpa\n", + "- Obinna Ekesi\n", + "- Obot Joshua\n", + "\n", + "___\n", + "___" + ] + }, + { + "cell_type": "markdown", + "id": "0c34531d", + "metadata": {}, + "source": [ + "# 2.0 Data Description\n", + "\n", + "The data used for this project was scrapped from tweeter. It contains, 3 rows (TweetID, Messages, Sentiments).\n", + "\n", + "The sentiments are categorized into 4 and each tweet is labelled as one of the 4 categories/classes described below.\n", + "\n", + "- 2 News: the tweet links to factual news about climate change\n", + "\n", + "- 1 Pro: the tweet supports the belief of man-made climate change\n", + "\n", + "- 0 Neutral: the tweet neither supports nor refutes the belief of man-made climate change\n", + "\n", + "- -1 Anti: the tweet does not believe in man-made climate change Variable definitions\n", + "\n", + "We will go ahead and load the data, but before we do that, we will be importing the required libraries.\n" + ] + }, + { + "cell_type": "markdown", + "id": "21e07f22", + "metadata": {}, + "source": [ + "## 2.1 Import the necessary Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "2e7d3f4d", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np #For statistics, array creation and manipulation\n", + "import pandas as pd #For data loading and data manipulation\n", + "import seaborn as sns #For data visualization\n", + "from wordcloud import WordCloud #For visualizing the summarized textual data\n", + "import matplotlib.pyplot as plt #For data visualization - %matplotlib below is a magic command to render matplotlib in jupyter\n", + "%matplotlib inline \n", + "\n", + "import nltk #For natural language processing\n", + "from nltk.corpus import stopwords #For stopwords processing\n", + "from nltk.tokenize import TreebankWordTokenizer #For splitting sentences into words\n", + "from nltk import SnowballStemmer, PorterStemmer #For reducing words to its base form\n", + "from sklearn.feature_extraction.text import CountVectorizer #For mapping/converting words into real numbers\n", + "from sklearn.model_selection import train_test_split #For splitting the dataset into train and test\n", + "from sklearn.preprocessing import MaxAbsScaler #For scaling our data\n", + "from sklearn.svm import SVC #For building a support vector classifier model\n", + "from sklearn.ensemble import RandomForestClassifier #For building a random forest model\n", + "from sklearn.linear_model import LogisticRegression #For building a logistic regression model\n", + "from sklearn.naive_bayes import MultinomialNB #For building a Naive Bayes model\n", + "\n", + "\n", + "from sklearn.metrics import classification_report, f1_score, accuracy_score #For evaluating model preformance\n", + "\n", + "import re #For data cleaning to remove/replace unwanted patterns\n", + "import pickle" + ] + }, + { + "cell_type": "markdown", + "id": "1a7e7f1d", + "metadata": {}, + "source": [ + "## 2.2 Loading the Data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "05340ede", + "metadata": {}, + "outputs": [], + "source": [ + "df_train = pd.read_csv(\"train.csv\") #Training data\n", + "df_test = pd.read_csv('test_with_no_labels.csv') #Test data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a25e3a5d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetid
01PolySciMajor EPA chief doesn't think carbon di...625221
11It's not like we lack evidence of anthropogeni...126103
22RT @RawStory: Researchers say we have three ye...698562
31#TodayinMaker# WIRED : 2016 was a pivotal year...573736
41RT @SoyNovioDeTodas: It's 2016, and a racist, ...466954
51Worth a read whether you do or don't believe i...425577
61RT @thenation: Mike Pence doesn’t believe in g...294933
71RT @makeandmendlife: Six big things we can ALL...992717
81@AceofSpadesHQ My 8yo nephew is inconsolable. ...664510
91RT @paigetweedy: no offense… but like… how do ...260471
\n", + "
" + ], + "text/plain": [ + " sentiment message tweetid\n", + "0 1 PolySciMajor EPA chief doesn't think carbon di... 625221\n", + "1 1 It's not like we lack evidence of anthropogeni... 126103\n", + "2 2 RT @RawStory: Researchers say we have three ye... 698562\n", + "3 1 #TodayinMaker# WIRED : 2016 was a pivotal year... 573736\n", + "4 1 RT @SoyNovioDeTodas: It's 2016, and a racist, ... 466954\n", + "5 1 Worth a read whether you do or don't believe i... 425577\n", + "6 1 RT @thenation: Mike Pence doesn’t believe in g... 294933\n", + "7 1 RT @makeandmendlife: Six big things we can ALL... 992717\n", + "8 1 @AceofSpadesHQ My 8yo nephew is inconsolable. ... 664510\n", + "9 1 RT @paigetweedy: no offense… but like… how do ... 260471" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head(10)" + ] + }, + { + "cell_type": "markdown", + "id": "3832b1da", + "metadata": {}, + "source": [ + "We can already identify a few problems with our data just by looking at the first few rows such as items that do not necessarily add value to the meaning of the tweets ie: punctuations, stopwords, Twitter handles, urls, etc.\n", + "\n", + "Let's analyse the data further before dealing these.\n", + "___\n", + "___" + ] + }, + { + "cell_type": "markdown", + "id": "a4a31fac", + "metadata": {}, + "source": [ + "# 3.0 Exploratory Data Analysis\n", + "\n", + "In order to gain a comprehensive understanding of our dataset and unearth valuable insights, we embark on an exploratory journey through the realm of data. \n", + "\n", + "Through Exploratory Data Analysis (EDA), we delve into the intricacies of our dataset, unraveling patterns, relationships, and trends hidden within. \n", + "\n", + "We also employ a range of statistical and visual techniques, that will help shed light on the characteristics, distribution, and key features of our data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "c629d49c", + "metadata": {}, + "outputs": [], + "source": [ + "#Making a copy of our training data\n", + "df = df_train.copy() " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "57cd8531", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(15819, 3)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#View the number of rows and columns in our data\n", + "df.shape " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "48a088ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['sentiment', 'message', 'tweetid'], dtype='object')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Display the column names\n", + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "cd6d7de6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['message', 'tweetid'], dtype='object')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Display the column names of the test data\n", + "df_test.columns" + ] + }, + { + "cell_type": "markdown", + "id": "f10e3e8d", + "metadata": {}, + "source": [ + "The sentiment column is missing in the test data because that is the target feature we'll be making predictions on." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "40973dac", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 15819 entries, 0 to 15818\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 sentiment 15819 non-null int64 \n", + " 1 message 15819 non-null object\n", + " 2 tweetid 15819 non-null int64 \n", + "dtypes: int64(2), object(1)\n", + "memory usage: 370.9+ KB\n" + ] + } + ], + "source": [ + "#Lets get some more details on our data ie null values, datatypes\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8d617ca9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Cheking for duplicates\n", + "df.duplicated().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "78a6f5bb", + "metadata": {}, + "source": [ + "Our data has no null values and no duplicates. Datatypes are of object and int type.\n", + "\n", + "Now, let us proceed by visualize the distribtion of the sentiments." + ] + }, + { + "cell_type": "markdown", + "id": "eccad7ca", + "metadata": {}, + "source": [ + "### Visualizing Sentiment Distribution\n", + "\n", + "To further understand the data, and check for imbalance we will\n", + "- Plot a bar plot to display the distribution of sentiments across the observations\n", + "- Plot a pie chat to display the percentage distribution of each sentiment" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a9bc8ad8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Count the number of tweets per sentiment category\n", + "sentiment_counts = df['sentiment'].value_counts()\n", + "\n", + "# Set the desired colors for the bars\n", + "colors = sns.color_palette() #['black'] #, 'green', 'blue', 'orange']\n", + "\n", + "# Define the custom labels and figure size\n", + "sentiment_labels = {1: '1 - Pro(+ve)', 2: '2 - News', 0: '0 - Neutral', -1: '-1 - Anti(-ve)'}\n", + "plt.figure(figsize=(9,6))\n", + "\n", + "# Plot the bar plot\n", + "ax = sentiment_counts.rename(index=sentiment_labels).plot(kind='bar', color=colors)\n", + "\n", + "# Add precise counts above each bar\n", + "for i, count in enumerate(sentiment_counts):\n", + " ax.text(i, count, str(count), ha='center', va='bottom')\n", + "\n", + "# Customize xticks and rotation of x-axis labels to improve readability\n", + "plt.xticks(range(len(sentiment_counts.index)),sentiment_counts.rename(index=sentiment_labels).index, rotation=45)\n", + "\n", + "# Add labels and title\n", + "plt.xlabel('Sentiments')\n", + "plt.ylabel('Count of Distribution')\n", + "plt.title('Distribution of Sentiments')\n", + "\n", + "# Display the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "869b1b3f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Count the number of tweets per sentiment category\n", + "sentiment_counts = df['sentiment'].value_counts()\n", + "\n", + "# Calculate the percentage distribution\n", + "percentage_dist = sentiment_counts / len(df) * 100\n", + "\n", + "explode = [0.05 if i == 1 else 0 for i in percentage_dist.index] # explode the slice for positive sentiment \n", + "sentiment_labels = {1: 'Pro(+ve)', 2: 'News', 0: 'Neutral', -1: 'Anti(-ve)'} # Define the sentiment labels\n", + "\n", + "# Replace the original labels with defined labels\n", + "labels = [sentiment_labels.get(label, str(label)) for label in percentage_dist.index] \n", + "colors = sns.color_palette() # Use Seaborn's color palette 'Set2' to customize the colors for each slice\n", + "\n", + "# Plot the pie chart with exploded slice, custom labels, and custom colors\n", + "plt.pie(percentage_dist, labels=labels, autopct='%1.1f%%', explode=explode, colors=colors) \n", + "plt.title('Percentage Distribution of Sentiments') # Set the title\n", + "plt.show() # Display the chart" + ] + }, + { + "cell_type": "markdown", + "id": "2716428d", + "metadata": {}, + "source": [ + "We observe some imbalance in this distribution of sentiments across the observation with 53.9% of the distribution attributed to the pro(positive) sentiment. Dealing with this imbalance shall become an absolute necessity if we observe negative impacts in the model's performance on the minority class.\n", + "\n", + "Let's proceed with processing/cleaning of our data. We’ll apply the following steps one by one:\n", + "- transform tweet text into lowercase\n", + "- remove stopwords\n", + "- remove Twitter handles or mentions\n", + "- remove hyperlinks/urls\n", + "- remove hashtags\n", + "- remove punctuations and non-alphanumeric characters like repeated punctuations\n", + "- remove whitespace\n", + "- remove rt" + ] + }, + { + "cell_type": "markdown", + "id": "33e90b4d", + "metadata": {}, + "source": [ + "## 3.1 Data Cleaning" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e009197e", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…\n", + "#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD\n", + "RT @paigetweedy: no offense… but like… how do you just not believe… in global warming………\n" + ] + } + ], + "source": [ + "#Display some rows in our data before cleaning\n", + "\n", + "print(df['message'].iloc[2])\n", + "print(df['message'].iloc[3])\n", + "print(df['message'].iloc[9])" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "eb3c56cf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'researchers say three years act climate change its late'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def clean_message(text):\n", + " \n", + " text = text.lower() # Convert to lowercase\n", + "\n", + " # Remove stopwords\n", + " stop_words = set(stopwords.words('english'))\n", + " text = ' '.join([word for word in text.split() if word not in stop_words])\n", + "\n", + " text = re.sub(r'@[A-Za-z0-9_]+', '', text) # Remove Twitter handles or mentions\n", + " text = re.sub(r'https?://\\S+|www\\.\\S+', '', text) # Remove URLs\n", + " text = re.sub(r'#\\w+', '', text) # Remove hashtags\n", + " text = re.sub(r'[^\\w\\s]', '', text) # Remove punctuations\n", + " text = re.sub(r'([^\\s\\w“”]|_)+', '', text) # Remove non-alphanumeric characters such as repeated punctuation marks\n", + " text = ' '.join(text.split()) # Remove whitespace\n", + " text = text.replace('rt', '') # Remove 'rt'\n", + "\n", + " return text.strip()\n", + "\n", + "df['clean_message'] = df['message'].apply(clean_message)\n", + "df['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f1b9194e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidclean_message
01PolySciMajor EPA chief doesn't think carbon di...625221polyscimajor epa chief think carbon dioxide ma...
11It's not like we lack evidence of anthropogeni...126103like lack evidence anthropogenic global warming
22RT @RawStory: Researchers say we have three ye...698562researchers say three years act climate change...
31#TodayinMaker# WIRED : 2016 was a pivotal year...573736wired 2016 pivotal year war climate change
41RT @SoyNovioDeTodas: It's 2016, and a racist, ...4669542016 racist sexist climate change denying bigo...
\n", + "
" + ], + "text/plain": [ + " sentiment message tweetid \n", + "0 1 PolySciMajor EPA chief doesn't think carbon di... 625221 \\\n", + "1 1 It's not like we lack evidence of anthropogeni... 126103 \n", + "2 2 RT @RawStory: Researchers say we have three ye... 698562 \n", + "3 1 #TodayinMaker# WIRED : 2016 was a pivotal year... 573736 \n", + "4 1 RT @SoyNovioDeTodas: It's 2016, and a racist, ... 466954 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxide ma... \n", + "1 like lack evidence anthropogenic global warming \n", + "2 researchers say three years act climate change... \n", + "3 wired 2016 pivotal year war climate change \n", + "4 2016 racist sexist climate change denying bigo... " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e64cac44", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidclean_message
158141RT @ezlusztig: They took down the material on ...22001took material global warming lgbt rights healt...
158152RT @washingtonpost: How climate change could b...17856climate change could breaking 200millionyearol...
158160notiven: RT: nytimesworld :What does Trump act...384248notiven nytimesworld what trump actually beli...
15817-1RT @sara8smiles: Hey liberals the climate chan...819732hey liberals climate change crap hoax ties cli...
158180RT @Chet_Cannon: .@kurteichenwald's 'climate c...806319s climate change equation 4 screenshots
\n", + "
" + ], + "text/plain": [ + " sentiment message tweetid \n", + "15814 1 RT @ezlusztig: They took down the material on ... 22001 \\\n", + "15815 2 RT @washingtonpost: How climate change could b... 17856 \n", + "15816 0 notiven: RT: nytimesworld :What does Trump act... 384248 \n", + "15817 -1 RT @sara8smiles: Hey liberals the climate chan... 819732 \n", + "15818 0 RT @Chet_Cannon: .@kurteichenwald's 'climate c... 806319 \n", + "\n", + " clean_message \n", + "15814 took material global warming lgbt rights healt... \n", + "15815 climate change could breaking 200millionyearol... \n", + "15816 notiven nytimesworld what trump actually beli... \n", + "15817 hey liberals climate change crap hoax ties cli... \n", + "15818 s climate change equation 4 screenshots " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.tail()" + ] + }, + { + "cell_type": "markdown", + "id": "c679043f", + "metadata": {}, + "source": [ + "Now, we have a dataset void of any form of noise. Let's move to the next step" + ] + }, + { + "cell_type": "markdown", + "id": "d32fc650", + "metadata": {}, + "source": [ + "## 3.2 Tokenization and Stemming\n", + "\n", + "To further prepare our data for analysis we will be breaking down the tweets into a sequence of smaller units known as tokens. These tokens will then be normalized in a process know as stemming which involves reducing wors to their base so that variations of the same word are treated as the same token during text analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3bcf310e", + "metadata": {}, + "outputs": [], + "source": [ + "#Tokenizing the clean message\n", + "\n", + "tokeniser = TreebankWordTokenizer()\n", + "df['tokens'] = df['clean_message'].apply(tokeniser.tokenize)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "68153efb", + "metadata": {}, + "outputs": [], + "source": [ + "#Stemming the clean message\n", + "\n", + "stemmer = PorterStemmer()\n", + "\n", + "def df_stemmer(words, stemmer):\n", + " return ' '.join([stemmer.stem(word) for word in words])\n", + "\n", + "#Apply stemming function\n", + "df['clean_message'] = df['tokens'].apply(df_stemmer, args=(stemmer, ))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "5180c84f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimentmessagetweetidclean_messagetokens
01PolySciMajor EPA chief doesn't think carbon di...625221polyscimajor epa chief think carbon dioxid mai...[polyscimajor, epa, chief, think, carbon, diox...
11It's not like we lack evidence of anthropogeni...126103like lack evid anthropogen global warm[like, lack, evidence, anthropogenic, global, ...
22RT @RawStory: Researchers say we have three ye...698562research say three year act climat chang it late[researchers, say, three, years, act, climate,...
31#TodayinMaker# WIRED : 2016 was a pivotal year...573736wire 2016 pivot year war climat chang[wired, 2016, pivotal, year, war, climate, cha...
41RT @SoyNovioDeTodas: It's 2016, and a racist, ...4669542016 racist sexist climat chang deni bigot lea...[2016, racist, sexist, climate, change, denyin...
\n", + "
" + ], + "text/plain": [ + " sentiment message tweetid \n", + "0 1 PolySciMajor EPA chief doesn't think carbon di... 625221 \\\n", + "1 1 It's not like we lack evidence of anthropogeni... 126103 \n", + "2 2 RT @RawStory: Researchers say we have three ye... 698562 \n", + "3 1 #TodayinMaker# WIRED : 2016 was a pivotal year... 573736 \n", + "4 1 RT @SoyNovioDeTodas: It's 2016, and a racist, ... 466954 \n", + "\n", + " clean_message \n", + "0 polyscimajor epa chief think carbon dioxid mai... \\\n", + "1 like lack evid anthropogen global warm \n", + "2 research say three year act climat chang it late \n", + "3 wire 2016 pivot year war climat chang \n", + "4 2016 racist sexist climat chang deni bigot lea... \n", + "\n", + " tokens \n", + "0 [polyscimajor, epa, chief, think, carbon, diox... \n", + "1 [like, lack, evidence, anthropogenic, global, ... \n", + "2 [researchers, say, three, years, act, climate,... \n", + "3 [wired, 2016, pivotal, year, war, climate, cha... \n", + "4 [2016, racist, sexist, climate, change, denyin... " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d0c1124f", + "metadata": {}, + "outputs": [], + "source": [ + "#Dropping columns that are not required\n", + "\n", + "df = df.drop(['message', 'tokens'], axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d541e4c2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_message
01625221polyscimajor epa chief think carbon dioxid mai...
11126103like lack evid anthropogen global warm
22698562research say three year act climat chang it late
31573736wire 2016 pivot year war climat chang
414669542016 racist sexist climat chang deni bigot lea...
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid clean_message\n", + "0 1 625221 polyscimajor epa chief think carbon dioxid mai...\n", + "1 1 126103 like lack evid anthropogen global warm\n", + "2 2 698562 research say three year act climat chang it late\n", + "3 1 573736 wire 2016 pivot year war climat chang\n", + "4 1 466954 2016 racist sexist climat chang deni bigot lea..." + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "f2b423d4", + "metadata": {}, + "outputs": [], + "source": [ + "#Save Clean training Data\n", + "\n", + "df.to_csv(\"clean_train.csv\", index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "3ace60d0", + "metadata": {}, + "source": [ + "## 3.3 Text Analysis\n", + "\n", + "The text analysis will be carried out using wordcloud. Our goal in this section is to quickly identify the most common words within each sentiment. This will help us gain better insight into prominent terms and patterns in our data and ultimately aid the feature selection process." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a66bf70c", + "metadata": {}, + "outputs": [], + "source": [ + "# Word frequencies\n", + "'''\n", + "The code below splits the clean message column, returns splited word as a separate column, reshapes the dataframe, \n", + "calculates the frequency of each word and creates a Series where the words are the index and their frequencies are the values.\n", + "'''\n", + "word_frequencies = df['clean_message'].str.split(expand=True).stack().value_counts()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "06a66997", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Generate word cloud for the whole data\n", + "wordcloud = WordCloud(width=800, height=400, background_color='white').generate_from_frequencies(word_frequencies)\n", + "\n", + "# Plot word cloud\n", + "plt.figure(figsize=(10, 4))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis('off')\n", + "plt.title('Word Cloud of Tweet Text')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6d258da9", + "metadata": {}, + "source": [ + "From the word cloud we can quickly identify some of the most frequently used words eg climat, chang, warm etc. Lets visualize these common words for the positive and negative sentiments respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "45f38459", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
WordFrequency
0climat12605
1chang12584
2global3789
3warm3556
4trump2289
\n", + "
" + ], + "text/plain": [ + " Word Frequency\n", + "0 climat 12605\n", + "1 chang 12584\n", + "2 global 3789\n", + "3 warm 3556\n", + "4 trump 2289" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Convert word frequencies to a DataFrame\n", + "word_frequencies_df = pd.DataFrame({'Word': word_frequencies.index, 'Frequency': word_frequencies.values})\n", + "\n", + "# Display the word frequencies in a tabular form\n", + "word_frequencies_df.head()" + ] + }, + { + "cell_type": "markdown", + "id": "35a0b49a", + "metadata": {}, + "source": [ + "### Wordcloud for Positive Sentiments" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d60d32d4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxYAAAGrCAYAAABddQElAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9d5glV32oC7+Vd46dc0+OmqiRNCNpFBGSQGQJfG2EfcD4gg+Ga+N7bI5tOLbxtbENHDAcsI3BfNhGYIIFygE0ytJIk/NMd0/nvHOqsL4/qnvP9HSY7skS+30eha5de61Va1fVWr8sCSEEFSpUqFChQoUKFSpUqHAeyJd7ABUqVKhQoUKFChUqVHjjUxEsKlSoUKFChQoVKlSocN5UBIsKFSpUqFChQoUKFSqcNxXBokKFChUqVKhQoUKFCudNRbCoUKFChQoVKlSoUKHCeVMRLCpUqFChQoUKFSpUqHDeVASLChUqVKhQoUKFChUqnDcVwaJChQoVKlSoUKFChQrnTUWwqFChQoUKFSpUqFChwnlTESwqVKhw2fjFL36BJEn84he/uKDttrW18aEPfeiCtjlfbrrpJm666aaznmdZFn/4h39Ic3Mzsizzzne+86KP7VLy7W9/G0mS6OzsPOu5F+s+eKPy2c9+FkmSLvcwKlSoUGHBVASLChXe5DzwwANIksSPf/zjaZ+tW7cOSZJ4+umnp33W0tLC1q1bL8UQ583x48f56Ec/yqJFi/B4PIRCIbZt28aXv/xl8vn85R7egvjWt77FF77wBd773vfyne98h0996lMXtb+bbroJSZLK/8RiMa6++mq+9a1v4TjORe17kq997Wt8+9vfviR9zZfOzk5+8zd/k8WLF+PxeKirq+PGG2/kz/7szy5qv7lcjs9+9rNvaGHq85//PD/5yU8u9zAqVKhwBVERLCpUeJNz/fXXA/Dss89OOZ5Kpdi3bx+qqvLcc89N+ay7u5vu7u7yd68Efv7zn7N27VoeeOAB3v72t/OVr3yFv/qrv6KlpYVPf/rT/N7v/d7lHuKCeOqpp2hsbOSLX/wiv/Ebv8H27dsvep9NTU1897vf5bvf/S5/8id/gmVZ/Lf/9t/44z/+4wve12/8xm+Qz+dpbW0tH5tNsLjxxhvJ5/PceOONF3wcc3Hs2DE2bNjAo48+ygc+8AG++tWv8vGPf5x4PM5f//VfX9S+c7kcn/vc52YULP7n//yfbwhBuSJYVKhQ4UzUyz2AChUqXFwaGhpob2+fJli88MILCCF43/veN+2zyb/PV7AQQlAoFPB6vefVTkdHB+9///tpbW3lqaeeor6+vvzZxz/+cY4dO8bPf/7z8+rjUjM0NEQkErlg7TmOQ6lUwuPxzHpOOBzm13/918t/f/SjH2X58uV89atf5c///M/RNO2CjUdRFBRFmde5sizPOe6LxRe/+EUymQy7du2aIgCB+/tcLlRVRVUry3OFChXeeFQsFhUq/Apw/fXX8/rrr0/Rgj733HOsXr2aO++8kxdffHGKO8xzzz2HJEls27YNcOMB/vzP/5zFixdjGAZtbW388R//McVicUo/bW1tvO1tb+PRRx9l8+bNeL1evvGNbwDQ09PDO9/5Tvx+PzU1NXzqU5+a9v3Z+Ju/+RsymQz//M//PEWomGTJkiVntVicOHGC973vfcRiMXw+H9dee+00YWS2uIDZYgC++c1vsnjxYrxeL1u2bGHHjh1nvZbOzs6y+9n+/fvLrkmTbWezWX7/93+f5uZmDMNg+fLl/O3f/i1CiCntSJLE7/7u7/K9732P1atXYxgGjzzyyFn7P53JechmswwPD897ngC+8pWvsHr1anw+H9FolM2bN/Nv//Zv5c/PnMu2tjb279/PL3/5y/I1T8ainDm/v/u7v0sgECCXy03r9wMf+AB1dXXYtl0+9vDDD3PDDTfg9/sJBoPcfffd7N+//6zXf/z4cZqamqYJFQA1NTXTjs2nnw996EMEAgF6e3t55zvfSSAQoLq6mj/4gz8oj7mzs5Pq6moAPve5z5Xn47Of/Swwc4zF5O/9gx/8gFWrVuH1ernuuuvYu3cvAN/4xjdYsmQJHo+Hm266acbYlpdeeom3vvWthMNhfD4f27dvn2atnOz72LFjfOhDHyISiRAOh/nN3/zNKb+HJElks1m+853vlMc/GdeUTqf55Cc/SVtbG4ZhUFNTw+23385rr702x69RoUKFNwMVwaJChV8Brr/+ekzT5KWXXiofe+6559i6dStbt24lmUyyb9++KZ+tWLGCeDwOwIc//GH+9E//lI0bN/LFL36R7du381d/9Ve8//3vn9bX4cOH+cAHPsDtt9/Ol7/8ZdavX08+n+fWW2/l0Ucf5Xd/93f5zGc+w44dO/jDP/zDeY3/wQcfZNGiRecc8zE4OMjWrVt59NFH+djHPsZf/uVfUigUuOeee2aMPZkP//zP/8xHP/pR6urq+Ju/+Ru2bdvGPffcQ3d395zfq66u5rvf/S4rVqyY4pq0cuVKhBDcc889fPGLX+Stb30rf//3f8/y5cv59Kc/zf/z//w/09p66qmn+NSnPsV9993Hl7/8Zdra2hZ8HSdOnEBRFCKRyLzn6R//8R/5xCc+wapVq/jSl77E5z73OdavXz/l/jqTL33pSzQ1NbFixYryNX/mM5+Z8dz77ruPbDY7TaDJ5XI8+OCDvPe97y1bQ7773e9y9913EwgE+Ou//mv+5E/+hAMHDnD99defNXC8tbWV7u5unnrqqbPO00L6sW2bO+64g3g8zt/+7d+yfft2/u7v/o5vfvObgHsPfP3rXwfgXe96V3k+3v3ud885hh07dvD7v//73H///Xz2s5/l4MGDvO1tb+Mf/uEf+N//+3/zsY99jE9/+tO88MIL/NZv/daU7z711FPceOONpFIp/uzP/ozPf/7zJBIJbrnlFl5++eVpfd17772k02n+6q/+invvvZdvf/vbfO5zn5syH4ZhcMMNN5TH/9GPfhSA3/md3+HrX/8673nPe/ja177GH/zBH+D1ejl48OBZ57lChQpvcESFChXe9Ozfv18A4s///M+FEEKYpin8fr/4zne+I4QQora2VvzDP/yDEEKIVColFEURH/nIR4QQQuzatUsA4sMf/vCUNv/gD/5AAOKpp54qH2ttbRWAeOSRR6ac+6UvfUkA4oEHHigfy2azYsmSJQIQTz/99KxjTyaTAhDveMc75n29ra2t4v777y///clPflIAYseOHeVj6XRatLe3i7a2NmHbthBCiH/5l38RgOjo6JjS3tNPPz1lnKVSSdTU1Ij169eLYrFYPu+b3/ymAMT27dvPOsbt27eL1atXTzn2k5/8RADiL/7iL6Ycf+973yskSRLHjh0rHwOELMti//79Z+1rsr8VK1aI4eFhMTw8LA4ePCg+8YlPCEC8/e1vF0LMf57e8Y53TBv7mcw0l6tXr55xbs6cX8dxRGNjo3jPe94z5bwHHnhAAOKZZ54pjy0SiZTv1UkGBgZEOByedvxM9u3bJ7xerwDE+vXrxe/93u+Jn/zkJyKbzU45byH93H///QIQ/+t//a8p527YsEFs2rSp/Pfw8LAAxJ/92Z9NG9ef/dmfiTOXZ0AYhjFlPr/xjW8IQNTV1YlUKlU+/kd/9EdT5t5xHLF06VJxxx13CMdxyuflcjnR3t4ubr/99ml9/9Zv/daU/t/1rneJeDw+5Zjf75/ynE0SDofFxz/+8WnHK1So8OanYrGoUOFXgJUrVxKPx8uxE7t37yabzZYtAFu3bi27RLzwwgvYtl2Or3jooYcApmnMf//3fx9gmla5vb2dO+64Y8qxhx56iPr6et773veWj/l8Pn77t3/7rGNPpVIABIPB+V3sDDz00ENs2bJlSsxIIBDgt3/7t+ns7OTAgQMLau/VV19laGiI3/md30HX9fLxD33oQ4TD4fMap6IofOITn5hy/Pd///cRQvDwww9POb59+3ZWrVo17/YPHTpEdXU11dXVrFy5kq985SvcfffdfOtb3yr3P595ikQi9PT08Morr5zrpc6JJEm8733v46GHHiKTyZSPf//736exsbE8vscff5xEIsEHPvABRkZGyv8oisI111wzY7az01m9ejW7du3i13/91+ns7OTLX/4y73znO6mtreUf//Efy+edSz+/8zu/M+XvG264gRMnTpzPtHDrrbdOsUpdc801ALznPe+Z8nxMHp/sb9euXRw9epRf+7VfY3R0tDz+bDbLrbfeyjPPPDMtM9hM4x8dHS0/j3MRiUR46aWX6OvrO6frrFChwhuXimBRocKvAJIksXXr1nIsxXPPPUdNTQ1LliwBpgoWk/+d3Lx1dXUhy3L53Enq6uqIRCJ0dXVNOd7e3j6t/66uLpYsWTLNb3z58uVnHXsoFAJcv+1zpaura8a+Vq5cWf58oe0BLF26dMpxTdNYtGjROY7SbbehoWGaEDXbOGea67loa2vj8ccf54knnuDZZ59lYGCAn/3sZ1RVVZXbn888/b//7/9LIBBgy5YtLF26lI9//OPTfPXPl/vuu498Ps9//dd/AZDJZHjooYd43/veV76Pjh49CsAtt9xSFpgm/3nsscfmFYC9bNkyvvvd7zIyMsKePXv4/Oc/j6qq/PZv/zZPPPHEOfXj8XjKMRSTRKNRxsfHz2tOWlpapvw9KcQ2NzfPeHyyv8nx33///dPG/0//9E8Ui0WSyeScfUWj0SltzsXf/M3fsG/fPpqbm9myZQuf/exnz1uoqlChwhuDStqJChV+Rbj++ut58MEH2bt3bzm+YpKtW7fy6U9/mt7eXp599lkaGhqmbZDnW7DrfDNAnUkoFKKhoWFKDMjFYrZrPD1Q+EpioXPt9/u57bbbzrvflStXcvjwYX72s5/xyCOP8J//+Z987Wtf40//9E+n+OGfD9deey1tbW088MAD/Nqv/RoPPvgg+Xye++67r3zOpJb9u9/9LnV1ddPaWEhmJUVRWLt2LWvXruW6667j5ptv5nvf+x633XbbgvuZbzashTJbu7MdFxMB/5Pj/8IXvsD69etnPDcQCCyozbm49957ueGGG/jxj3/MY489xhe+8AX++q//mh/96EfceeedZ/1+hQoV3rhUBIsKFX5FOL2exXPPPccnP/nJ8mebNm3CMAx+8Ytf8NJLL3HXXXeVP2ttbcVxHI4ePVrWXIMbEJ1IJGbMqHMmra2t7Nu3DyHElM374cOH5zX2t73tbXzzm9/khRde4LrrrpvXd87sf6a+Dh06VP4cTmllE4nElPPOtBRMnn/06FFuueWW8nHTNOno6GDdunULHuNku0888QTpdHqK1eLMcV4s5jtP4Aop9913H/fddx+lUol3v/vd/OVf/iV/9Ed/NGvq2IVWk7733nv58pe/TCqV4vvf/z5tbW1ce+215c8XL14MuBmcLoTANMnmzZsB6O/vv2j9XMrK2pPjD4VCF3Se5rqG+vp6Pvaxj/Gxj32MoaEhNm7cyF/+5V9WBIsKFd7kVFyhKlT4FWHz5s14PB6+973v0dvbO8ViYRgGGzdu5B/+4R/IZrNTfOwnhYwvfelLU9r7+7//ewDuvvvus/Z911130dfXxw9/+MPysVwuV86Sczb+8A//EL/fz4c//GEGBwenfX78+HG+/OUvz9n/yy+/zAsvvFA+ls1m+eY3v0lbW1s5TmFyA/bMM8+Uz7Nte9o4N2/eTHV1Nf/n//wfSqVS+fi3v/3taULJQrjrrruwbZuvfvWrU45/8YtfRJKki74pm+88jY6OTvmeruusWrUKIQSmac7avt/vX9D83HfffRSLRb7zne/wyCOPcO+99075/I477iAUCvH5z39+xn4nU+jOxo4dO2b83mRc0aRb2Pn2MxM+nw+YLsReDDZt2sTixYv527/92ykxK5Ocy/hh5t/Ttu1pblU1NTU0NDTMO710hQoV3rhULBYVKvyKoOs6V199NTt27MAwDDZt2jTl861bt/J3f/d3wNTCeOvWreP+++/nm9/8JolEgu3bt/Pyyy/zne98h3e+853cfPPNZ+37Ix/5CF/96lf54Ac/yM6dO6mvr+e73/1ueXN1NhYvXsy//du/cd9997Fy5Uo++MEPsmbNGkqlEs8//zw/+MEPyjn0Z+J//I//wb//+79z55138olPfIJYLMZ3vvMdOjo6+M///E9k2dWxrF69mmuvvZY/+qM/YmxsjFgsxn/8x39gWdaU9jRN4y/+4i/46Ec/yi233MJ9991HR0cH//Iv/3JeMRZvf/vbufnmm/nMZz5DZ2cn69at47HHHuOnP/0pn/zkJ8uCz8VivvP0lre8hbq6OrZt20ZtbS0HDx7kq1/9KnffffecQfabNm3i61//On/xF3/BkiVLqKmpmWLxOZONGzeyZMkSPvOZz1AsFqe4QYGrgf/617/Ob/zGb7Bx40be//73U11dzcmTJ/n5z3/Otm3bpglpp/PXf/3X7Ny5k3e/+91cddVVALz22mv867/+K7FYrGzVO99+ZsLr9bJq1Sq+//3vs2zZMmKxGGvWrGHNmjULamc+yLLMP/3TP3HnnXeyevVqfvM3f5PGxkZ6e3t5+umnCYVCPPjggwtud9OmTTzxxBP8/d//fbkQ5/Lly2lqauK9730v69atIxAI8MQTT/DKK6+U3y8VKlR4E3NZc1JVqFDhkjKZhnLr1q3TPvvRj34kABEMBoVlWVM+M01TfO5znxPt7e1C0zTR3Nws/uiP/kgUCoUp57W2toq77757xr67urrEPffcI3w+n6iqqhK/93u/Jx555JGzpps9nSNHjoiPfOQjoq2tTei6LoLBoNi2bZv4yle+MmUsZ6abFUKI48ePi/e+970iEokIj8cjtmzZIn72s59N6+P48ePitttuE4ZhiNraWvHHf/zH4vHHH59xnF/72tdEe3u7MAxDbN68WTzzzDNi+/bt55xuVgg3temnPvUp0dDQIDRNE0uXLhVf+MIXpqQJFcJNP7qQlJ6z9Xcm85mnb3zjG+LGG28U8XhcGIYhFi9eLD796U+LZDJZPmemdLMDAwPi7rvvFsFgcEpa3jPTzZ7OZz7zGQGIJUuWzDrmp59+Wtxxxx0iHA4Lj8cjFi9eLD70oQ+JV199dc5rfe6558THP/5xsWbNGhEOh4WmaaKlpUV86EMfEsePHz+nfu6//37h9/unfXemFLLPP/+82LRpk9B1fUrq2dnSzZ75e3d0dAhAfOELX5g2TkD84Ac/mHL89ddfF+9+97vLv1tra6u49957xZNPPjltnMPDw1O+O9PveejQIXHjjTeWU/bef//9olgsik9/+tNi3bp1IhgMCr/fL9atWye+9rWvTZuTChUqvPmQhJhHJFaFChUqVKhQoUKFChUqzEElxqJChQoVKlSoUKFChQrnTUWwqFChQoUKFSpUqFChwnlTESwqVKhQoUKFChUqVKhw3lQEiwoVKlSoUKFChQoVKpw3FcGiQoUKFSpUqFChQoUK501FsKhQoUKFChUqVKhQocJ5UxEsKlSoUKFChQoVKlSocN7Mu/K2JEkXcxwVFoDs8YEQOMX85R7KpUeSUKJBJF0DwMkWcNLZaacpkQCSxwBAFEvY4+nZmzR0ZK+BncxApaxLhUtEwzI/q2+MMdJTYN/To5hF54K0K8lwzTvqqGnzkhwq8eKPByjm7GnneVa241mzGEme37tdlCyyL+3D7Bu+IOO8UMiSiqZ6KZlZBBdmDitcfAJVrUSaVgFgFXMMH38Zu/TmWNMkRUX1BRC2jZWvrCvngqzqKF4/jlnCLkxf4ytceuZb9m7egkWFKwRJJrxmE8IySex68XKP5pIjaQrhO7diLGlCjQbJPLeH8R89DfbUDUVw+0a8Vy1BiQYpHulm5J9+irCmb64AAtuuwr9lFcPf+PGcAsgbCcMbob7tOmTJfcQdx2K4dxfZdP+C2glGW6mqX4uEu/k0zRwDJ1/GLL455ulyoWgSd/xOKxveUkVisMRYb4GuvRdmTiVZYtNdNay6IUb3gTSvPTI0o2BhLGshcs+NSIoyr3adXIFSV/8VJ1jEQ4toqbmGwz2PkckPzniOIus4wkaImd8B7jkaQggcYV2soVY4DV+8mYY1twFQSA0z3r33TSFYSLJCbM11xNdch1XIMvD8Q+T6Oy73sN5QyKpO9dW3El6yjlJylL5nfkwpMXK5h1Vhnlw2wULRPOiBKACObVJMj4GoaJvOigSKbuDMYkHS2xpR66qQPQZKLEzxcAeFg8dBgLG4Gc+qxUi6htk3RO61g0iGhv/qtWSffx0nVwBNJXDjZgq7D2ONjF/iizs7omSR+MkvUONh4r/1dmSfZ8bzko+9ROaFvcR/407kgBfmsLg5+SJ2MjOr4PFGRDeCNLRtRVFdq41tFUknuxcsWARC9TQuuqFssSzkxhkd2FcRLM4TSYJAVENRZQyfgu6Z3+a+wnRsx6RoZnAcc8bPZUmltfY6RpJHSOVmv/+bqjeTyQ8ymjpxsYZ68ZBlgotXofqC2MUCis9PtuMQVj5HaOkaZMNLvq+TfP9JjHgd/pbFICvuObkMgUUrkBQVWTdIHzuAeak3cW8ihwhZN4gs24AnXocQgkDzUnIDnRWrxQJQfUEiSzdgRKowIlX46lorgsUbiMsmWATqFtF24wcAyI320PHLf8PKX6bNiiwTXns1pbFhfC2LkDWdxO6XMcdHUEMRQivWoQZCFIf6SR/Zi1MqInu8hFasQ49WIWyL9JF9FAZ6QFbwty3F17K4fLw42IukKASWrsHb0OJec9cxMicOgxD425e5ptNgCD1aRebEYXKdR0GW8Lcuwde6BElWKAz0kj68ByTQInHi192C4vWT7TxKtvMIOA5qTYzQHdeTfuJ5zN5BQndsw8nmKZ3sRzJ0zP4RcBz812/EyRcpHDyOsbgZs3+Ywv5jaHVVeFcvIffKvsvzW8wDJ1vAAkRx5o0EgMgXsUomTr44q/AxSfbl/eReOzRnexUqXEhsU/Ds9/sQjqB7f5rew5nLPaQ3LOPpLpLZHuxZBAtd81MVWkIic3LWNhRZpzq8jKL5xvwdJFnB29BGaXyEwOKV5LpP4G9d5vrFCYd8fxfhlRsxUwmcUp5cTwd6vIbgsrWkDu8huHwd4zufRfEHCK/ayMjzj13aC3gz7bmFQNjWaf//5l5XtGCEms23UkyMMLLrmQsiQAnhnJpDRyCsK8uKGFq0htDiNYzte6lijZqByyZYSIqCavgA13ohXUaVhSTLBJeuxkonSR/eC5KEU8wjGx7i192CmRwn23GE0OoNSKpKYvdLhJZfhaeuidSB15END8J2td3+1iWE124mdeB1VH+QqutuZfCpB7FzGRAO2Y4jKB4vsWtvpjg2jJkYxahrxN+8mMSel8mOH8ZKJwBBYNEKIuuvI7HnFZxSARzH9XGTFTy1jYx2HUMx0sQ2X4+ZGKU05rooWMNjZF/aA45Ab6nHWN5GqbOX4tEulGgI2evByeZRYmFEoUR+31G861ZQONSBZ8UiSl19OKn5L7B6Sy3+rVeRfuIVPCta8axqByHIvXaY3OuuwAOgNVThv2Y1WkM1djpL7tVDFA53ld2YZK+BZ1U7npVtKJEgIlcgf6CD3OuHL8qm37d5JYHr1oIiY4+lGP/Pp3CyhQveT4UKZyIE7HpsmP2/HMW2BLb5xt5ZSUjUx9cjSRLZ/DC10ZWoiodEppvBxEEs+9Rz1VJzDcVSmkxhiLroarxGlEIpRe/Ia+RLCSL+Zmqjq+gaeolCKQGALCksqt9OtjBC/9geACL+ZpqqNyPLCqaVp3PgOfIT5wPoqp+G+DoigRYC3moW1d9IU/UmAAbHDzA4fgBVNqiLrSUabCHkq6OlZgs1keWAK7B0D79yaSbwAiAsk+LIAFo4SmlsEE99C57qBoRlogbDKD4/iseLbHjx1jWhBsLIqoYky1jpJLneDvRIHG9d8+W+lDc0dqnA8Ou/xCkVKWXGSR7d86a2VnhrmomtvpZ01yFGdu+4INdqZVMMv/Y04WXrKQz3kek5dgFGemGQFJXwkquILN9EpvvYRRcsJCRinmZq/IvRZC9FO0t3ajc5K3FR+z0fKjEWE0iKQubYAVfzP4GnvhkjXkuu8yiOZWKmEvhaFpPc/xpWNo0ajKD4g+ROHsfOppEUBX/7MuxcFruQByFQvD481XVkjh8k23UcLRRBWCaSLKN4vJi4gfHFkQFXqCm7g0kElq4hfWQfmSN7Tw1Ult1Ne/dxMkf2IXu8+NuWogZCZcHCyRfBEW6Ad66A7PUg+72E3nYTsq5hjYyjRIJl96DCgeP4Nq9Ga6zBWNpK6ue/XNDcKeEAgevWokaCyAEv1uAYcsiPEgmUXzLG4kbiv/l27GSG4oletOooVR++h8SPf0nm2V0gQKmKELr1aqxEGrN/BL2hmviH7kYJ+kg9/vK5/rSzUjo5QEaSCFy7Bu/axSQe3AEVwaLCJUI4UMq/Sdw/JYmQr554aBGZ/BDZwgiSZNJetw2/t5pjfU+XXZXC/ia0kAdHWJhWHtPK49HDyLLrDubRQ8RDi+kb3UWh3LxMLNiOJJ1KZJgrjTM4vp94aDFVoSX0DO+cMiSBoGhmyRZGiASaSeX6yRZG3e8WxyfOAdPOk8kPEw8tJpMfJpXtRQC54uhFnbILjhCA+96f/N/i6BBOMU+utxNJlrELeaIbtpE+shcrl8Fb3+p+1bHL370svIlcoRCCdMd+Ml2HEIiyYu3NSqBpiWsZu4AIx2b80KskjryGcMQV5SavegN4qhouWUKjkFHH6qq3kCoNkioOIcuKe19dBDTZQ9zbymD26HklwqgIFhMI28bO56YckzUd2ePF17oEYZogQa77BDgOmROHsHNZgivXEV69gbFXnyXf04lseNBCEYJL3GwX+f6TmOkkeryGqm1vwUyOYecyyJp+yu9fCOx8durDI0vIuoFdmDom93wHO1/EXQgchONMiSHQamPIAS+iZKHVV1PYfwy1rgqtvprx7z2Inc2jNdWVv2KPpyidHCC4/WpEyaTUO7Tg+VPCfpxiidF/fcgVbCTJXSyEQNI1QnduxR5PMfyNH+Nk80iaSuz9txO64xrye49jJ9KYvcMM/cMP3O9PfK/md+/Ft3EFqSdfcYWlC4g1NI41NI5WE0Vrrrmgbf+qIckgyxJCgGO7v5PHrxBv8uCLaCAgPVpitLeAWTj7C0tR3ZvTtk795p7ARHthDQnIZyySgyUyY6U5125JAk9AJdZo4AtpSBIUMhZj/UWyCXPea5aiSoSqdULVOobX3QSbRYdswiQ5VKJUsOdsa3KOzkQAjrWwe1uSIRjTiTUa6F4Fq+gwPlAkOVRy27xMG0RFVukcfJ5ktgcJmWz1JlprrmVwfD/JbG/5vKCvln2dP2Us1YFAIEkSYoGbh5KZYTh5BFnWiAXbp31uWjn6x3YTCbRQF13NSPIoY+mp2kXbKTI4vh+vEaOxagPj6Q76x/ZOa+uKRziUEqPYxTyl8RGcYh4zNUaut5Pwyg2EVqyjND5CKTFKrvs4vuZFWNk0hYFuV7M+OuQqoswSpbGFv//Pf/yXvsuLjSusvbmRdQ/emotk4RKi7AlyJWFEa9ACkUvWX8SoRwibw2PPkLeSF7WvoF5Dc/AqhnMnsM9DmKsIFmWmv9nMVAIzMUZy32vlOAkAYVvIHi+F4X4KQ31E1l9DaMU6cl3HKA4P4BTyjDz/BMKykDUdu1QgvGYzwjYZfeFJFK+f0OqNp3oWMyhsHIfS6BC+xjZyXccQloWkKDiW5Q51jo2DpGlE3v0WJE0BR5DffxRJknEyOUJ3bUcUS8iGjnOae1Fu536q/u/3k/zpU3AO/ozCtMm+vN8NAJ+8qAmUsB+jvYHikZN4VraXPxMCtJoYSiSAnUi7mh0BenMtctCHrKkgS0ieSSHsYq0+b8JV7VIiwbrbqrj1Q8107Uvz8Nc6aVkT5OYPNtGyJogvpIKATMLkxOspnvjnbrr2pGa9hWMNBvf+yVIkWeInf3uCoY4cq26IccuHmmhYFsAbdF9bxazFWF+Rn3+lgz1Pzaxd9gZVNr61mmveVUdtmxdvSEWSJApZi5HuAjsfGuKlnw6SHinNenmyAs2rglx/XwNLNocJVunoXgUJV7DIpUzG+oocem6c53/YR2Jw5rZueH8Dm+6uQT5D05UaLfHDvzzG+EDx7HMN+MIq1727jmveUUe82YPuUbBKDuP9RV57dJhn/6MPyxSXRbjIFcfJTVgFBA7j6S7a6rbhM+JTBItsYZTxdFdZK3a5BKFTiNP+/cZD2DbJA67FpjTqCgbFkQEAxl59Zsq5qUO7pn1/fNfzAJipccZ3vXARRzoL81H+yjKqN4AWiKB4fEiyAo6NXSpi5dNY2TSOVVqw1UVSdbRAGM0fQtYMkCSEbWIX8li5FFY+e8rff5bBS+rsWylh2+eucZdlNF8QLRhDMbwA2KU8ZmocK5c+q/AiyUrZy6F8DZKM6gugh2Iohg8QrnCZHsfKpuYnEEkykizjiddhRKpc7b0kI6v6zN8/vf8Z25OQlLnm0Dpna5qsGWjBCKoviKzqE+2ZWIUcVjaFXcjN75plGUlW8TcuQtHdpCiSorjXPNObw3HOWbiUkPFrMTyqn7BRhyQpRD2NBJ1qTDtPotg/8e6UMBQfPjWCKhs4wiJnJclbKc58m2myB78WQ5M9ONgUrQw5M4GDja748KtRGgIrMRQ/1b5FOMLGETaJQi+WmH19nImKYAEgwDHNaRozMzlO6sDrxDZvwymVkGSZ1KE9ZE8cIrhsjRugbZkoHh/JfTtdE+jhPcS2bKf2tncibAu7kGfspacpDPQQWLKSqhvfCkJgZZJlE+lsD1xyzyvEt9020ZZJKTHG+KvP4tjWFEnesUqu1WKC0sl+Uo/sQNJ17NHx8mZ//D8ecuMq8kWcYnGKBUAUSlhDYxQPn6O/oOPMGp8gaSqyR8dY3oJaG5vyWeFYj5uNSQLPslbCb78e2aNjZ/IIy0Kri2PPUKfi8iIha/q84oKEsHGsN3fwHkC42mDRxjD+mMZ4f5GbfqMRf0QjM26SGc/jC6kEIhrrb6+icZmf7/3JYY69MrP2RfMotK4NYfgV4o0e2tYGeccfLMLjVzELNpmxEqouo3tlwjU6hRlSqQIEYhr3fGoRW+6pQVFl8mlXmAA3I1PTigCNy/y0rg3yo//v+MwbewmWXRvl3v+5lJpWL2bJITtuMt5fRFYk/GEVf0QjUmMQazDY89TIrIKFJ6BS1eRF9yrICmiGjKLKjPUV0DzzcyXwBlXe9t/b2fq+elRdopi1Ge3J4zju9d7+35qpW+RD0y9P7VPHsaa8R21hui6hsjblPNsxF5jW9crwlZFkBVmZqKFjm+WNgyTJqJ4AnmAVquFHkmXXfbaQppgZwyrlzmljJEkyquHHCMRRPQFkRUU4FmYh47ZbyCzY0nPaxaDqPoxADM0bRFY0hGNjFbMUM6OYhcw5b4wUzYMRjKP7wsiKhmNblHJJipnR01LKnjYfc06NhBGrJbZqC4GW5a4AoBtIsoxwHIRlYhdylFKjZHqOkTiyi1Ly7BmEFI+PYOsKIkvX46lqQPH4kVUNJFcYcMwiVj5LYbSf0b0vkO05OmM7eiRO403vKW/8T8exTIZefZJM16GzjmfqJUsY0RqiK68m1LYSLRBxhR7AMYuYmSTproOMHXiZ4vjQrPdWbPU1RFdtoZQep++XPwEhiK7cTGTZevRQfKJNgWOamNkk6Y4DjO59jlJqbKZBYURr8FY3YERrMGJ1eOJ1KB4/AP76Nha963dmHEcpOUbvL344swcG4G9op/aat7qeHGfglIr07fgJhZGFZTSUdYNQ+xqiKzZhxGpRPL7ysytsC7tUwMpnyA/1kDqxj3TXoWl7MUnV8NW2YERr8MRqMWK1eKsay65fNZtvI77muhn7Txx+zQ1mPwdkSaXWv5SQXkNAj6ErHhoDq3GETaY0Qqo0hC0c/FqE5bHtGIofR9ioso4QDkfGn2Uk31luL2I0sCRyHR41iC0sZEmmZOfYP/IEOStBzGii1r+UsFGHJntoCq5BCIHllMiaY1hWRbBYMMK2GP7lQ1jZM7JSCYf04T3keztRPD4cy8RKu5uh9OG95HtPIikKdj7nCgqAlU4y/MwjaKEIkiRj5bPY+Tx2PsfgYz9G8fqxchkk3CAvhCC1/7UZx2Wmxhl68r9QgxEkWcLKZhCWWRZiwH3oRl94CqdwWv5vIbCGx6f5djqZHE5m6oMteXSMRc141i6jcPCEazm4wDhFEzubJ/vSflKPvTTVpUkInEIJ2esh/PbrQZYZ+ZefYQ2PI0ybqg+/A62h6oKP6XzQA1Fat74HzRM467npgeP0vvaIq0n7FaCqycMdv9PCSHeBB7/cQdeeFGbJwR/W2Py2Gra9r4HqVi93//d2vvXJ/aTHZhe6dEPmqlvjrNgaY+RkgZf/a5CuvSmKORvDp9C4PECswaDvyAwFEjWJW3+rmWvfWYtZcnjpp/28/NNBEoOu8BCtM7juPfVsfGs1626rJjVc4id/d2Kam5YvpHLzB5uoafMy0l3giX8+ybGdSYpZG1mW8AYVGpYFWHJ1mHzaZrBj5oUT4Lkf9LPnyRF0r0IgqnHLbzaxcmts1vPPRJJg/VuquPY9dSiaROfuFE/+Sw89BzM4jiBab3Ddu+tZf3sVsnJ5NuKqYiDLKjjuPGuKm+r59OBtl9l3kpOuUZJ0KgWvquioyvRNx/yY/4b+bLMWb91AzfJtSLJM//6nGevaje4LU7X4aqLNazH8EWTN47p22Ta2maeQHmG0cxdjXbuwivNVkkh4glXE2tYTaVqN4Y+6SU5kBeHY2GaBUnacRO8BRjtfp5AaWdB16v4osdZ1RJvW4AlWoegeJFl13WzNIqVcgmTfIUY6XiOfHJi3UCQrGqH6ZVQvuQZ/rAnV8JXHbBXz5BJ9DB97iWTfoakKlzkm3t+4mIYb34GnqgFw12thme7VShKSqqGFYujhOL66Norjw2cVLIxoDbVb3kJo0eryZlY4whWkhABZRvH4yxaSVMeBWduSFBUjUo3q9Zc1+UgykiThmCVUj29ec3eqQYlgy3Jqr7sLb3UDICFsC8csnuovVosRrcHfuISB539OpufojL+RFojgq21BD1fhr28ltGgt4aXrXA8Gy3TblGRkTXeFhUg1nppGep98YJpwISkK8XXbiK2+1r1G92j5c9ctqmnGS5JV3bWezIKsGRjRahTdfV+cPod2MV8WquaLrHuoveYOYmuuda0UwsGxTptDWUH1BlB9QbxVDWj+MJmeY9MEC80fpmH7u/HEak+7VKkcX6GHYhCKzjiGbO8JJvzBFzR2AFuU6Ei+jIRMe3gzNf6l7B15FNPOI3BwJurxFKwsncnXKFgpLKeIofhZWXUrTcG1jOW7cbAxlADLYzdiOSX2jTxG3kohSwqabFCw3f3eYO4Yw/kOlka3ETEa2DP0sKsUQmCfQ12fcxYsTtfc2OaEv//FRJLdLFITP6hwbOxifkq/kiyj6O45jlksb+ZkRUMPxvCEq1ENP0gSdqlAKTNGITWCXcxhJmaS0HE36elkWaAo44AiFAxfFWrEB5JroiymRymmRsvm6NOxMimsTMp9eBQVRTGwLNvNGHUGsmqUX3hONoNVPKXxsk8TgGRVB9NGljWEbGENjlKQpHkvBJKmobc2YA2Nknvp4mSvsJMZCgc68a1dQm7nIczBMRAgGxqSR3djKlQFJein1D3gFqkTbrYpo70epzTD5lOWJ+I43JeQsGfQ2k18jiTBbNWFJ0y40mSb80BWVLyRenR/+KznljKJOWtovNlQVJlitsRPvnCcIy8nyo/nWG+RwRM5VE3mxl9rpH1dkNU3xXnxRwOztiXJElveXsuxnUm+/7+OMtw1tXhW1940E94Q02hdE+S6d9eBJPHyTwf56d+foJA5deJoT4GB4zkMn8K626vY/LYadj40xInXU1PaCdcY1C9xNXI7Hxri+R8OlGNIJuk5lGXnQ0Nohjxn/Eh23CQ77t7Lsiqx/i0LE5j9UY1t9zagexRGe/L8+AsnOL7z1HtptKdA/9Esuldmw1uqL1lw4en4jBiRQDOjqRNIkkx1eBm2XSRTmH9RvZKZRZZUQr56sgV3gxgLLsKjh2Y4W5qwHEpTArtPx3YsBAKfESOZ7QHAEc6UYnmOY+M4Jj4jjiJPuDbMUCxP9QTwRRuQFZVgdTv5RD/Nm+4hXLfU3UCf9v6UVQ1Z1dC8IfzxZvzxJnpefwizcBbljSQTrl9O41W34481lTdkk21LsoLmCaBNjCXcsILePY+S7D96dpcbSSJYvYjGq95CoLoNecL9pDzuiXVWNXx4I3Vu23sfJ9Gz/6zWC1nVqV1+PXUrt7tWm8m1WggkWUX3BdF9KwhUtTB4aAeF9Kj72Rz3qeoLUnvtHXiqGtz07ScPk+48RCk1inBsFN3rZrKqasBb3YRdKpAbnD2tMIAeilN//T0EW1dM7AWK5Ae7yQ10UUqPI2wLxePDiLjaeccyyfYen7U9MzVGz5MPoHoDKB4vqjdAeMk6PPG6OccxG766NuqvvwcjVotjFsl0HyXddYhSchRkGU+0htCi1fjq2/HWNFG/7W30PPl98sO9s7apaAY1W96CEanGzCRJndhHbqATu5BDMXwEmpcSXnIVisdPoHEJ8XU30P/cg1OUk0I4ZHuO45inlGR6KEZ48VUgSZSSo6SO753RLcjKZaZ870xygyfpeeL7KB43c5nmDxNZvhE9OPOm/WxElq0nvuY6JFWjlBwleXQX+aEerGLOfX78ITzxOrzVTRjRGlId+8tCx+nYpTyJwztRJoRDSZIItCzHOyHkpjsPUhibeQ1zBYtz30+5woPrjoQQ2I45sdk/bXyixFihG0VSkSWFop0jUxolpE+8/wWE9Bp8WoTdQw+RKPaVv3v6aipwsIXjvhdxsMX0vhbCwgULSSIQaybatAZfuBbbLNL1+oOYxSyh6nZss0B2fPYb/FyQJIXY4g3UrL7RNataJUaP72T40AtTckR7wnW03nAvimoweuwVBvY+jTdSR9WKrYQal5XNva6p0zWF5cb6GDnyEsnuA2fxo3SRVY1g/VLiSzbjq25BNXxT2rSKOXIjPYwee5VU7+EZNNUSjZvuIli/BNss0PXcD8iP9U07p3bNjUQXbUBCwirl6HzmPyimpi7OkqJSd9UtRFuvwipm6X7xJ+S6eih1ndne7DjpLKmHd8z7/HPCskk+/DyxD7yFqo+8A2s4AYAS9FE83svYA0/g5Arkdh8hcP064vffjVMoooQDWCMJ5MApjY/WVINv43KUoA+tLobi9xJ513bsdI7cq4ewhsdRYiEC161F9nsw2uqRNJXIu27CSefI7z1G6eQgss+D/7o1KJEg3on0tpG3bcNOZCgc66Gwf/YiWUI4WIUMsqIiyYqrXZEVpAkNy68yQgiOvZKgY3dq2ju1VHB44UcDbLyzhmBcY832OK/+bBCrNPvLt1RwePSbJ6cJFZPMtNeRJNh0Vw2BiEZiqMSzD/RNESomyYyb7Hx4iFU3xPBHNFZeH6Nj19TYj0n5FVzXJVmVpgkW4AaZ2xe5wGLj8gANS/0IITjw7Bide1LTzskmLF780QCrbojh8V96g7RpF2iIr6cmsgJF1vF7qugdfb0cdzEfMvkhxjMnaa25lmiwDYSDLKvki4nyObKkUhtdhVePEPTVo2s+mqo3kS8uJlsYZjhxuLzByRfHSWZ7aKnZQiTQjCNshhKHGEmecm0pWVlGUsepj63FZ8SwhUki003f6K5ZxxmoacMIxgnXL8OxLfJjveTG+7BKOWRZwROqxh9vQTX8yIpGvG0jpew4fXufmMN9SSLcsJzWTe/ACLqCp1nIkB3tppAewbFKKJoHb6QWX7QRRfPgj7fQsukddL78I9KDc6flDFa30Xr1O/FG6gGwilmyY30UUoPYZhFZ1fGGa/DHmlB0H95IPS0b344QDonu/cy6UZJkqto3Ub/6FlTdixACs5AhM9JFITUMQqB6A/ijTXhC1dStvIn00AlXEJKUWZv1VjfirW4EINNzjJ4nvo9dmG71kRTVjb0wPJiZ2QNcJVUjtnYrwZblSJJEKZNk+NUnSR7bjZU/Q8E3EdMha8acbTpmiUz3qWySsqqjR6rOSbBQPH6qN96EEatFWCWGX/sFo7ufxS6esoRmug6RPL6X+m1vI7x0HZ6qBmJrt9G/4yezbt4lRcETr6c4NkDfMz8l03t8yssz1bGf4vgwddfdiaRqhNpWMbp7x1SrheOQPLab5LHd5UPBluWEFq1BQqY4Pkj/Cz8/pyxYdj5L+jR3McXjx1fXek6ChaRqhNrXIKkaTqlI/3MPkjqxb7rSVJJQDB96OI6ZHp9RqWrnswzvfOrUAVmmSfeWBYvE0V0kDr264DFeKHTZS61/2YQLk4EkKQS0GCUnz6SJxaMGsR3zogd+n86CV55w7TJaN7xtwm/SRFZ1ZEVDkiQi9cvR/VFOvPxDHGt+gYhnRZKJLt5A4+a70XwhbKvE6OGXGDv+2rTCM7Kq4glVo+geArWL8A+coPmad+CragIkhGPj2Ka7GVQ0NJ9OyBvEF2+k3xNg+PCLc2p8FMNHzaobqF5xHWrZDeZUUJIkq+j+CJovjL+mjZEjLzG075dnmL8FtlnAE6nBsUp4o3XTBAt3/O14wzVuIJlj44nUTBMsZNXAX92KJ1JDITnkWjUuA+bgOImfPTunG5U1OMbItx7Es7wFvaHadY8YTVI4chImNmSpR1/E7B1Gq6/CKZZI/+I1hGlhLGosu09Jioysa4iiSeaZXeX2ZUMDxdVYSrKMZGjgCLIv7S+fIxkaTAbZSRKSobuBvIe6KBzqcg9rKpI+92NRyiTo2PHvqB4/iu5F0T0omhfV4yPSvBpfrGHBc/hmwTYFPYcys2ruhzpzjJzME4xr1LR5CUS1WWMSAPqPZenevzD3PF9Ype2qEEgw3JWbVSgBGDyRK7tWtawJuvXETpMPkkMlhk/midYbbLqrhtRwidcfG2a8vzijgHHRkKBxuR/dq2AWbE68lpy19kX/8RzJ4dJlESxyxTE6BnYQ8jWgyDo9IztJZE6WTfcAQ4mDU9yczsS08xztfYJYsB2PHsa0coymTxDw1uLYp+4VRdaQJJlMfpBMfhBw613IssrpLgiWXeBIzxPEQ4vwaCEsp0ShOHWRFcKmo38HqVwfXj2KI6yytWQ2fJEGiLgb/4H9TzN2cg9mYTKgVkLRPYTrl9G07k6MYBWyohJv38RIx2sU0zO37QlV07j29rJQkRnupG//k2SGu7DN/ESmDzfuItK4koY1t2EEYnhCNTSsuZUT6WHM3MwbCN0XoWHtW8pCRW68l/59T5EaPIZVyk9s8iVU3UeobgmNV92BJ1SD7o/SsPoWCslBV0iYAW+oxrVUTAgVhdQQvbsfJTlwpBxTISkqhi9KzbLrqF56HeGG5ZT9S2bRx2iBcNlikx/qmVGoAFepN5+4Ck+slsiSq1wX5lKR4Z1PMrb/xZmtMY6DlZ0uvF9M/I2LCTQuBlxBanTPc1OEiknM9Dgju3bgb1iEFggTbF3O2L5a8kPds7YtrBIju3bM6DYlbIvE4Z1EV2zCU92IFgihR6pmibW4slE0A9UbQJIkrELWteTM5IkhBHYhS36We+pKR0ahNbyRau8ietJ7SJYGMZ0i7aHNBPXq8nmOsJEkGXmOd+6FZkErj6J5qVu6lXxqiN79T2D4o7RuuAdwXZPyqSHC9StQdR+lCyFYSDKxRRto3HQXqjeIbZYYOfwC/bufxD6Lr6o31kDzNe/EV9WImU2S6j1CbrQH2ywgawb+qmbCzatQPQE0b5C6q24lO9xFbnRma4usatSsuoHaNdtRNB3HtsmNnCTVe4RSxs2JrvnCBOsX469pQ/MGqFl1PQADe56cYmbLjfZOmIcVPOHpaU5VTwAjWOUui8IBScZf1Uzy5P6p5xle9IAr0RfTozO+gC4F1tAYyQefPet5TipL7pWD5Dg48+fZwhRBYBKz55RbWalrgFLX7O4zANZIgsSPfjH3WLJ5Ug89f9Yxz4RwLPLj0wPJJMV1e/hVFiws0yExMLugUMo7jA8WaQeCMQ1vUJ1TsBjpLmAWF6YB80c1wjWuG2G4xuDO/7t1VoO0P6yhGa5A6o9oKJqMc5pbXTZp8ux/9FHT5iVSa3D3J9rYeFc1B3aMceCZMfqOZme0hlxoJAlq2rxIkjvHwydnr7eST5lkxkxq2y76sGYkkx+ekgHqTAbHZ/dXn6RopsuF8CbJT9SeAHCERc/IzjO/Nkd7qTmtD+AKNANj++bdpiTLOLZJ/74nGTry/BlWCIFdyjN2ci+aJ0jzhruRVB3DH8MfbZxRsJBkhar2TfhiTUiSRD45yMmd/0V29AzXHuFgFdKMduxElhWaN74dRTMIVrcTaVjB8LGXmWYCkGRiresI1ixy6yZlxuh+/eek+o9OPVcIrGKWsZPu3LdteS+q4cMXbSTavJb+A7+YQfkmEWtbXxaG7FKevn1PMtY91bVW2BaF9DC9ex5DNfzE2zedsvDO8oDaxXy5DW9NE4rX76ZmPxckyd2IByMA5AdPkjy254pJCyspGsGWZciGF+HYJE/sm1WQAiiOD1IYG3AzWvmCeGua5hQsiokR0icPz+rubOUzFBPDeKobQVYuaUrVC4kzEY8ihED1+PFWN81qkXgjI8sqUaORVGmQnsw+HGGjSDqa4pnifp01x5CQiXmayZmJciY+CWlaLjyBjTzhVnXJXKFUw80g0b3nYXKJfhTNM+Vzq5RHVlRk5QJIRpJMbPFGGjfdieYL4VgmwwefZWDPU6dllZgdzRdC84XIj/bS8+rPyA524pxm4RhTd5LuP07TlrejeYNo/jDR9g2zChahxuVUr7jOFSosi+FDzzO0/xlKueRpN6zEyNGXqVp2DbVrtqMaPqpXXEd+vJ/xE7uY/AGLqRHsUh5F92KEqsrBbZN4wtWoHj9WPoNtFjBCVfjijUiSPGXx0gOxsoYoPz445foqXA7eXC+uc0E4UMjN7VKYS7qfax4F1Zg7rqWQsRa8HhheBcPvppWtbffxlt9undf3FFVCUSVOf4qEA3ueGqFUcLjp1xtp3xCiZXWQphUBtr63no5dKXY+NMTB58bJpxYe5LYQfKHJmDZBcZZMWABmScyrVkiF8yczcpKRjp2zuzYJh2T/EWpX3IAnWIUky3ij9XBy97RTdX+USPNqtwCWYzNy4lVyYz2z9i0cm/HeA8QXbSZY3YasakSaVjPauWuax4Dm8RNrWTeRVcph7ORe0oNz+IALQbL/CJnRk0QaViArKuGGFQwffxmrMNVlSDV8RBpWTtQiEWRGukj0Hpx1I2ebBYaOvkCkcZUbNwmzWizyw32U0uMY0RoCTUtovOk9jO17kdzgSZzSwoqZyoqGt6Z5IhbGIdNzbLr702VEMdzgZ1fTnqM4Ojjn+Y5lUUpNCNuygh6OM1vQmRCC4vgQVm5u6681IchISAsOmL5ScEoFsv0d+BsXIesG9dvuRg9FSZ3Y587XFVRs73wQwiZnJQjptdT5V2A5BaJGIz41jHPaNaZLwwzmjtIW3oRPC5MpjaHKGrrioye9b4qLVKo4TFNgLa2hjaRLI0gSjOS7sJyFGQoWJFhMptcUs/jQKZoH4dizfj47E2VCyx2dLlSEEbbJ0P5fMrD3Fzjm/F4mk2aw3tceId03PU2cY5UY79xNsH4J8aWbkSSZQK37cj4zPahi+Igv3YLqCSAEJHsOMbDnyfJDePp1WPk0Qwd2oPlCVC+/DkX3Ur38OtL9x7Dy7kNdyiUx82lUw4fuj6Do3ikva2+sAVnVKCSHyI50Ux2KowfjqN4AZu6UadYIuunihGNTSAxeMZqXCm8mFh4zcrY4EzHp1ibN49xzkNUkWUJW3MV0+GSezt3zc2cY7S1MKcg3iVUS7P/lKCf3pVm6JcKGO6pZtCFEsEpn3W1VLL82ysHnxnjk6130Hr54ZvXJ3AJu9po5sirZAucCF5OsMB0hBIme/WdVdFnFLKVcEs+ERt/NJjc9W4w/1oThd7OEmcUsqYFjZ00laxWy5Mb7CFa3AeAN16J5gxTTUzcC3nBd2TpumwVSA0cQztyCsG0WyY64ggWAJ1iF4Y9OEyyMQAwjGAdcYSc9eBy7NLf1PJ8YoJAeIWC0zHleKTXKyO4d1F13F4rhJbzkKgKNi8kOdJE+sZ9MzzFK6fltFiVFdTffuHERc6VpvRy4WaiCgJslqWrDjdiFq2c9X5IlfHWu0kSaiBdwU/DOtA8QmJnk2eNIT9u7vZHjBccOvIy/YRH+xkXo4SrqrruL6IqryZw8TKpjP/mRvgULppeLkp0ja45Nq4RtC4vO5E5aQutpDKzEckzGCz0cT75MtbetHGNmC5Pj4y+QLY0R97YQ1uuwhUW6NDwtOcVIvpPO1E7i3hainkZyVoLxQi8WF1GwsEo5SvkUkcZVZM4wz2qeINHGVeRTQwtIqefi2NaUrBSnCxWObTK492kG9/5yQXEbQggygx2k+2fOPQ2uaTY9cJzYog1IqpuHXDF8OGcEufhiDfirW9zUZ6U8o0dfnkGoOO16zCJjx14l0rIa3R/BV9WEv7qV5EnXzG4Xc5TSY3gjtWj+CKrhK7+sZVV3NVqSTCExRHawg6pl16D7wuj+SFmwkGQFIxRHkhWsQnZWn90KFc4HaZ6Zsk6dD/pZajJ4/K5F0yo5WOaF1x5ZJQez6GD4FLr3Z/i3Pz1y9i/hbthnCyQXAlIjJXY+PMS+X45St9jH2pvibHxrDdVtXtbfXk0gqvGv/+MQ4/0XKL7sDCatFIomo85Rp0KesLxcSoQQ9I3uRlW0BdaneOPi2Ca5eSQqEY49JYmHrOrT5ApJkt1sUxMFvKxChlJ2nLMhHAsznypnV1J1L7o3dMZ6IOGN1Jc9DKxSbtZYiTMap5RLlttWVAPdFyE7OtXdxgjEym0L2yI3fvbkIbZVopAaIlA1IVjMtr8XgvEDr+AU81RtuAlvdQOqL0iofTXB5mWUUmOkuw6ROPIahZH+OZVrkqKiGKfGOVtNhcuFYnjLhfYU3SCydP2Cvj/nu1qIGbMevVkxU2P0PPUA1RtuJrzkKlSPD09VPZ54HdGVm8kNdpM4uot018Fzd627gEgS5RThjiOmyMl92YP0Z49gz1CkLmOOcmjsF8iSghBMvHsFI7mOKe/hkpPnZHo3vZn9E54vwq2xxdTnxRYlOpM76U7tduN7hXNOLlELFiyGjr9Ey/q78QarMYtZFN1L/crteEO16L4wna/+GHuB8RWONVFoqBxTMSFUWCUG9jzF0P5nzqEOgCDVe/isErqZTZS1QrKqlVPono6vqtlNUwsUM+PkRmc3T09SSA6TH+tH90eQVZ1gbTupnoOuRUc45Mb6CDevRNU96IEohaQbR6AYvrJmKT/eTz4xiF0qoBpevNF6ssOuQCcrGp6wm1LMKmZdrU2FChcUdzOxEM2VosqEqmevN6BoEuFa18SeTVoUsxfeypZLWWTGTAJRjWBcQ5Lc2I4LgoBi1qZrT5ru/RleeXCQu363jY131tC+PszaW6p45nsXNiveZL+TBfwUTSJco9Mzc6gShk8pVye/dAhSuYVftx6rJrxyI3q0GscySR/bR+b4gSmaZH/bcrwNrYy+8gvEHCkrLzV2qYA538DP065npudJUlSMQKz8meYN03bt++ZlhfaETgVqSrJaFk5OHZNdN6yJtlXDT+vV75qX66zhP5WVR5IVlBncY3T/qVosjm1Sys8j+4wQUwWnOV4xwjZJHNlFtq+D0KI1RJZvxFvV4NZemKjnEF66jsShVxnZ/eys7j6TtREm+3fOYrG51EjyqayCjmVSSo4uyAvBzCRmt8AIfuU8GkqJEfp2/ITEkdeJrtw0UVwxjOoLEmxbSaBpMdn+LoZ3PkWm59hldZFatS3Czf+XG5t55JUkT3+vD7M4UatsIu3sbExWyD4dIyS47YMthKo0cimLJ77TR2pkIoXsWYx0AsettH0exrwFrz7jvftxbJPapVsJxJtBCCL1K8knB+h89cckz5LubiZc1yNBpHUNjZvvcoUKs0j/7scZPvj8ORUXE45DPjG3jyK41hJOs5ZwRi50aWIDPxkM48ZHnN2EZptFCqlhQmIFkiThjTWciqUQgvxYH0I47oISqobew4Cr/dH8IYRtUki5GT7MXBLV48dX1QxHXgImCspMmNYnYzYqVJibhWmxJVlBN4IL+o6qS9Qv8aNo0oxZiyK1BvFGV2s41lcgM0eBvHMlPVJi4HiOusU+att91LT56Dl44X2pHVsw2JHnsW+eZOnVEULVOg1L/Re8H3BfUb2Hszi2QDNkWlYH2f/M2Iwv/3CNTqT2yvePlj1eam95J6ov4AoTSK4rxhmbI299C8HFq0jsfgHrIgsW/vblmKkEpbP4t4NrLbhQcW2SrJyKN8CNiYg2rV54O5I8vZ6HJE0p5qnqXiKNK89hkDPXClH1U+O2rZK7pp4VgXX6OnrWTYzAzCQY3fMciSOv46trIbxkHcGWZaj+MFogQtXGm9HDVfT+8sfYM8ROCMc+5eojyTMqES8np7uRm9kkJx/9/7lBx/PEse15pcz/VUJYJtneY+QGOtEjVYRaVpRT9EqqTqB5KUa0mr5f/pjUiTnSKV9k4g0e1t3iCuiFnDVhvTj3sUgSrLkhStvaAMW8w75nxkmNXLoY3AULFsKxSfQdJDV4DM0TRFZ1HNvEzKfO+SUrHItA7SIaN7lCBcDosVfPWagAN4ZiPgLA6UhM33rJiormDZY1CWYuOT/JXziY+XQ5T7fqDUzEb7jXU0yPYhVzqIb/lOAiBN5YPYpmYBWylDLjbhBXehRvrAFPpBZF82CbBfQJFyohBIXEIPYZ83R6lUshpi/W7jnutWneILKmu9U4bcstGJhPY5fyZ/XxnRsJWdXRfCFUj38iLbErSLp+x6mJvNsX6GGWJGRFQ/MG3foimnHK7GebExrGjHtdb3LtjRDijEJF0kQazvkjyype/8KKuEmSxNKrI9Qt8k2LN5BkWHtLnGidgWMLjryYmDMI+VyxLcHOh4ZYfWOMYFxn+//VwH/+f8fnzN40W6G9soJzjsdgci8sBAvOYLUQug+kGe0tUNXsYfWNMV76yQBjfVOtw7ICa2+uwh+59KlmF4oWjGJEqxl+7lGSB2bP8DS++wVSR/ZgzVBI9EIiyQqxjTeQ2PPS/AQL4VwwLaeE5Fa+nmzbsee5QZ+KY5szvLMlJOX0tp1zWqsdx5pxPZBOT9Yyy1ozE2eL8ZjlW9iFLOnOg2ROHsGI1hBbfS2RFZtQDC+hxWvJ9p1gdO/zM6ZUnXRhllUN1b8wpcnFxs5nERPxnZKiusX7ihWF4YVA2BbF0QGGRwcYO/gywZYVVG24EW91E1ogQs3m28gNdmNlL12th4tJMWeTz1ggucq+ukU+jrxy6VInn/Pq49gmxdwZ0vREpb+FbhSNYJzGTXe5GZImNvDB+sV4IjXkRs7udjQTrvR/ATYtkjTFtDxpXZnXGKyS65+Ku0mTTtOQlLIJrHwazRNAD0SRVQNhm3ij9UiyiplLUsomAEFutIdI61qMQBTVF8JOFtCDMRTd66bwSw5NWeCMUBUt174bRTMQjsPIkRcZPX5q4ZY1D6H6JcQWbcAXb3RjS1Td9amzbexSHjOfJjfWx3jnHlJ9hxc2l5KMJ1xNpHk14cYVGMEYymQhQVwrkV1yBaZkzyESJ/dPFFE6h0Vakt0KtPFGgvVL8Fe1oPvDbn+qKywhxEQKOtd1IT/WR6J7P+mBY3PGyryRcRwLYdvlJ1ySZXQjMPeXzsDwhvEGqs9+4mkIIYg3e7j7v7fz8Nc6GezI4dgCVZdZsTXGLfc3I6sSQx15dj0+/2rMC+XAjjH2Pj3KhrdWs/nuWhwHnnugn+GuPJbpIAGaVyFcrVO/xE/jCj+/+NdeUiNTBfRl10RZsjnMkZcSDHXmyKUsN3BagKRIRGoNbv5gE6FqnVLOpmPXzAuTokrIioQkg6rJGH43cxW4vrWhap1cysIqOti262Nrm86UvdFYf5HXHx3mtt9qpnl1kDv/71Ye+8duxgeLIAS6V2HN9jjX31tfztBzJaIGw+jRGrx1Tci6gR6rJrh0LcK2yPefLPs867EajFhNeYNljo9MqZYNoEXiKB4fxZEB9EgcLRR1NxEjA1jZUy4xqj+IHqtFNgyEZWKmEpgJ19VEkhX0WA2emgY81Q14G05lETOTYxSGZnfxulAzLBBTkp5khrvo2f3wghVrAkExfWYxQjHl/Z1L9NP9+s8WnJ5cwIxxH1PWBjcjw/wanKVS+rzH49gURvvpf+5BrHyGmqtvcwvYtq1k7MDL5U36JI5lURwfwt+wCEnV8MYbSMq7rhglk1XIUUqPo4fjbgbOaA2FOappXwlcmW+YubELOTcmZ6yf5tt/DW91I554HZ54HZl5CBZvhGu2SoL8hCJNliWqmi6tBXvBgoUkq/ijjfiiDaiaZ5qK37ZKjHa+jnWWrBCn46tqBgRWIYNwbDRfGE+kjsbNb6Pr2QcoZc61SMuFuQWmLNDSTHaN2Tj9PDFFg2KX8hRTo3ij9ROZoTwIW8UTqUWSJHJj/eVFJTfSg3BsVI8fTzBOMTWMEYwjKSpWIUMheWbhPB1/VfOERcMhO9INE4KFEaqifu0tRNvWTWj0p16LpMrIqobmC7nZqRSV9MCxeb98VcNHfMlmqpdvdYPLZ1g8FFlH0XR0f4RAbTtVS69m6OBzjB7fuSCXLiNYRWzRBiItq/GEa5FVbeZ4AEkq96n5Qvhi9UTb1pIeOE7f7ifIDnddUdlBLgS2VcCy8mgTsUGSpOAL1k1LbTw7EpGqJeie0IL6LeZsju9MsmJrlOZVAfqOZsklTcI1Bs0rA3hDKvmUxRPf6mZojsJ150sxZ/PglzrwhlSWXxNh23vruermKsb7C+QzFooq4w2pbhxGTGOsr8Cz/zE96DRaZ/CWj7Rw8webSAwWGe8vkhkv4TgQiGrUtvuIN3pwLMGep0Y49PzMrgvX39fA2lviePwKmqGg6hLhGvdlH4xr/MbnV1DM21glQSlvkxwq8sjXu+g/duo96liCZ7/fR/u6EIs3h7nmXfUs2hSm/2gW2xTEmzzULfYz1Jmj52CGNTfFL87knife+lbCK9ajBsLIukGgfQXeumbsYgEznSgLFka8htCK9XhqGhG2Rdf3/8+0QMvgolUElqwme/IogfYVbpycbjD8/OOkDr4GgKe2idqb3o6sGziWiazpOGaJwad+SmGwB8XrI7J2C0Z1PYrXj79tGZ5qt4hc+sTBOQWLC4VwnCmZlASuAHBBXFwnalOcTj45OGshvYVy+rhlVZ+nZVSaGq9xHrkGhG2R7jpIfN31riXCG3At1dPOM8kNdBFdsRlZ1Qi0LEPb/wKlxJWR+MQu5cn2dZQFn1DrStIdB67ooOvT15JJN7wzsxddqRTGBskNnsRb3Yikaii65+xfEgIcu5zQ4IKUVrhIFCbiFyXZrRl1KVmYYCFJVLdvonH1bciKNs39BsAqZkj0HVqQYCEcm8zAcQb3P4MkKzRvuQc9GCdYt5iGjW+l+6WfXLbib8JxpjzYimrMWyMz6YoDE0VbTjM/C2cigLtlNeqE645wHPRA1I0PGest+0sW02NYhQyaN4g33kh64Bie0ETgdj4zYdmYDQnNGwBJwhOqpnnLPYQalk/JICFmCSwUjk1m+OS8tWaaL0zDhrcQX7RxipVHCAHCKWvkJoPopAmfXU+4pmyx6t/9xLR0hrMRrFtE3VW3uNaWMxCT/U1Uk5UkBUk+JRTKqk6ocQWaL0zXcz8gO3JyWhtvHKb7Y5rFLMV8suzKJEkS4VgbvkAt2dTZs7Z4A9XUNm9esPuUbQp2/EcfJ/el2fKOOpZfG0XV3EI8VslhsCPP0//aw8v/NTCr3O/YgmzCRJInMiGdo8w3fDLPv/3JYW78tUbW317lCjerJ6prC7cfq+gw2lfgwDNjM7pKjfYW6DmYoabNS1Wzl9p2X1nR6tjuNY32Ftj12DBPf7enXKNjChJUt3ppWjnVYmSZDukx99lyLRinFqlQlY5nhgDs0Z4CP/j8Ue78WBvLtkSobnHH5NhQytuceD3JQ//QSbzJS+vaIPnUwuuAXGzSx/aT6TiEt66Jhrt+jZEXnyDTeQSEmOIjnj66j/Sx/VRdexuhZWtnbc9T04iZGmfwqZ9iZdPIhgd7MoBXkgguXYus6fQ98n2sTApZ01H9QUpjrkLGyqYZ2vEQRqya5nd/mNGXnyZ9bKJQ5yXSZgvHopgZK29YdG8QVfddEMFCCIdCeqTctuYJoHkCF0ywKGZOCdOyoqN5Q+STcxcxRQJ9wu3ZHeQsp6maa3k9izVb9YeQJ9x/rXx2VhfebO8JiuNDeKoa8MTqqLrqegZffuwsGaKkiVfsRX6QHId05wGiyzeihWIE21cS6l5D8shZrCqS7KaZvQzxFU6x4FqGFBXVH0L1+jEzl9mdSJJdBdpZ3P3kiQrd4MZizMt1XgisQs69FyQJI1bn5gFfcImFi8/pqdN1z6UVgBa0a9CMANWLtpAd66H/0C8xi5lpLwQhnPllhTiNYmqY7pd+SiExCJKMavhp3Hw3qsdPtH0dpcwY/bufPOuNcjEQtkUpmzj1UvZHJm7auR9iSVbQfKGyEGLmUlPHLxwKiQGE46Co2kQFbQlF92CX8hQSp6pNm7kkpUwCzRfGG61DVg304ESgT2p4zgdCkiTXrBqM07DhDkINy13XglKBYnqUQmq4bCmSVQPdH8YIVaN5g24e86HOec2TYvhoWP8WqpZcXY7vEI5NMTNOduQkhcSg63YkSWjeIL5YI/7qFlRPwE1lqBlUL7sGxzLp3/3EvFILpwdPUEyN4Is1ICbS6ZVySQqJQYrpUUq5JI5VcuNk/BH88SZ8Vc0ommdCqJHwRuupW3sTnc8+gD3PGilXEroWIBJsYWT8yJT0co5jkhw9QTi+qCwsenxxGhffSOfBhykVZntGJXyBalpXvBV/qH7B45FkCavo8Mj/6WLPkyMs2hgmWm8gHHejf+zVJEOduTn3CeN9Bf7xv+9DViSyCQvHPvcFfby/yM/+dwcv/niA1jVBqlu9ePwKtiXIjJsMd+XpP5ZlvL84Y3zEsVcT/OPv7adukY+adh+hKq38ki5kLUZOFji5P83wyfyMweoACHj8n07y3ANnF+gmcRwY75/5fuw9lOXf/uQw7etCNK8O4g+r5DM2PYcynHgtSWbMpP9ojr7DGcyiQy55hRXOnHBTdUw3cYawrNmzPYmpLkIznmKbJPa+TGFwwm329I2NADOdQPZ48TW2k+k4jJVJYqamWpaEZZbdXOccz0VCODa5RB+ObaKouvuOjDZQzJzp1nQujQvy4/04ZhFF96DqXgLxFnJjF8YSU8yMltuWFRVfrIHUwNwpnmVFwxuqnbthSaLqquuRZJlsXwfFxLBbUdm2EbjrsaRoeOJ1VK27Adlw62hle47Nuj6XUmOM7X+RuuvuRjE8xFZfi6x7GDvwEsXxIYTlputEkpE1HT0Yw1NVT364l/zgTMonyY0xmVCSSbKMrBmnAsMlkHUPisc3oegSrtDjODMKC/nhXsYOvkzNpltRPX7qrrsLzRcieWKfm+1KOG6fsoysezAi1fjqWnHMIqN7n7/kwoWZTVJKj+OZGEtk+SbG9r+IUypO/EbyhBJTmt3yIknunkGSkWR3HlWP77TYHQnF8KJMeGAgHDeG0HFmFPyNaA3xtVvJ9p0gP9yLnc+4mUfFpGJTQfX4iSzbgL9xEQDF5AjFxPxccwsjfThWCUX3EFq02q2LMXByIsvYxH2gyO59epmC6SUJfMFTwsSlrmu0IMFC0Tyomofe/U+SHum8YINwLPNUkJJwGDvxOpov5GqjNYOaVddTyiQYOfryJU8JJhyrXHxOUlQ8oTiq4ad0FvOkonvwhGvKvs65sT4ce+pDUEyPYRezKBMVzSVFRVF1CqmRKX6yjmWSH+8nUNuGHohhBGNo3qAbuJ0cPusmXPOFqF11I5GW1W7F0YETjBx5mcxQB1Yhe8qSIskomoHmDeCvakHzhSmkzm4mlmSZqqVbiC/eVBYqbLPIWMcuhg89TyExvSq4onkI1LZRd9VtBGpakSQZWdWpXnYN+bFexjp2czZVdSkzxnjnHiRZITPYQarvCLnRHsx8ekYri+rxE2leQ/26W9EnUjtKkkSwfhm+eBPpgYVnNLvchAPN1MRWMZY8MS3Yc3RgP3UtWzC8rmZQkmWq669C1TwMde8kk+ybSA0tXD9zT4hwbBE1TRvKQkWxkETT/fO2XEjShHBREpzcn+Hk/oUH3Fqmm23pQmGbgsETOQZPLNzqKRxIDBRJDBRndXOaD8mhEsmhC7dZzSUt9j8z5maGmoFizp7iRvVmxikVsWbNniNIH96N4vERXr2J8OrN5Hs7SB7aRWGw97KmmDyTzMhJiulRfNF6ZNUg1rqe1DyKzc2HXKKffHKAQHUbkqIRbV7LeM9+zPz5B3QWM2MUMiP4Y01IskKodjHDx16a09riCVW7SUsmmcUJwFvdSHjpeuyCm1K9lBjBymdwbAtZ1dyNf3UDWsB9x2X7Okge3zO7dUE4JA6/hh6KE1tzLbJmEF25mWDrCkrJEcxsGuHYKLoHLeCmJpVVjb5nfjqjYOGpbiC2cguy4UHRdFeomNhkgxuEXb3hJiJL1+OYJRyziGOWsPJpRnbtmJYaV9gWY3tfQPOHiazYhBaIUHvtncRWX0sxOYxdLCDJMqrHP2EhCKAYXhKHd553zMq5YOUyJI/twROtRVI1ajbfhr9xMcXxQYTjIKs6qseHmUsz+OIjMwgXEoGmpYQXr3XnTtORdQNF97rxVYCs6dRveztWLo1jlrAn5rCUHGFs3wvTAtwV3f1NY6uuxsymKCVHKaXGy8WVFY8fT7weT6wWWdOwCznG9j6PmU7M65qz/R3kh7rxNy5BD8Vpvu39ZHuPY+bS7j5G96B6vCSP7yVx+LXzneJzIlKjU9vuBdxHITN+aQWcBQkWwrEm3J8urvQjbJPhg8+h+yPEl16NrHmoX38bpVyS1GzJ2y8i2eEuzFzK3dD7owRqWhk7S9yHN1qPN1oHuAXzskMd0xaxUjaBWcigeoPowdhE4SSZQnIIa4rrlyA70k2VuBbd78afKJrrL+wGbs/9e3jCtW6ucwGjx1+hf/eTMxdfEg52Ke9aTJLDExmVzr7weiJ11KzYhqyeCs4eOfoK/bsem7VYom0WSPYcwsxnaLv+PnwxN4ezYvioWn4d6YETZ1303MD0lxjv3E0xM35Wi5ZVyDJ6/BUkWaZp89vKPpWK7iFQ20564DiXIjRLkmSCvnpC/gY01YtlF0hkuslkB6f4p6qql0igGb/XdXsrlFKMJU9QMjN4jAjx8GJqoivxeqK0NVyP41gUzQz9w6/jCJtcepCBky/TvORmZGUyUFglVrOScGwRpWIaq5RDCBtF9aAZATTdhyyrCCHIpvro73yBlmW3l4WTChWuOISYM1DdLuQYfeVpUodex9e0mNDyq6i//T0MPPlj8n1dl3Cgc1PKjjPevQdPqBpZUYk0rqR6yTUMHXnu7O6okuS6TlnFGbWkZiHDaOfr+KKNbnxBTTu1y6+n/8DT83C3kiYShZgzZpOyijmSvYfwRRuRJIlAVRuRxlWMdr4249okKxrVi69BPT2ZxEw/n3At/Y5VQvEG8PmC+GqnV+oWQuAUC2R6jjL0yhOUknNbeexinqFXnsDMpoitvsYNlvYF0fzT48mEEBMb2pmVd0a0hvhVW6dkYTwdSZIxIlUYkanZ9ax8lsTh12esuWHlMwy8+DCl9DixlVvQwzH0SBVGdHoiDeHYWPkMxeToZRKSBWP7XsAIxwktvgpZNwi1rYS2qemMs30dMxfwk8BX20L8qm2z9iDJMp54HcTrphwvjA6QOPL6NMHCsUysbNqdt3BVWcibNnLbpjA2xOje5xk/tHPe82dlUwy+/Dj1Ww281Y1owSjRlVMrpAvHIX+ZAu99IZUb7q2jrt3nFnW2HAY6Lq2SaUGChVnIkB7pJNq4mlyin1IuycXaiNmlPP27HkfzhQg3r0TzR2jcdCdWPj2vAnUXkkJymFTvYaqWX4OsalQtv5bMUCelzMxaMtXjJ75sC6rH727Qhk+SHe6edp5jFigmh/HFGjCC8XIe8/xY34RZ/rQxJAZdc7PmwVfVhKwZE98fmtbumciKu1FM9hygb9fj8/atnVeqWUkmvnjzhCuX+yLOjfYydOCZeVVgz431Mnz4RZq3vH0iHa2Ev6qZQG0b4517zvp9M59akNZNOA6Jk/uJLdpIsM41g0qShC/WcMky6Wiqn9aGbQjHxrTzhI0m6qvXc7jzYZIZ9z4xtCBLmm8l4Kslmx9BCIdIsJVcfpSSmUGVDTTViyxrzJwoGYSw6e98Ht0ToqZpA4qil69XnbA+zoQrVPTTcfBhcukB6lqvrQgWFd6wSKrmZoJKjpFMjlEY6qHpnvvx1DZPESyE47pXyMY8gjgvAsKxGTnxKoGaRYRql6BoBg1rbsEIxBg98SqFzKgrYAgBsowsuwGnnlA1gapWvOE6+vY9PrOLk3AYO7mbYO0Sos2rUVSd2uXb0H0hho+/QiE1hG2WJmLSZGRFRdE8GME4gapWfLFGBg/tID14fKaRM9r1OrG2dXiC1Si6l4Y1t4FwSPYdxirlca2iKrovTNXiLVQt2jSxvkwUhZvRYiEY3vk0uYGT+Gqa0aPVqL4giuYq4BzLxM5nKIwNku07Qbb3BPY8s/zZxRyju3eQOXmIQPNSvLUt6KH4hLJJ4JglzGyK4tgguYEuMn0nZmynMNzHwPM/n38mrAkcy8TMzb5u2fksI6/9gnTnQYItyybGF0PWDDdzYzGHmR6nMDpAbrAbJ51B1wIU7al7snTXIexSHllSscfGUDUfljn7JjPVsR8zk0QgyPZ1zOtarFyavh3/Rbr7KMHmpeiRajcZjXDcbG7pBNne49P2NAAIQabnKP3PPTivvqb0m8/OmI63ODbIyce+h79hEZ6qevRABMXjQ1JUN2a2VKCUHic/1E2m+yjFscEFZwbL9hyn+/F/J7RoNf76NrRABElVcSwLO5+hmBwh0zP1WZEkaLsqQHiGArLNK0/VP4rWGay7OUZpganLFUUiXK2z7Oowq66PoOruPZlNWnTuubipus9kwcHbxewY9ctvwBuuJTfeO1Hk5rRsR1aR4ROvzGtTeTbMXJLeV3+O5g3hq2rCG6uncfNddD33w/PIFLVwHKvEyJGXCNQtwhOuIVDbTuPmuxnY81TZTQoAScYIxqhZdT2RljVIkoxZyDB86IUZ05o6tk1+vJ9I21V4IjWoug/HKpEfH5hu3ciMY+ZT6IEYwdp2ZFWnmBqhNM+8y1Yhy9DB5y5YwN4kmjdIpHll2Y9fODbjXXsopuf5+whBuu8IpWwST8jV6siqTrBuCYmTB84x1/ncmIUMubFeArXtp6rReoOuKfkSaH1KZoYjXY9gWQWEsDH0EKsXv5toqK0sWNRVXUUw0Mjhjp+TyvYhECiyhmW75txMfpBMfghF1gn6G+jsfxbLmvosApilLJ2HHiGfGaK2eTNef5Xr1jTDQiiEwCxmGB8+TG/Hc2STfSiKRiE3SjDSdNHnpUKFSSRFQQvHkQ0PeiSGrBt461swM0msTAp7vjUtZJn45u2gKJTGh8EReBtaAOH+fRp2PoOZHCOydstEbIeNmRwn39d5wa9vNoqZMXp3PYKy+R788WZU3UfNkmuJNq+hmB7BLGRc4UdRUQ0fmjeEavhRVB2rmJvTZdHMp+nd8yiq7iFYsxhF8xBv30S4YSXF9ChmIeW6GCkqiu5F94bdtjUD2ywyfOylWdvOJ4cYOPBLmjbcjap78YSqab36XWRHeyikhxGOg2r48UXr8YTcKutjXa8Sa9vgJt+YRZ9j5dIkj+4idXwvkqohyUpZ8y0mMvQ4ZumcUsa66WoHKIwOImsakqKdattx3AKIljlnYG5xfJDh8bPXPDkXhHDwSSF8KZVk9wuYdp5IbDFD/btx7BKOZSFsk0CgnqUr3o4kKZw49DPSqVOK12zfCbL9ndQ1bKS9bTspbzsnjjw8q3CR6T5KpvvogsdqF7IkDr1K8tgeNzujLMNECmVhT8zjLEq73EAXuYELZzkUjk1+8CT5wW4kVXUVlrJcXvPcMZlzjmkevbi//WtDjGqG6xEwoZgUjo2wzGmWQ0WTuPWDDVy1PTatNUU7tR4vWhekeYV/4Tp7yU1lrurSafsxwYFnE/Qdv4ItFpoRINq4Gse20T1B9PoVExreUzNgFbOMndxzQQQLcDX1Pa8+SNv178cIxgjULaF+/e30vPLgJc0UlRvtZWDXEzRe/TY0X4ho2zp88UYyg52UJrJ56P4I/uoWPJFaZEV1X8YHniXVe5AZ7xLhUEgOIWwLIxgHJErZBMXk9CAiq5ClmBrFCFXjidQhSZJbcXseAceuFaGH7PCFz3zkizWgB049KHYxt2CXIrOQppgaLgsWkiThizchazp28SL4BgoHK58uZ3YAkCcWrEtlTdYUL9XRFXj0MKpiYOhBVMVNv6jIOuFgM8n0SZKZbpyJ3P2Oc6bG57QieGc8h6djlbL0dTzH6MABQtFWApEmvP44qu6fKIpoUiokyaT6SY11kE32Yduu64Vtm/SeeJbxYXexcawipcKlK7RT4c2LsEoURwdnTD6h+IJUb30Lqj+IpGrYxQLxLTcjbJvU4d0k9rwIuG4jxbEhN3PQjJ0IzNQ4waVr8De5Fkozk2Rox8PkeqZqoZ1igaEdDxPbsI3I2i04ZonUwdcuqWABkBnpovPl/6Rhza2E61cgqzq6N4TunT31sxACq5Q7a1G9fKKfzld+TP2qm4k2r0HRPOUsUXO1bZuFmTXO5ZMcRjp2ouhe6lZuRzX8qIafcMNyQmJZ+TRJkjALGfr3P0my/xihuqUogekbrenN24jSxcrQ5VoouMQB+2fDMCLUNW6mVMrQ0rodAaST3ZjZU1YJ3QjR0HodqcRJEA6NrVs5ceQRSsVT7+hwpIWqurX0nnyBcLSV+qar6el67qIo7YRVmjFb6OVBuNme5rpvz7sLgVMqzCvBrhBupibNI6Oopzb/Z6JqMqp2/vEyQgi6D2V59J97MAuX1k1uQYJFKZ/kxEsPzDohMJEVag4T37mQGThB32sP03ztu1ANH9FF6zFzyUubKUo4jHfuRgiH+g1vwROuwQhVY4SqT2m5J1KoCiEo5ZIMHXiWkUPPz/lCLqbHsEq5cuq9UnpsRhOpEDa50R7CzSsnJGPHDdyez8twQrC4IDnRz8Bf3TLFv7SUTUy8+OaPY9vTLC+aN4Bq+C+a8OjYbhVZiYkHeIGm7POhKrKExc23kUyfdK0RwiHkbyh/LkkKqqyTNYcvmGuWEA6F3CiF3CjD/bvd9LvlYD83U4njWDNocATp8S7S41eOL3qFNwfF0UF6H/zujO9HK5Ok/7EfzvBciilCRPrIHjLHD+CUZs8qlTz4Gqmje09po237VPafM8j3ddI31OtmpBECx5q6+TILaXJjPSArlHKJeWV9mUz3mhl1rZHF9OhZ9C6C3FgvnS/+kFD9MmKt6/BFG9CMwEQcnjRRmbuEVcpTyoyRHuog2X+YfPLs2vNCcpCTr/6E8e59xFvXuZaRcpFUeaJtE7uUp5RLTLR95KwpuR2rxMChHeQTA1QvuQZ/vAnV8CPJKsKxsIo5sqPdDB17kVT/USRZIT10ArOYpZRNnFOl8Tcztl2gu+OXZNMDeLxRvL44qWQ3U28ewWDf62SSvQgEoXAzZ95cllWk8+hjZNL9jA0fxOuLz5CgvMLFxjYFD/+fHg4+l2DJphDtVwWJNxj4wuqce+qFIoRbHO/wi0l+/vVueo9e+iQeCwzetilmL4wLklXIkZlIZeq6E83xUhGC8Y49qIabfhZJwhtvxF/VRGbwlB+gbRbJDp9E1lyz8Jwalgkcs0h25CSyqk/NkDTTMByb8c7d5McHiC/dTLhxBVog4ta2mGjLzKfIDHQweuxVssMnz6oVKKXHyPQfL6ePTfYemtkKIQTp/uME65dMVMi23MJu83g9CMeeV3anc8EbmRpQJYSDN1pXjrmYD5KsTC2WhBvgN6+CNWdpU1b1CfO5cqp+hqygByIX9GFeCPXV68kXxzly8jEcx0RTvTRUbyx/7ggT08rh9UykNj5Lus2FXoVwbAQXUPsnYP8zo3zzvxdxLEH3gekBiRUqTEMInNIsGe0mNIFnbcK2Z7dWnNaWMEvz3kgJy5xWtXmSsc7XGe/ee2qM81BsOVaJ7td/PsXNZj7vbauUY6xrF4me/Wi+ELo3jKJ5Jjb/FrZZxCykMQvpCbeO+WslbbNAomcfyf7D6J4gmi+MqnvLbTtWCbOQwcynXA30PNsWtkmi9wCpweMYgRi6N4SkaAjbpJRPUcyMlbMYCsei46UfuAqOec7lrxKyrBMINVDffA2KopHPjZLPjWKWJt0AJQwjTCTaTn3TFoSwSSW6yaT7T2tDw+ONEYkvplkPYJayjA0fuiSxhBWmM9CRZ6AjzysPj+ALqtS0eWhdHeCat9WwaH0QgLH+Il37M1PqUMwH4bgCxVBXns69GU4eyJBPX56q8guuvA2gGn4i9SsJ1S5CNfxYxSypoRNuYbzi/HxfMwMnOPLQ1yb+mkeucsdi6OCzDB96/tSxM152hcQgxx7/p9O+c/ZJzY/3c+yxBXxHCAqJAXpffYjBfb8sV80GJuoopLDy6Xn7fFrFLJ07/p3J7eFkMbmZSPcf48jDp8z3Z5uzU0N2Lphr2ulIiurGJpyGv7qFJbf9t4W3dWaqPFkpZzKaD7Kq4wlV46tqxl/VjBGMu7mvVb3sOyvJykShPHnCJ/LSp+cD93fTNC+qYiBkleroSvze6nJ8heNYjCSOsqjpZuqr1jGaPIYQDrrqo2hmKJmnnjHTymPoIXzeKvKFsYljl15DMdJdYKT7jVcHZFZkCdnrQQn5kYM+1GgIJRpCCQeQ/V5kr4Gka0iKDLKEsB2wbIRp4eSLOLk8diaPnUhjJ9I42Tx2Oo+TySFK5+Pb+wZFAknXUCJBlEgIrSaKWhUpz6dkaK6VwHHcOSyZOLkC9ngaezyFNZrEGk9hJzOIQumyzZ8QDuIcXD2EY52zm6UjbEyRx1FllKCDEguhhONokQCeoM+9DzUVSVUn+nIQJQtRLOHkCjiZHHYyMzF/WffvVBZRMhG2STE7dsEUhuUxW0XyiX7yif45zxO2dWVqzhUFJexHiQRRqyKo1VHUaBA54EP2GEiqAhII00KULJxCCTuZxh5LYY2lsMaS2IkMTjZ/zsXT/IEawtF2sul+HMciVr2ScLSdA7u+h1nKIMkKkfgSDE+YdPIkquqjsXUbhidM17EnEMJG1TxU166hWEiQzA4TCDaweMXbOXbovxgfmbvWyDmjyMh+L0o44L43YyH3v+EAss9w71VNm5g/GzHxrFuJiWd9aBw7kcZKpC/rs34xsU1BeswkPWZy4vU0ZsGhdU0ARZU4/lqK/99nj7vFYReIG+Nx+adswYKFJ1hF68Z3EIg1U8qncOwShi9KtGEVVS3r6XztpxTSsxcakVUZx3bKwXEAkuoWUOG0Ih6SLCEppwJQhC3c74jTSsgrbqEYIUBYzsS55xbEdQ5fwsqnXV/982S+AoIrgJ2LBCrOrtU7B2RFcwO1TtP8TxaHOV+k0/49F4ruIdS4gqolV+OvakYxvKe+fZksEmejd+hVlrW+lfXLfw3LLlIoJsrCwySDYwfQNT9NtZtprr3aTakobI51PzFFsBhNHCUeXsyqRfdg2yVS2T6Odj02pVhehXmgyCihAFpDFcaiRozFTag1MZRQADngndhInMP9JADh4ORL7oYuk8MaHqfU2U+pewBreBxrNOkKG5e4iNFFR5ZQQgH0tnq8qxZhLGlGrYogh/zuJni+0ykA28ZOZbHHUxS7BijsP06xsw9rJAHW5dHKXRQkCcnQUONhtNo4ensDRnsjajyMHPKjBHygKOdgpsRdP4sl7AlBw+wdpnism1JXP+bAKE6+cMXeg5LXwFjcdNa1RdgOpY4+d0O/oA5A8hjojTV4VrbhWdGOVhdHCQeQPPr8n/3J5z1bwE6kMQdGKRw4QeFYN2b/CKJQnLcP0vjYMRLjHeVdYibVx4qr3o/hCWOWMgjHoqdzx6lLmCjSF461I8sKtm1TKqY5sv8/J9YWCU0PsPKq+wiGmi6cYCFJyH4vWmM1xpJmPCva0GpiE0oD18K2oGfdstz35GiS4rEeikdPuvfmRcYpmpSO9yDMS7t2CgHDPQXyGYtARMMRAttyFmyxuJJYkGAhySr1y29E1X0ce+HfyI5PVgrV8EUbaV57B3XLb6Drtf+a0QXIW+Nnwye3cfA7rzF+2HXN0QI66z9xHX3PdtH7TCcAofYobW9dRmhRFEmWyA1k6Pj5YcYOuKlVJUUitqqG1rcsxd8QpJQs0PPLTgZePIldfBMtMhcKUf7XBUWS5GmWBiGcBQhKs+MKUGerz1FD/frbibSscf2Dy2NwrT6ObePYVjnwUNiW6z/sWOi+cLlI3qVmPN3FriP/jqEFcByLfDGBoujI0umVMk26+l9gYHQfuuYGVlpWjkJpavxNrjDK/uM/wqO7rl0lM3dJhArV8OON1JEd7Z6WY1+SFQLVraiGm0KvmB13U2CeoUZRPQEC1a3leinZ0Z4LnrVsThQFNRbCWNKEd90yV5ioiiIb2oXrQwJQUAJelIAXjTgsaUZcuxZsBzuVxRoeo3i8l8KRk5RO9mOPpdzF7XKrnc5AOA5iHpt4SVPRmmvxX70a34blqHVxZG3mTGTzQgJkFTUeRo2HMZY0E7xpI/ZYivzBTrIv73M3H+k3aEFARUYJ+dGbajGWtbobs/oqlLD/tOrD54nk/kvyeZB9HrSaGJ6lLQS2b8TJFrAGR8nvO05u12FKJwcQ+bmLrl5qtNoYNb/3ARS/d87znJLJ8Fe+T27nPOtdyRJqLIx3/TL8W9agtzcg+zznvi5MPu8hv/ubttThu3oVTiZPqauP7Ev7yO89jjUyflYhTtcDxKpXEAw1oWk+VM21wMvyqYrUvkAN8eoVeP3VKIqO11flKl8n1mVZ1ojEFxOJLcbwhNxz/NUkE53ndn2nX6qmojXV4F23DP+mlWgN1Uge/fzWVAnQNdRYGDUWxrO0Be7cet5jnQ+lvmEGPv8t7LFLn5xkrK9ILukKFm8GFiRY6N4ggapW+g/9kuTAKWnXsYplX83aZdejeQKUcolp31d0lejyKrTAqU2gpMqEF8cY3e8KDVpQZ81HrgYEJx87BhJElsZRvaeGGl9dy1Ufv4aRvYN0PnKEUGuU1R/ehGIonHz8WCUq6RLhbuCnTnZ2uJuxjtfPe1Pk2NaU6uNnYgTjNG95B6HGZWXhRgiBVciQHekmO9RJbrwfM5vEtkploUIIG+E41K7eTv1Vt17SoO3TKZZSFE8TEmxnJvcKMe28mTCtPKZ1YQLzdb8bGzNjAcXTCDcsp2nj3Rz9xbfJjU6t0SLJCsHaxfirWvDHm0n2HabrxR9O86FWDT/RlrUYwSo8oRq6Xv4R4527Lsh1zIVk6Oitdfg2r8K3fhlabfzcLRLnOgZJAtUVbNRYCM+yVkK3X4M1lqTU2U9+7zEKR7qwhsZda8aVgO3MPRZFRm+uI3jTJnybV6JEQxdNcJcUBbU6SqAqgn/LKgpHTpJ+8hUK+4/j5N4ALnmyjBL0obc14F27GM+qxWh1MSTjPDdmC0SSpAmhtwl9USPBW66mcKSLzI7XKew/sXDN/2VG0lTU2pj7LM+1BkmgREP4r1lD4MaN6I017jvgYoxJklCCPrxrluBZ2Y7ZP0L6FzvJvrgXezw1435FUQ3al74Vjy9Kf/cr5HPDGJ4ISwL3lM/xB+tZtvpdZNMDDPXvxiylqalbTzjWXj6npmEDzW03MND7CiOD+wFoX3bH+V2PpqK3NxC4fgO+jStQosEr1jvgjUImYTE+WKKmdW7B+Y3Cgi0WkqRQmsX9p1RII8vKnLm0z4asKughg5E9Awy+0kMpVXSFhcnPdYXWty4lP5Tl2A/2YRctRnb1E2gK0XL7Evp2dGLlK24gU7hIz/xkJVYhRPnFUkyPMnzo+XN02ZofkqJSvXwroYalp4QKxybVf4yBvU+THT5ZDhCcdewXIdXeGx+JmuXbKGXHGDr8/JxnZsd7GTry/IwCiGOV6NvzOKonQPt1987aRiE5SMfzDxCsaadtjvMuFJKhYSxuInDDRrxXLUWJBK6cBVGSXA1gbRytNo5v00qs8RSph54j9fiLV4SLirAdnFkECznkJ3D9ekK3XYNaE0OSL828SpKE5DHwrV2CZ0kz2Z0HSf38WUo9g1fEnJ2JZGhodVV41y3Ft2kVemM1kte4Iu7DyQ2wb+MKvKsWkd9/nNSjL1I80nXJ3UPOFUmS0BtrQJFndZGTdBXP6sWE77oez7IWJO3c9ysLHp+ioDfVEnv/HfivXk3ywWfI7z02bX51PUg42kbn8ScY6n8dAEX1IJ22twqGGlBUg+6OX5LPjYAkU1MvTVGQxGtWkk710t2xAxDoRujc92eShFoTJXjL1QS2ra8IFBcQs+DQfzzH4g1BLuLW6ZKxoDvMtorYVhF/pJ708Ikpm0dJVvBHGrDNAvZZNnWnc+ZtWUoWOPHgIRa/cyWRpXGGdvYx8OJJ0ieTCCFQdIXIkjieuI8tf3pz+XueqJfCaG4iXqPCFC7S+urYJmZharC+6vEjq/pFSW07iRGsItK6ppzmVghBZriL7hd/TCE1e3zPFGat9vrmRFZ1N0OWJOE4No5ZnPL8yqqB5gkQrF1EsreINpEz300T6VbOdc/TUDQPdjHP8NGX50wHLCZS+s6JcCbSTF7ETaAsozXWELplM74tq1EiV/6CKKkKSjiAncldORtkx0EUpwsWWlMNkXffgm/jCmT9MpnyJQnZ5yGwbR1Gaz2Jn/yC7KsHrpj4C9nvxVjajP+aNXhXLUKJh8tZoq40JElC8hr4Nq3EaG8k9eTLpJ96BSd14ROAXAy0hmokTZ3RbU8O+QnduoXg7de48ROX6T0gqQrGshaqPvIuUk+8ROqxF6e48jmOiWXlCYaayKT60DQf9Y1XI522aJlmHllSCEZakGSZQLCRcLRtyrJWKqTwB+sIhpsQwiZeswrDE174gFUF37qlhN++HWNR40Wz7vyqYpUcXnpwmNHeAv3H8lilK+Sdf44sSLCwChkS/YeoWXKtm4N6pAvbLLgBtFXtVLVvYujEK5hnzUB0WrCvIk95wQpH0P34McYODFF3dRO11zTRfNti9v/jKwy81FP++tDOXjp+dnjq+PImVu4KcRu4kriI7878+ACR5tXlv3V/FNXwXVTBwhetQ/dHyn8L22L02KvzT6krSSjaqSDvNzv+qlaql16DJ1iFJCvYVpH04AmGDj2LbRZQDT91q7bjr27FG61H8wQINSwHIDfaQ++uR8opkEN1S6lZvg3F8IEQdDz/fQrzyJ1/uZC8Bv5r1xK+4zq0xpoLkljgUmH2j1A87NYPURUviqxSsnJTEljMB0lSUGQVyz4/v3lh21NdoSQJY2kLsf/rrRiLmy+ZlWIuJFlGb6kj9sG7kQNeMr987bJq2yVNxbthOYHr1+NZ3uYmArjChdpJJElCjYeJvGM7Wk2U8f98Cnv04sVA6dFqJE2jONR3Xu0okSBKyI91RpyIWhUh8q6b8W+9CtnQZ/n2pUOSJJRwgPDbbkCJBEn8+Omyf3+pmKan81nqGjezZOU9mKUs4yNHkBUNZ0IhlBzvYHhwL/VNV+M46ynkxhjofZVIbHHZDayv+0VaF9/KouV3YVkF0oluBvtex5pHYd3yOL0GwRs3En7b9Six8Bvm/n0jIQQc25ni2M43R/HZhdWxEA5Dx15E1bzULLmWumXXT+gZBcI2GT25h+HjL82aLlXYDo7lYERP1SfwNwTRgqc95JKru8x0JznWnaT7qeNs/h/bab1zGQMv9eCYNumuBKpPJ9kxhpk+5ZsuyRLiStHuXUlcxCnJDnUiHBtpIjWs7gvhjTXOGR9xXkgSmj8ypSifVcqRG+tjvheqqAZGMP4r8YJUDT9NG96KY5kMHXkB4Vhu0DpSOZe5bZUYP7mX7GgPzZvjJHoOMNa12/2sVJgSnJ0ePEEhPUq0eTU1K65fUErgS41aHSV8z40ErrsK2XfuNVEuB8IR5HcdwRpPYWhBWmqvo2RlGBzbT6G0sM1dwFtDNNjKycEXz29Mpn1qky6BZ0Ub8fvfhtZce8U9S2okSPR9t4MkkX7qFbAvbeXZSSRDI7h9E971y664OZovsqET2LYeSVUY+/7jF0248LcsQfH5z1+wCPpQY2GswVMpdNWqCNH334F/y+orTtsuGzrBGzciaSrj//6om1JZOAz172Z89BiyrLreAWaOseHD5Xg6y8zRdewJNM0PkoRl5nEci9HBA9i2+87Opvs5su+HKKoHIRzMUhZZ0aZYPuZC8hqE79xK6M5tKD7PZYtJrPDGYsG7ArOQpnvvI4x278EXqUNRDWyzQHa8j3xyYM4iN4VEnnTXOIvesRK7ZCNJ0Li9HUU/NQxP3EfbncvI9KYoJQsYUS/eKl/ZWmEXbboePcpVH7uWNR++mqHX3JdQoClE4ugog6/0nN9GekKb7WrcZ27Iv3EpRmvtlIes2D1M9pVDp7UjI89RJ8HNSvfG8Fudi9xYH8X0SLlQnqwZ/3/2/jO8riw/70R/a6eTAw5yIpgzWcVQOeeu6iB1t1pSK3ssy/bcmSuPJ/iOrQn22HM9nmDLnrGfkUaSlSypW1LHqurqyl2BxVTMmQCRM04OO6/5sEGQIAAShwRDtfuth0XwYMd19l7rH9+Xhp7tFEfP4Tu3g1lEBBPjVWMvfW95CuSzCCUaiWbab8O13XtQtBB6JEl24Bj5oZNz72cgvBdEvqTnUJkZCoS2PAerPEN58tKix/McE69gYqZb7znWoqthrO4g8/WXCG9ds3LMOncQfqlC7dh5NAwaEqtRFI2ZwkVst4KuRXE9Cyl9dC2C59lzrGJCqNhOGV+6qIqBoccw9BiaeutNgdKy5xjfjDWdZH7p5XvSqbgMJR4h/dNP4xXKVA+evivPq18xqR47T3jbWsTdKhNbAQhdI/bQDvyqRe4bb9bVIC90A6Fq+GY1aFoPR1mQLRagxZMrYriKcAitOQ2zxFBKIkb6Z567J52Ky5gb32KF3LfenWXlkleJ4QWw7fn9rb7vYlmF627juiaue+X78pZZHigMneSLDwdOxQ3YuH6Cn+Bq3FS40XdtytP9lKf769rPq7mc+r3DbPjZHWz82nasvMn4gWGcso1dmlXjdH2MZIg1929CNVRcy2V03yB9375CHzd5ZIxj/9cnrHphHeu/ug2kpDpZYfrY+C1H50PxRlo2P8bY8TdxF6sfFxB/dBvJJ3fO+7j00al5jkWmdQtNnTuv3XsO0ncZOvc2ZnVlhYkWxW1c951akVz/CcL3tczSzwpSnZtJr9pOtu9IXWqwy4KUeI45r2FcUfVZ/YobQ9F0Mut2zyul+nGGYxbJD5+mcc1ujFgD+aFTlKf6cc3lCVl+5iAE4S2ryfziKxg97fdEec7NwLo4hD04TtRIkYi2E9ITxKOt2E6Frpa9jM0cx3GrdLc8yFT+LJ1Nu7HdCoqiUTWzjGdPsqr1YQAMPYa/AkEM37LBl2hNaTI/90IwvveoUwGzpSbpBA1ffQ53fAZ7cPzOX4SU1I6cw3lqN8bqjnt6vG4EoWvEH78fe3SK0tsHlp0FSm3dTaS1i/F3v4uRbKDt+a/MZbivHBy0eJrCqYO3fp2KQO9qBUUgVJXUK48Sf2TnPetUXIYS0ok/szdgjXr/8N3trVIEsYe2k3rl8Zt2KqSUSNMOxO6mcjhTuTmBS+m4oCqBaOZshklrzaA1JFES0dvbfyRloI1m2fimhV+z8Apl7EujgSDfT3DLuON1DLlz0xz+Xz9ANVR8z8eruaghFd8LXiIrb3Lydw+hGupcaZNrunMCeBA4H5OHRpg5MYFqBJOF53h41q0vntGGDuJNq0AsMQmpKkrYWBgFvcaACdSd50eoFEUnHEmjhxPMjB7Hu052Z0VxO+cnKZnpPUy6ZzvRhiALoIaidNz3AtJzyA+eXnZmRigqoUQGNRSjOj20BLOUxK7kkZ6DmNWuUI0I8ZbVVKYGr+vICFWjcd1eGtfvnVdK9eMM6bmMnXibyvQQDT076dr1Ck6tyMTZD8kPn155x+9uQkB461oaf/XzQT/FZ9SI822H6qdn8WsmZWkyU+wlGW1nYuZk0C+hhmbZ0ATa7M+KYjCe3Y9AoatlL8XKKCEjwYWhH9KQXEtDfNUtX5e0bIShkfr844S3rKl/8ZcS6Xr4NRO/ZiEtJ+jbcD1QFISmohg6IhxCjUdAU2/5OxRCoHc2k/rCE0z/wXfvij6DO5OnevA0RncbrIBxK6VEWg6+aQXq2VePo5QIVUVoKiKko4RDgbL5ChnVIhIi+dLDWOcGsAeur6p9GdbkGL5ZA89DMUKosTj5Y58s0DuKr960ItcIYHS1IFSV6N4tJJ5/qH7mp1nj069Z+DUzyNa5l8cYhK4idA0lZATje6v6DbNQomGSn3sUq29k2eN7OxBa00n6p59GidfvVEjPx53MUj12HvNUL/bQJF6pAq6H9PxgzblskwgROBizdpXW2kh4QzeR3ZsJrelEhPSbHlfp+cE7UrPwq4FgoTudD/5ki4FSeqGCV5x1dtxARf0nuHXclQJpz3TxzCtf4NX0sIoWonndQ9TyY8SaVqGoBlMXPiHWuYpk23oKo2fJD59BCEGm5wEUVWfq/L5ZZhnQwwnadzxHbvA4pYk+IBByizX3kOrcjBFN4bsOtcIE+aFTc3SZ8ZY1pDu3kOzYSCieYfXDX8V3AzrVqQv7qUwHTZRCU5eV0s6OnSI3cfaaTwW6EaV97WOoqo7n3CGO8NtsX1mlacaPv82qh7+CFooihCCUbGLVw18m3raO3KWjmIUpPKt6hSVIKCiagWZE0CMJoo2dxFvXEGteRWVqiIGP/3JJytpabgy7kiecapk9lErzxoeo5cYpjV1YuJ8QhBKNNG14kKaND6GFYsE2sxmWlYNYeDyxyGd3GJ5jkhs8TmH0HJF0K61bnqTzvhcxi1OLNF5LPqtN7aH13UF5zgo6FVJKcD28UjVYiPKlYFHKl5CmHdCvut4cXawSDQfiWA3JQC05EUVNxOoyPNzJHLUzl+YWXyl95Ox/AgLDhkBlV1WCucj1TBy3hqoEzvZl0UHPd/A8+8bsXMuBEMQe3E7s0fuWXV4mpcQvVrAHx7EuDmENjOHlinjFCn7NCoyN2RIloSookTBKPIrWlMLoaSe8ZQ3GqrZbEi0TikJ092aiR89R+fj4kttpepRMZj3haOMC4c9Crp98rvemzo8vqRw8RfyJXejtTXXtetmJ8PIl3Mks9tAEzvg07nQBr1zFr9aQVQvpuFfGEUDXUCJh1GQQDTZWtxPe2IPe3RoYwjc7lkKgtzaSePYBsn/6+rI0VmpjA9TGBub+7eRmyB75CK5xLISqLjvzfCNoLRnC29aS/tJTQW/AMuGbFs7oVKD43DeMO5UPntVKLRjj2WsWQiBCBko8gtaQRO9oJrxlDaG1nQEN601G3C87wonnZsd3ERa22w0RCZH64hNobfX1IUop8Yplyu9/SvmDozgTMzdmZZudX6Xr4Vk2XqGMdXGQ0gdHiOxYT/KlRwIWqnrGU0qqR89R/ugYXr6MVyzjl6pBxtXzkZ537zDtXQehqEIioxOOa2i6uOkqQenDWF8Vq3rngoj3XOelompBKU3nFszSNMn2jUQzHXiOhaIZdN7/MrX8BE6tSLx5NaoeYvriAZiN/it6iHT3NqrZ4TnHItmxke69P4VZGMcszqCFojSs2oFVmplzLIRQcMwyrlVDDztUc6N4s5Scnn2lJEqoCopx42GT0g+882tg1Wymhj5l/a6vEYo2UCsvkx71VnC73yEpyQ2cQI+m6LjvBVQjMAL0SIKWTY/SuHY3VimLUyvhu1ZQMqXqqHoILRxHj8QDKlQliFDWsmPXtW3tco7cwAnatj89t08o2czqx3+W4sh5ypP9OLVScA3RFLGmLuItqzESgcHgmmVm+j6lce1u9Ehi2bcpFI1Ycw9GLIVqhFH18IK/o42d8/aJNa9izZO/iGebgQK4Y8397DkmrlWlPHHptrFoCVVDUbRZ9XGLyvQg+cGTxHa9jBaKzttWeoF4YD1jcq9Ab28i8/XPYXS33bJTIaXEr5o4I1OYp/uwLg4FafxcMYgO+/KqqJucH30Twd9CUQJH43Kav62R8PpujJ52tJaGJY07KSW1Exdxp/NLXJuPaedpa9yJ69bmVNmvRdDgLehueZBIqGFFHIvwptWENqwKGuFvMMbS83FGp6jsO071+AWc0enACPWXvg4J+OUaTOWwL41QPXwGJRzCWN0eiHE9sPWmyzJEJETiqT3UTvTilxayFiqKzroNL9OQWY9lFReMl20Vb96xAJyxGaqfniX5uUdvyEwmfR8vV8IemcQ8cwmrdxh3IhuUkXjeDUuQJEDNwi9WcCdmsBiicvA0StjAWNVG7KHtt0S7LBSF6N6tlD84gnVx6MY7XAUrN8XUvjcXfQ6cQg4/sjIZJb0lQ9NvfAU1Gb/xszrr/FY/PUtl/0msS6P41dp1x1kCVE28XBFnaILaiYuU3jmI1pohtncr8Sd23bSei1AUonu2UPn4OObZ/rr3v1VEd20mcl99ZANSSuzBcXJ//kNqp3pvjebZD76PysfHsC4Mkv6pp4k/fn9dWSetqQG7fwxn9A7YVysJAc1dYXa/1MjWR9M0dYWJpjR0Q7npeJ9j+vz2r5+i/+SdK3++5xwLCIx8szTD0OHv0b79WZrWPcD5d34PpGTdk79EKNGIU1smLZdQiDevwbOrDB74DnYtWHBVzZhXd1ya6KU02YcWiqIZEabO78NZRAhwuRmL60FKP2i2VI2gJnxNK/GHNuNXLfJvforenMKZKuBXVyhtfwcC0NJzmTzzEZ5j0r7zeYxYOojqKCIY01B0LqI2d1lLGFbzjLXFzuV7TJ3bRzTTOae8LYTAiKZoXL+XxnV7uMram80aBMERp1Zi9OgbFIbOEGvsQg/feOG5DDUUoWvPK8Sau5kbVAFXD/C196RHEqS6tlx99Vf9JXFtk963/2DJZulbRSTdTteuV7BK09jVQkAN3baBWn5sgeaHa1UoTw3QuGZ3QEtr17BrRbJ9n+J7DkLViGW60CMJEq3rUDSDVOdWjFgDTrVAJTsC0kePpog2dKBHEhixBnzPoWH1fbhmhWp2ZPbdFUQbuzCiKaKZTlQ9TLJlLfg+jlmmOjN0XSKIq6HEo6S/+iyhDatuvqdCykC5fSpP9fAZKvtP4IxMBVH15Tb9Sjn3vUrPRzouftUM2GnOXKL8/mGUSAitJUNofTeRHesJre5AbUgEpUBC4JeqVI+cnbcwl6rj1KwgACLxGZ0+RizShO97TBXOYzllhqcO4nomnmczNHkQx61xafRHRMMZZop9K9JjoURCyxgCiTdToPjWASofH8OdKdx807QfOHjm6UtYF4aofHKc9FefI7Suq+6IsBAiGPOd66l8dGzB78ORDKl0DxfOfZfczMUFjsUtO2a+T/mjY8Qe3oGama9ILqUE38fLFjF7h6kdOYd1cQh3Jo90vJVpOvf9YCzP9mNeHKL84VFSX3yCyP2bELpWt4OhpuNEH9yGdWmkLsYt36xhji/ujJR6Ty2brehGEJqKlr5+gORyD0Dl4CmKP9yPPTh28waxlEjbwRmaID8ySeXASVKvPE7skZ03Vc6jphPEH78fq29kWVmhlYISi5B88aG69GiklNj9o0z/7rex+2+N0Wv+gYPsbfZPXsOvWSRffAjUZZRHCoHe1ULylceY+cPvw2dE3FHVBPc/38gX/z/dtK2NoqiL20j1Qgi4Do/QbcE96VggAgVn33OwK3kcs4xTzaNoBr7nomo3XuDmIH2quREa1+6hbfszzFz6lFp+fI6Xf/62V/24xFwuNBUldOOXTjNiGKHYghtTVJ2W7sDwdZ0qoa4mmn72KZzpAkZ7I+K94yQe3kLtwgiVTy8uduj6cYeyftJzmD6/n9rMKC1bnyDZsTGIis+WAy31kkgZRIA916aWHSM3eOqGfRl2Ocfg/m/Rcf9LpLu3ouihK+e45jxSSnzPo5odYezYWxSHzyIJSqrirWuXvZQJRGAA1tmfMf++xfy/lJuPRCwHVmmG/NBJYo3dxBq78V2L6d5D5AaPL2jgltJn9NgPsMtZoo2dyEgSp1ZCzj5Aqh6mce0ejGgKhKA81U+8eRXxpm5qhQlqhQl81yba0EHLxkdAiLkAQKbnPpCSiXMf4dSKCEUh07OTSCpgV6vMDGHEG2hatxfHLDNSnsGvLoPWUlNJPLOH6J6tN61RIaXEyxUp/+gIpfcP407mbg+DkC/xKyb2pVHsS6OU3jmE1pwmvLGH6O7NhNZ3Y/ePYvfPr612vRqudyWj5fkWxcrIvG2qsxoVEp+qGei52G4Zu3xnolSXjePayV7yf/UOVt/wipYbSMeldvwizug0DV8PVIvr7RsQYYPoni1UD59Z0KSpKCqOY1IqDOP7t8eQs4cmqB47T+LpvcE7JYPnwbo0QvXgaWqnenGncrefGtf1sHqHmf7db5N8+TFSn3sE6lT/FkIQ3bWJ4hv7Vo5+1vfv1FIVBBHGZ8h/5z0q+0+ubMmRL3FGppj541dxxqZJffHJuvVLhBCEt69Da8ngDN85naDwtrUYqzvqYufyskVm/ujVlXUqroJfs8j/9TtomSTRh7Yvax8hBPGHd1DZdxzzVN9tua6VhBCw46kGfu4friHdsjL9OncT96ZjQWCkXo4iSt+b3+h13UEXXGupFYbPIIRK84YHWfvYL2AWJpjuPURh5Myyo6JzR9dUxDJKoZo776Nj3RMLPldmjdKRiz/CquVJdG+h1jtK4d3jNP3M47ORJQs1dvO8+55dIz94EmXWAfM9Z9Hsy22BlFSmBxn46BtEMh2kujYTa1qFEU+jGVGEqgMS6bt4jo1rlrGrBarTQ5Qn+gOnb5llQVZxmoF9f0luYCMNPTuINLSjheMomh4s2p6Da1awSjMUR86RHzqNc5Wxmh86jWpEEYqKVZq+YVTS9xxKoxewy7lbGaH5x3RtXHNlFW2NEIQjCsW8j2dXmTz30bL3dWolxk6+vejvXLPMwP6/uuExCiNnKIycue420vcY/vTVZV/XUgiv7ybx/EPLcvYXvQ7HpXb8AvnvvL/ixvAN4Xm44zOUx2eo7DuO1tYIgF9ZWs38XsTlPpTyx8fIffOtOZGv2wF3Ok/2T14LykUe2FpX5kIIQXhDN3pHM3bffMfMtkq4bo1ovAUnV1mZnpRr4XmUPzhCdNcmpGVTPXqeyicnsAfH7wobjV+pUfju++D7pL7wBCKk12VQas0NGKvaqNXhWCihCIl1WylfOotXuztK3tKX2JdGyP7p65jnBm4bDbE0bYpv7AMpSX/5GUQkVN/4NqaJbFuLMzJ5Z6iSNZX4Y/fVVXIkXY/CDz7GOj94Gy8M/KpJ7lvvYqztRG/JLGsfEQmReOaB4Du+2UyUAFVX8V0/MCslV7TSBGghFc/xkd7870c11CCg6SyTOa3F4MX/pJN0S2iuusL3JOW8Q3bUolZy8dybewZcW1It3UJp2k3g3nUsbhS7uFwyc40ToajqAtEu33PI9h+hMHqWWGM3jWv30L33SyiqzsylT6krpD9LkXYjFGcuzYnUzLtsz6VanqJaHA+MX9NGjUVQ42GEqgTUa01JrOGbrw20yzn6P/yLm95/JeB7DpWpAfx4jap6idqBGYQI6v0lEun7SM+Z6zdYqlH7hudxLPIDJygMnUYLx1GN8FXn8PBsE9esLJoBKY6cozhybpGjLg7PrjHy6Ws3dZ13EnsfCbNxm8Ef/tvivSw1cctQ4hGSLz2C1pSue185Gy0uvX2A4usf4xXvLv2udFz8sUlU47OjDD4H36f88TGy/+EH+KXb7xR5uRK5v3o7MGzX1EfhqibjhDf1LHAsPM+mWp5g/cbPMz15GtPMz3MuKuVxyqVbj8jafSPM/MH3cKfySNPDmbxFo1FR0BsyuMUisg4tn8uQtkPxBx+jt2SIPX5fXWOpGDqRrWupHT2/7HvQk2maHn4Oc3LkrjgWl8t2Zv7997B6h2//+RyX4jsH0doaSTy9py5NHaEqRHasp/TeYaR1+x1PvbkhYGKq4xmwB8aC0sI7sNA4w5OU3/+U9FefXVZAQQhBZNtajK7WZWVTos1RYi1Rpk5Nz32W7Eyw+aubGP90HAlUxitkLwSBxcz6Bu7/T3bS/+4AfW/2z5mRkUyY+//mTmo5k5N/enoeOdFS2LAnyapt8VmnQlLOuez79iQHX5tiZtTCrnp43s2NsdA0fKEhwqHgOboD39U961jcCFJKPMcmFG9E0fS50qZIQweqPj/af1kMzLNrFMfOU8uPs/aJXyTesprswLGrjE6JP6sirSwxAQhNW1bzdqU4RqV4Y7o48+IosfvW0vz1Z9CbUjT/8nM44znMC7cnrXinkX54A/EtXfT+82/hV2/f5Ch9D6damJeRuJMIhQThqAhYh2fnZduSVCpB3X0sLnAcietCLKagqGCZErN25SUXAiJRgW4IPFdSrUiuTdSFIoJQSMwdv1a9sr+uQziq8OgzEYyQoKFRQcrZ6yj/mHkYQhDZuZHIjvV1p42llPjlKvnvvE/p7QN3hHlF1cQNI06bn2pm23OtvP5/nKM0/dngU5dSUjvZS+6bb90Rp+IynJEpCj/4mKZf+yKiHlV1TSW0tgsRMuYZa0YoSSzRjpSSxuYtC3YbGzm4Io6FdFyqh04TWrWa9NOPMfVX30C6N//8qbE4Dc+/RO7dt3Amb65kxq+a5F/9gNCG7rqZgIy1nQhdW34fgBD4jo1vL19gb6UgpcSdzJH7xptY1ziWt/W8NYviDz4mvGFV3YKSelcLWiaJMzZ9441vEaENq1Bv0JdyNeRsQMEr3KGgjJRUDpwk/vQe9OaGZe2iJKJE7t+4LMcilDRIdMSZOj095yQkVyWZOTdDw4YMkUyYE390EgAtorHqyW5G9o/SvK2ZqVPTlEbKCFXQ+XAHlckqakildWcLI/uvf25NF6y9P4ERDmxOq+rz+u8M8d6fjeOYt545NVpaSD/8EEokQvY738Mr3r6M8mV8dh0L36U6M0RD9zZaNj1GafISRiRJZs1upLwS/RaKSvOGQCjKKs8gfZ9Iug09kiA3cGLetgBmfhx902M0rXuA8tQACEEtNzZXK66EdLgF8RZF1YNo/ex5vWKV6W/+iPDadvRMEjdXonZxFL9y5yfen+Dm0L1a42u/mqCrRyMSVUimFSoln/feqPJXf1zG9SS//ptpes/bKIrg8eciJJIKRw+Y/MH/VcS2JEZI8NizEZ59OUpDk0K1JPnwnSpvfq8aOA8CHngszEs/HaOlTUVRYGLU49t/XubEYQsp4bHnIjz/+Rh7Hg7jepKuHh0pJYf3Wfz+v7k7DtftgpqMkXhqd1BeUCf8qhk4FW8duCONkcnmEFueaeHwd0ZwraUXisKExdCJAs51trnX4E7nyf3l27e1/GlRSEnt6HnMM5eI7N68bGNNCIGxqg01EcW9yrEwa1nOnvrmkvt57vKJNEQohKIbIEC6Lr5lzbEgCVVDhEJE129ASzegJpOBY+FLvGrlCluSEAjDCI4DSNfBN69aExQFxQgR6urGaGtHSyYDrQjAr9WQzlXPtRAo4TBC0wIdEdPkWv0aZ3iS8kdHSX/5WVDrKddJoabiQW/IMuCWCjilPEamBaeYX/Z5VgKXS5NqJ3vvTGnRVXBGpyl/eJSGrz0P9bAbNSTQO5tvv2MhILypB+roU/NypTs+lu5kDuvcwLIdC4QgsnUtxR98fN1yQyNhYBUshj8ZnVfAMn1mBtVQUE/PBDS208E7Jj1J/7uDOGWb8SMTmPnZ+UHC5MlpfNdHCPCsG1diqLqgdU1krkqu/0SJ/d+fWhGnAsAeG6f0yX4aXv5cXRmzW8E951hI6ePUyvhO8EX5rhU0kMqgfMapFfHd4AHJDZ3CiKVJdWwm2b4Rp1pkpu9wUGIzu83lh76hZyeKZgAS37GY6T1Mtv/IgpeiOH6RqQufkOrcQqpzC45ZYuz4W1cci4ixQAxvMeihBKmmdeSnzuPaVYRQyLRvI9O6BccqMd6/H7OaJbS6FaOzkdq5EaqnBm5/494tQigqWjRxTa2oxK1Vlhd5E6ClYiAlbuEqGl9DQ4sHNJZe1cKvLZwE1FgoGH/Pxy2bAWMKgCLQkhG8qo3QFNRoCOl4uKXa4jXzQkENR2adPBfXrF6XBvN6UDX45b+TpLFZ5Xf/VQEjJPiN/yLFxJjHD79bxbYlqgot7So79yY4ddTi9W9VUBTwPInjSISAR54K8wu/nuSd1yr0nnNYs0Hn5/+TJK4Dr3+rggQ0TdB3zubN7zrohuBLPxfnV/9ukn/8X85QzPucOmIzOujS0KiQm/H5o39XwPehXLx8bwI1Egt6UK6Cb1t4i6nM36uYFcILre+uO1vhOy7l9z+l9O6hO8a20rU9xbbnWjj62th1HYvhkwWGT352HEDpuBR/8DH2pTsX/b0afrlKZf9JwtvWIsLLdzDVVBytOT2P0ldKD9sqoigaRiiJrkfxPHuu92JZUBSiGzcR37UHLREQHPhmjfLxo5SPHQHfJ7plK/Ed9xHuWY0IhWn52V8A6eNXq0x//zu4uSyoKvFtO4lt246aSIKi4JVLlA4fpHr2NEiJ0dpG6pHHCXV1ozc20fjyF/HtYM3MvfsWtfNBiacwQiR27Sa6eStKOIxvWlTPnqZ89FN86ypHRUoqB06RePYBtExq+WOZjKOml+9Y+I5F+dJZGh94GqOhGbdcnMcWaGcnsbOTyz7/ciF9Se3EBcofHr3puf7WLkBSOXSa+FN7MDqalt1rITQtUBE/fPa2GvBKJFy3xoo9PBEQXdxBSMeldqovYNtahhMkhEBvb0LLpJamnhXQ+VA73U90Y2ZNDvzrQyBBKILW+1rofqwTRVNwTZeTf3aG4mCR9NoUG7+4Hi2soRoq575zgbFD44QzYTZ8YR3RxgiKrjL+6TgXXu29bq+Fogri6WBNllJy6XiZcnaJtUkIjI52jO5uhKLgTE5iXuoHz0NraCC0bi2KYWAPD2MNjwTPuucFwYZrnnslGiW8fl0Q3LAsaucv4BUKoKlEN23CyWYJdXWBEFRPn8GvgwjknnMsPNtk6NB35hyD/PAZShN9+K6N7zn07/vmXNmTZ1cZO/kOUxf2B/SYjoXn1CiOncObdUyk9Jm68AnZgWNzSti+58wXa5t3/hqjx99i8tzHQQmV5+JepWOhLFPoKpFZRefaxynnh3HtKomGVfRs+RxWNUcs2Y4eitN7/NsARLetJvHwFuyRaaonB7AGJvDKtTvG5lQPQpkWul78BdTQlfID6XmMvPfXVAbPX39nAfEtXbT//KPMvHeK7HunwZeEOhtofmU30dXNoCrYU0WmXz9K+cxIMJkqguT9q2l6cSd6Oob0fCrnx5h89VOc6RJaMkL333qeyoUxwp0Zwp0ZpO8z884psu+fnuesKbpBeste0ht3ocUSuLUKxd4TZE/sm1uY6xqPkGDtRoN3Xq9w5riNqsLxQxbrtxiYNX/eWiCl5A//bYGZqfnPXSQmeOFLMYb7Hfa9b+I6kskxlwceC/Pc56O89f0Ktg2f/KjGkYOCWExBN+DwPpMv/VycaExQzMPUhMfMlEe55JPPeVw468wLTCpGiLYnvkC8c9288+fOHGLywOLc8vcilEiY2MPbEWGjrv2klJin+ii8/tHSCswCNj3RBBIK4yZrH8wQimpM9pXp3Z/FLAdlk0KB5jUxVu1Mk2wJ49o+o2eLDBzJzUWaGldFWfdghu0vtNKyJs6zv7EW1/YxSy6HvjVMrRgcq21jnG3PtaKogkrO5vC3R7Aq8yNdQhW0bYizZk8DoZjG9ECVvgNZKrlgnjQiKjtebGX0bIloWqdrWwopYfBYnsFjefybrM+9HqxLI1T2Hb+rYlPm+QHciSxGT/uy9xEhA60lA2f6531uhJJ0r3qcdGY9iqIikdSq04wMfkw+d4kbTchaOk3Dcy9hj46QP/JuYAQ0NyPtK3XN1sgQbiFPWlHQ0g1k33g1UPz1PLzSLMGGlIiQgTU6gj35KUJVSOx+gMxLr2CPjeLmc7j5PMUD+4jkcyQfeIj8B+/hzARRbWdmZvZGBckHHiSx9yFKhw7gTE9itLaTeuQxEILigX3z3nlnbAarbxS1Ibn8DFBID7Qilgk91Uhqy260eIrMnieQ7vz689yxfbfFsfBLFUpvH8Qv370AijuVwzrXj97etPwebiEwulqCTMKtaEPcAEoyhtqYqitQY/UOI+8ClaszMolfqaEmr2XdXBxKIorW1ri0YyFh8EfDCCHoejToMZGzxEEz57JkL2TxPcl9v7aDjgfbKQ4WqUxUOf2Ns9hlh56nu9nwxfWMHRrHKTv0/uASVtGiYV2a7V/fyuCHw9Smrx+cUGaD1b4nKU7bLNVyqqZSpF94HrOvD+m6qOk0QlFQYjFSLzyHm8vjVyokn3qS0sf7MHuXZsRSE3G0TAO+aRFasxqjo53s915FaDqJxx/DGR/HHp+Ykw2oB/ecYwFyHoOR71r4l9PQUi7Qr5C+t+CzaxmQpO8toNa87hX47pI6GSISWlbGIhzN4NgVXLsSMFJ17cKqZrlw5C+JJdtYve3zGOEUZv8Ek3/0JkZrA5HN3SSf2I7ywm5yrx2gdu72N5fVC6Fq6MkGtPAVcTXfdRZEwedDBvRv27rp/OUnyR+4SP6j8+BL1ESYjq8/jvQlY9/8BOl5ZJ7cSuevPEn/v3oNazxPZHULnb/yJLkPzlI6PYyejtLypQdo1TVG/uh9hKIQ6mgg1J5m8juHmHnrBMldq+n4+Uexx3KBgzKLWPcGWh9+CTUSD7jtGyDc1I5TKlA4f6Tu8bAtSf9Fm/v2hjn4kUkoJNi0w+DSeQfLmm+I9J13KOQXGu/hsGD1Wp1YUqGz58ormUgqjAy4KKpAUSR7HwvzwheiJJKB5kFji0ooJOYmpRtCCPRoEiPVOO9jLRxDIG7Kj9WUEIYSCaKzvovt1/Dl/MVGERqGGkURCq5vY3sLF3eBSkiLoggNb3abpQgcjFVthDf21J2t8HIlij/4+Lr0mELA5iea6bm/gdxojWrBIRRV2fPTnRz+zgg/+vf9eLaPEdV44ldWE8sYFCct4hmDh36miw/+qJ/93xhCSoimdOIZAyOqIZRg8VAUsYBT3LV9rIrH+ocyNHRGOPnmxALHYuvTzTz7G+vIDlepFhw2PNLIliebeeNfn6cwYWFEVR74ahdW1cNzfIqTFpnOCA98pZPv/4uznPtgZUspfNuh9O7hO1dfvQS8XAmrbxh91fKFEYWhoTU3MEe/AiiKxqrVTxONNjEy9DG2VULVQjRk1tGz9jnss9+hWrm+wSs0HcUI4WRnMAcu4ddqVM/OXtPsedxcDjeXwyuXUCIRrOGh+WVLAL5P6dNDgdE/u59frdH6i7+Kmkzi5nP4tSrWcBW9sQnputjjY9jj83v61HicxJ4HqJw4RuHjD4Lysd5etIYG4vfdT/nEMfzKVd+f52Ge7iO6Z/OyxhGCiLCaSS57eyc/w9gb31ySYturrbzhL31J9fiFgB3obsIL6JjjT+wCZfmml96SCfpYbqNjocajdYlPSs8LDPW7EIxys0W8UnXZjoVQFYyOZmqfnl1yG8/2cE13QVJINRRadjSjR3VizVHKo8H7IhTIbMgQbgiT6k4QSs4GuQTEW2O0724lnA5hJAxU7UaCmFArX7Vm3mgaUxV8y6Z27nwQjPA8Qls2gxCUPvgQ3zSRnkds1/2YfZeWzHQ5U9N4lU9RQgbSNIk/9OBcqZQwdGrnzlM7u3xym6txDzoW9zaUsLEstRFFUfE8Gyl9QtEGko2rGen9ANsszGVOLutxSNPBmSqgREMYrQ0YHY2oyej1Dv+Zgu94xLd20fqVh8h9fI6p148i7eBFiq5tJbaxg9H/8AFuPmAJKR0fIP3wBiJrW7HG8zQ8vgnpS4rHB5GOi2U6VC+Ok9qzlsnvHER6PkIIiscGyH10Fun6mMMzpB5YR+rB9VccC0Uh1r56zqm4DNUIE1+1gcKFYwtqj28E14Vv/GGJ3/oXjfzmP2qgUvI5f8rmO39e5lqSFsdm0aCnJCiLeu8HVb775+V5m9iWxDIlXT0av/mPGvj43Rp/9nsl8lmPx5+N8vVfv3sq2Y2RHnpSuzDUKAIFH5+Z6gCX8gfwZGAsRfUGVqf2kAg1I1DwfJuR0inGymeRBGMdUuP0pHaRDneiCBVfukxULjBcPIknrxnEWaYUZZmLymVIz6Oy/wTmmeUJEabaQrzzf/dy7qNpVE3w7G+sZftzrRz+9gjFSQur4vLO/92HWXFxTA8jovL5/3ozW54JSp7MksvwyQIjp4voURWxJ8M7v9uHVXZnyzqvnGu6v8qH/f24tsfDX+tecC2JJoNn/tZaLn4yw3u/14dj+bSsjfHTv7WVXV/s4P0/6AeC1H08Y/DN3zrJ9ECFaErnF/7X+9j5UhvnP5xe0UoKZ3SK2okLdz2rKh0Xq3+MuOstu3ZdCIGWTiA0dS7iGgqnSaa6uXD2O5SKVwI6+WwvGzb/FOmGtTd0LNxsltKRQ8Tv30149Rqq589RO38WJztT932pkSjhVT3oLa2okQhqKo1Q1brodbVkCi2dIdyzmqYvfWXu81BnF2o8HpRGVeY7hvbAGNJx6xKBvZEQ3dWQnoudu7NqyNK0qOw7vmTpo4JKe2QDWXuUmrdYQFHQZHTjSou8c22D/CwH6TJhD43jlSp1lZspsQhKNIy3VJZ1BaA2JKAOXRjftPHyd4jC/tpzV2v45QrQvLwdFAWtOV33eWItUXb/xv2MfTrBzPksDevSQSl3WGXHL2/HMz1GD44hfUmiO4FQBGtfWE3brlZ6f3iJ6nSV9r03zqR6rmR6yISHg7KoVLOBorJo1sIrFCi89Q7R7duIbPw8tXPnKR/+FDUew69W8WfL0d18nui2rfOCJ/MgBJGNG4hu34ZXqaCEIwjtyvwpbQe3cPNlubfsWMQf3IzWuPyX5LOO6I41y6rts80yDS0JwtEMDa1bkL5HYTpIS11WigaJ1hAn8ehWIhs6AUHt/BCFD05i3wLd7L2GUEuSzl97Gq9qkfvRmTmnAsBoSqA3xWn9ykNXPlcUvIo1ly6O9DQTakuz6m8/P7efMLSgh0IRMPsC2pMFpBtYbF7Vxp4uYbSmr+wjFJRQeNHIphqK1LtGzKFrlU4+6/O//KMsxbyPafoLnIrrwaxKLl1waG1XmZn2KM5mNUSgx4eU0NymkmlSefvVKn3nHVQNGlsUjNC1YoDguRCJKDd7O8uCroRZm34Q0yvTlz+AlD5hLQlI/FliAl2JsCHzGKrQ6M1+guPXaIz0sC7zKJZXYaY2gCo01qYfJBFqZqBwGNMtkQq1syp1P65vMVI6Pe8ulFiE8E0wQbkzRcofHl126n66v0rfoSxOzcMBxs6V2fREM6GYBlggIT9WI9pgkG4Po4dUqjmbpp4o2ixlrJRBk5/0r/CSX68kSfqLf1/Na2Kk2sKcfGtirnxq4mKZgaN51j6QYf83rxjCfQezTF0q4zmS0rTFRG+ZdHsEVVdw7ZWJLkopqR4+e9ezFZfhjE4HtN11NMUqiWhgSM0+D6oa9N9Z5vzF1HVNLKuArt840CNdh8KH71PrvUB00xbi991PYvce8u+/S+XUieVTsjY20fj5L6GEQtT6L+FkZ/Adp35tDUVBKAq+ac7rp6j1XcSv1eaava+Gly/hl6sodRi+9fS33GlIKbEHx7EuLq72DcG60GR0U3HzSzgWEsuvzAVLrtqT9vB6pqwB3GsDIEvAK5Rxs8W6HAsRMgLHYqWECBeBmorXNadKy8Gv3iWCGV/iFevLbKnJWGArLFK2KRSBHtMxEgZaWCWcDmGXHfRo8FnuYg7XdIk0RiiNlFE0hVhLlKEPRyhPVOh8uCM4joBYS4xazqQ4UKR9bxtq6MbOmmv79B0v8fBPt6DpCj3b4sTSOqWZRRxhIbCGR7BHRgn1rCL13LPULlzAzeYJrV6NEgrje1WM1lbc6Zkl5xxhGMTu24nZP0jlyBEiGzdgtLdd2UDKWzIebtmxSL30ANFtq2/1MJ8dKMqySqGK2X7aeh5k095fQNXCjPZ+gF3LAxCKBowGnmNirGtGS8XIv3UEq38Cr2rWXbOshCJEW7oQqobvOtQmhuaa3+8FqNEQU28co+HRTTS9vIvxb+6ba7yWvsTNVRj6nbewJ65Z1EuzDAyuT+XcGIP/7ofzXhTpS9x8BS0VLPrimpSj0NR5fRPS93ArARHA1ZOolBK7kL3p5jihwJoNOr/5Ww3YVkAhe/Sgybs/qFIp3fiYZk3y3W+U+Xu/1cB/9Y8bOLLfCo65XueT92t89J7JzJRHpezzha/FaGxRWbdR56EnI1xTooyUcP60zRe+FufLvxinkPOZmfI4sn/lnwchVJAS0y1huiUK1vi836fCbSSMFs5Mv8VMLRBQKttZWmLraItvYqY2QFTP0BjtoS+3n4nKBQBK9jQN4Q7aYpsYL5+ft6AbnS11NxlK36d27Dz20PLpOGslB6d2JWTke1ecPYBIUuORr/ewenc6cAh8SbojglVZ+ZrjaNrAcyRm6cqxPVdSnrFZ+4CBZihzok3laWue8+LNkgOspJCrX65inuq9Z4gm3GwB37RQE8vP8irxaJCxuHwMpwYI4ol2sjNXIrGhUJJorIXJ8aPLOq50XayhQayRYUqH9pN58RVSjz5Brfci/tVlPpfnoEW+mMjGTRitbUz8xZ9iDQ+B7xNeu47UY08uPN/lOWuRTIZXqeBVytT6+yju/4QFlsIiZSx+1cSvWrA8DTKAZQnGXo1QUxvp7Q/ONbhfjdL54xTPHq3reNeFlNROXsQvm0TUJJZXQREqhhKl5hXRhYGmGIBAFTpxrRHwqbpFfDwECjGtAYGCe9U8pAmdhNZER2QjrrSwvBoVLz87VwkiShxNCWH7VSz/yvfuV0y83MI16HpQwgbKTbDf1QMlZNQ1SUjXvSM03YufXCLNOljaZhnWhKbOC2peRigVYsvPbCLZnUSP6uz8tR0M/miIyRNTDP5oiA1fWEctazJxbJLyWAW74nDx1T5WPdVN0+YM+f4CnuXie5L+dwfY/JVNbP+lbRSHiox8MornXL+ETUo4f6DIeF+Nrk0xerbH2fZEmv3fnVpQQKE3NZF84jF800SJRnFzOaRpYQ30E16/loZXPodvWmiZBgpvBUK3kc2bCa3qRm9qJL53D+bAAFb/AM5MlsiGdWjJBGpDemFJ5i3glh0LoSp1KTX+xwKzMkPvie+Qbl6PVc2Tmzw3F3FSVZ3J4SNYZhF5Kkf19K2xQcW7N9D57M8E9b3lAgPf+32smfEb73iHYI7mmHrtCNW+Cbp//TnsyQIzb58EKbFGsviuj9GSpHxqeM64F6oyx2JQOTtC04s7EarAGrvifAhNQV41btG1rSghHd9y0DMxQm3p4DyXISXlwfOkt+zFSDXOZY3swgyFizcn8tPUqvLoMxEOfmQy0Bs0S2eaVX7pbyfRdMF3/qyMlDDQ51AuyiVPcfSgxT//R1me/0KMJ1+M4vuSgYsOI4MuSBjqd/ntf5rj5S/H+Movxjl3yuZ3/o88z74cxbbnH/Q7f15G1wVPPBfFcSTvvVFdccfC8U0u5Q+yruFhdrd9mWxtiPHyOQrWBHI2hRTTGwipMdamH2JVavfcvhEtjevbCBQiepKwFqc7uZPW+Ma5bRJGE57vBD0Xlxd0IQit70KpR7cA8KsWlQMn62p+XCp7cBn3f76DPT/Vwav/2zkGj+Vxah6P/mIPm59aZnq+DpglF1UT6OErxqOiCMIJDaviBtSGs8GOO8H86IzPYC/VCHkXIE0raMpdLgUlsyQcVxnjllVgZvos6zZ+nkx2E6aZR9cipBrW4NhlcjMXb3hMrSGD3tSMMzONtG2EpgdGkO9x7dPkFotEN20h1NmFMzU1x/w011ehKKiRKEoojBqPk3zwkUUz5X61glBVwqtWB/XWs0xU0rZxC3mqZ8+Q3PsQbjaLPTkBQqAlk0jfxxoaXPDA+JZdtxhbPeu/Eo7Q+vSXUEJhPKuGkWygNj5EuKUTt1zEzq7scyVNm9qpPlShsiZ2H4OVkyT0JroiWzlReJvW8Bo86aEIhVXRbZhehYiaIOeMcalyFEUopPUWWsPrmDB7Ga6dASCsxmkK9RBVUzQaq3CkhV09gy9d2sLraQmtxpUOmjAYrJ4g58z2v0iJl6+TmllTb7uNJQz9xrX9V8OX89beOwkpZd1N40JTl5QJMPMmx//o5JX7l+C7gZr22b8+j6IHgZs5xW0JQx8PM3ow+E6vnn9zvXn2/6uDCEXMUs4Gf98IU0Mm7/3ZGD/zX68hEld55W93U5pxOPNxfl5JlJvLUT78KUokgrQd7Ilx/FoQgM2/9Q5GextC14P+iXwuuJdaFWtoGHtkBOnLgCHKdSl99BF6eztCUXEPzaBEIwGZgueRf+NN3NzNM379xCO4bZBUCiNUCgupGGfGTsHYKUCiREM0fG4vkU3dwcOPRNoe2e/to3p68ManEQrRth7USDQo9VHvwa9UBlHj4qeXGP/mPtq+9ghOtkzx00tU+6fIvnea9q89QmxdG9ZUET0dRUtEGPnjoO8i+/5pkvevZvV/8QUKh/uQjkuovQFrNMfEdw8Fp5CS2KYOOn/lSczhGZJ71iIdj/y++c1H1fFBht/8c9KbdmMk0liFGfJnDlGbvLlG+cefjdDVo/Ff/c1JyrPZiXBUkEhlWLtBR9XAdeD/+e1C8JIvMcf4Hpw+ZnP2hD3XwiP9K9v7HnzwVo2P360F/Pizvzt60FpQi5mb8fl//nVhbh69SVHzG2Kq2kvRGicT6aYttokdrS8zWjrNpfwBfOkhEPjSIWeN4nhXyi6ytUFMtzTbnC3wpU/eGsd0i/O2cTxzXrZCaCrhTavrS9lLiTM8gT1wY7HKetCyNkYl79C7fwar4hFJanRsWbyJ1bV89LCCEVawLosNL172Gqxt19ze1KUKlbzD+kcaGb9YxvckyZYQPfenGTpRoFZyiaaWXxN/K5BSYl0YvHtlEItAul7duj9C0+ZFaKX0GRr4ANss0ty6nWRqFb7nkM/2MjZ6CNu+cT25mkiSeemV4NieB4qCb9bIvff2fA0KoHLyONENG2n56s/hWyZuvsDUd/8Kr1Cgeu4skfUbafz8T+HXKviuS+3CeYyW1gXPjTUyTPXsGdJPPEXywYeRjkP2h69R670InkfunTdJP/M8ja98cfbGBdL3Ke3fhzU0xLUHlJ5ft8G4nNLgy9ATabR4gpHv/wf0ZJrExh2MvfGXGA1NND/6YuCMrRCklDiTWZzRKaT0Mb0qMS1NWI1j+zViWgOGEiXvjKMIlUmrn+HqGVJ6C2tjuxkWZ3CkyUjtHBE1ieDKfZbdHCO1MyS1DP2VI5h+FZCElTht4fX0VT6l5MzQGd1Me2QDRXcKb5bUwitUAoduuWQDqlKX/sDOpxuoVTyGTlcwq97ySlo0lfo8i7uMOlmK5PUiLnJpvQnpy8V/J4OG76u3u4yrqWUlclnD6vuS/d+dItlk8PyvdNC2JsKv/c8b2fftCQ69Ps1Efw3b9MF1sAauISG4zA9hmVj9/Qt+Zw0OLvoM+DUTq++qnsPLjoSUC89RJ+5BK/Q/Blz5liObuwmvbaf4wQmiO9ZQPX6J6M41uMusIVTDESKtXdyrk4I5kg28ec8HX5J97zRqNETivh4q50bxKhYTf/0J1b5xUnvXkdjWhZOvUjxyCW/WWHCyZS79y1fJPLGZ2OZOhKZgjeYonRycl+mZeesEvuuT2NmDNV5g9E8+wBrLz78g6VMd6aM6sjQNWz1wXUkiqdCzTmeo30XXBZu2G6zdoPPdb5TnSpWWa9z7PnCddd275jhLHVf6d6ZSxfIqjJXPMlG5QE9qD13JnYyVz1J1clScPK5vk6sNM1NbfKIy3SKOV6NkTTJaPn3dc6mpeN1lUPiS2qle/PIytQiWicFjebY83cLz/+l6ssM1OrcliWeMRXsoBo/n2fNTHbzyX25i7HwJx/I58t1RzLKLoglW7UgRazTo2p4iktLZ9kwr+fEak70VZoaqFCZMfvTvL/H031xLQ0eE4qTF6t0N+J7k0LdG8G+g6L2i8DzsgfEF2R9FVzASyy/XsIvWDSJ5AqEGdN8LoCjBFHq5TsDz69YkCSKY8+dM37MZGz3I+NhhFNVA+i6+v/zIqDU0wMQf/wFqPA6qhnQd3Hwev1pZsK0zPcX4n/4hekMGFBW/Vp2jm3VzWab+8s/RMo0IVcUrlXCLBapnT+PksvOvuVZj5vXvUdz/MSIUQjrOFbpZwKuUmXntuxTSDaixWGAQVcq4xcLiRBW+v3T0YwUQlOu6uNVSkJHRdIQQ2Plp7MIM0a411Eb7V+x8ztj0HMVs1SsQ1xpRhUbRnSShNaIJg5pXwpMOZSeLxMfxTSQSRShXLdUL3zE5Gxq5/H+AkBojqiZZHb0PHxddhHGkOc8p8eso4wGC570O523V1jiP/HQLM6MWR96c4fRHeWZGAhrzJeEuzKrd6JrqcShXEkFpU50OqOvdlQzL+t1J1u+5MWualBK75lOYtDm3v8DOZxpINet87m918fjPtDE1aDLRXyU3YWNVvLpeUd+T7P/eFIWp+jKRt4KfOBa3DQJF1fE9h8svrKIahKMNuK6JXSsCEjUapnZxlOqpAUKrWigf7UVNRgl1NmEP35giUk80EGporruZ9U4h96MzXJ1Qk57P5PcOz9vGt1wK+y9S2L90uYGbrwT7XbPvZQghcMsm028cY/I7K3Hly8NH79TYsTvE3/vvGnCd2W9aBp+//Wr1rrPm3C4Yaozm6BqqTg7HM1EUnbCWwPXMObrZvDlKyZ5iTfoBVKFjeiVUoRHVGyhY45TtaSp2lunaAKtSu5BIKk4ORShEtBQ1t0jevJLxU5vSqHUw0ABIx8E8W0f0RcLImSL5MRN5lZOQHzM5/9E05mwPxYk3J5AS1j/cSPtmjQsfz/DJwCDrH25cIIJ36WCW7/+Ls2x+spn2jQkmLpbnImiarrD56RYyXQHV48CxPGseaADZwPEfjJMdqSJ9OPrqGIUxk63PttC8JkbvgRlO/HCC3EjgMLmWT+/+GaYuVeaqW6SE0TNFStMW/gppTXjlGs74Qpajph2t7P7Nh+Z9pqhKkF3zAk54oSpzarQH/pcPyZ1bmi1JT2dofOhpJt9/bX6TsVBIb38A6bkUTh2evU9ZPxWnMr+/QQgFXY/iOIG+kefeREZGStxCHreQX9bmfrWKVV08gOSbJvbo/Gz3tXSyc6d1gpKIpU/k42ZncG+CnWql4Vs1hAAtGsetllGjCULN7TilPHosiV0P68UyYPeNzM3BplehyejG8qsUnCnawxvwpYfjW8EzNLvh8t+Uy1teeY486WD5FQarJzH9gNzAl968/gzpuHWtC0KIuoz4H/7BCCd+lGPnMxke/EIzT/xsG5eOlTj6zgz9J8pU8s6CgJRfs+q7Jl2tW0doxaAIlNjy+6nmSqeujcrdAWx5NMWX/vOeWzpGIqOTyOisvf/mGCBt0+PCocJPHIsfB0STbbSveYSRC+9hVrNoeoRVW16ioXkDrmMydP5tsuOn8UpVjO4mpOshDJ343o0YnY042eVRuUVaOlHD9VFv/gQrh9yMz//+P+Zo7VCJRASeB8W8T3bauxvz2B2DgkJzdC1RPTVryEocv0Zv7hNMN1hQHb/G+ZkP6EnvYV3DwygiEB1zvBplO3CaPenQl/uEVald9KR2owoNicT1bS7lD8w7p96aqXsxc7NF3InlG1RSwqG/Xli+OHA0z8DR/JXjWj5HXx3j6Kvzjb3hUwvrpz1Xcua9Kc68t7B+3K55/OBf3kBYEvBdSe+BLL0Hsov+3iy7/PDfXOOYSzj07ZVVxfbLNdyZ/ILPqxNl+l69MPfveHuCtoc6yZ2dptCfx3c8Ik1RWna3M31yksro9ec3RdMJZVoRyrUlIBItFkeNJuYci4DBpH7H6epgTCicZsPmL9F34XUq5eU3+f8E9cEpFaiND6OEIpgTwziFGTpe/nk8y0QNRyic+XTlTub78wgbTK9EWE1QdrNU3DwhJUrJnZ5jsVsMmjCIqmlCSgyBQkLLUJ3NcLi+jY9HS2g1FS9P0Zmi5hUputM0hbrI2+Ooio7plbH8q7JWN5URWn7g0K75DJwsM3CyzHt/Osaa++Lc/1wjX/n7q6mVPU68l+XEj3KM9VbxZrMYXrGM9H0Eyyu5UkIGavzuUOILXVu2hgUQZOkK5bsq5PkfG26LYyGlDL7Ez4iSb12YZYW6UYYgnu4klmzDnw0NZNq2kmnZzFj/J0TiTXSue5Jitp/axVG8iolXtagcuUjq2ftx82XMCzc2CISqEWnpRtyLfRV3EFJK3FINfxHGhzsB25IMXbo7575bML0SJ6femBW+U5HSx/aqOP78SG/VzXNu5j1CagxVMZDSw/Zq87azvAoXsx8zpB5DU4zA+fBNbO/qSLVA72ipu7/Cnczi3gW+dU2HWFyhWvZZQbKNuw4vX0KaCyNf5ZES579xCgA1pHLf332AS6+e59w3T+NfrkUW0LS9hW1/YxdqWIPSIhE0IVA0A0UPmqsVI4R0r+6z0dFTGTxrfjnJrTata1qYUCiJ5/0YfVn3IKTrMPmj1wLWQt9n6uM3SW3djRaNUxm8SHV4ZUpUIYjCX02JbPsmk1YfBWcKxzeZsvrnmJxm7OE59iZXWkxbg3jSnW3S7sKRwfPWaHTjWn3UPAdHWvRXjtIUWoWmGJTdLLZv0185RnOoh5TRhicdKm5+xe6pXri2T63kUc4FxCKqBtseT7P7xUY++d4UH35zHKvq404XZiP6yysxEmED9S7JDKipRF0McEgfd+rmG5FvBb4fBJbuJnx3KanZ24fbY5F6PqV9pzF7by5apmg6iXXbcEp5aqMDSyrw3g1Et64mtmcjqNc3cAwjjm2W8FwTVQvR1LGT3OQ5Rvs+JBpvYdOer2OEklRL45gXRwGoHO+jdmEE6XqL0qJdCzUcJdLSdc+WQd0puMUaA//nD/DK905D6X8McH0L179xvbAvPWru9ZlQJD6mV5rTJFkAAXp74xK/XBrO2HRdbFArha07dP7u30vye/+2xKFP7lwK+lokGg0y3REGjq4MB747k79h2ZEW1UmvbWBs39AVpwJAQmmoiJEwiLXFqU0tLAPSU41k9jxOqLEFo7GF9he+gn9Vn4VqhNHiSSbe+/6K3M9luK6F61oodSgifyZwmdL2cjBssX/PloUJIQIGojqE0m4GvnUlYOCW8szsf+f2nKdSw6tcOZePy2D1CkvgUO1KT9dlticA268xVAuc5LKbpewuniUEyDsTC0TzbL/GSG1plefbDVUTpFoMNj6Q5L5nGmnuCTNxqcbrvzvEhUNFfFey7ckGnv3FdsZ7q5z6MI+XL+EVKyiR5THuCUUh1NNOWVXveImR1ppBSSw/YyE9P1gH7gLOHyjwXf/uKr57riQ/fmfXoNuTsbBdyvtPU953/WbMpaBG4iR/aifOYJbcvk8WbzK7S5C2S/T+9TesebwiZiSIJdsJx5sY7fsQ6bt4ngVIFEVFTUTQMgmswSm0TJz47g24uRKVY31zWg9LIZxpxUjWQTh+NyAEim6gaEZQ1jCrBCl9D9+18R371sONnr9AA+OzBYGi67NR2stsNRLpefieg2/b99Q7cDcgdK3u/gp8iXOXaFEjEUF3j0Y0dncaHC+jdUOc3V9oXzHHwsuXkTcwJKTr47keTTtbmTkzjV0K6rdVQ6VxSxNGIoRrLh44ccsFSuePI9duxsg0Y+engzli7tgutfEhKpduXD5WDywzT27mAi1t9zE2chDPne8w+75TVyP3bYMQCEND6DrC0FDCoUCZORZGiYQCMbWQHvxeVwOGKk2b+3nB35oKuobQg5+FrqHVQdu7ktDTjSiajjW9MlTpftVE3kPsZXcKD36xmSe+1oqqKVw4WOCtPxph5FwVs3Llvf30jWm2PZamqStwJLxCGXcii9aSWXagMrS+GyUWxi8uJCe4bVAUwhtX1aWd4pcqOOPzHQuh6iiajmfVJ7RXLy4cKnLhUJ30wj8GuD2OhecFIjs/hgianG5s5FXLUzR37aK5exfppvWY5WnK+SCDo2ohEAq+7xFe30lkQwf2eI70c7vRm5IokRBesUbt/CwFqhAoeiiI1sWSGOkmQukmYp1rUcOReedVQmGa7n8Ct7p8VVzftcmdOYRbvgXj4xrn4HI2JdqxhnBjG3o8HaheK2rgVFg1nHIBKztBdayf6sQwXu3WlXyNZIb0lr2L1GZf59J9j/zZT7ELKxPVUEMRGrY9iBq6kq4tDZylOnpp3naKESLc1EGscy3hpg70RBo1FAlK23wfzzZxK0Ws/BTVsQGqY/24lRL3Ukd4uKmD5LrtC8bbdx1Kl05jTo+uyHmUSLhu/QqkjzOxdLTxswzNUDAiKrWiAwIiSX2OpvgKBMmWEHpkZSLQUkr8Su2GdGNOxWHo3X62/OJO0usyFAcLSNcn0hSlaUcLU0fHKQ8vvthK16E61IdTzKGnG5n++K3ZZ/72wjDihMJpGps20di0Gdsuz5vTJieOMTF25LZfxzwIgRIJocQjaE0N6G2NaM0NaJkkakMSNRlDiYYDjQNVDYJdaqC2PS8L8RlBbNUG1GhsxRwLaTn4dbKF/TggFFY4+Oo0pz7MMTNqzfVRXA3PkfQeKTHRPytCa9lYvcOEt69bNg2u3tFMaE0ntWMr6+RfD2oyRmTH+mU/11JKnPEZ3Oz8+SbW0kOiayMTR97Cd+9eRvnHFbfJsfBvyHMuVA0tlkCo+pyh6Zk1rjWaFMNADccQQuCZldltrj6QQIvEUUJhpOcGysqzqXM9kcZ3bDyzCkJBTzYEFICVIiDQ4kmk6wS/XyZ8015WE1Ap208xO0DHmsfwHJOBs2/gOsF5ovEWXKeKY1cIRxvxTQe9KYne1sD0X7xH4pGt6K1p3LEKidWbCWVaMJKNGKkMaiQxmwHQ5wk8XYZqhMnseGTZ9wPg1sqUBy/ckmNxuQ5aqBrxVRvJ7Hgk0NcIR2fFYxabCOQsT3SN2uQQuZP7KfWfmRehrBd6MkPz3mdR9OU3+fquQ3VsYEUdi8zOxwilr1CjKrpBbXwwEMsSCtH2Hhp3Pkasez1aJDb7XS4+WUop8W0Tc2ac3OmDFC4cm1dOcLcQbu6k45mvEG2fry3hOzbZk5/gVlcuUiPCRqAOWwek7dZNM2sYsHOPwa69BuGwQn+fwycfWExNXjGmI1HB1h062+8zaGhUqFYkJ4/aHD5gY5lXKcMDsbjg+ZfDbNqq47lw5JDNpwesW+67WPdgA3u+1MH3/sU5hCL4qX+4mXjDNeMjINagM37+1h12APwbz+sQcLoPvNmHXbToeqKH5vtaUVQFM1vj4rfOMvBWH27t+tF/t1Imd3QfnnVnIs4SiVnLMjpyYNHfW+adyYgKQ0dtSGCsaiO0tgujuxWtrRE1EUOE9CCz8BlyFgCEbqBoNzI1gvV4sTXtZrEcJ7gehIiQpokpRvGXrNm8+/jwrybwnKXFWAFcR/LhX07Mo8eunewl+dIjiGUGcETYIP7oTswzl+qme75ZhLevQ+9sWf4OUlI71begL0zRdLRQtC618Z9g+bgrGQstlqTpoeeItHbNlscEbBFT+36IOXmlL0NPpGl7+ksYDS0oRgi3mGdq/1vUxoKaNUUPkdq2h+SGnShGCKTEnBhm+tD7OMUsTQ89j1suMPXJm+jJBro+/0tYM+OMv/NtUBTanv4SxYsnKZ5dfiTKr1nXF1uZhevUGDj7AyYGM7hODat2ZWGqFMfpP/UajlVGL1aJ378WrSGOPTSFM12cK7OKtq+m7fEvoBjh2ef/Hn0JpMRzbBQjTON9j9N4/+No0cQyFkCBUARaJEZ81SYizV1kT+xj+sj7dTl7nwUYDS1zIkfpLXtpefAF9GTDsowEIQRqKEK0fTXhxnaird1MfPJD3MrdK/8Kt3TR8fSXibb3zLsHz7bInviYqYPv4JkrlyJXQgYiVB93uW9a+HWoCGsa/NyvxPjSz8To73WwTMkjT8Z5+oUI//s/LTA6HBgTa9dr/Kd/P0m14pOd8dm0VeUrPx/l9/9dmW/+yRW6V02Hr/x8FNeFyXGPji6Nn/rZKP/HPyvw5mu3ZjDnxkwu7s9i1zzijQaZzgin35vELM832Ns3JjDCK5Sx8PxlqzJ7psvw+wOM7R9BNVSECBRq3Zo7T0xqyXO5DtWBG6tdrxRsq8hg//vXu6Lbd3JVQWtKE960msj2dRhrOtEaEgED2mcs67AY0tv2ktx03w2305MNK8oK5ddWtmrCx8fGvKd6PheDa0uiKY1Us4Gmz392PFcyOVDDtSXONbTY9sAY9uA4oU09y16XIrs2Ed6y5o5kLdR0guTzD6LUoWHhl2tz12YkMqTX7AShXOkvAvR4mnTPDrRIHM+ukes9ilPJE+/YgBaKoEWT6OE45YlLlEYugPSJNHWR6NiAGo6iqBrVqUFyvUfRQlFSq3dgxNOYhSmKA6fx7BpGspFoYxe+axNt7sapFsmePxgEGn8McXscC/P6Kcjkxp3EezYy8eFrOIUcajiCnmxYUL4TX72J7LGPyR3/BDUSo+XRz9G49ylGfvDnSNchufl+Mvc/Tu74Pqqj/WiROI17nqT1iVcYffMvcUr5QDxOUQhlmlE0DSPTghKOIJQgg1Fvml3WlpexAPAck0phYSlItXQl1Wv2jhJa1YwSDVH44GSQmSmbWMPTREKdCPXej1BJz0UoCk27nqRpz9OoRoh6nSAhBFo0TtOuJwHJ5MG357HBLPtafA/PNoPJQ1XvmbEzkmnUcJT4qk20Pf75uSxcPQgcjDDpLQ+AEIx/8D28u5C5iLR00f70V4i2r0JcVX/j2SYzRz9k+vC7K35dQQ14fdOVb9rLNoQBNm/T+blfifM7/7rEW6/X8P3gs//hf0nz+Z+O8vv/roTnQd9Fl//pv80zPeXhOJJ4XOEf/dM0z30uzGvfqVIuBvNDJCKwTMm/+McFJsY9UmmF//9vZ/jiV6O884Z5Sz2Pk72VQLPCh3gjFKcs9v35MOXs/Pvd8mQTu77QfvMnuhq+rFtkyjNdvCX6Ka4LRSXc2oGTz+LVKvM+j3Ssws5N4614idSdNRiFrmGs6SD28A4i29ejNacRhn7PzFkrBaOhCd+2qI5cuu52sVXrV/S80qn/uQsTxcEmRASBoEYFHw+DMCHCWNQWOBYhwuiE8PGxqOERnFdDJ0QkIKagin895dMVRFN3mK/9N2vo3BglHFNxLB9VEyiqYOBUmT/5Hy6SW6SZ16+aVPafJLShG5ap9K3EIqS//DTOyCTudH5lb+RqaCrJlx4htK5r2btIKTFP9+EMT6JoBi07n8E1K9Smh0ivu3/udVf1EK5dxSpOk+zeTPP2Jxg98H2izd2kVm1l+szHSNehefsTOOU8rlWhZefTFAdOYVfyNG9/gtzFIwhFpXnHUwBUJgdIdW9GC8eYOvkheiRJ844nyF86TmVqMOgzvaqkPhRRiKY0fB/KWeeuM0ndKm6LY+HXrOszhwgBioJvmVjZiVkDMmhYvRrm1BjZIx8FZR9CEG7qILVlF2o4inRsUpt3UR3uI3f8kzkjVEqfzs/9POHmDsypURJrt6BFYoQyrZhTY6jRGEZqtuFZSpxCfTXYvu2siIKjqhp4votftci9fii4/dnjFt4+gvR89K4klaELS/YLaIk0oYb5FJy+62BOjeDby4/WeLaJb998BFVKSWLNFjI7HkU1wnOf+Y6NXZjGyk7ilPNIz0MxQhipRsKZVvREw4LUt2KEyOx4lOr4EKVLp+q+FnN6jMHX/gjVCKMYIdRwDC0cRZ39Y6SbiLZ0z2UP7hS0SJzUxl003vfYnFMhpUR6LnZhBis3iVPM4bsOim6gJ9KEM23oqQzKNXTCiqaR2ng/tYlhsif33Xrzex24nlMxffg9pj99P6CSXGncDFuN69UlnPbIE2EUAfmcz7oNwZiHQoJCzmfbfTqRqKBcktSqkuFBl8YmhURKJRQS5LI+7V064bCYcywcG95/y2SwP7iGyXGf82ccdu4yCIUF1cqtfW+X16XStM27v3sp6Le45pDlrM3M4Apl/+TyHQs1pNK4tZn0ugyKcU2Zn5QMvn2J6uTSGS0tGqPlqc8zc+A9Kn1XGHaEopDZ9SjV4Uvkjnx8s3dSFxLJbjQtRC67QhkURSG0rpPE8w8R2bEeNRlb0RKgew1S+pR6T5M/sf/62/k+aihy3W3qOm+datIKCmvFNkyqaOgoKAzKC1QpESFGm1iFQZgz8hAugb2RpokusR4HCwWNSTnEDOOEidEjNqGgoqJSkjmGuHhHSqh2v9BIsknnG//8Ei/8Wgf7vztFpeDy0JeaOftJnsLU0gG7yqHTJJ57AKOrdVnnEkIQWt9Nw9dfIvvHr+HdDmpvVSXx9F4Szz8Y0P0vE9K0Kb17COm4GOkWjHiayePvYpeyKEaYRMcGAMz8FJ5toYWi1LJjpHq2zR2jOj1MrvcIqh4i1rYGPZ5GSg9VD1MavYCUksz63Xh2DT2WIta6munTH+FWS1iFaeJta8mePxRcj+eSu3gEt7ZwjLY/2cAX/rNVVHIuf/bPehk5t3IVG8kmnY0PpFi9PU68QcexfaaHTHqPlBg6W8aqrrzDe1scC69qXndBL54/TqStm/bnv4qVnaR44TjlS2fxrslYWNNjV4wUKXFr5SCCrygo4Qh6PEXp4sl5kW07N410HUKZZqqjA0EvRzxNqKmN2vgQ4eZ2Qo1tgRpppVR3uUZABXtr9YRCqPRsfZmxS/uolScX6H1cHrvy8AUqo0vzejdsf5j2J780T8fCMyuMvvvXmDP1NcBJ7+YZT9RQhMb7nkDRjTljuTx4juyJT6hNDOJZtSvlD2JW5TbRQHrj/WTue2xB2ZQaiZHZ8TCV0b66ewl826Q6cs2YzaY9BYJ4zya6Xvw6WuTOigqq4RgtD74QlOwRZFaqY/3MHPuIyuglvFoFedVzIBQFLRonsWYrTbufxkg1zhsjRQ/RsO1BSv1ncEp3hqM70tJFxzNfJdLWPedUBA6kxdSBt5g++sFNZZmWg8uNqfVA+n5dWjqdq1QaWxT+/j9KzinTCgGaLhgd8eaao1ev0/jV34izdoOGYwc9BR3dGqWiPy9PZ1tyXm8GgONIhFLX+nhD2FWP/iP5RX83crrE+IUV6rGQkgWSvYtAKII1L29g+9+4H7tsYyRCeLaHZ3tEW2JMHRtn+EfXp2BUjDCqEVqQlZC+h1MuYjQ039Kt1INEshPDiK+IY6FmUiRfepj447tQU/HZ/rMfbxROHwnm8RsEQJxSHrmCjbQ3Yi9bDGGiFGWOfgJn9nKWocAMUkp6xCaudpKTNGBh0i/P4OMhkQgErXThYDMgzxIiwgaxk6ycpMTtn6tb10Q4+UGOkz/K8dAXmxnrq9J7pEQp5/DcL3dw+I0ZSjOLz9NetkDpnUNkfvFzyw++CUHswW0ohk72L97EGV45gUklGibxwkOkPv94QFRQR9N29fAZzHOzZfOqjvR9/Nn1ybNNpO8hhEJm417ibeuwilNo4TjBRC8C/QuzPJtdkLPbC5xqGaeSp/W+Z/E9B7ucw6kUCCWb0IwIic6NQZ+oEFQmB+bKnVyzumSjeCyl07UxRrXo0tQVXjHHYvMjKb7893ro2hxD05Xg1mYl5mpll9Mf5Xn9d4YZPldZ0YTt7clYVK3rcse75QKjP/wmkdZOEut30LT3adJbdjP+7newZq48lL57TQSurhsXuOUCvmsTbmpDT6TJHd+H0DRCja0gJVZuCt+tz6BersbE9aCoGrFUO6p2g2bUWSN9SSy2yEvwPfeWHIV6IRQF1QjNNhlbTB95n5mjHyzeJyEDzQI7P8Xkobcxs5N0PP1l9HiCyxO2EIJo+2oizR1Uhntv/QJnlXklN7fYrASEoqCGgmyO77nkTu1n8pMf4lYXj/BIz8cp5cke34c5NUrXi1/HSDfNTaxCCEKZVmJd68ifOXTbrz/S2k3HM18h0rpq7houN5VP7PsB2RP7buszd1MRXc+vK7toW5KRQY9/+PdyFAvz97MsSaUkiccF/9l/laCtQ+O3/3mB3gsulin5G38nzuPPzG96lPeARqjvyXkNmreMZRxKj+l0PdnDwJt9nP2Lk2z5pZ2UBgsM/2iA1S+uI9oSozZ9o4XzciDiWkPiKv2FW4Sux9DCAtPMoygq4XDDoscNRzLIW6WaVRUi29eT/uqzhNZ0Lktk9ccF1uTy9KzKF0+tbDPtTWRyfXyKZJfILCw83iQj9LCZzWI3WTnBBEP4QEwkiRAnLCIIFHRC6NRHPnGz8Bw5O4ySSt6heVWY3iMl8pM28QaNSFxd0rFAQvnjY0T3biG8Zc2yey1QFCK7NtPS0UzpjX1UDp7Cy5dv6juAgMQgtL6b5MuPBixQdZAWSClxJ7IUvv/BXBDYNSsIVcWIpfGsKqFkI4qqoxphkt1byJ4/SGn4HA3rdhFON199sIXH92ycWhnfMalMDmLmJ/BdG6dWwirnyF08TGViICjHVpSrMvg3Hgs9rNDQGgQfVV2QyOhEExpCAbPsUZxxFvTGLIWe7XF++Z+sp7n7GodMBDG6eFrngZebaF0d4Y//+4sMnFyhABS30bGQ7nVuXoigOW+kn+rIAIWzR+h65ReJr906z7G4HjwzoCsNNbYiNH0uUmqkMgjdwM4F6S07N01s1Xp818Ep5rFmJoJaTikpnju6rAjcPLgevrXwpRRCEIk3o6g61eI4eiiOEV5cmVIzImjayqV87xVI3yN7ch9Th95ZXuTa9yn1nSTb1EbLg8/PK/lSw1GibT1URvruaKnP7YaUkuLFE4x/+Ooyy88k1bF+pg6+RcdzX5uXnVJ0g2j7agrnj95Go14QaVsVOBVXiTFKKfHMKhMfv0b21IH636N6cRORXSllXcGIk8ccnvtchEhUcPbUlfu5PCdLCcm0wvqNOm++VuPTAzaeB+GwYNXquyespuqCdQ9mmB6skh26kuFTVMHWp5uZ6C0z1X/nyBAUXUWLaIwdGKE2VcUpB1G62nSVvtcu8Ng/eZZEd4r8xaXLUL1aFc+2iK/djJ2dmosAGg2NRDpXkz++OHtTPWht30WsOcXZU39JJNrItp2/uKhhq2lhRoc+uenziJBB4pm9pH/qKZRk/b1Vy8Zs8ORyICWIpMgrZCNSzpUHXvnjBhny2Z8BjJ4OlPCdMYLnXf490Mgqkcg6eiFMqpyXR4iRpFtsQJchBjmHg0NNTjLBlcycxZ1hOBs6U2bbEw1ohkLfsTKP/0wbtaI3F7W+kWHqFyvkv/UezR3NaMvVDhICIUBvayTzS6+QePYBqp+epXayF2d8Gr9cDYI8Vz2XXCakuSzYaOhojSlCazqJPrCV8ObVcxTj9bwzsmqS//Z72ENXbEmnWqQwcIrW3c/jVAqoegjftfAci9r0MJn1u4m3rwv6LWarWIIKgivnlZ6HlBJFC2HEkmiRTsKZdqRrM332ALXpYWbO7adp62M0rNsFQqU0eoF871GQfhDUvIEto+mC1p4wu55v5MEvNtO1KUokoaEIMKs+E5dqHHh1imPvZqkWll7zjYjCy7/RNedUSClxbYlV9RACQlEVVQ/Ic1ZtjfHTv7mK3/8HFyhlV6biYMVXQynlrGOx9CSR3LAT6blB6tP3g9IkIeY36d0AnlWjcOZTGvc+RXr7g9RGLqFGYjQ9+Ay10QFqkyPg+5jTYzTuepzK4EU8s4Kdm0KLJgCJlaufXlS6/qKlUIqi07PlJYxwirOH/oTmjvvoXP8UUi42DuLG2YrPGKSUmJMjzBz9sK5yGOl7FC8ep2HLXozUFWVlIQThloA17E5mX243nFKeqYNv1d3TUuw/Q2N2gkhz59xnQgjCmVYUI4R3A/rO60H63uL2txBE23pof/rLC5wKt1pi4uPXg2zJnTAIlkmYcDWEoiAUsWzf4qP3Tb7wlSj/3/8myZ/9+zKTEz6RiKCrR+PCGYejh22qFcnkhMfO3Qbb7jMwaz4PPx5myw6DSunupCeiKZ1n/uZq9v3F8DzHQkrJlmea6diS4If/5wpk/pYJ6fm4loceD+Y4M1sj0Z1CNVSkL1FDKnrs+swuXq1C4eQhmh59gXBLZ9AfZ4SIrlqPV6tQ7rt1ZePpqVPMFBw830EIBcepcuniG/hXP89C0Nq686bPISIhUp9/nNTnHq1fh2UJyMsZWNdDOi5+qYpXrOCXq3ilSvBzqYpfqeHXrDkSA2k7gXHk+uB5wc/e7M9uYPiosQit/+BXMeqh9FwhRLvWooTCQebinoIgQpQoCTR04iSpUsbGJEMLCioeHi4OQgh86ZOV47SJHmIyhYeLhnbHHIuTH+Qo5118V3Lqgxw7nmzgF/7HddhVj7f/eJTC9I3XZ/NsP4VXP6Thq8/V5WReVm83VrWhd7eSfOkR3GwRdzqPO5nFK5Rm7UMXIQJnQklE0RpTaK2NaJlUUCJYZ9nrZfiWQ+GHn1D55MR8I176ZM8doDx6EaGouLUSQtPx7BpTJ3+EkQhsD6dSCPpEpU+u98hcoMF3bSZPvIdnVUmt3oFTLTJx/D2k55Hs2kjTlocZ+uCbFAdOU5seRgvHg/7JSh6Q1HLjjH36Br53/bEXQvDQl1p47GdaCce0eXGORCM0d4fZ+GCK7U/O8O1/OcDU0OLPVMf6KBv3puacipHzVd74vWGGz1VRFFi9I8GTP9dG9+YYiirY9FCanU838PG3JlckjnvLjoU9PI24ml9eSuyRqet6Zka6keTGgPbrsgpz8dwxSr2XJ5SgxOJaA1V6bsA24wcTa+HcUYSmk9p0Pw3bHwzoZqfHmD7wzlxtvjU9AUJgTo8hPQ+3WsYpzKDFkjjF+usdpbd4xsL3XUb7DqJqYVyrgqLqlPJDTA4dnlc7D6DpYbo2PF33ue9lSN8jf/7ITdX728Uc5sz4PMcCwEg2IFTtx8axkFJS7D2Oucys3NXwahVq44PzHAsALZ5C0UN1OeULju1YC9/X6zkV5QLjH79G4dyR+VFGAZGeZoSqoKWjKLpG5cIYzkwZFEFkVRPhzgwIqA1MYw7PLDujcFOECXX2ZcxM+fzz/z7Pr/7tOH/rP0+g6QLfg4kxj74LwTtfyPv88e+W+Rt/N8Fv/bMUlbKkv8/lD3+nzLMvhuf8H9eFYtHHuUacqlaTlEv+iibh9JCKFlIpTM5fZKSE3EiNxu47mx11ay7F/jypNWmGVUH27DRrP7+RzT+/AzWsYSRDWMUbN/gXzxzBty2Sm3YS61mP9DwqA+fJHzuAW8rf8nWatRxuMTiOlD7VyhT5XN88thaAeLwVXa+/J0uEdFIvPULq5UdRIrfmVEgpkZaDVyjhjE5jj0ziDE3gjE0HjkTNRJr2TTEhXQ3f0O9ahjjc3IEaid41x0IiycoJHObXwasoZGglIuLUKNMo2tBklhnGkEjSoilgkJIVJhkCIMsEvvRpEC0IBBVZvGM0tblxm9z4DAClrMOf/I8XybSHcEyfmVELfzmMQ55H+d1DaE1pEs/srYvi9TKEEIhICKOzGaPz9vdE+ZZN6b3DFF//aNHgr/Q9rMLUwv1cBzN3pSfVswPbcV6TtZTYpSDDKhQVNRRFj6UQCELp1quOK3EqBZxrqOB9x8JeJqlJInP9sTbCCns+14QQ8Gf/U9+iWYaebXEiyaACxDZ9vv9vhzj8gyuB9MEzFQZOlfmV/2k93Vti6CGFva80c/iNmXkK7TeLW3Yspv/8nQVsLdK0iTesIp4OjKBqcYJi9tLchDVz+EcUzh6ZEzHzbCugfZ01Ujyzxtjb3wpq066a5Et9p6mND+JUAuEt6djkjn1M6cIJ1FAE33dxy8V5Dkl15BIDf/W7c7Syvm0y/u53QFVnhfLqw1I9FlL6FGcuXfVvj3J+mJnRk1xrPalaiNaeB+s+970Mt1KiPHBzXNbSdbDyC7NHih5C0Y1bYqy6l+A7FsW+0/Oe6WVDSsyZsQUfK1pQJ3orCcyAQezqZ1QQbe+h46kvB1mjq5wKp5hl/KNXKVw8sSBTIRSFhsc3EdvQTvn0MHomTmrPWob/6H2k45HctRolpKNGDJpe2En/v/kBzvTyWESk54HnBWITy4S4rEJcB/ouuvzPv5WnqUUlHBE4jqSQ8ykWgvGREj58z+L0CYdUg4LrSKYmfCSw70cm+Vzw3Z4+4fDf/maO6Yn5Y/TNP67w/b+qUquunJHh+0G5i3GNwvbllPedpi70bI/e75xFaArSl+QvZBl85xJrXg7oRPu+d47y0I3nXul5lM6foNx7ZpYYwg+e1dtg+FYrU1zq/eECpwKgXBpH0+t0DBSF2EM7SN6KUzGblXCncpjnBqid7MW6NIKXLy0Q/LqXoacb0eOLlwXPQQiMptYFBC53EhLJEBcWfO7hMULfokGQHFPk5EJjVSLJMUlOTt6OS50HISAUU6/bnpIdC4xaPazgV71lLUF+1aTw7fcQmkr88fvrFii9U5BSImsWpXcPkf/u+3WLotaL/KVjSN8l3roGKX0qk/0UB289g3o1fE9SKbhMD5mUcsHqnmzUaV4VJprQUFXBzqczXDhU5L0/G1vwfbaujqCowQNRmLQZOHnNOith8FSZ9/98nJ/9/60hFFXp3hyjqSscNHLfIm7ZsVjqS1QTBuFYhoa2LRSn+ijlBpEyMMil514/WyB9nMLMwnNZNexrWYKkxK0Ul3QSpGtjZyfnbe/cQrRruaxQucnLRvbC2cj3XWrlKfwfo0i8lZu8aXYiKX18a2ENuFDUO04LezvhlPJY2ZtnzHAXy0oIUbe+w7W41lgLnIqvEG7pnOdU2Plpxj96lWLfySW7koUQ1AamGfvmJ+ipKKv+zgtEe5opnRxi6o1jKLqGGjFY/fdewWiML9+xcD2k49V1r8LQETcRabMsGBlaOmojJcxM+8xMzx+Dq/epVSUDfQvf7+mplS+XqhUd8mMmO19sY+pSlUrORghBy9oY6x/K8MlfLq95diVRuJSf+9mzPc79xUkG3+pDAuZ0Ff96PXhXQWgaaigKArxyCZCzme6VHUffd7DM/KK/K+QvUa8uT2hNB6kvPIESj97U9UjHxR6aoPLJCapHzuJMZK9LiHIvI73tAVLb9gR9MteBFo2TO7bvDl3Vjw8SGZ2v/terSTYGc93lqVxcE1OREopTDt/+VwPkJ5cpdFkok/vmW/hVM8hcxCL3FOmAlBIvW6Dw+seU3zuMX739QUjPqs1RyK4YrhpSx/Y5/m6W9/98jNGLNexa8N6HIiqrtsV44dc62fhACiOisPdzTRz+wTTFa5rxo6krZVTlnEO1uHDukBLOfJxnetikc2OMREandU3k3nAslkJh6iLFmX700DKbfz4r8HzcfBk3Pz+ycu0DvZgw3mVI32Pg9Ou4zo9HJB7Azk/fvH6BlHM0cPMgAH58+N3tYvaWFMV9ZzGHVszTk6gXl+liL+Oyova1ToWVnWD8o+9TunT2ukad9CVurgy+xKvZeFULNRlBS0dp/tz9qNEQvuOipaJ1ZROk7QRlHpHQsvdRwqFAvfjHHFbF4+Bfj/LK39/AL/yLHUwPVFENhfaNcWYGq5x+d2FE9U5BMYIyLc/2qIzXF43Wkw1k9j5BtGcDbjHHyPf+FIDU9r1U+s9jZ1fuvjQtQiSaoVqdxnMXm8fq0EOIhkm++DB6R1PdRpiUEq9Qpvz+YUrvfYo7mf3Mk1cohkHx/HFK546z9DgKUtv23MnL+rGB6/gMn60QSQbmnBFW2PFUhtyExci5Co4lSTUbrNkZZ+h0BbNan4N6uZnbHZ8h+blH0Tub777uipT4jot1fpDC6x9RO3HxM+t4CwViqeC7k1Jydl+eb/zzS2RH589DtZJHftJmZsTi1/+3TXRtitG2LkLr2sgCx0I3rnw/tuXj2ouv2flJm5ELVTo2RFFUQfu6CELc+pRTt2MhhIIeSuDYFVTVQNXD+J6DY5VZfNK43hUKNCOKqoWQ0sOxKgto/VQ9gqaHEULBcy0cq3KDY95+5F/9hNJHJ1GiEeIPP4jV20f1xLklt1eiEeIPPYASC+p0zfMXMM+vkNjSvQDpYxcXZpjqO8bKXMq9DKeYXbTUYvlY+UGSvjfn1BnpJtqf/NKC8idzeozxD79PefD8DSPFQhHomQQoAjVioEZDeKUayZ09RFY3M/x77yKlJLmzp77rNG18y0Zl+bXuImSghJfviHyW0Xsgy1//k9NsfrKZTFcE1/I48JcjnHhrktLUbRAsvAEUXaF1TwddT/UQa40z8HYf/a9fJN6ZILk6zejHQ8jr0OAKTafxoacJNbZhjg4Qbu0M2AQ9j2jXWoSikF1BxyIUTrJh85exzBwz0+fI5/qwzMIS5BvXR3jLGiK7NtVtfEkpcUamyP/121Q/PXfLekn3CtxqGTs3TW3s+tol4fbuO64v9OOAatHjzX9/JZD5wOebiKU0vvPbgxSmbaQflEDd/2yGTQ+l6sy9BZCmRen9T7EujZJ4di/RPVtQ04m7kr2QroczPk35o2OUPzyKN1O48U43AbUhjV+pIu1rsjuKQI3H8au1OSa1W4FuKHRuCp57q+qz/3tTC5yKqzHWW+XwD6bnlNXb1kS4cPCaih1xhUlLekG57GJwrEAsT/ogVGjsCC2mVV036nYs9HCCdfd9mcJ0H7FUJ6FoGul7TA4eYnr46LINJ6GoNHbsoLlrF6oedOGXsoOM9X2EbQaDlGpaR9vaR9CNeMAH7DlMDh5mavjokgaO0HXCmzZg9fbh125PRsCZyOFM5NAyDehf6KJ67CLO2NKGtfQlvmWhptPE9+4Cz/2xciwClqC7Vxv7WYFbvXle79sF6XtI10GLJWl7/AvEOtbOV3K3TaYOvU158Nyyrz22sY32rz6E1hDDLZvUBqZBCNSwTvrh9aixMEKrz+jyTQtp1mcgC01Ba0xhLSyb/rGD70mGThQZOV1CNQJSDMfy747DLqDjsVXs+Ju7qE1VibXFSXQmQYCRDLHtV+8nfzFLZWzpOUOLJQi3djH5wetI16W1uQMInlenmENPNy65782gVp3hUu8bZBo30tH1IB1dD1EsDDIzfZZycRTHWV55gIiEiD92H0qsvoZ5KSXO6BTZP3mN2smLN8WCdq8if3z/sgg4zLHBOQHRn+DmsWFPiokBc86pAHBMn5ELVZ78+TbiGZ1a+Sai+76P3T9K9k9/QOXAKdJffJLwtrV3LHvhmzbO2DTVQ6eoHDiNMz4T9N3dBghdp/Gnv0jxw32YF+bbakokQsMXX6H8yUHM3qUFjJcLRRM0tAaZ9VrJZejs9eca34PhcxUc00czFJKNt5aVL0zbeK5EUQPdDCFufdm4qYxFONaIqkcYPv8Ojlki076Vro3PUCtPUc4NLes4ycY1dKx/kolLn1DOD2NE0nRueAopfYbOvRUsIHaV7NhpaqUpJD7NXbvoWP8kxelLWLXF6/m1hjTJZ55kZmzitjkW9UKaJuWP96OmkkQ2rr/bl7PykNywfvYnuEfHyPMQmk7rI58juWbbgkVC0Qzi3RsoD5xflkq99HxKJ4aoDU4jxnJUzo3iFmuUz4ww/lf70TMJqr2TlI4PYo7ll32Zfs2qvylPCPSOO6fQfC/A9yR+7cpiq4UUQjGNSvbOPXt6VKfn+bUM/2iAc39xip2/caXEpTZTQw2phBsj13UsLuu1uOUiauhqI10Ez+gKG96+75KbuUA+20colCSZ7iHTuIE1617AcaqMDH1CdvrGDZpGVyuhTavrjuQG5Sbv3nWnQihixQ3F5TLW1caG6m1l+QkWQa3ksmZHnFSzQX4ieO/1kMKanXE0XcFzbq0/SWgKenszWsvigpIrhctN2W62gNU7Qu3YecwLg3j5EtwMS2CdUGIxhL6IiSwlaiKJmkyuyHmEgFAkeOccy8daRqmaWfVwHYkeDr7bW4FZ9pCzc04oujI9rTfXYyEEufEz5CfOAxLbLNLQtpV084blORZCoanzPlynRrU0DkLgmCVq5SnSrZsY6/sIxypTLY5hVbPoofis8NwEjR070IzIAsdCGDpqIkFk62a0TAa9ow0lGgmau/MF/PKVRUzoOmoqiRIKIX0fr1TCLy8++SnRKGoyAaqKdBy8YglpXsdhURS0xkYQAnd6en6Tq+/fcxHrlYG8J8SN7nVI37v3Sr6EQuN9jxNt74FFDAqhqqQ37cIpF5YtfOgWa+T3z4/ySMejdGJ5QYdF4fm40/n69hECvaNpRVK7dwOXabyldfNOQefWJNufa+HV/+3mGNtuBqqhEm4I0/vdCeyihX+VESDdIIui3IAG2LNq+I5NpH0VTuGykJ4g1NhCpKOH3NHb0+QrpYdp5rAmCpSLIzS1bKO980GSya4bOxaKILxlNWqqvnIe6XmU9x2neujMXc9UCFWFu0SYoYRCQcnzLfSh/QRw+I1pfvmfrOc3/uUmRs5XcSyfTFuIrk0xPv72xLJ0LJaC3t5E6qefJrZ3KyJsXNeBlr6PVygjPR8lZCAMLWAQFcrsnCzB95Gej3RcpOXgWzZ+sYIzFlAq20MTOKNT+KXKomyctwNC0wLSj1liFKHPJwDRMhnUeCxgKlwJSHBnaclVXaAZN3YU9JCCqgmkZAHr36wQ+rLhuVeIkC8zSd0qbs6xkGBVc1xerT3HxLHKGJH0snYXQhBJtBCJNbF6x5fmPlcUFdssETx1glTzetrWPIyi6kjfQ9VCKKq+qJcc3rSRxMMPore3oSUTNHz+c4GqqOdRfP9Dqp8eDW44kyH9yksYne2gBHSUXrlC4YdvUTtzVZ+EqhLduZ3EY4+gpa9Q5dVOnyX3/dcWr39VFKI7t5N6/lnKBw9R+ii7JHvOT/AT3AtQjBCxrrUETeBiTqX36gVDaAaN9z2OU8qTO31wyTJEKSX2TAmvejui4xJ7tP6aer21ESUWxS9/9oyVxFN78EoVKp8cv2nHKJrUSLfd2fIS3/VxKg6x9viCCHSsI4FQBVbh+mVtXrVM4dRhMnufxLdM9HSGthe+Qri5HTs/tSICeYtB1cIkEh00NW8llV6NRDI9dYqpyZM33FcYOuHNa+qO+LtTecrvHb4neiqEri0epb0DSKzbhhqJkj38wV05/48Lhs5U+KPfusgDn29i1ZY4WkghN27xnX8zwIn3cnjOTUwmQhDauIrM118itK77hgJ2ftWksv8ExbcPIi0bJRZBCRvBs6Wowbzgy1kacT9wKKrm3B/puEFW4g4HYpV4nIaXX0JvasRobyf94vMkHn34ygZCoKVSSNfFGR9f+kB1wPfkXPN1JK7RtjrCxKWls/NCgdaeCEZYQcqgf0ZRBf5sz5oeVgjHr3qH5/otFh9LzVDmTGr/On1v9eAmMxZXUtXBvwWKoi5ovF4SEqTvkp88T/+p17j6hqX0ce0aRiTJ6m2vUJi+yGjvR7hWmXhmFRt2/+yihzTPX8QeHCb+4B7ijz7MzDf+CjebC8p0ale+JN8yMXv7KB84iFcsoUSjpF95kdSLz2H1D8yVT0U2byTzU1/AvHCRwhtv4ZsmaiIesNPMa9iRwR8hiO7YRvql56kcPkJ534FAJesn+AnuYQQTTuBQ+J5LZegi1dFLNO5+CjUUUAsKIVDDUVoeegG3UqTUf5ZFJylfMv3midtzoRKckSmk5y9blVUIgdbSgNaUxv6MORYiHCK8fR3mqT4Wo+no2JJg/UMZDvzVCIoiePCrnYQTC6fz5jWx6zZJ3w44FYfRfcNs+PIWtLBGrDWOU7bpeXEdG356C9MnJimP3EDHQkqKp4/glgokN98PSNRwhMKpQxROf7riegeaFqat8wGamrdiGHEq5XGGBj+kkO/HtorL6h1UU3H09vp6P6TvUzvVG4jK3gMQ0TBKHcxrKwk1GkcN31kxxx9HSAlDZyuMXKjMRaClD54nby5AIQThbWtp/JXPo3e2XD9LISXuZJb8t96jsv/k9bOtlw+zEtPTcrLSy9jGr9UoHzhIeN1a9JZmvFIZN39VdYwEa2CQ6snTOFMLtbduBq4jGeutcv9zGSJxlT2fa+L8oQK10uIZkVSTwe6XmhBKsC488HITvYeLnPhRDt+TtPZEaFtz5T3SQwqaIViKtDOR0eaek2rJXZHv46ZDE4lMDzMjx/E9l3CsESOSCpqqF0AsiFoFYnL9NLRtQdVCmJWg8VkIZc6z0vQIejhOYboPu5ZHCIVosg1VW3zSk5aFZ1n41Rr4Pl6xhJdfyBbgV6qU9+0PFmsRXFv12EmSTz+BEovh10yErhN/cC/uTJbc917DK16Ha18Cnhc4FZ97gfLBw5Q++Bi5KDXoT/AT3Hu4LHw3ffQD8qcP4rsOvufS+vBLiFkRSyEEeqKB1sc+j1stUZscXvxgt7GUw53K4pUqaOnlU1grkTChtZ3Y/UvTP6MqhNZ1EXtgG1pbI3g+zugUpfcP404EZTixh7ajtzdTOXiS2APbMNZ0Im2H4lv7sc7Nst1oKpEta4g+sA21IYE7naey7wTWxaG5zKXakCT2wFZCG1ahRMN4+TLVT89QO34B6biIsEH8id1Etq0lsmU1ensT0V0bkRLsvmFy33wruJ4GnfaNcXRDwYiqPPDVTio5G+8aWsFYxmCy99Z5yeuB9CX9b1xENRTWvLKRWHscoQhadrUxtn+Ek79/BH8Zdd7S96gMXKAyeJE5q+A2RTBD4QYamzaTnT7HzPRZqtXp5QfKZqE1plETdZZB2S614xduWxNqvVCTMUSofu2X6yG+ZjNGQzO5Y/vQYnEa7n9sUX2iSPuq2e/63oESjaGnG5COg5PPIa/qkxOhEOkHH6N85iTO9O0XwqsXvrcyEejQ+u5lOxX2wBjZP3oV89zAku9qtMFg2ytdrNrdiPSh/8AUp98YwSw6aGGVR35tPU7N4+B/6LvSDyLg8V/fiKIpfPA755CeRA+rrHu8lQ1PtRFO6EyeL3Di+0NkhyogId4c5sm/u5kT3xtk1Z4mOransaseZ98e5eKPJhbvNfE8rIFB7NFRjPY2ykePUTt9bXb0Jh20JeC5kr4jJcyyRyShsfulRsp5h/f+w1iglD77HSqqoKU7zCt/p5u19yWC6gIJjZ0hfukfr+PTN2eYGjS577kMmfYrdnKq2SCR0Rd1VFRd0LYmiqoF32t21FqRW7spx0JKSaKhm55tL2NXC6RbN2FV8+QnglIiVQsRS3ehh2KEog1I3yXTvhXXqlDKD+G7NpODh0g0rGL97q9RnL6ElD7hWCPFmUtMDOzHscrUSpO0r3kUI5wkFEkRb1i1BMf48iE0jdDqHsIb16M1NaKEQmiZTCC8NZvCFqEQeksz5vmL13cqIGA66e4msnUz5tnzP3EqfoLPHKqjlxh971uYU6NcnjGzxz9GjyXJ3PcYymx2UghBuKmdtie+yMhb38BeRMTydsKdLuDNFOpyLFAVIjvXU/7gSJBevxZCEH9kJ+mvPoczOoXVO4zQVLTG9DxxPbUxRfTBbRg97fiVKvalEbSmNHNRE0UQf/Q+Ul94AvNUH+bJXkJrOmn6mz9F9k9fD4xHQO9oIrJjA1b/KH65SnjTahp/9YvM/OH3qB4Oauzd8Wlqvo+xpgPrwmCwr5S4+Stz0cVPslw6lMe1fRpjEbIjNf7yvztFaXp+hHDrM83c93Lb8sdrheBWHc594xQDb/URaYwiVIFdtKhMVII+i0WgpzKokRjmxAgIUCNRvGpl1kC5vVmXanWKk8f+GM+9ecIPNRWvWzfFK5axh25eNHOlYfS0r3hDrhqJoSXTQf9hLElq+17MydEFhqcaia/oeW8VRlsHzZ/7EkZzC9J1MUeHyH30PtbIEEiJouvEd9yPNTp8TzoWKwGtuYGGn3txWU6FMzLFzO9/NwikLIFwUufFf7CDeHOYs2+Nohkq93+lh+Z1Sd757VM4podVctj+hW7OvDlKYTTINCdawmx7uYuD/6EP6UlUXbDn59aw/fNdnHtnjErWYv0TbXTtauTVf3yE/HAVLaSw5uFm/l/2/jvKriw77wR/57rnXXgLBLzNBNJ7X5llsjyLRVOkKI4c1d2SRiMzs3q1WrNmxF6aUVOrZzQyFEWREll05W1WVqWr9A7eBhAIhPfxvLn+zB83EIhAuBdABIBk5ZcrE8hn7j3vmnPP3vvb39e6O8n4uQKX3pqi61ADz/7Tg3i2T98bK9930vWonDg1x3rZ/Ipv/4kS/cdL7H80TSii8sxvdnD4mUZGeiuBa7qEho4QW/bHaWgzEIrAcyXn3snT3B2mZWuYp3+jY/FvkBLflWRaDfY/kmF6eBmH7q0Rth8OZIOlLxnprW6I9+h1VywmLr+LomjEUh0UZi4xM3J8XiZW0yM0tu9HC8Wxa0HVoKH9AK5dpVaZxXZtrGqOvmPfoKH9ALFUYMZVLU1QnOmfk0osc/nk92nqvptEw1ZqpSkun/o+jR134NrXSWtQFGL33UPqmScxL/VTO3ser1givHsnsXvumv+YUJQ5zfQ6MlZCIbJnF14+j7G1G72jHXtw6PrG9zE+xi2AOT2GNTvBwsWb71hMf/hKsBDYdWieNy6EINa5g5YHP8X469/Dq908mWHftLD6Rwlt76x78SOEILS9C62tEWeZBZyaSZD81MOYZ/vJfv2Fq0aX6lLlIa0pTenl9ym9diTIMAu4Elio6QTJTzxA5b3T5L/7Kng+SixM09/5Momn7sW8MIg0bczzA1gXh+f59JX3TtP6T3+T0K4tVI+cQ9oOtVN9qA0pkp+4H3twnMp7p5c83KTPvOmRVfG48OYMZsldkqGsFR2s8i2iZEowZ2uYs9fwhVegJMS37yXc2sXES99BT6RoeuQ5Jl/+Ll5t82ls0nfxpSQSbcIwlurzm7Ucprm8EiEQyCmn4uvur/BypfWrnW0WhCC0rWPtz60ThXNHEeePzwt8mFNjjHz3j5ALlX0ENN77xO0jN6uqpO59ECl9Jr795wghiB84RPNnvkjujVeo9J671SPcdAhdI/nsA4T3bFkzqPCrJrlvvrRqUAGw7cEW2ven+dY//YCpC8F6sTBW5al/tJ/TPx5m9GSOgfdnOPSlrXQdapgPLLoPN6JoCpffCyiDme44B5/v5sM/7+fEdweREgY/mOGX/vf72fV4Gx/+RSADKxTB7ECZn/2bU3i2z4XXJvjKv72f7rsaufTm5Moxg5RUT59Z5xG7fpRyDi/99zHadkRoaA+hqILm7jDN3eEVhicZPl/mW/9mgI5dUb78T7bS0B5a5D810V9j+HyF+z7TxLN/s4P8pEXvewVsy0eIoJLx3N/qpGVreH4Mw+c35nl+XYGFQODaVWbHludTW7U8l0/9YM3t2GaRicsrq3tUS5MMnX1h0WsjvS+vsdUrfvZLbwQlHCJ2+E7ssTFy3/3hfO+F0bV4MvVtC69SDSoZhr56U52UlN/7gPLR4zR++QtkPvNJZr/xbdyZm5vN/RgfY6PhVktMvvsTtGiCWNeO+UlLKAqp3Ydwynmm3v/ZInrApsLzMXsHSDx1T1BhrBNqOk700G4KI1NLFuhacwY1naDyzZevBhVz+7oWfrESyIFeoa3I+f+gtzSgNadRIiHij84lKUTQ0Ks1pFDCITzTBhnQTfS2JpR4BCUSRmgainH99JPyrM0b/335ZMbo2RKFyZtvkLcaOh7ZQv7CLNWpxRQtoenzBSChauiJdNCpeBMghEJH1wN0dN2PUJZeW2PD7zIy9OYqGwAluv5FsVeu4t+A6tdGQs0kMNbITF8XpJw3GnSrFcp9Z4Km3YX3oqxflvZmQCgqemMzpRMfUrsUVBtrQwMk77qPzGNPIzQNc2jg1g5yk2H0dBB75NCytLVrUT16ntqxlU2Cr6DrcAahCLoON9C+Pw1AujOKHlZp2BJn9GSO3EiFyfMFtj/UzIVXx/Fcn91PtTF6Kkt+LtBo6ImTaA6TbItw5xe2BOONaghF0LQ9Ma86J33JwAcz8xRRu+pSmTUxYhpCFUh35WqEEo+BL/GrixMbwjBQ43HcfH7jxHkknHs7z/f+jyGe/x+6ae4OL6vQdKUKMXSuwrd/b4DRCxXGL1Uxyy6P/0obnbsDKubYxSo/++NRHMvnwKNpmreE+a3f3UX/iRKTAzU0XdBzZ4LuvTFUTUFKSd+R4qpN4+vBrZF/2ER4lSpKKITe1IhXKAaVB9ddzGEVSqB+4epoDRki+/cuyjRJ26F29hzJxx4heuhOaufOI10vWACEQrjZ7KJJ0avW8LI5ci+8SOMvf5nUc8+Q+/6PFkvYChHI+F3RAlOUG78ol7sn5pptP8bH2AjYuWkm3/4xHU9/hXBT+/y1pagajYcewSnlyZ56Z0WlqA0fz+Ux3NkiemtD/V9SVWL3H6D8zsklLq1KOBRIHtZhvifdQBJxOQhDRxgGoe2di8fmeZgXBoLsrKIQf+QQiafuxStW8EoBF1iJhDZNv98su5i3qmKxAnZ+YQ/n//z0ksDCLeVJ7buL1MF7A8GASJRYzy58c+nDzinmsWY2RpUFIBRO09F1P9NTZ5idPot/TX+Fba+96F1PsAsEC27bBXf5/goVjYxoAWBGXu0R0jEIE6VEfn37WwOhbZ2oTekN3ea1cAqz5I6/vex7pUtnEcqtkbpdAinxLRMldDVjLG2bwofv4lsW6QcfpZxI1bXo/khCVYk9eBC1DtqptOyVqabXIBTTCcV0tj/YMq9ACDD44SzlmSCx49Q8Lr01xUO/vZNURxTpS9r2pXn1/3N2XohCD6toYZXOOzM077w6xpn+ItN9xavblmCWFs/Z0mft+VZRSD76CELXyP3oJ4vWanpTI5nPfprsD36MM75xc5DnSt774TSTgzUe/lILu+9LkWzUUXVl7n2f3ITN6ddzvPXtSSYu14KA3JWcfC3HxSNFEg1BgqqUdaiVPPSwwolXpKuQMwABAABJREFUsjz4hRbiGZ07n1z+uVmYtnntz8exqhvzHF93YCGlj22V8L3bs4/AGhzCmZwi8/nnsccnwPcpv/8h5oU+fNOieuo0yaeeoOGXv4xfLqOmUrizWbR0+upGfJ/KB0fRm5tIf/IZ4g/ch7QslEgYZ3KK7Hd+sNTmHXDGJsi/8DMavvhZko8/SuGlV5G2TXjPLkI9PaiJOGoqSXj3LtJCwa9WqRw7iZdbpcS+CqTvLsnAClVDaDfmxPgxPsZCVCcGmXr3J7Q/8UX0RGY+uFCNMC33fwKnnKfUf5abYRbhzhaw+obR12HOJIRA724les8+Sj97b3FSoFQNaCwNdZgdrfLz/EoNv1yl+PL7VI9e0+znS6RtozWmSX3ucWrHe8n/4A38ag0lHMLoall+d5Ib5rvHGnQyHRFGTq+hwnSDUHQFI7F2xl7RFPTY8vNTZegSka7tNNz9CIpuoMWTND/ySeQyCZji+eMbGlhoWhjfdxkfeR/LWir6UQ+WG2cdX1qRw+3j40uPdmUrs3ICSbB9gYLGxjZYo6lE79t/y6RmgQ1X+roRSM+lNnCJ6M69lE8dD3p9ADyP0smjSNcl89hT6Jl1JDg2GGo4Sqi5HS0SXzJPVMcGcEv56992Kkbk4I66kpTuTH5ZmulyKE2ZFCeqvPivTy5e8EsWNVOPnJjFc7bTdbgBoQicmsfoyavrpFrBppqzeOePLjJ6avH6yXeDrP7Cba8XQlUIdXdhDQ8vSQB71RpKLIbe2LihgQUEzfb9x0sMn6uQajFo6gwFwYKA0qzD9JBJfspe4l0BUCt5Sxq0HdPnJ38wQlNnmB33JFGvqYJIKSnOOPz4P41w8cONe0asexZxzBIXj/wFrn2b8EKvgZfLM/OX3ySye1egX1+tBg04MBdkHMHN5tA7OsD3KH94DHd2lsj+vfiVq1kpr1gk970fYmzditHRhtA0/EoFa2Bovjnbr9Uovv4m9vCcQo6UmBf7yP3gBbSmBpRQCM+2A5MVReBXKpTeuJqtCV6//lK/Z9WCPhBtQZOpEcZIZqhNDF73dj/Gx1gEKSldPocWS9L60KfRIleVb7RYkrZHnsetlKhNbn5vkbQdqsfOE713P8o61GuEoZN48l7MM/04o1cbLd2pWeyhCRJP3oszPos7nZujtYTngoX65jlnYgZrYIzY/QexByfwckVQBGo8ivR83KksQtdQwkZgGuU4KCGD8IEdaC0N2IPji3+n6yJNC72jGSURDbKBUiLN9dFm2nclOPx8G988fXZd31svmu5o5a5/cP+aD3GhCOKdy2dBvWqZqZ//CC0aJ9TcTtNDzzD16g9xl6HILFfFuBG4ronn2oHq4PUwxyTrN/CaM+BCVZal3kl8qpTwuLpYMAjRJNqxMUGChkFSZMjLOe65aKEgZzEIkxKNeLhk5RQuq183Rndr3QvJG4WiG4Tbuueobov3Z02PY06NbvoY1oSUlM+cRDrO0oDR9ymfPYl0HVL3P4y3wddiPVAjMVoff55o1/Y5o7bFN97Eq9+/ocBCb22cE6dYG0H1tb4+qP63J9n/yQ52Pt5G78tjeI6PFlIJJfSgn2KuIlGaMhk+lmXno60ommDgvWkq2as35vTFIvmRCvue7SQ3UsUs2iiaQiSlU83ZN+wuDgKh64HK6JIf7IHvLxL32Gg4ls/MsMnM8PWLSVzB+KUaf/Iv+3j8V9rY/0iaeEZHEWCZPsPnKrz9nUnOvJHHtTcuMXh9FYva9WV0bhbcqWlKU8vrgkvbpnb2/BIJsfLb7y35rF8zMc/3Yp5fnjvo10xKP7+Gd+v71M4ubuyqnTlH7czGN3s5pTy+Y6GGrmoWC1Ulse0Axf4zdbkkf4yPUQ+k75E/9yF6LEXT3U+gLJChDTW00vbo84y+9A3swsZoe68G88IQztgUoW2ddX9HCIHR1ULiE/eT+8ufzi/Q/XKN/HdfI/OVZ2j6O1/Cy5dACRZ8+W+9jHnucl3b9ytmsJ1feprmv/ul4EGrKCjRMOXXPqQ0ncPNFqke6yX+xD0YWzuCTLUAe2hp1ssv16gePU/iqXvRGn8J37Sx+0cp/CgwD1MNgRFeg4YhINFkEIptfhbaiBuohsrAT/qQq0gOC1Vh+2d3r/i+dOx5p22nkMXKTt2UTLZtlSiVRtmy7Ukmx45iXeNd4TpVHGe1xZPEr4NOdy2UaCjo46vV910XFxeHtGhmRo4DkgbRgimDsWVECxVZpEvZQVZOESFGu9jCsFxZxlXoGokn7qmL9nKjEKpG44OfILnnUPB8uqZakzv57u0RWABeqUjx6PvLV5R8n0rvWWqDl/Gtm9/DFGnrJtK+ham3XqQ2MbQkq+7e4D2jNqYQ4fp6hq4kPerB2Okc73+9n7u+vJW9z7TjmB5GVKM8Y/LS752mmp2bl13JpTcnef5fHkZKePe/L55XytMmb/3hRR7527v5/L+6m1rBRjMUFE3h5/+/c0uqGOuFlBKvXEZvaQ4o7Auo9Eo8jhIKzXuefRQw0V/jO/92gJf/u0G6xUDVBOW8S37SolryNpxs8Neux+IXCXYpj52fRY+nF72e3L6fyvBh8uePzitxfIyPcaPwHZuZY6+jxZJk9t07zy8OlKK20/rQJxn/+fdwN1kpyssVqXxwFmNL27o4zkJTiT9yCGd4ktLPj8xnia2+Iab/07cIbe9EzSSRros7k8e6fJXXbp69jFcor/owsS+PMvNfvhtspyEJnj+3ndGg2mDZ5L75EuG9PaipBH65inlxCDUVRwldQw/y/cAjY3AcvaUBfH9RALLrwUYe/Y0ta/7mRFOI6cs3pyk235fl7J+u4RI+52exFtxKieyHb+BbN+fhHQqnSCS7iMZaAsdt30Mu+CFjI+8xOvTWyhuQ4BfK6zJwBFBTicDPpM7AwsfDlFUSIg2Ai0NFFkmKDAoqJZlDRSNOCosaujBQUFc9J+H924jef+CmVCv0VAPJXXeQ/fDnlPvPL1Fe9Fdy8bpVWLBgVqJR9EwjSiiMX63g5LP4N0GxbDmokRh2fpZy/1l8e4OPmQA1Ea37elDjUUTYqCs49hzJsW8NMHI8S+veFHpExczbTF4oUssvrqqNnc7x8/8QJIAnzi5OZgcqUNPkRyq0H0gTzYRwTY/ZwTKTc2pTtbzNG79/nqmLV7/rWh7HvzOIY3qrJkDwPGq9F0g/+zSJB++j1tuHdF3UZILU44/iWxb2Nc7bqhFFD8fwfQ+7EnivGfE0QijY1cKGXdtC0dDCMZxaaV29jY4lmR21mB3d/Hvs48DiIwzPrFIaukC0vWfRAksNRWh79LOEGlopXDyJUylcrV4IBaGqKKqGohmokRiKplMeuYR0bw91kg2BoiIUFaEu/lOPp5aln+mJFEayEem7waLC8xb9+TECeGaFqfd+ih5LEu/Zg5hT7RGKSnLnnTjlAlPv/RR/M5WiPJ/qh2eJP3oYo6N5XV9VYhFSn3sMN1ekduJCICkrg2ClemRljqk9MLa6yd6VoeVLS3ssFsAvVal+sJiWdG1D+RVI08Y81cdyS+t0W5hwXOPc6zMrZwsFtO6Ioyibv2DMXZjFLlprZ758SWm4iGcu7yly5bdI16E2dvPonLZdZvDyqysupmrVtVX+vFIVadmI6PISkctBzSTQmzMrXgNiwT9XDq2CgkDhim5vQWbpUnYAMOxfxEdiYVKigO8HFY6VoLVkSH3uCdTUUp7+ZkDRDXzHonTxNG5lc/t+NgxCENm6jcxjT6M3NgXXuABrYpzsaz/Dnlh7XthoOKUCCIESimx8YLFOaG2NhHZ0YZ6+VNfnfVcy2Vtgsnd15otVdjn1g5Xla6UP+dEq+dHlgzur7HLy+4u/77tyVf+KqxuXVE+dwejsIP2JZ0g9+QS+46BGInjVKvmf/HSRAbMWjtN5z2cQCKxylqnzbyEQpLsPkOzYw9S5NyiMbAxrJZRopO3gk4wc+SGuefsoqS3ERzOwUBXURBQlGkaJGCiGjtBVuAkP0JXg5cpYgzfZ6Ej6FPtOktp1J+GmjkUPRTUSp+nuJ8jsvx+nHFCmpAwWgIquo+ghVCOMUDXswiy17/0X3I9wYBHt2EaiZx9qKIyih1B0A6HpKHP/Xvm7Goos0UoXqkbbI8/jWSa+6yBdZ9GfvuvgOxa+bVGbGqHYd/IXOthwSjkm3voRXdE44ZauqzK0qkbDwQdxygWyJ9/e1GPkTMxSeeck+heeRGjrqFoIgdbSQMOvf4qslIH53Ca6hW8WpJT0f5jjlT/oX3Uxv++JZu56fvMN8ioTZSoT9VWqTv2Xo7i1pYvdaNd2jMZmCqc+RKga4dZOamOD9fkJ3SA81yQ3e2HBKyuYbay2jVwRr1xDWUdgoYRDhPdvw+wdWLK7GElalC40DLrFTibkIGGiNCsdhIjQKbYzKYeoUcGSJhIfixo+PhP+EGmlEZDMyuWfS0o8SvoLTxLevbpPwUbCq1XwbQstlvjIBBZ6poGGJ5/Dnp4k/87r+JaFEo2SuPNuGp/5FJPf+vMN7/lZC3Z2Ct+s0fropylePBUcywUJBjs/c/29HxL8qjVH1Vz7ulCiYdJfeJKZ6Tzu5F8fmX2/WiX3o58EAUZ7G8Iw8IrFQCBoenFCJ5xsRg8nGHjzL/Bde17caObCe4STzQh145baQlFQ9TCbJiW4AfjIBBZCVzG6W4ge3EZ4Tzd6Sxo1GUOJhILS8y0+xqV3zjL5775z0/dr5aaY/uAV2p/4AnoswZUDIYQAoaJF42jR1R1Nhabd8uN3o4h1bKPp7ifmb2CxwLxsLQgh0KIJtOjyHOOr0nWSYv9pSpfP/kIHFgDmzBjjb/yArud+dV4pSsxl0JrvfRqnXKB46dTmuZa6HuW3ThC9a29gmLcOCCHQO5pp/K3Pkv/WK1TeO12XVOLthEvv5xg+VUSucRmWszbZ0duLC2wXl8+whls7CDW2UTj9IVoiRdNDzzD6wz+7aWpBimrQ3HKQhsZd1KqzDA68hiIUYol2KqUJPG/1zLCbL+HO5gPFsnqhKkQO76H02hG87OKFdpUSQ34vV4IcDw8bi7IffE4i8ecau4fkhbnXAmrELOPk/ECkwGcpXUKJRUh/8UliDx9aF3VrVQhBqKsbv1bDmbna46inMmjx1NxHBNbsJC1PfpbCmSM4heziXpZiHucGmo43A+HurfiOTfa1l/AqpfnX7akp2r76G+hNzVgjN9cUN9zaSaR9C2o4SmzLrkXHEGD8pW9R7r/+DLmXL+I7bl3+OkIIwvt6aP77v0ThB29QO9tfd8/Q7Q5pWZgX+zD75qoxy6hwNm6/m2TnXsKpFtoPP0stO8bspSMB48H3lpwbhCDRtpN01z6klBRGzlKaDIyhw+k2GnoOoRoRKjND5IdO47s2WjhO8+4H0UKxoMf5NrcUuP0DC1Uhsqeb9KfvJ3KgBzUeDZorb7MDu56s6YZCSop9JxGKoOWBT2Kkm4Lx3GbHZ9MhBEJRNuV3z29TiHnqz8eAysglJt76EZ1PfQU1HAgICCHm1aPcaonqWH3Nz9cDdzJL8Wfv0vibz68rSwwLKhe/9Vn07laKP313RTrKTYWmorc0ED6wHWd8ZkV6wcxgfdzu0bNFpi7dnuXyJZCB+ZRQtCBQVbWb9gAVQmHL1idoabsTz3fQjRgCgaIabO15irHR95idXn2hJm0H69II4b09dc9DQgiMLW3EHrqT4gtvL2rClXPBxKJ9IPFYGgTLZYIHnxX8MTJJ0l9+ivijhxHGxh1joWmkn3oa8/JlCm/8fP711P57yRx6cPFnFZXQ459ZslDLHnmD2Q9e25DxbBQUI4xfq+HbiwN0v1YF150XsriZqI0NMvKjr6/4vp2/scqBO53HK1ZQ6lSGEopCaNcWmv/+V7Auj1E73YfVN4yXLeJXTXzLRjreguv7BhJON7vALMTVHOXCe8WXSN+jON4XGJ/qYWZ638W1a6smHqONXbTuf4ypc2+CUGjZ+wi+52BXCrTf+QzFsQtYxRkad96LUFSy/UdpO/AkANmB42S23oEWiq457K69MbbsjyF9OPV6lnL25iXPbuvAQolHyDz/IOlP3YeyjmaiXzRI3yPfe4za9BgNBx8ksXUvejITmA0td8ykBCTS9/FqFcyZ8frpBlIiPRd/weeXuKhez2+Q/qJtzm+3zllEzo1LblaG/Mp+6qhUyLnPLfk9Nzo2KZdu01/Pb5YrjOt6pfkkhYsn0eNpWh54dlG510g10PrQpxh9+RvY+U1SipKS6vtnCO/pIf7YXevOvAohUKNhUp95lMgdOyn+5G2qx3rxy9Wb9/ASAhHS0VsaCO3aQuTQrqD5O50g+yc/xjxzqf6xCNB0hVBMxfckVtXDcyTeR6QaY06Pkzn8EB3P/yq+42Bkmmh57FPL9uvURgconj+xYfsOhdM0Nu+lr/cHKIpGR3ewEPZcC9suEY21rhlY4PmY5y6TfPq+dfVZCF0j9dyDOMOT1E71bV6VT1UIbe8i/eWnAmlZRdnYwE0IFF3HKy4O0HMn36V08VRdm7hRNaPNgJPPEr/zLoyWNqzxQIgBRSHcvQWh67ilm0/p8swqnrl5jePuTB67fwStMbWuIFlEw4T3byO8fxu4XuAsXzGRlh1IaHvB2mPd8H2k4yEdB79i4hXLePky7nQON1fEy5cCJT5vZV+Y9UKJxUg8dD/hnTsQ+jWVG98n/7NXMC9cxC5nsSpZfMekll/b1yLVuZfy1ADFsQtB/06mjVTnXiozw0jPITd4Ct8xUTSDxp33UproI5JpY+Toj6llg36ecKp1zf3c++kmPvW3u3Btn9/7rSrl7M27t27bwEJNRmn6jWdJPn7nLTXt+chASqzZCcZf/x4z8dcINbQRae5AT2ZQQ1GEoiA9D9+xcKulQFGqMINTLuCWi3UrFli5KQa//4eLHFKllNi5qVW+tTYKF45TmxhC0RViDSESbVGMmGDrfXHcmoFZtClP1ajlLTx76UI4f/4I1dFLqIZKNBN8P5QwUFSBa3vUchbF8SpWyV5RSEGoAs1QkHNmPVdcPhfCM6v4ro1qKAhFgAyUJhbCrRQZfuFPUbTFk5FdmOVGVqzVsctc/uZ/WPSa9DysOo+9b9tMvPlD1A9eXvS6UynWFTBp4TihZBO12dGrBpm+x+yJN6kMX1zCI5XSx7M2l3vs1ywKP3wDvauF0I6u9ScfhECoglBPB01/64tYA2OU3zyBeeYS7kx+XVKKdUFVELqGmkmitzcR3tlNaM9WjI5mlEQsuKauA1pIYf+Tzdz9uXZSrWF8XzLeW+KdPx9m9Hzp5mf5rgO10QGm33qR+M6D6Mk0QtfRUw3LJj3s3MYGq5oWQUqfcmmcRLJrwTsSX3oodTpC2wNj2GPThHd2171vIQRqU5qGr32a7NdfoHbm0rK+FtcNIVAbU8QfvpPkJx4IpEQ3IUknPQ9rdCRocFaU+ey0VyktohB91GAOD+JMT9L6xa9ijg7j1apoiRShjk5Kxz/EyW6+xPa10JMZwm3dVC6f3xShDGk7lN8+SeSOXYhIfbKzVzB/bekaWiYJmTrMR68T0vfxqyZeoYwzOo15YQjrwiD22HRAx7reuVsIEg/cR/KJx7D6B1BCIYSqYk9NB8Z5lwdwVrA0WAuKZmBX8nM/AHzXQQ/HUVQd3/O4wm/1XTvoD1WC5+qVedD33Lqe15G4iqLArSBZ3JYrdhHSyXzxURIfkaBCSrlER/qWQUqcUsBTLQ+urE5zvfAdm9rkykoN171ds0R8i8KBz/Ww5f5W4i0RjKiGULbhuT5O1aWaNRk5OsPb//E01dnFgZAiK3Tsi7PzyVbaDjYQawyjRzWEKvAdH6tkkx0sc/YHA1z42TB2Zelipfu+Zh77h3fie5J3/+AsA28tn31QNMEj/+MddN/TTH6kzMv/21HM4tXJXXou5vTGa7F7Vo3q+MD1b0D6WNnrFxhIde+j9eCTDLz+Z1Rnr/4+6TrUpkauf1w3CGdsmvy3Xqbxtz+P1py57kWT0DXCu7YQ2t6Jmy1iD4xhnunHHp3Gnc7hlSrg+YFhli/nK38sdMhWxDwtD1VBCRkoiShaJonWlEbvasHY2o7WlEZLxTfEZEkocNfzbTzytS0MnShw6f0smqGw9XCaL/2LfXzjX5xh8iNAh5KeS/H8CYrnTxBqaqP1mS8w9qM/x60sl2nb2EjpSv+EEUouoj0YepxIpJFivj4OvVeoUP3gLKGejnWLCuhdLTT97S9SfPEdyu+cDDxVbkBYQOgaWnOGyJ27iD92uC55Zun7eIUyaiK2fnqv51E5c4b0E0+ReuhhrNHRRQsgadvYk5ObV5HZJPhmjdmXXyB+8DCRbTvQUmm8SpnsKz+l0nvmljz7I21baLjnMWqjA5umwGeeuUT1eC+xBw7ekJHvZkIoCmo8ihqPYnS2EL1vP36pij00QeX909SOX8DNFtZ9HwlVJbR9G+UPjpD70U9IPvIQSixG/ic/JbxrJ4mHH6jjOSMCNUqhBMqUior0Paozw6S69pELxUAoRDPtlCb7MYszZHoOEUo0YZWzxJq3YOancM0ynmMSybRjVwpE0q1zzdurIxK/db2zt+WqPXb3LlJP3YVymwYVUkqk6yFrNs5UDmt4ivJ7G7+I/0WBoivserqTh3/nAJmtQQO1U3Op5S1cO3Dm1CMqma1JKjMmvrN0kkh1xXniHx8i1RXDtTzsikt5sITn+ISTBrGmMF13N9GyJ9C8PvKnF5a4c4aTBm0HGvAcn0hqZd6sEILMljhtBxvQwiqK9otB0avOjjJz8f2r2ZbbCLVTl8h/51Uyv/Icaip+QxlZoarozRn05gzRe/YjTStwly2UcHMlvFwJv1ILXHkdN1jjqgpCC5y1lVgEJR5BSydQElGUSAglGkGEjU3JFMfSBnc828rbfzbMh98bw3eD+yOc0Pjy/7qPOz7ZyuR/6N/w/W4mPLOKNT2OdN11abVfL8xajmJ+iG07PoFp5jGMOG3td5Fp2AVAPlfn8fN9qkfPEX/0EHpX67rOtxACrSlN5qvPEr3/AJX3zmCev4w7lZujkqxCOVUDGXER0tEySfQtbUT2bSO8b1sQbNdBE5RSYvUOkv/+z2n8G59Fb2+qe+wAQtdJPvgQRns74W3b8E1z0bmzJyeZ+ss/R9ofPfVBr1Kh8N5bFD58F6GqwXV5K5OJipirnm+eCa5fMSl8/3X0lgaM7Z0fCSq6EAI1GSNycAfhvT3Yz0xRfu0IlfdOB4F6/RtCMQyciUnwAgqWYhigKNjDwwj1EYzOdtxcYMQnfQ/vGtZHtKmLdNd+wqkWFM1AD8fJXj5OYayXSKadznueRwB2rUhh5By+a1MYPU/r/sfnmr4lU+fewLNrTF94j+Y9D5Fo24H0PexqgbWSK+HYrQsGb7uVu5qKkXr2XpREZO0PQ8D5lwQnX8qrx1oRCE1ddDMElQW5eHIWzDXn1NcQ7kzmqJ0fwuwfw+wbw5nK4RUqG1u6vgZCKKhaGM81l+HDCzQtjDJXLvN9F9ddSj8RQkXTI4g5hRHXtfD9lSclIVRU1cB1TTaVRyGg+56gUpDsiGKVHPpfH6Pv1VFygyU820cLa2R6EnTc2cDkufyi6sAV5IfLDLw9QThtMPz+FBNnc5h5C9+ThOI62x9r5+7f3E28KcLBL26j/81xZi4WlhnQrUcgCRwK6Ga+j+dYSN+9+p5m4LsOqh7C9xx8z5nPYHj24vMlVA1VDwEC37WWPIgUPShz+44VyPSqetDvYl+91oSqoxphnFqJbN8R3FXoTYG8rwGIoJ/DtRdlLYWqoWohUJTgfcfaGIUt36f81gmUcIj0l57asJ4soQS8YSUaRm9rvPFxbgKMqEooqjJytjgfVACYZZfhUwU69m0eFWGz4FZKzLzz8qZT6a5ASo/BgVfp2vIwDY170PQond0PUy6NMdT3GpaZr3tbzvgspdeOkvnqs4jQ+itSVytnXXiFMu5UFnt0Cnc6j1+uIm0H6flzwayKEg6hpmKoDSn0tia0TCLwpbjm+bf675c4I1PM/tlPsAfHsYcn1h1YSNel8MbrFN97d/n3bRvpbN5CeLMgdAM1GsUtFoJ1xpwLszAMtEQSJ5e96UGGNTsJvo+eTGNNb949Yg9NkP36CzT8+qeC4OI2rVwsB6GpGFvayPzaJ4netYf8D17HPD9Q31pNSrxKBTUdqJl5xRKRfXtQ43HwfZSQgVjQtF+dHWWs/OKiTdilLNmBE2QHgl6wIPgwkZ7L+KmXMaJpQGJXi8g5avHspSOUxi+iqDqOWcazg3NbGu/DLEyhaAauWUbR9FWfw6om0MP13/8bjdsusIjs30p45+rRsZQSado4U3msoalgcV8MJlz8wC/V6Ggk87mHF5WCpGlTePUY7uzVZiuhBJxnJRZGa0phdDSiNSYDGdtlxmCPz5L99uvYIzePV5lIdLF9xye51PdjSqXFFBtVDdHT8zSJZCeaFqZUGuNC73fx/cVUn3i8jZ5tz6DrMVTVYGjw50xOHl9xn42Ne+jovJ++iz+iWr0+LmE9iKQM7vr1XSQ7otgVl/f/63lOfPMSdnnxA2j6Qp6LL4+s2GvoVF3e+ven8Rwfp7b4t5enauRHyhgJnft/ey/x1ggtu9O3ZWBhxDM07XmQaGMnihYC6VOZHmbq7Os41SLhdCutB5+glh0n2bWHWm6C8kQ/DTvuQVE1xo69SHUmoKqF0200732IcDrInJqFaWYuvEd1ZoQrwUfz3kdQdYPy1AANO+4hFM/gORbjx35KZTowKIu3bqP1wONooSieazP09jexitdc/0Ih0badhh13E0o2IYSC55jM9h0hd/kESJ9wupWmPQ8SSbfOB0el8YtM976LZ21AI6LrUXrlA6Tvk/7SUzdcufiowLE8HNunsTvKeG9pPkmshxRatsUoTt5ecrN1QUq82s2lbzl2mYFLLzE2/C6KaiClh2NX8Lx1Zth9n8q7J4ns30bkrj3XvRgTqoLWkERrSBLe23M1MeZ5QW5MME+5u5HrXEqJOzHL7J/+GLt/BBCYF4aI3rdON24psSfGr3sctyvC3VtJ3fcQ0z/+Dl7patZbT2Vo+tTnmf7ht3FyN9e/wS0XMGfGaX7oOcr95+bulatJhdrEyMb4hEiJ2TvIzB9+j9TnHiN6eA9ihbXR7QghBMLQCd+xk6a2Rgo/epPy68eQ1ur3tPQ8rMsDGJ3tCF3HnphAicVo+MJnAwfuVGq+WgFBP4R9jQ+Ya1VwreXnMOm5WKVl1pDSX4ERIHGqV9crVwKOlaAZAj30ccUCAGFoxO7ahRJduVnIt13M3iGKr52gdm4QN19GWkuzIJF9W8h85gFQtEXfLb1xCvPCMnxwRaCEDNRElND2dmL37iZ2eCdqevHiJHpwG01fe5bpP/0ZzujNCS7EvMzp0pvZ8yxGRt4mHE7Ts+0ZwqH0sp+rVKbpv/RTEokOtu/4JJq2Okfv6j43Fy17M3QeCjJjQ+9Ncuo7/UuCiiuQnly1drJcJeMKPNtn5Mg0h395J6GETrRxffKkNwtXznNu4CRurUQ41UrLgcfwXYvx4z9DUTXiLT24VpXC8Dla9j9GKNFIfvAUjTvvpWH7YWrZMbRwnO4HvhCUUc+/DUDDtsN03vs8Q299A6sUPAj1SIxk515CyWbKU5cpDJ1BjyZxzau89srUAMPlHJlth2jccc98M9lCxNu20f3glzALU8z2HcF3bYxYOnAGvVL5UDSk7zHbdwTPrhJr3krzvkdwzDKzF97fkOMnHZfSqx/iV2pkfvkTaC0NH5mH4PWimnO49H6Ox39rK5mOMLPDNTRdsPVwmo59Sb7zrzbG8fVmQ4sniW/fi5ZIL1mc18aHKfed2fB9SuljWTe+IPNyJfLf/zlaS2bdlKiVIIQAVQSBxA1vLYCUEmd8huzXX1igQCaxB8aRNWtd6lbzUFXUWAyhaXjFYkAbUpSAKfAR66+AwCBPaNoSrxvPrKFGo6jJ5E0PLCLtW4lv24cWiRJubg8aexcc2onXvr9xBoRSYg9NkPvmy3i5Eomn71t3Q/ethhACrTlD5iufQImEKf7s3dW9NqSkcuwEtd4LSNfFzeUp/vxNko8+hNB1Sm+9gz1an+N6LKWRajHwXEluwsKuLa2YaLrAiGzceiua1Aht4PbWi9sqsFDTccK7Vq5W+KZN/qcfkv/hO7jZ4qoMHTnXZLlwS0IRKzdL+hK/ZuHXLJypHJXjfUT2dpP57ENE79g+38gmNJXYvbsRusrUH76AM775E0qxOMzpU1/HdZfL6kpMM4dlFbHtCoYeW3Ybvm9TqUzM/X1t6snsbC/5/ACOs3mSdkIRtO7PEErquKZH/xvjmIXN499aJQfX9ggrBqqhXI+57qbDKmUZP/biPD2oMNJLtLmbWPPW+c9IKSkMnaGWmyDTcye13DizfUcIJZsIp5pBKKS69mHE0/S99B2sQqAaZZeybHvyN0h07MLqvXrdaqEoM73vUBrvW3ZMvmtjFaexy9llqHgBPatp94O4VoXhd7+7KLOyMMit5cYYOzIx/9vKkwPE23YQbehkQ+8i16Py7im8XIn0V54JnIXXaFr9KMNzJe99I0iW3PFcK6GoChKyozVe/Hd9jJ79aDgcL4TQdJoe+gTRLTvxrRp6qgFrehwj04RvW9QmNl5AYqNhXRoh981XaPjap25IVGCzIK8sGP/8RWqnLy1qcHUmZ3GzRYx1BhZKNErqoYeJHbgDKSXT3/xL7MlJ4nfdjVcqUbvQu9E/Y9NxRVFxSVDkX0mY3Py5pTp6mdEf/9mK77vljanGi0gIo6uV8P7thPdsxehu3RDBiVsBIQRqPELqs48hXZfSz95b1RjVK5WuVqikpHrqdGCUpwj8Wq0uSlXzljBf/ic9bD+UwHMlR16c4Uf/cRizvHgNtufBFE//RscN/b6FUHVBS0+d7QSbgNsqsDA6An7ocpCuR+Hlo2S/8VpgN78GpOcHPNSFEALFqO8nS9OmevwS9ugsDb/0GMknDs27UApFIXpoB02/8Qmm/vMPgx6LOpHJ7MAw4lh2mUx6O7n8JWrVWZpb7kAIwdTkSSwrmBRSqR6amw8ghIKUPiMjb2OauTX2cGNobNxLw1zD4pVqiG0vVWUxjAQNDbuIxlrwfYdCfpBCYWCeghWJNNLcfIDp6bNEo00kU90IFEqlUWazF/A9G0UTZLYmEEJgV11m+m58MlQNhXhzhFRXjGRHjHDSQI9oaIYyJ2E7dw5vr2f8PISiEE63EmvqRo+lULQQ4VTLXAUhGLSUPq5ZCeRcHWu+KiBdByFUBBBt7kbVw7QeeGx+Ia9oIbRwjFC8gYVRlV0tLFJ5Wi9UPUQk1UJx/OI1QQUsjNyEohJt6CDa1IUeSaLoYYxYCrNwY1LFy8KXmOcuM/P73yL53EPEHz3819oLp5p3eP2PBzjy3TGiGR3P8SnP2NTK7m0XPNcDLZYg3NbN9Bsv4FkmDfc8yviP/xI93UjjA0/iVW9/lSt8SfXoOYSmkPmV526r4EJ6Hub5AXJ/9RJW3/CSRbNfqmAPT2B0tdS/USGIH7qL6P4DVC/2Et2zNwjofR8tmSSyfQdm/6WggvERglssoKVSaA0N2ONXs9RGSyvCMG7JtehbJra1eRRHJRkneudOovcdILSzCzURu2HK3W0BIVBiYVLPP4o7k6f6wdnVq2hCoMRiqLFo0Bdo20GwUWdP7YFH0hx6qmGelvT4V9s4+WqWix8uTvY0toe588mG6/5Ztxtur8CiswllmRKblBJrcJLc99+uK6gAghN/7clfrWKxAtzpPLN/8SpC00g+fsd85lMoCvF79+CMzzLzF6+CW18DaiLRSWvrYUqlUSLRRpqa91EoDGEYMWKxNjQtwsDll5HSw3VrWHaReLyd5uaDTE2d2vTAwnGqWHaJVGoLyWQ3ExPHlwQWkUgjO3c9TyiUolKZRFVDtLTcweTkCYaH3sT3HUKhJO0d95FMbUXTQlhmYU5p5W4iI28zNPg6QhFEUsH59mzvhqoVQhG0HWzg4Bd66Ly7mVhjGNVQUNSgKV/O9d6o+m3cfCYUGnbeS/PehzBzE9RyEzjVIl7TNZr4Ul4VKlhCLwgmfkXV55qnnfkqg++5zFx4j/LUwOLN+d6NNVArKijKqgolQlFpPfA4mW2HqUwNYhankbUSnmNtqiKeO5Uj942fYZ7tJ/nJBwnt6ZlPEPy1gwgyVUhQFBFU5T6iEJoeyCNPTyB0HYHAdyzMyRHMyVHi2/ZSGx241cNcG55P5f0z+FWTzFefxdjacd1eJRsFv2pSfvcUhR++gTuxfK1QOh5W3zCxB++o3yBN04js2kXpyIdUz54hvHXb/HtuNktkx66AEvURgzk6jFcu0/zpL1A+cwqvXERLZUjceRfW2AhO9ubSoK5CoMXiaNEEnlnFKeXnRGiU657PRdggetdeEk/fR2h756Yp2d1KCCFQ0wlSzz+KPTSx4j0gQiHi991D/J670BoyIBR8y8QaHKL48zexh9eWWA/FVNQFqpFGRCEc/+tbPb+C2yewUBX05jQsJ4vnS4qvHsedqT+jLT1vScVCKAqizorFQnj5Mtlvv47R0Uh49wITLlUh9cw9VM8MUD22PI1kOWh6lNHRdxFC5cDBX0cRKr3nv0N392Mkk91zakw1KpVJKpUpMpkdNDcfXPe4rwfF4hDF4jDt7feQTC41eRJCpavrYcLhDOfPfYtKZRIhFFrbDrNly+OUS+PMzgbSu5oWxjBiXOj9HtXqDIqqs2vX52htPcTE+BGkqCHUuSy8f/3O1EKBnU938tg/vINUVxzXdJnuLTBxNkthtIJVtHEtj1RXnPt/ey/h5MpSsvXtkE3Rh9ZCUZp23Ud1ZoTRD3+E55iAING+Cy0cXde2rMI00YYOJs+8jltbLLMXBBobl8b2HQvXLBNOtSBUbVlDMz2WpnHX/WQvHWHy9Gv4rotqhGnYdnjDxrESpOVQPXYe69II0bv3En/8boxtHbdlgHFFmMK6PIo9MF73acp0hnnib/aw4/4GQjEVKaE4ZXHke2N8+N0x3GVMJW9nSNdB+j5qJIJbLiEMAz3dhJ2bRtF01PCtK/OvG55P7WQfbrZI6vlHid1/EBHSb/qCTfo+zsgUhZ+8TXUu2Fn5wwFNyq+aqLE6j/W883YReY1vgNC028fraZ3wyiVmX3qB9MOPk7r3gaDfwnWpDfaTe/PnyE3ykVgVQpDYcYCm+5/CyDSRO/keU2+9iJFpInPgPmY+eHXd4gd6ZwupLzxO7O59H6kG7euBEILQtk4Sj99N7tuvLE0MC0HsrkOknn6S2vleSu8EtCk1nSJ2xwEaPv9Zpv/sL/By+VX3M3CqTHbcorEzSKCOXawyeXn1xmvX8XFM/4bakYQCoYiKov6Cq0IJQ0NrTCx7MXuFMtWTl9a1vRulQl0LZ3yW/Avv0dLVjBoLz21OoCQiZJ5/ELN3uO5qiuOUMc0cQtFwnSqVytRcpaBIWjUQYmFEK5fltW8uVt6nEUqQadjBzMw5yuWx+c9NT52mvf1eGpv2ks1eCLYiJTPT5yiXJwCJ7zvk8/1kMtvQtCi2V8OuBllu1VDQw9d3blKdcR74W/tId8epzJi88f89Rf/Px7CrDr53VYK441Aj3m/svq59LISiKptW+ZBSomgG6pzcbLxtO7HmbqxSdl3byQ+dJrPjLlr2P8bsxffxHAtVD2HE0lSzY0uCjbUgFAWhasE1r2rBzHWlEuI65C6foP3wc7Tse4T80Fmk76KFYkjfo5YPzj/IQNJWC6HoYdJb7yCUat4cKtS1kME8UnrtCNWj5wkf2EH8oTsI7dpyW1CkpOPiTGUxz12meiQIgvxKfTKSRkTl6b+9jdZdcd74k0FyYyaqJth6KMXjf3Mr1YLDyRev3xjxVsCtlrFz0+jJDObkKE4xR8env4qdmyHSsZXZ91651UNcH6TEGZ5k9o9/SO3kRZLPPUhoe9f6TeiuZ9e+xJ3NU3n7JOXXj+JMztZlGOaMz+DlinUHFtLzcGZmCG/bjj15xVxUoCZTRPftx5ocn5dq/ajBnhxn+gffQo3FUYwQvmXiVSrLJlFuBoxMM033P0V19DJ2IRtU+ADp2EQ6txHqP0t1pE7vFUUQObQ7qKh1t9YtvX8Fvu3gZYu4s3mcySxetoBXqiItZ3XvlZUgAEUJemI1DRHSUcIhlHgENRVHzSRRkzHUZAwlFrl+1TVNJfbAQcrvnMQZXjw/ClUlevAA1RMnyf34xasyyUJgXrhI06//CqHOTqprBBZ9R4v84T/rpefOBJ4jufhhgenh1Sls597O87M/vrFkUCSu8pV/vo32HetLSG4Ubp/AQlNR48sfBGcyhzOdX98Gl6FCrdq8vRYkVI71YV4YJnp45/yNJ4QgsmcLkb1bqBy9WNemfN/D9z1UoeJLb971FSmD7d7GiQJdi2DocWrV2UXBh+fZWFaBcDiNogYVASldTCvPwrRr0IMRcDV9z6c4VkVKiR5WSW+JX1efRcehxnljvTPfG+D8C4OL9Pznxx7RVjWzW2RvsgpdQY+oN171WAauVWX24vu0HnySHc/8Np5r4VQK5AZOEcm0XTPQ4F95hRYV/B9CSBBQy00w8t73aTv0NKnufcF3hMCu5Bl+5zvzgYW8QqdaAaoRpuPuTxFOtaDH0uixNFse/iVcq0Z54hITp14BKcn2H0MLRWncdR9Nex4M3KkRzF58H7MwiVMpMHPhfZp2P0CibQe+62AWpykMn73uStV1QUq8QpnK2yeoHjmL3tFM5OBOInfuRO9sCbjEytV7e+N3P/dbfR+/XMOZzGL1DWGevYw1MIZXKK/bEyeW0WndFeel/9DPhXdm52+3i2/PooUUdj/SuHxgMSdfKkV9+5M3MeMsHZvp138S+Jx4HjNv/YzG+5/ESDeQO/4OxfMnr/mCXN/4fHlzr7s5SNOi8vZJaqcuET28m9hDdxLa0YUSiwTysRtwzV2hSUrTwh6dovrhWapHzgcBxTquLb9cwx4cR+9oXn1/V4IUz6P44Qc0ff4LtHz1V9EbG2l47lMo8Ri4HrmXfgrXG1hIgnO2nnO8wedXui5uIb8BGyLoiVvP7XTNbwk3t+NZJjPvv0rm0MOokWDt5NsW0nNRI8uLuCyBqhB/+BCZX3kWNZOs6/oLZI99nMksteMXqJ24gDM2g1csB8ncjVb/EnP/mfMcE4qCEgujppNz8/eOwAiyKR3Q3ddxD2mtDUTv2kNhdGpxsD0XXNnjE4u9V6TEzeWDPos6TCc9R9J3tMSlY6UrgmtrYmrI5MIHBbxljIDrRTiuUs7dOs+Y2yewUFWU2PIKFPZkDmmvLzMQVCyumcQUBSV8/QtCv1yj/EEvkQM9iwIUETaI3beXyvG+Oq3jrywM14PbpQNzdcnXRZ+Uq1dbfFcydS6HZ/sYMZ0t97dw+c1xvHVG6vHmCJqhBNvrzS0bVCCgoScx37y9HJyqG6y/FUE4tbKcXqItSrJ9EzIB0me27wjliX60SOKq1rVQMKIpQFLLTzLw5l9il7P4nsfYkR/NG+WUho7ypWcv8+oonD8nKY6epzIzRCjegKLpeK6NU8kHzd5zmDn/NtlLR/G95Sch33WYvfghir70vgmaxoNj7TsWE6deI3f5BFokCPI8x8KpFuYWHj5TZ9+gOHIe1QjjORZWaRYtFAu2LcS1kV0QaCuBcEHwd3Vu0XRtJTIIVCVyCd1CKGrAN77ymQXfl5aDfXkM+/IYxRffQWvOYGxpI7SrG6OrdT4zpoSNuWDj6sNt5XM4958F/S/ScfEqNfxiBTdXxBmexOofDZR3Zguryx7WAd+TWGWXasFZNE14nqScddBCy2fFy2+dwLowVHciQ3o+ztjN8+9ZKJfpFLJM/OzbS68TQNoO+W+/Quml5Y3ZloO03SCIu0XwSxXKbxyj8t5p9M4Wwnt7CO/fht7WiJpOoITm7onVrrd5Q9ggQPSrJl6hjDOVxbowhNk7iDM6tTrlaRVI2yH3jZcovfLBqp9bKF5ij44w/c2/In7nIUKdXYCgevYM5ePHcWau3w/JmZhl8vf+pC4H8StYSznyVqF69DzO2PS6Eoj28OKqbqBU5S5Z4whVnX9vTSiC2P0HyPzqJ5fI6q8EKSXuVI7SK+9TeecU7mxh8yWEF86pSKTn4+XLePky9sAYlXdPobVkSDxxD4mn7l1XBVooCpFDuwOJ8tJVBUzpudQuXcLo7ECEQlfd4oVAb20BCc7k9OJ7c5XjUO8hklJSK7nLr2HWAdf2caxbRz28fQILRazY/+Dl1kfbgEBFagkVShE3rL9cOz+EV6qhNC4ILBRBeEcHajKGl9+sh9XtUcZwnBq2XSISbZpXqwJQVYNwKEWpNIa/DkOp8dOzzF4q0rIvzc6nOxl8Z5LLb44HFKZlIBSxhL/rWh7SlwhVwYguHzikOmPsfq4bVVv5wVTNWdhlh1BSp+NQI6e+reLUFk/cqqGw+9luwulN0vGWPlZpdt5n4gpqcwZyvmPNG+BBUJmYH38+xw//qkh2dkElyapSXcV87tr9LB2OR3V2BIFAQZ2/DH3pLQkxFVWj6cAjFEcuUBo5T6JrDx33f4bJE69Smegn2bWXWOtWxj54AS0UoXHP/cTbdyAUlcrUELm+I9ilLGo4RuudT2EVpkl07aGWHaMyOUDTvodxKgUmjr+EZ1ZAKMTbtpHecRehRAanVibff5LSSC/SdzGSTbTd9Qy5/hMku/YQTrfg1spkLx6hNNa3KECRtoMzOoUzOkXlnZOBaWYiihqPBuX3hmTwZzyKiISChZ8alOulFwQ0iieQloNfNXErFdxSCS9XwitX8SsmfrmKX7M2/EFcyTkMHC+w/6lmqgWHSi5QXGvpibHtnjTv/sUIRiQILqSUwQNHgjdbwJu9/Uwir4XCVQdZKSU+1ySMfDl37jZ5IEIh1tiNEQmczH3fpTx1ea4X6vogbQf78ij25VGKP303oHik42jNGbSGFGomEdA9dA1F14I7zvWQtoNfs/DKVbx8CXe2gJcv45cqeKXqhvUzuFM53Kn1CYY409PkXn5pQ/Z/BdKygyD4rwG8fAkvv/41zUJY2RnUSIxoZw+KpiEUBS0SJbn7EELTsHNrB3Ghnd1kvvJM/UGF51E7fYncN17Cvjy2+QFFvfB93IlZct98GWd8hoZf+yRKMlZ3cGF0NqO3N2GVFlxfEtyZWeJ330XL3/ga1sgo0nPRUinCO3fgTs8QPbgPDuwLPu77VI4ewyvcmLS370Ot5N3woXUdiW35t6QqC5sYWAhFJdLYiVsrYZfrmJiEWDEb4S9jgLcWpOst0SgWQgT9EZpat4rTtfCyJZzJHHpjctHrenMKrTG5CYHFVaO6qyZ5114sAqGo8zSqVT93xfROKHOBwdLqiZh7b7l92naJbPYCjY17mJk+Q7k8gRAKzS0H0fQYs7O96+oJKU3UOPmtSzz+jw8Rb47wxD89TLIjxuA7E1RmzbmAQRDNhMhsSRBrjnDhZ8NYpavXxMylIlbZIdoQZvdz3YwcnaY0WUXKwNo+05Pk/v/TXlr3Z/A9H2WF66w4VmHmUoGuu5rZ+kArB7+0nd6fDGFXXYSAcDrEnue6OfD5HuD6m81vBNGoYP8BjYZGhXJZcu6MQy4nSSQF995nEA7Dh+87VCrB2ISAnh6V7Ts1IhGBlHCh1yWf82nrCI5De7vK1JTP6VMOKwk7ZfR2dsbuRRUaPj4Xy++TdRYbBEnpo2gG0eZuSqO9RJu3EGnqJNrUSWXiMrG2bSB9FE2n7Z5PEWnsIHvxQ6TrkOq5g2hjByPvfBekJNa2DT2WojozTNO+h4k2b6E00kvT/oepTA2Q7z9BvGMHHfd+mtL4JWYvXCLS0E7H/c8zrigUBk6haAaJzj2EUi0Uh86SnR4mtfUgHfc/z8ArX5/391gO0nHxskW8bH0PipiaYV/iYXQRQhJisNrHuFUfNfJGEYqpNHSG2fdEM3c+14pZdlFUQaIphKIKon9P5+m/Fyj0VLIO3/3dcxQmb6xKcjOxM3YvjUYnAGU3x7nyW7jy5jfMCkUl2bqTVPsuQokmhFDpffUPqOXqM8paE56Hlyvi5YrBwm0DoOrhQB1uhYrkRkOEQgF15NrARlWD580qynGLtqOq89+5goCC4y3vKXG941VVUNTFPH0pA6W8DdzPRsOaGafUd5qWxz6DGooAkkhrN2okyuwHr2HnV+/JU5IxUp97HK2tqc6gwqd6rJfsn/543YHmTYPnUX77BHpbI6nPPhas8+qAEouidzQvClyFqhI9sB+kRE0miO7fO/+etG3UVJLYoTuvvuZ51Hov3HBg4TlBxeKGIcGq3Lp+pk0LLNRwlI6HPku+7zgzZ9+u81vLX+DX05wjHRfpLD2wajKKoqv41xtYVE3cbBF5pR/iyhhDBnprBuvSBj0Q1BDNLQcJhZLEYi0IodDRcR/pzDZsq8T09Glc1yQe7yDTsANdixCLtaKqOlt7nsJ1ahSLQ+TzlxFCpal5P9FII+FIA7oeoalpL7oWwXGrzEyfxbIK6HqMlpY70PUYiWQXqmrQ1fUQppnHNLNMT5/F9x1GR94hHM6we88XqVSmUFWdaLSZiYkjZLPrW0xJX3L+xWGS7TEOfXUH6a4Yj//jO6n8xi6qWQvX9tAjGuGkQbQhTG6wxOU3xhcFFpPnsgy+O8me57rZ+kALn/s3DzF+ahbX8km0R2nblyGU0Dn7w0Fa92do27+8XrRVcjj5zUs07UgRSuo8+j/dwb5Pb6E4UUXTFVJdcVJdMabO56keN9nxZOcNneP1QlHgC18Kc/e9BpcuukRjgmLBJ5dzEUAiIfj134xSLJSZng4WXt1bVP7RP4lz8rjD7j0aXd0q//p3S+zcrfGP/i9xTp1wKBV9fvO3DP79v6vw7tvLL9h0ESKhNaErBr700MRSapT0PMz8FJHGdrRQDCORoTR6kVCyCTUUIZRsIn/5BOF0K8kt+xh+/a8ojQaN/tXpYbY+9TWSXXspDp9HCEFx5DyFwTOkth6kOjXI7Pn3iLdvx0g0omgGDbvuxcxPMXPmLaTnUJnoJ5xpo2HXPRSHzgLB3FEcOsvkiaAXxMxNsvXprxHOtK4aWKwXqtBIak0YSgRfeoSUm9c053uS0XMlZobWbva2Ki527aPVQBtRkyS15nm6m+DWSJZKz2Hi3GtMXXibtv1P0rT93lsyjrohBB13PEt5eoDc8KnN351u0PTZz1N4603sifFF70W2bSe8bTv5V19e0cdC6AZGYzPhzi2EWtrR0w0o4QjKnNKcb1k4pTxObhZ7ehJrehK3lF/MgV9zkAIlFMZobCbU0kGopQ093YgaDZzCpe/hmyZuKY81PYk5Now1OYZvrnFvKQqxHXvQ4ikgSLKYwwPYs9cxxygq0Z4d6Kmrz6nayAD29NXqtPRcssfewpwcJbZlJ2o0hletUB68QG1sYCld9JpjELt3P5ED2+umP9mXR8n91Uu3b1BxBa5H6fWjRO/bj97RXNfvE6qC0d0GqjrfAyRdl+z3f1Q/9U6CV71+M+FqyWXichW75pOf2pikSa381zCwEIqGqodxanVm8KUMFASWwfX0RUjHW5ZbqmUSQX9E7TpPnucHnFLJojhIqAp6U2rNr5dKo/PN22AzNXlyTjUJyuVxpiZP4nsOiqISCiXR9Ri2XWF0NOAP63oMgZhXjtK0MCEjCULML+oVRcMIJdDnXLiFEISMBLoRx/NsxsePBN/VIyiqjqLqc99TCYVSKKpOrTZLrRbQZHQjhu+789kj08xzofd7NDTsIhZvxfdcRkffpZAfxPeDSd6yikyMH6FWXczJrlamGB/7YJGjt112eP+PzpEbKnHgCz007UgRa46QbI+BAOlJPMfHKjtMnc/hWIsfTFbR4Z3fP4uU0PNQK407UjTvSSP9wB+jNFHl2F/0cfaHAxz+1Z3EmyLY1eUfbhdfHsWI6Rz66g5SnbEgEDnYgO9K7IrD4NuTvPuHZ0l1xGjZm6Gas5ZQszYLQkA6o5DL+vzkBZPJCR/LCvZdLEpefMHkyacWU7S29qj4Pvy3P6py8A6dv/HbUUZHPPbsU3AdyR//YZWxMY9/+H8WHDqs89479g0k6SRWcZpEx06MZAN6OE627ygNu+7GiGdQjRBWcYZQqgnpOpj5qw9du1rAruQJZ1opjV7A9zw8qzbHI3ZwqkVA4nsuiqqiaDqRhnZUI8LWp359fjt6NIldys274UrfozI1OJ95dM0K0vdQtNtPavZ6USu6vP1nt78T9V8HSN/D82v47u1f8dFCMZJtu+ZU2W4CFIHW0LisQIrQNMJbtizvYyEEodZO0vc8SGzHXrREat4vajlIKZG2jVsuUBseIH/0XcyRgdXHJgR6ppHYjr3Ed+0n1NqOGo2vuR+vWqE21E/ugzepDfWvSjGLbt1J5qEn53yTfPIfvMn0Sz9ct3KUnkzR/InPEW4LEleeZTL2jT9eFFigBF4VlaGLVIbWl8xT03Fijx5ChOpbV/lVk8JP3sEZ/Wgoy7lTWczeQfT25roZ5FpzBqEqi3pWpOugt3SgpVOBXPI1MPsv486uT61xJZx+PcfAqRLSh9IGNV2b5RunVF0vNi2w8F0bp1pENerjokvPx7eWX+yr6fj6ByDlsrQkLZNAiYXX5ZZ9LXzTnluoLLhqFYGaXFuJIZe7RC4XSOd6nsfw8Bvz7xUKgxQKg3PvweDAq2tuL5/vJ59fXVbO911GRtauGllWkf7+F9f8HIDjVJicPA4rzDW12iwDA0slIUulUUqlpWRou+Jy5gcDDLw9QdPOFA3bEkQygZa2Y3pUpmvM9hfJD5WxiktvvNxgiVf+9VFa92do3p0mnDTwHJ/SeJWJM1lyQyV8V3L06xc596NBanl72cY+1/I4+e1+ht6bpPVAA6nOGFpIxSo5zPQVmDiTxSzYZPuLTPXm8R0fc5nxbAY8D7777Rpf/HKE/+kfxRnod/nmX9WYmFj5YTc16ROJCJ79ZIitPRrjYx61WvDDJyd9CsVAL7tQ8EkkbzwTbBWzCM0g2tiF55iYuXGkL4k0dYIQOOU8oeQyKjNXmp3nM0yLKXrz9DoJC41EisPnyPUdW7Qp37GuUj8k1xj33Z7Uho9xa2DEMqTad5MfO48eThBv3IJQBNXcOOXZYeR1UogUzSCcbCaaDqp3vu9iFWcozwzhOVez39GGLiKpVgpjvUTSrUTSbQgEtcIk5ZmhJQGMohnEGrqCzykqZmmGyswg7oI+Kj2aIt64hXjTVsKJRtKd+9AjwTPUc2yyA8dw7evPri77e8NhlHAEoSrB3yMLKnaKwGhpXZ46KgTR7btp/sTnCDW3LWEnLPzOQiVGEQphhFrQEimqly+uGVgITafxsWdJHLgLZZlF4sJ9LdyPFosT33sHoZY2pn72AyoXV3Bq9n3KvadIHroXLZZAKArRbbvR0hmc2fU1rYe7ejAyTfP/b02OYY4vNmOLdm4j1r2D8sAFrNkJ/HW4cId2bSG0pb3uaoV1YYjayYsfnanTD8acePwuUOpb4mqZxGKVJ0Uh+egjxO+/F980l5VJ9oqlDQsszIqHucHUpQsfFAhFFTxXUpy9uQpRmxZYeFaV/KXjxDt2UJ0ewS7OLnGDXKTQ4nn4peXLjVpD4jr6IiTOMoZ6SiyM0daAM3YDbpnLZS2EQIlsvATprYSCgoqOIlSUucWcnPvHlx4e7tJGyhuBhMqMSWXGZPDdSVQ0dGEgEHjSx8FCsvIi2ivB1Ptlpt+v4uPhSHvJ+MyCvabDt/QkuaEyuaHlq20KKqKmYw4HtIwQUXw8XJyNPR7LYGba5w9+v0JHh8rf/fsxPvHJMH/631ZeJIyNemSzPrv36AwOuHzvOzbm3DPI99jwh4VbK+E7JrG2bdilLHY5UKGKt+/ArZZwrRpWYRqhaoSSjTiVPAB6JI4eT1EavVCXpKTvOViFaVQ9RC07jr+wgXYZ5aCP8TGWQzjRRMcdzxLNdBBJBZLOmhFB0cNMXXyHyd43rsurINW2m447nwPAc0xUPYQeipMbOc3wsR/PBQyCRPM2Wvc+Rrx5K7GGLnzPRTMiqEaE6b73GD/72nxwoxoROg5+gnTnfjw7kOnWwjEqM0OMnPgJdiWgqURSraS79hOKZRCqTijROL9gd60a+ZHTsIEtKiIUIv3EkxjtHRitbTQ89yl88+r9KFQNLZWk8O47S2hQeqaR5qc+Q6ilfV61zSuXMCdGcLIzeLVqoAhnhNASSYyGJvRUA2o0ilA17NlpqsOX1xyjdB3M0SESBw4H/+95eLUKTj6LPTuNWy4hbQuhaWipDJHOLeiZxvneRb2hmcZHn8GensDJLb92sCbHqQ1dJrHvzvnfFuvZRX52hnonWqEbxHbsQRhzku2+T7n39BIqlvRcoh09JHbdgZ2boXK5l8rIJZxibtXrVehaQIGqU8RGOi7VY+fxyxsbiG42nIkZpOsj6lzhCl1D6Nq8Qp9QFcI7tlE9dZrim+/MPSwXw6/V5zN0q3D6jRxn38oD4N2gytR6sWmBhaIZqEaEcEM7Pc98LXj4uw4Lb7Dq5BCz598DAuqSu4L8n5qOo8Yj62uMluBMZJf0QiiREMbWVirH+q578SFC+rIltpthdrS5EBiEiSlJUkojMSVFWMQwRBgVDTEXWHi4ONLClFUqfp68P03Jz+FSf1QsELSr24gpaQCqfpFx7zI+HgKFBqWNDm0bcSWDioYtTQr+DOPeZYp+loXXkYpGs9pJq7qVmJJCQcXBpuznmHAHyfoTqwYkABERp1PbOc/frskyY+6lRYFCSERpUNrIqC3ERBJDhFFQ8fGwpUVVFsl702T9CWqywkav2lUNvvRLEZIpBceRxGKCmelgfNu2q+w/oNPZrXL/gwYIOPqhTTQqaG1VKJckHZ0qDz1s8MrLm0fj8F0bu5wj2b2P4kgvvmNhFWdo2vtg0Kjte5i5CUqjF2g99DRaOIbvuaS33Yln1SiO9FLPcfMdi+zFI7Tf+2na73mO8sRlEIJwsonK1CDl8fUZan6MX1yoeph401aGjnyfWmEq8G458DStex6lMjNIaapOo7EFqObHGD3xE2qFSTzHRNFCdBx8hoath5npP0Jl9mqjaCiWIZJsYejI9zGLM2hGhK7Dn6Zp+73khk9Tywf9Co3b7qax5y7GTv2M3MgZkJJE6w667/oMLbseZPTkz5C+S2nyEpWZIWKN3ex6vJvpvveYvXwUmFPVcje28V3aNqVjRwlns+hNTVijo7j5/IIP+Dizs9QuXlyclBMioCW1dc4HFbWhfmZf/ynm+Ci+bV1d0AmB0HQUI4SeaSTSuYVIz07M0UHcYp41ISWVvvMk9h8K/n7pPLXhAezsTOD94DrzLASh6+iZRjL3P0byzntQtMAlPdTWSXTHHgofvsNyc5RvW5TOnSS2cy+KbiA0jdju/RTPHsev1bcw1zONRLq3za9Z3FKRav+FJWuV2vgQIz/6M8ItHcR7dpM6eC/pO++nNjFMuf8c1ZHL+M7SeV6JRQjt6KpbMckvVTDXqcYVTSg88nyGiyeqDJy7NYtvv2YhLRvqpdGryqL1m3Q9qqfOYHR1oqVTeOXy0vWidXvTIaUP3k2iaV+LTQ0sIk2deGYVTwi08FI6k124GvlL28WdLiwJBCAoU12P4pIznUfabhAIzEEogsiebgrREH7lOmQCFYGWii+rLX6rpL1uFAoqCSVDs9pFg9JGVEmgoQfqUGuQFP25SkLBm2HEvUjWH8dfYxEPQWDRom6hResGoOTnmPHHsKVJh7aDHdodhMRVPeooCVJKE41qOxfso8z4AZ1Kw2CbfoBObRc6xqJrJykaaFQ6GHDPMuz2rhpchEWUHm0/ylzvStnPM+ONYsrKXODSRbe2h8RcoHPtNRoD0rKZNrWHil9gxOtjwh3A3cDUoO/B2TMOu/boCAF//vUqJ48HwVw4LDCMgCrlOhCPCzRd8Ownw5w+5XL6lIMi4Imng0zVO2/ZfOfbtfkejXffsTEMccOJfum51GZGiTR0UJsNzlF1eghn6wGqMyMgfXzXZuLIizTueYCGPfcjhIKZn2L69BvYxRm0cBy7NItnB9KsVimLZ9UAGfhwzJn7lUZ6Qfqktx+m+cCjgZRqOUdxriFceg5mYWrRQkr6PnZhZm57H+NjBMiPnqU0PQDSx7XKTPe9R6pjL8m2XdcVWFjlLFZ5AU3CqpAbPkVjz11o4cWUWd93mbl8lPL0AACuVSY/eo5Ey3aMaJJafhxVD9O49S6quTFm+o/MS3oXxs7TsOVOUh17mex9C6dWnOsD8fAcK6guu84NSeKuCSlxpqZwcznCW3soHfkQa2hwza8JRQkW0XPVFN8yyb37c6qXl+kZkBLp2HiOjVcpYY4OUjj+frDYq1Na1ynkmPjRN/HNKl61skJiMdiPPTXOzGs/QY3Fie8+ENCvVI1o9zaKJz5EOsvP67WhfuzpScId3QghCHdsIdzWRfXyhTpGKIhu3YGWvNqrWRvqx84u4x0jJV6tTGXwAtXhS2jxJJG2LSR2HqD9E7/E+Evfonz5/JKvaY0p1Exy6fZWgDOVw8utT+koFFbYc1eM2QnnlgUWeN76XN6FWLKmc4slUrt3Ed2/D69WW3Kd5X78E2pnlx7jj7GJgYVbKzPy1ndWNZNadOKlxJnMIS0HcU2UqUQMQlta16245M4U8QpllJbM1ReFILy9A6OrGbN3/Q2PajyC1pJeGvFL1m3idztAw2CnfogWdQuGCM81htfvmaEIhRARmtUuUkojg+45htzedVOCDBEmJCLERYrt2sFFQcUVCCGIkWKncZiaVaIqy3RqO+nW9qCJZRoGhSBEhG36AWqyyLRXv9C9ISIYIowrbbbq++jW9qATWvXYCCFQ0UgoDexW7iIh0vQ7p7DYmMlVSuaChKXX2bmzLufOLn5dVeHAQY1jRx3OnHKIxQWPPhFCCJiY8JmYuPpwPH9u467dXP9xCoNn5hcz5Yl++l/8w0UZNKdaZPLEKyhaUF3xXWe+hO+aFUbe/h7Sc5C+x+g735/7u8/k8ZevOo37HsXh85THLyFUnSvN3VckLa3iLAMv/Xe8Bft1a2WGXv/La/ouNgMfzSTDLyrM0swiJR27msdzLIxYZpFfT70QqkY01UascQtGLI2qhzBiGRRVWyShCnPB+DUN1p5rzUmHz4l0hGIY0RS+H2PrfV9csCOFSLoNRTXQjAhO7cbkLm8E0nUpvPPW4mrFahACNXo1yJKOg1Ook7Mu5br6CoLv+DjrUGnyykVKp48R27YLYYTmKVGKruOtEFi45SLlC2eCKoyioEZjxHftozbUvyalTgmHAxqUGizLfMemfOHMikHMPFQVNRLDaGhGT6TxXXvFfamNKZTI8kbE10JKiZct4lfXl5nPz7j84f9jBNu6hXOgUJYXClgJvlzkSi9UlcSD92NPTlH+4AjSMpdM6fb4OB9jeWyiQZ5cthS3GuyRafyatVQFSggiB3oovnZ8XfQlN1/GmcqjLwwsADUTJ/HwAaz+8SVeF2tB72jCaG9c+ob0A2Oijxh8PHQRIiQiyy6aA0OqoINA4s/3XQghFlUzhBAYROjRD2BLkzFvfVk+FY2U0kiD0k5YxACJLW0UxPz+ruwnTpo2bRuz3hjd2m5UoQWTIA4+Eg0dZd6HQ2DIMB3qTrLeFF6ddC11rorToLSxVduPKrT53+tLf25f/oI+lKuTmBACDYMObScg6HOO4WwkqblOeB78xZ/X+MIXw9xxSMf3Ag+LV17auBKuQBBV02T0VuJaBl2EkUhs36QssuTdSWpeEW8Zkz7pe3h2EHRpwiCiNaEgkEDNLeHIIDhd2D9xLY1DQSVGEsWbUyzzq1hXzrH057e/YK94tjm/z7iaIaE1EtVSc/08Cp50sWWNqlek4uaoeSVsub5FzBXzwOD4pMjobcS1BnQRwsej6hXJO5MU3Rk8uf4gRxU6ESVBXMsQ1zIYSgQVDYmPIy2qXpGiM0PZy9W1fYFCTE2jChVPelS8/HyFL6TESOnNpLRmQkoUgYIrHapegbwzScnN4rP+wNQQYVJ6Kym9hbASLDAtv0rRnSbvTGL5V66Zm7BAuWYXV/x9xJVM5jqGoKgGbfufoHHb3djlLLXCJE6ttMA36Npdy5V9Juam2GAcc2706uLHdiU7gmtVFwXQtwRSYo+uw6VQyqCHYg5KKESorQtrcvy26ZGyZybxalWUOREaNRRecvwXwfep9J0jddcD6KkMQgiiO/agffg2Tnb1Ju5Qcyvh9u75Z509O01tpf4RoaAnM8S27CCx/QBGQxNuqUDx4ikqQxexVtiXmoytaES8BBK8YmVegnUtCAU6t4cJRxR8KZketSnlln5XCMi06CQbNEBSKXrkplxc5+o5j6dVGlsDynl20ll2O6uOxQh6JuqFdN1FssVS+jgTE/i2Te18L/I2pz3dbthU5+0gG7lKxcL3FkXWzkwBZzofdOhfg/COdtR0fF0u3NJ2qJ0fInqgZ9E4hKKQePgglWN9VI/31b09oWskHz2ImliqUS89H3eZZvH1QFHgc18Ik8ko/NnXq9jXeS3v3qPxy78a4T//hwrT06tn2nw8xt3LNKmd6BhzC3SXql+kKLMU/VlqfhkXB4mPQMUQIdJKMy1qN1GRXLTo12WILfpecv4UNVk/dU1FpVPbRUTEqcoiQ+55in4WBZV2bRsd6vZ5mlJAo+omLtJERBxHWoy6fcx4Y/h4pJRGtukHMQiCJSEEKaWJqEhQkvVlxBQUurTdhEUUVWggJWVZYNobpeBPY8nafGARFjGa1U6a1E4McTUbpAqVDm37/O+51qn6ZuDEMYdzZxwUNUjILuddFYsLurfpDPY71Cprj1HiI/ExRISe6J20h3fOLzgXf8rH8iqMWRcZrJ7GWWVxntKauSP5FLoSwpc+Z0tv1mUwF1JiHEp+gogaUC37K8fprx5d9VgrqDSHttId3kdSb0YT+jLeCIFIQbCALpK1RxiunaPmrz3/XBE3MESYLdGDdIR3E1Zii/YRbNsma4/RXz1G0a1POSaiJGgJbaU51ENczaArIQTXUhavjr3gTDJQO0XWHl31mBhKhDuSTxHX0phehSOFFzC9Cu3hHWyJHCSupQPn9QX7kfi40mbGHqG/cpSyV5/GvUDQbGxhW/QwCb0JddF2A2ftsptjsHaaCfMS7nUEXuuFEUuz0AhUD8dRNAPHLC8RHVkLkXQrzTseID92jtHjL+A5JhJJunM/jct5X9QxLbh2Dc+uUCtMMfDuN5atoKw4znVUoG8YQqCl06jJ5BKFJ9+yscevOjZL36c2Mkh8z0GEoiB0g8aHn0LaNuW+s0j75idjroVn1hY3nCtrZ8Kt6Umqg5dI3nFP8EzMNBHt2Ukhu0oTt6IQ3bYLNRbMY3KuJ8QtLz/fxHt20/rk55CeR2Woj9mjr2NOjeHb5spBmRAokVD914OUQZ9CndB0wZNfzrDrzihtW0J8/ffGef17i+cEIyR49teaePwLGa4o/Zo1nz/+3TH6TlYRAg4+GOfzf6uFREZFKIJa2ePb/2mKk2+X6g7wtcYUyjKyxyvBr9QW2x1I8E2L+P33Etm7B7+6lApVfP1NzEvrp0n+ImDTAgs9mqTrsV9CjywIEsSCv0hJcfg8E0d+Ov+2V65hXRojvGtxc5EQAr21gfCODiof9tY/CF9SOzeEb9rBDbUAaiZO09eeYapiYvaNrp0hURXiD+0n/vBBUJbJ7Nsu9ugyXMh1IhQSGMbKnQ0921QMQ3Chd+UMoapBJCLq1nDO+VPk/SkiIs60N8q0N0LFL+Bir7gYmfZGGXX72KkfplXduii4iJGiUW1nxF2HvrYQJMhgygrn7PfJ+lepASU7i26EaFG75wOFOGliagoPhz7nOKPupfkMa8GfBQS79XvmF1y6MEgoGUpevfJwgqQIDIp86THqXmLQPbtsU3aBGaa9YTJKK7uMu0mIzPzxUIRKt7aHrDdZd1Cz0Vjr+bzrQIh/8W+b+F/+hynOnVj7QeJLH02EOJB8nGZj64JF7ZXjEiiIqUIjoibZHr2LiJLgfPltHLl8tCyEgiI0VKEj8Oqm4wkRmNOpc1Q4Raz+0FeFzrboIbZG7ljG5G/x+AUCQwkHFT0lwqR1ue7AQlMM9sQfoj28c0FAcXX7V7bdGtpGXMtwrvwWs/bISpsMxo7GnviDtIS2zVMWr2bAF16TV7ffZGwhoTXRW36HcWv1JIoqVFShE1ZjxNQU7aEdbIsenj+2LJIAFggUdBGmPbSTmJrmdOk1Su7qansCQWd4L7vjD6CL0LK/QUEjqTWzP/4oESWOJzefYpruOkB28ARWJYui6mS6D6KoOqXJlUQAxPzvuRaKFkKoKo5ZwnOtQL0pFCPTfQdKnfKX18K1quRHztG4/R6S7bspjl+Y9xbSw3EQyrwq1BX4XkAvjCRbEIoaqK0JNrUaENm9h8bPfBY1EglcuC0rUDiSksqZ08x87ztXM8NSUrl4htTh+zCaWoPnfGMLrZ/7Ksmhfoonj1AdvIRXKd2cCsZKc841+15rapKOTfn8KeK7D6CGIwGtZu8dlM4eX9FoT43EiO3YOx+MedUylb5zy6oRAbjVMtPv/IzqyGXcSmkRjW9FiDn1o3UEmuvpG3UsyZ/93jjNHQb/7N/3oKhL9/Pw82me/60mvvP7U5x6u4QEEmmN0UtB0ql1i8Ev/4M2jv28yJs/zCMEfPJrjXztn7Yz+vdNZifqSzIYPR3rokK5M4WADnUFQuBbFtXTZ66e8GsOhV9HFWPPAyn2Ppji0rESoxcq5CaXl7n/64bN87HwXGqzYzihyNUXhYIWiRNt6sSpliiPXxPtuR61c0Mknzy8RA5NGBrx+/dQOXqx7mYtAOvyONbwNJHdXYu3JwShbe20/YMvkf3OG1Q+vIBXqS2+uGDenyLx6EEavvAIanIp91/O9Yc40/m6x7UcfB/+6i9W5uNrGnz5KxFyOX/VwOLcGZf/5f9WP9fWw+G8/QE+Hpastx9AUpUlep0PCYkoabV5/iGroJJWmhmjv+5eiyuKU1PeMHl/MQ/WxWHU7aNJ7ZzLbs5RAyRkvUkm3MFrGrMlM94oW7X9RERsfkwxJUm9rR9XzrEvfca9y/Q5x1dtxPbxmfXH8ewPOGg8REQk5pZ3goiI06Ft54KTZy11qlsBIUDT6u+tEQh6oneQ0JoAScGdZtYeoezm8PEIK3EajU4yegeaCOSK28M7KbjTDNXOcCtn1hajZ1FQUfWKZJ1Ris4MtqwBAkOJzFGkGoipaXQlRN6ZoOzl69qHgkJneDdRNYWPT8GZYNYepeYVkfjE1DQtoR4SWhOKCChIu2MPcMqrrJr193CZdUZpCfUgkZhelbKbpejOUvUKuNJGFRoJrYlmo5uYGlBAQ0qU7bG7KbozVOr4DQKVnughkloTqtCo+UVm7VEKzhSOtNCEQVpvpcnYElRihCCpNbE9ejenS6+tSr1qNLrYFb8fXQTzu+s75JxxZuxhTL+MJgwSWiONRhcxNc226GFM//o9h+qB9D2k77H9kV/DKs2ihePEGjrJDp6guCCwCCebSbTuQDOipNp3oRlhWnY9iFmawTFL5EfOBt4thUmq2VGad9xPON6A51iEky24VvUG/CMkk71vEko00nPflzHLM7hWLZCxjSTJDh5n/PTLiyoZVjlLaXqAph33EUo24dkm0ncZPfnTTenFEJpG4q67sUaGKB87RvqJJ8m9+gpC00g+8BDlkyeWuGTbs9PMvvYizc9+Dm2OOqSGwsR27iO6bTfO7DSVS+coXzgbOGCvt69ipbGqKmosgZ7OoKUy6MkMajSGEgoHKlC6jtA0lFAYLZVe9/ZrwwNYk2NEtmyfa+LuJtzetXxjOhDu6MZoDuSOpZSYo8NYUytz+M3JEczJkaAKoYdQNB3ftfEde/UgbD1TrxAodZroXYHvgWvLZYdghAUPPJvm7PsVXv1Wdp76NDl09bm69544mWaNwqxL966g+p+bcunoCdG2NVRXYKFEw4T39iybAF4OUkqc8enFPb+eR+nNVby/FGXNYFcosO/BFJ/+nW48R/LhCzP86b/swzaXrgHSrQbtOwImTHHaZvxSdT3L3NsOm+pjMfHhcmZrgkhjO50PfX5JExtA7eIIzlSe0NbWxd8Sgsj+HvTWDM54/R4UXqlK+f1zhHd0LLFnF0JgdDbR8nc/i/XcBNVTl7GHJvHmmpXUWJjQ1laid2zH2NqKshJnT0pqvcN4+ZUfgKEQ9GzX6OxUUQRks0FwUC4HF+e27Sp79mpBY+24z8kTziJqY882lV27NZ54KsSF8y6ffj54MPdd9Lh4IQgyEknB/Q8YGAaYJrz3rk21DmoLsC7a0kJYssaIe5GU0rSoahEVSTR07HU0cXu45P3pZVWlyjKPJatExdUKmJxbzC+34DdlFUtWibDAfVxEECjrWtzXZIkh53zd6k4Ff5ph9yK79MPzjZdCCJrUTobdXqpy+Yy3qoJuCISygJAhwTLl/AQjRFBKVpSA9mrbcsmDQohgO6oaBKq2tXSSX/iZhbzWeqEpBimlBVc6DFZPMVg9Nbcov4oR8xyd4b3sjN0byPIKlY7wbibMvnX3K2wUNKHTFt6OrgT3TsGZ4kzpDYru8hQFVehE1SQZvZ2yW1+vAgRVqrjWgO3XuFQ5yqjZiysXXz8jZi87Y/fSGd6DIhSSWiPdkf30lt9dNRiftgZJaE0UnWmyzhimV1rmfrnIsHqWffFHaDKCKl9MTdFsbKFSy9cxfoVGoxNf+kzbQ1ysfEDJXSzxPGpeIKO3cSDxODE1ELNoNDpJak3knOUXRLoIsy16eJ4u6EqbS5WjDJtnlxzbiJpkZ+xe2kM7iGuZ5Ta3YRBCYbrvPXzPIdW+G6daYHjgGLnh04sM6oxomkTLdhRFw7WqFMZ60UIx4qEYrlWlOHEJzzFxzBKDH3yHhp7DRJKtMLf98vRlWnY/glO9QpmVmKVp8iOnl/QC2dUCuZGz2NWrAYBjlhh475sk23eTaNmOHophmSVyQyfJj/UuoUf5rsXQh9+loecw0XQ7EDSpb7Tc7DwUFTUep/DO29hz/HQ3n8PNZlEjEeJ33InZf2kxtUhKSudP4VbLNDz0FJGt21HmGqWFphFqbSfU2kbq7ocwx0conT5K5VIvbqlwXVUMJRIlunUHib13Eu7oRkumELqxrix+PfCqZcq9p4l0bQVVQ4lEie8+MNfEvfj+FqpGbMcelFBwX0jPpXLxzCIvkOWgxVNk7niAWM9uFN3Aty3KgxfIn3wPt7JM4OhLfMteVnlzWQhQ09fjIbY8wlGFZKPGheOVFX0VMs0ayQaNJ7/UsOjZdPFEddkF+XII7ezG2NJW9zmVjoszNr00qbwKEg89gDM5idm3MhXKiKi09ERQFIESEpTzDp63/D4OPp7ha/9yBwAf/HiGr//f+7CqH93IYlN7LJaHpJadoJabJLl1H6XRxTJsbrZE7dwgRnfzEo6m3pQidvcu8j9ah7mdL6l80EvqqbswOpuW/Yhi6ER2dxPZ1YWUzHPthBZw/Fb/ORK/YlJ+dwVHTiCZFPztvxfjqWdClEsS35fohuD/9bsljnwYPFDb21WeeDLEPfcZXOh1+ef/pDAfFAgBjz5mcM+9RhCYKBAKB5PQiz+25gOLWFTwwIMGe/ZpbN+u8Zu/lmXg8uYatgEU/RksWZuvDgAYIhT0RKxj7nelQ9VfPpNmSxNbmkS5Gli4OJT95TO8gbfE4olZQ0dBwaszsJBSMutNUJH1Z/ckkmlvmE5tB3GRnn89ImKklCaq3tLAorFF5dO/FOfAXSFicYVwNKjGTIy6/MHv5Rm+7BCNCZ74VIyHnoqQTKlMT7q88qMKR94ygwCDIOi4//EIT34qSlOrRjHn8fOfVnnrpSrmnNu2psN9j0b45BfjJDMKAxccBi6tn8MupWTc7KO/enRZqoonXUbNXlJ6Cx2hXfOL26iWxnYmltni5kMVOjE1DQTjn7IGVgwqADzpUHJn16T3LAdf+oyavQzXzi3b2Gz5FfoqHxJT02SMNoRQaA5tZcTspeSuTKk0/QrnSm+uGRxXvQJ9lQ9J6c0YcwF1Um9Gqal1VRGllJTcGXrL765Q5ZDknHEuV09wIPEYAhVNGDTo7SsGFo1GBym9ZZ7+NGFdYqh2etnx1LwiF8vvE1USpPX6FwnXBSGQvktu6CS5oZMrfqw4cZHiRH30Tqs8y/jpl5e8PnL8x4v+vzB2nsLYUsnKyswglZmlkq2eY645zoWwq3kmzr5W12dvHBLpuii6jvRcpOuiNzTiZrN41SpaOr08PUX61AYvMT41TmzHXpJ33EOkc0vg5K3M0SrDEWLbdhLdsg1rcoz8sfconzsZyMbWg7mqQcMjzxDbvnu+GRuCa116LtLzkH5g2it9P+j/lKDFEwh1nR5VUlK51Ev6nocxGpuD+W/HXnIfvIlzjXyslkwR3bbrqndFPkd18BKrPTyVUISWRz6J0dBCZagPr1pGiyVIbN+Hnkgz+dr3Ax+Qa+BXzED9qA7PLSEEelsDaiK2bsnZ5eA6Etv0iafUFT1MrZrP9JjD7/+LYWbGFz+XHKsOGftIiPiT96DEImt+9gq8fAlnbB00diEIbd2yJhXKCCmkW+aMDqVkZthcMaBShEDTg3tD+ajboXFLAovgglW0FRprXI/yB70kHj6ImrzaJC2lDCaH3V2Ilw2kWX/WxR6fpfjacRq/+uTqSgFCBHLG9aomENwclWN9mBdXVsP49GfDfOazYf6P3yvz7ts2vi9JJBUmJ68+UN9+y+bdd2z+53+RoK198ZUlJfzZn9b4wfdN/vC/ZfjJjy3+6L8EE+rCctnEhM//9v8s8fAjBr/7/65fq/pGYUkTB2u+OgABnUJhfXeIi43N8jerJPDLWPR56WDKlakF11YZFKEt06S7MoIKyuS66UumrJL3poiJ1KJei5TSzIQ3sKhvRTfgl/9mknsfifAX/6VAuejzpd9M0rFF49t/UmJyzEVR4ct/I8lnfinOSz+sMDZUY/dBg9/55w38yX/M88oPK0jgmc/G+I3fSfHuz2t88GaZ7h6N3/6HaRqbVb7134p4Htx5b5j/8X9uoPeUzUvfr9DWqfGZr8TRjfUt3Cy/ynDtzKr8d086zFrDtIa2oaEHyk9KnPy69rSRECxuPNq8xartV5kw+1dVS7L8CmPmBdJ6C0KohJUYDXr7qoEFUPf1WHKzlN0cDUYgYhBSIqhCw5drBxY+HqNm75rUqaw9hulXiKrJeQWsK7TGhRAoNBtbUOceOY40GamdXzXIMf0yY1ZfEIyscy75GDcf0nWxx8cx2tqpnD6FMztD8uFH0FIpInv24lUqq2aF/Vo1qEj0nSPcsYX4noNEe3agpxsQcyZ1QtUId3TT0txGtGcXs6+/iD09uebYwl1baf3MVxY5fEvHwc5OY02MYk1P4BZyuNUKvmUGQYXvoyVStH3+V9FT66+aObkZKpcvoDc0Br0wmUaiPbsoZGdZGDREunrQ04HSpJSS6mAfTn51IYRIaxdGppnxl76FNX01kA9fPEX7J75MqKmd2tjAku95hRK+ZaNq9S28tZZGjC1t1NYTWIhFf8yjVvbpO1nl8KMJXt+dY3wgeJ7rhoJt+TiW5NLpKs/+SiP774vz5o9yuI5E1QThqLJ2YKEoxB+6k+idu+pPREiJPTiBmy2AqmK0t+GVynjFIlpjA0JfSgUTmoqaWCowdC1UTRBNBvOd50oqBfcXor8CNjGwEKpOtKUbRV0cQAghCGfaSHTuYvrk68t+1+wbxbw0RvTwDoQQ+I6LMzZL+f3zlN4+jbTXmWH1fIqvnyByoIfooR0blv2SUuJM5cj94O0VxxQOwyOPGhw94vDST02uVDez2eUfqCtdd74Pnht8wPfkqgpwcmGP5U2Aj7dksXKl/XU9cKS9ql78tYtYR1p4qyySPK4dk1jXmIKKyPqVvnw8ijJLx5yK1hUklAwKKt6CxWY4onDXg2Hef6PGyz+sICWEIoK/988y1Ko+tiXp2KLx2V9J8N0/LfJX/7WI78NrLwh+5/8KX/i1BEferiGE4PO/luD9N2r85/89h2VKVBVqVcnnfzXBWy9XmZ7wePLTMQo5n9//N1mmxj1UNZgAt2yvX0EDoOhOU3Hza36u6hXxpQsiWBgYSv2ZpI2GJ11Mv0ycgLrTEuphxh6m6E5vuGJXxctT9dZ+GOedCSy/SkRNIIQS9DWgLbpGrhc+3qJmc4X6A2vbrzFrr+0bZMsatl8LAgsh0JTQkmscwFDCxLXG+UVdxc3XpSKVdyZwfIuQulSJ72PcZvB9SkePoITDSM+jfOwYDZ9sJf30M3iFAtmXfjbvMbPqZswa1f5eqgN96KkM0Z6dxPccJNK1FSUS9DgqukFi350ous7kj7+1qvu2Go3R+Nizi4IKJ58l/97rlHrPBLSqFZqkpeevz2ht4Xddl0rvGRL7D6FF40ET9747KZ05Nt8rInSD2K79KLo+/9vLF8+teZy0eBK3WsbJL66m2rlpPLOGFl1qSAzgzuTxKyZqnRl9JRoi9uAdmOcH1lSIattqcOfDCTItOqlGncOPJwjHFCaHbU6+VcJ1JC/91SxdO8P8zr/qZqjXREqIJVV+8EdTXDhWpf9MjVe+leUTv9rIgQfiVIoesZSKVfP5o381irkSPUgRRA7tIvW5x5b0564G6XrUTl5EWg56cxNNv/ZVzAsXyf34RRq/9Hn0lpZA9GAhhEBLJSkfObrqtoUCmhHMt9IH7zpoxx9VbFpgoYVjdNz3afRYaumbQlAeu0S+/8Sy3/XLNUpvnSK0vR1nMkf5nTOUPziPM5lfV+P2QrgzRbLffB2tIRnQrDYguPDLNbJ/9RrW5ZWpHaGQIJVWuHzUwdl81cRbho1YmF3xhlgJ1753RQJ3tVEtxvrOuS3N6/afqPplXFyMBYGFIQKFoYUBku9LqhVJPKkQCgscW5LOqLgu8wZDHVs0EkmFE++b85e/WZOcOWbx4BNRWto0fAmtHRp/9V+LWGbwPc+DU0dMvvI3k3T16BTzPj07dfp7bXKz3vxnzh43+dyvLP8gWgkFd7ouSo0rnUXXxlqqTZsJT9rMWENk9DZUoZHUmjiYfJIx8wJT1gA1r1iXa/xakEiqXmlJX8VyMP0KplcJAgsEUS2FKvQNU0JauB1xpWBTx61a9YpYdTRN+3JxUkFBmRdWWAhDiRBWr1Y06/XXsPwqpl/ZtMDC9xzsSv4mGCb+YsCrVvBKQUDtTE8x/a1voESiSNsKKhbrge/h5GYo5GYonTtBdMt2Uvc8RHTbbhRNQygK0W27Sew/RO6911ekIke6eohuvZpQ9GoVZl97geKZ42uuJ4SqrE2HXgXm2DDm2HCg+DRHxwq1dVIbDEQB9Ewjke6euU9LrKlxzLG1jXu9WhU1HEWNJfAXBBdaPIVihPDM5Sv5Xq6EOzm7xNtrJQhFIXp4N9VDu6h+sDLdG4IeioZWHUUVvPadQAEx3aRhVv15BtzkkM3v/4thDj4Yp31rCN+H0+9ajF0OqheOJfnJ12e4eKLK7sNRInGV0X6T3mNVrJV6LDSV6KHdZH7lWbSWhnWt7ZzJLObZfpASt1Ck8OrPcWeC46lEIlSOn8SeWLy+E6pK4pGH1t74XBIYAnqTFrqJss+3GJvnvG1WGP/gJ4hrKU9S4poVrOJMoLm8AipHLuBVTKz+cdzZ4obIzdV6h5j505/R9JvPYnRdf3AhpcTLl8l+63VKb59edWy2A+WSpLlZQdPq9ppZed+wmQyOBRBoaGhCR8PAEOFA4QcNBQVFqMGfqIGs6IL+iutFUH2o/zz7eJuqsuRKuy7ayHKwZS347oJzpQkdHQOTqw/YWlXy0++W+dW/k+If/a8NlEs++w+Hef3FKmNDwaLQMAT+nAfFon1YEuYauq9cV1f6La7AcSS+JwmHg6Zv3RDYllyUoLPM5VU8VoKUEtMr1RlMXttgfusmV0nA688Y7TQbW1GEQkJrYFfsPjrDe5i1R5i2hyg406t6btSxI2y/Vte16Ut/keqRISJzvilr70ZBRVfChJQIISWKroTmzBpVhFBQUUlpzesfvgwMDuvzj6jvwrli4HcF9VRzAFzfvrFzsQYq2REuvPaHuNbmKk/9IkDoOg3PfQolHMbN5bCnp3CmpnCLBXx7DbWiNeCbNcoXzmCOD9P05KdJHroPoSgomkZsx14KJz7Ary2zmBaCcHcPygJKizk8QPniubqSlEoosnQNsw54tQqV3jNBYKMbKOHIfBM3QHTrdrREkHyVnk+lvzeQ110D5tQIvlWj7YnPUeo/h2dW0SIx4jv24xSyWDPLJzv9moV5YZDwge1LelhXgpKMkf7Ck3i5Elbf8IrnceCcycC5tfvn8tMub/4gv+L7jiU5f6TC+SNr35NKMkb8kUMkP/UwWlN6fVK6nkf1w7M400HlVFoWlQ+DKoTQdXzTpHLyNPbwNYGeohDetXPN7XuupFYOHrSKKmjeEkFRVyyO/bXCpgUW0nMoj6+kAb42vGKVyvtLm9puCL6kcuwifs2i4cuPEzmwdV0mKhCUzsz+cXLfe5PKkQtIZ/WrpFaTvP+eza//RpRHHg1x9KiN9ANTslJJUipey0UOMovL3R6eJzFrku4tKomkwHOD167tIRLK3DbWvYYThEWEpNJISmkmrqSIiDiaMFBQ56lEYgHR6cp/N2K9GBiv1f/wWY/G9vXAk+51Z7BdnCUZ/StB2MKf6HvQd84mO+1RzPtMTbh88Gae00fN+cpDdtpDSklzm0rfueB7QkBLu4brSPJZDykDo6HW9sWNcU0tGor6/2fvvePrurL73u8+9faL3kEQLGAVm3ob9TYaecYjTx+P7bjEJbYziZ3k+cV2Yj/7xXEcv8SxnYy7PfZ4epM0kka9sYhi7yQIonfcfu+5p+33xwFRiEIAJCXKnp8+lETg3tPP3mvttX6/n2BsxMN1JKlxj+o6FcMUlIrBh6pr1Xk1xxfCRfO19yMsv8Dp/G6scIGG0BoMEZ5UcaokqlbQGFpP1h1jtNzNqN09SbZf3nMmkctw05a4M7w9FDH5jCwCQ4SpMpqoMVqJa9WYSmDiKIRyyfu58pfSkzZXs5/yomfFRTj+0pIFH++a+lhIz53j/3AtIQwdrTqB3liDXleBGp90QpYS37Lx0nmcoXHcTGFJgbiXK+LnViZhq4RNtOokelMNWm0SNRpG6BrScfFyRZzhCZyBMdyJLNK+/D2Qrktu/9sY9fXo1dVE1q1H3bET6Xp4pSJ2fx+ZPbuvaHXNzWVJ7X+TyNoN6IkKEAK9ogrFMBdMLGbyI6SU2OMjC/pJXAqjuhYldGXtm4WuM1SkxqdasaJrNzCx+xX8skV03eapAN/NZyl2nl7SfXcLOUbeeo7qXXdTtfPOwKfEcyn2dzFx4I0FKxb4Ptbx83gP3IJWcXmeAEyqZ7Y1UvWjHyT11ReCFX7vvVUsEiGDUEcb8QduJnzDOoS5fGUvZ2CU/FtH5lW8kp5H5pXXcMfm4bv5Pu7oaGCatwjssk9qqAzb4wghuOHuSvZ8a4TR3vdGFfHdxLUjbwuBaoTxbGte8xZFN6aVF650P/EEvlVamlOnLymd6GZ46FvEbt9C/M6tGK21KGFzwQdTSolfKmP3j5Hfe5L87uNBW9ZSAlsJ3/12ibbVKp//1Rhjoz6eJzEMwZ/8rzx73nJIJAWf+GSY5haVW24ziEQEv/brccbGfL725RK9vcGDX7bhuWfLfPZzEf7g/1MpFiXPPGXx/LNlFAUe/WCInbt02tpVKqsUfvnzMYaGfN54vcwbry1+bcIiRqPaTp3WSkTEUdGvrRLLPFh+O9W1TSyCFeeV7UNOOgjPhIIyb4/7pm0miaTCgT0WY0Muvg+RqIJV9PB96DnvcOKQzQ99Ms5Aj0t6wqOlTeeeRyMc2msxOhQkFu+8afHAh2KcPGIz0ONQWa3y+MdjnD5WpqfToVSUHNpr8dEfTXDjHWGOHrBIJBXufjiKtqyRQF7zpO5aouhlOVPYy6jdTVNoPdV6C4YSEJwNEaJab6ZSb6DZ3cBA+QwD1jlsfznBm1xGQipnVcWChYWFiMqCSr2BNZGdk+1c0++oL3086UwlwxKJlD6GEp7yjFgO/Kv8bilitmv3YtyoSyGlv3SJzOsUImwS2bqG2G1bMNe1oCaChEKoyvQKkC+Rrod0HKS7hLHHl6S/+ybppxfR258HamWc6K4OIrs2YK5uRI2GAlGTi8ciZcAtsF28TB7rTC/5vcexTlzALy2ihCMl5d4eyv19qPE4elU1ZksL4TXrCLevQY1EyL69b8WchYvwCvnZikeKcpln4xLfqSXuXzFDRDs2I9QrC5Oc9ASFztOBCaCioFfVEGpoxs2mCTU0BcckJaW+buyxkctsbRrl0UEGX/oWWiSGopv4toVbzF+Wn2H3DGGd7CJ62w1L9y5SBObaFmp+8sPkXt5P4c3DuOPpd5eMLARqRQxzfRvRW7cQ3rwGJR5dUauab5XJvfh2IDM77wd8rDMLG4pmXn39sslVuejRd6rAjgeqAx7jliif+LV2Xv3yEIPnipRL/lSrlBmZjgs0XSFaoaMZV6m0IaGUd9/VSsm1c94Ox2m46VFGjrxCOX3JyyIENZtuxy2XmDi974r2oxgmlR+4n/yxw1gXlm6v7k7kSH9vL7ndxwmtbsBc24TRXINWGUcx9clkwsadyGL3j1G+MByoB2QKy87WJ8Ylf/B7eTZs1GhpVZESRkZ8jh0JkirXhe5uj4mU5NjR6UTLtiUla/rN9T34+ldKnDnl0NSsYttw8kTweSlhZNjj1EnB6VMuz38vGHh9X5KaWPh4BYJqpZE1+jYSShWC+QdpKYNA2ZtsP/KlP6PCIAmJ6GVXWn+AuYR2RYVCwaeiWuWXf6MK1w3m9mLe52t/neXFpwsUC5I//8MU//JXKvmPf1BLseATiyv0nHf48l9kp6Rkv/TnGX7q85X8ym9Xk8/5RKIK6ZTHn/9Bilw2eAZefqbA+s0GP/vvK5kY9XAcSW+XQy7zftXMXlmw6UmHMbuXlDNEXKumzmijxlxFVK0IHKjRiGvVrNduoVJv4mx+75LIxhePaenVAjHXz2cBAYNKvYGt8XsC5SUh8KVHzkkx4QyQdccoe0VcaU8mFx5S+myI3U5DaM0Sj+XaQV6iKHEtkoSNO8LUt+i88WyW5a5XKSrc90NJ1mwyOXOkxKtPXb4dZanQm2qo/MjdRG/ciBILL3zuqggSDXNpVXTp+YjQ0g3MhK4S2dFBxeO3Y65pRpgLLB4JEayi6xpqNITeUE30xg0UDpwm/dRb2D1D8weUqkp85y5Cq1ejRKIIVcXLZimdP0d2727s0ZFZIidCVUFVl7YgOAN6VQ1qZLr11ivm8RciMEqJm599L/WKaoRuIJ1F9qsoxDdvJ7pmw5U/q75P/vQxEjfciBaLo2gakTUdlEcGUaNB1UA6NoWzJ+aViJ0PRmUNim5ijfTjZCZmH7oRIlTXBEKhPDowp3rhFy3ybxwivHkNanLp3DohBFptJRU/fB/RmzZT2Hec0uEzOMPjyPK1qWCLkIGaiGG01BHavIbQhlXoTbWI0MILwZeD9H2K75wkv/vIijm7lyOyB/uBk7vT3P3xBqoaTVRN4YZ7q1h/U5LMqE0h4+I5wf6TddPv8fobE/zk73cgF/C8WC4cW/KV//c8g51LNT++clxDVSiNcFUDijb/wKdFEpgVdVecWCBAMc0l9wvOgi/xJnIUJnIUDp1DaOqM1Y/JVVlPBiscyzBPmQ+FguTAOw4H3pn7AhYLkuefXdqAErRWOcDs7UgJ+9922P/28l7wWrWFDfpNhER01osqpcSmRN7PkPXHKfhZbGkFLT6Tq6I+Hj4+CgrbzXuIi2trZPWu4wonlEuDSzn5z0zccGOIj342zt/+cZozx8t4XsCp+OCPxPiRH0/wzm6LiVGPcydsfudXR1m30SAWV0hN+Jw/bc9KCAZ6XP77b46zdqNOZbVKPutz7pRNenz6M6NDHn/02xOs22wQTygM9bsM9rm89WKJvgvvv/YmVahX2PLjkHaGyDgj9JSOU6k30hRaT6XegKYYqGjUGasgJjmefW2OEeB8EAhUsdQWSzHlAg5MvlVzo2JNGKyN7JpKKlzp0Fs8Tk/pOJZfWIDPIRaVu3034UknKPBO3qqZ57wYBCKodizhFje26azfGuKt53N4y1xK9X04uq9IU5tOx7bwVUssjNY6an7iccKb2uZ4IUjfx7dspOMhVAUlZARz0BIgpUSW7SXLrouQQfLRW6n44B2oyeiygjKhCNR4hPjd2zHbGhj/0gsUD5+dMycKVSW2fQd6bR2ls2conjmNPTSEm07NcdwGMGrqqbrrQUo9nRS7O3HSKeRigbUQmPVNVN/1AGo4OnkdfKz+noVbm6SkPNiL9DyEqgZGu21riLStobBA25FihkjcsIuqux+aMq27UpSH+rH6u4l2bAmOobkNPVExFbfYqfEp3sVSEG5sI7pqPYWeswhNo9jTiZ0eQ2g6dXc+QmzNJqTvUx4fZvCFr+MVZxvgWie6KLx9nPh9N88xDl4MQgiEoWOsacZoayTx8G3YPYOUO/son++fVJ0q4ZfKQRJ5ubhJURC6ijB0lJAZJBLJGHpDNXpTbfCnrgq1IoYw9ElLgJWP91JKymd7SX/r1RW3EC4HPScK7PnOCA/9eDO6qaAogQTtRRna+ZCoMUjULM/xfDHYlkco+u7Kdb9HPhYKmhmZCrL02jri23ehRqJYfb3kjx1G2mWMxibMphbwfUKtbdgjw2T2vRUMYDfsINSyCiedQjGnS/1mUwuxbTtRDIPiuTMUTh0HXxLZsBFFN1ATSYzaOgqnT1I8PUPlwJdTfaTv3yaP5SEqkqzVt89KKqSUOJTpdzsZ8i5Q9LOTJOmFr4qKflXUdK43qKjL8r2YiYvE9pmQk2Hj1GdU2HVbiHJZ8tLThVlJQstqnS07TczQ9CCaHvfZ/6YFAiK1UcLN1SQqHXK9manVjXzW5/C+xZPUbMbnwO7ZfZ77Xn/3VjOuJvRJV+8rhcTH8vMMls8yandTY7SyJrKLuFaFEArVegs1RgsD5aUZpBnCXJLLuyIEpjKteOT45Xk5BXGtmgqjYUouc6zcQ2fxwGWVp5T3Zoifg7JfnHUtQsrSxB4UoQUtXwtkFoYpaGozQIBpKrNGqZoGjao6jVzaY7jPwfcDh/vaJp1klUrZkgx22wGXScJIv8PIgMuqdVdnUlcSUao+fj/hzatnLXz5pTLFI+co7D+FM5xC2g5CVVGTUcKb24nesgmtdjYRVfo+5XP9lHuHcYcncEbSuEs09hK6RsUHb6fyw3cjQsac7XrpPO5YBjeVQzouSshArUqg11bMqrAIRcFoa6D2Jx5n9K+epnjo7KzAXDoOY9/9DkZ9PWZzM/FdNyJUDd8uY4+OYHV2UjrfObVKLHSd6JoO4hu34hYL2GMj2CODlEeHcbPpwE9CShTdQK+oItTSRmT1usDXYvKYnHSK7PGDi7ZUl3q7sMdHMOsC93EtnqTukR8mfWAPxQvn8MslQKCYIUINTcQ3bSe8qh2hGzipcaTjYNY3LuGOLwzfLpM7eYTImg6EbmDU1GHU1E3dg2LXOZxFJHMvhVBUkhu2E65vQUqfRMd2Br//tUDFqXUtI28+iz0xQsN9Hybevon08bdnfV+WbbLPvoWxuglzbcuyg3UhBGgqWnUStSpBeFsH0vPwixZ+toBXKCFLZXyrjLTsKfNBoSigKoHalmmgmMZkUmGgREIokVDwjKoqKOKKE4lZ5ywlTu8QE196Fqd/6S1nVwKn7PP9v+5HMxTu/GgdkYT2vm7pXCqu+qxjVtSRbNuMFkmgR5NUb7wVp7hxxicERqyCxKqNDL3zfdRYnKr7HqLYeY7C6RPEd96E0HWyb+9Gi8ZI3nonmd2vk92/l0BhRhLp2ER042bSb72OXlWNXhWYy+hV1VTe9xC5Q+/gFfNU3n0fvl2m1HkWo7aeyPoNpN96HavnAn5xaeS45WKKzAxTbULvBuYzpbrc55u0NbNM3IIqhcUp+21GvN4lKy5dajv2TwUaxrLdwy9Cv+g8PgOedGeRnqUP6ZRHbb3GxhsMzp2yURRB0yqNhz4cpee8Q3p8bmNksr2S7T93E6XRItmeDMWRAm7x/VdtmImZ/iUCsWRzxbAaX0Z1YGlwpc1QuZOyX2R74kFCatDmV6E3MFQ+f1mZXSHE1HHNJGbPB10JE1KCdgQpJSUvNy/xO65VT6kq+XiMlC9cNqlQUa8b/wfbD/wudCVYBIppVUsas3Rhzkq8ZsIwBR/9ySrWbgkxMezS1G4wcCG4JjvuiPD4ZypJj3tU1aq8+VyOl7+dpbnd4Ic+V4VEUtugc+aoxVf/zziOfZXHaSGI3bqZyI7100mFlLiZAuNffI78nuPzeh8VDpwh9/phqj/7COEtMxISCYVDZ0l987WgJ3aphysEsTu2UvFDd6GEjKkqrPQlztA42Rf2Uzx0Bmc0PSlEEhjRKqaO3lBN7NYtxO/ZgVoZEFCFEGj1ldT86CMMZ/KUz8/wOpESZ2QYZ2yUUmcnWmUFZmMTobbVxLfvILxmLdZf/Nmc1iehaujxJFosQWT1umBenmydC3xxxZQaycy5ystnGX/teaz+nkUvgZNJMbHnVeoe/jCKGQocpatqqH3gcXy7HHhKCAXFMAJH7sl92GMjjDz3TUKNLdTUfnBlXREzUOw6iz02gtnQPIsQ7lslCmeOLbstpzjQzcDzX0V6DnV3PUakuR1rdACkxBrux06Nkj13jHDz6jmJBYAzMEbqy89T81MfWbZM60wIIaba+BRDh0lS+FJ4eCLYwIr2uxxIX2Jf6Gf8b5+mfHbx5+VqIz/h8q0/vMDhl8a58ZEaVt8QJ16lY4SDCoYQYIQUjHAw5zm2T7m4jHf8MnDKAa/33cRVTyyk76GaEaL1baihCPGWDqQ3YwCVgXb4+Om3SXUexGhpCQbN40fwrRKKppO47U7yh98BAqJW/tjh6VKqqhJqaaXU1Yl14Tz2yDCRDZsAMFetDkhovh9oOZdKhNvXUuo8C0JQHhqgeObkNUkoAKKhWtY23YuhRRBCYSh1nL6R/ddUEhUgEW2mveEuuod3k84v7aUxCFGlNMxZCex3zzHs9bCcp1osQEp+v0MXJhraipwsQiKCeklw7OLgzAg0pYTXni2ydoPBz/2HKlwnIKgqKnSdsfm7P81MKTddhKIrVG6oppy2OPTH+3DL3iTRExQt0FyXUuI7s5+5qd/5Et/1Z20PIZCuj7zCdr8rgSsd5BShVxBSo5cNPBVUklrdsh3el4qcO07enQiORQgMJRTwIZZAPI5qlYSUKHlv8cQioVUTmgr+JTl3DHeeioU+o3VIXiJRuxAiWpKImrjs594N2H6JgpcmogbSmjGtkrAav6zsbFSrWLC60dims3FnmD/73REGe2w++8u1xBIKoYjC45+p5KVvZzjwWoGtN0f4oR+r5MDrBfq6bP7iv4zgepJ1W0J8+l/VEAqLq55YqPEIsdu3Bu0bk5CuR+rbr5N74/DCLSK+T7lrgPF/eJ76X/oYesNkwKcIEvfsIP/GEZyh8fm/Ow+M5loqP3ovStickVT4lI6eZ+yLzy3Al5D4xTLl8wOULwxSPHqO6h99FHN141RyoTfXUvnkvYz86Tfx85PVTlUlcettAVE7kQjGFdvGmZgg/dqrlPt6Z7VE+aXSVKAtJtUjppKIScycnaSUk47ZNlZ/DxNvvUyh68zlA3IpyR07gFBUqu68P1CJmuSRqKEw6owgX0qJdF1KPecZe/l7WAM9IAR+2UINX1mS7uYy5M8cx6xvRCjq1P6swV6sof5lbUv6PnZqFCc7ESR02RRqKDK13Ys31c1niTQvzLGyTnQx8cVnqPrs42h1lVd1Nf16WJkP2tk9SkfOMfGl5961SsWlcMqSM/uynNmXJRRViVZoGCEFRRUIRXDHR+p48MebEEJwanea7/5xD3bp6sSN0ofRvndXieqqJxZ2dpzBfc9gJmtp/cDHGD74IqWJwRmfCDgLXrkESISmIX1vyt3Qd5xAheGi2kmpNEvFQQiBULXpAUr6AfuZQGlKMUOYzUH7lDM+Rrl3MtCWEr9UumZJBUDZydI/doBoqJrVDXcRNiqXbEh1JdDVEMloM4a29IHPEGFCyuxeWxebEa+X5R6wIUw0rl5P4PUCXZiERJSiXH6/dUQkZun2A1iygHsJN2Z81ON//vYE9U0q0ZiCL4N2prEhl0s5jXrMYO0THTTe3kq4JsLOX7yF4QND9Lx4nnhLgjVPbCBUFcJ3fDq/fZrxE6MIRVC7o4HW+1ajh3WstMXpLx+jNFakdls9qx5Ygx7VSZ2d4Px3T+MU3pvKh+2XcKSNSfBMVugNaMJc1MMgplVRbSy/jL9UKChTggRTErJLHD9CSpQ6s41CMb3gwoImDBrMtVMVF1tapJxB5nv/nJnVCSGmVv4XO/amUAeGeO+czmfCw2Xc7qfGaEURKiElRr3ZTlfxCAuNNwrqrOtzKSprNIo5n+xEoHgycMFmzaYQsYRCXZPOQx+t4PYH45ghBSlBNwX1zTp3PZYgUakSSyhEYldmgLYQ9MbqOV5J9uA4hb3Hl8TXK18YpHjoDMlHbp1aqdeqk4S3ti89sVAVEg/eNJ2cMNljfmGQsb97Frtn+PLb8CWl412M/91z1P3sR6ZatIQQRLavI3rjBnKvHgKCuVkJhbC6L1AeHMRNp/By+QV5E/b4CANf+xvCrasJt63FqK5Di8ZQQmGErk8H356HX7bwCjnKo8MUzp2k1H0er7R07xHpumQO7sEa6CGxdSehlnb0RGAmhyICid1SAXtijPyZ4xTOHMcrBtsvDw+QPfoOajSOl88FnhwrRP70MSp23Y4WT0ydW/7sySXL316Em89gVNYSW92B7zhEmlbjey5GshrVDKOGIiAEWjSxOCFcSooHTiNdj6pPPYreUnfFlZnrBVJK/GyB7Mv7yT77Fn72+vCqsQoeVmH24tTAuSLSB6FCMecycLZIeSGX8fcBrp1BXilHcaQbp5DBLS68KuVMjCMMA6O2Fmd8jFBrG87YyLxkLwheRCc1jtHQiBKJoFdUoU3qVNvDg3j5HLlD7+BmsyiGsWSVhasB1ysznu0kXxqmuebGd22/K4EuTJRLqgy2LFNeAjn1UkSUBIa4OiS36wkqKkmlhgn/8qY/M6Ghk1RqZqn9SCnJ+OPzclHssqS36/IkW7focOG5c/iuT9XGGo7+xUHckov0JE7Roe/VC5TTFs13raLj41vY81uvEmtNsPmz2+j87mlSZyfQwhp2zibWFGfDx7fQ9b1z5AdybPmx7dhZi65nFpbYu5awpUXOHSeqBoFLhVZPQ2gt/aVT87QeCaJqkrXRXctakY+plUS1SrLOKGW/uGhLk4JGnbmamFYFBPcv507MS6ye9/tCpSW8ibybYszunUd6WKM51EGt2Ta1/Ql7kKw7f9BYcNP4eKhoqKjUGK2M2b3z8jFUodMU6qAltHGeLb13GLV7aPU2B/cYQWt4C1lnnAmnf05lSkGjMbSWenP1goljqeBjmAIjpEDGJ5ZQUNTA8DGb8njxmxnOHgsSUyklubTHJ3+hJpAA/7sJGlcZfPLna67JueqN1SiR2WNi+fwAXmaJwY3nY53qIXHfjdPKT6pCqKOV7Av7l3YM9VVEb9k0m1Nh2WSe3Yvdu4yVWwmlkxfIvnyAqo/eA3oQNiiGTuL+GynsP41fKCFdl/RLLy59uwSr+LkTh8mdOIxWXU2oYy1u33CgujMZ4ErfRzo2nlUKAvCVLg5KSXmon9HhAZRQGDUcRdE1QCB9D79cxivk5/A1vHyOkWe/ubJ9XgK/bOFfVKOSEjeXpnj+9LK3UxrupTw+RMN9Hwn+PthDaaiX6Kp15HvOUrXzLqzRAZIbdzBx8M3FNyYlpcNnGU3nqXjyfsI3rEdZojLZ9YiLwgbW6R6yz7xB6UTXlTsTX2MUMi5O2ceMTFffhWEQ2rAOZ2AId3xikW9fOYy2VoRhUD53/qosvl+zxMKzLYYPv7KouzaAMz5G4fhRkrfdNam+5JPZ+ybSdYOVikszeSkpnDpB5T0PUPPoE/iWhZvLID2Pcn8fxbNnqLznAaTrApL0W6/jjI3iOzZihdJi1wqqoqMoOkiJ5y/s8qwoOurU5wJVpqVAU02EUHFda86q6QKOHcs7AYJVxXp1FepVINBebxBCoVKtp889i8PSE9SokiSpVM/6mYdL2hvlSspX0pdYExZ21sYtuZRGp1UtnIIDQpBcW4ViqIQqQyAEFWsqsbNl+l7rniVfV7G2CrMqTLguipEw8T1J9eY6ur537j1RL/Ckw0j5AjVGa9CCpuisi95IWIkxZvdSnvSRMJQQCa2WxtB6EloNtrRQpEBXLp/YxrQqNsfvpuwXyDgjZJxRin4W2y9NBugSTRiElBjVRgsNoTXoiomUkoKXYszuW9K5+NLHkRZhJc6m+F0MWGeYsPuxJgnMQTVjNc2hDjQRSFtbfp6+0okFeRM5b4K8myKp1yKEQr25hrJfZMg6P3VtVKER0yppMNdQb65FFSpFLzOlJPVeo+hl6S2dpCN2C4pQCStxNsfvps86yYQ9iCMtFBRCaoxaYxUNoXWoQqfk5edUVwEGuh0KOZ+HfyRJ/wWbLTdHSI265LMe+17Os+vuKEIErrdly+fgmwWcsiReobK6I8TmXYETLoAZFqxaZ9LcblDTqLNhe4jBHodsamUBiZqMBW25M+AMTyzLw8EZTc+u1gNaZWLKxO5yCG9dg1Y1nXhLKSl3D1E8fG75wYPnU9h7gvjd2zGappMxs70Jc00jpaNLVzRaCPqqBuKPfYCJv/8G5d7By39hpZASv1Sc31DvGiO8ai1aYtJpGyj1dGGnlt7adhF+2WLkje+RPvEOQijYqRE8yyJ1dC+KplO1626ibR3ku06TPXtsSdu0uwcZ+7NvErt7J4kHbglao9T3z7wupURaZcpdg+TfOEjxnZNXVflJGPpkki/A9/ELc5NcEQ4qyXIxv5d5UMi42NbsxEKJRqh44lEyz710zROL6E07UasqKHddmNcwcLm4ppIhvh2oLUz3/c2GlDLQeD56mNKF8yi6jlcoTCUTVl8v9vjonB5KNzXB+LNPoUajeFYJgcC3y0jPJbt/D8XTxxF6UK3w8nmQkvyRQ+8KSWgpEEKlOrGWxqqthMwKpO+RKQ4wMHaIgjXTsEVQGW+jqXobEbMakORKwwyMHSJbHGKxCDAaqmF98wNYTpbOgVdx3NkvmIM9Z5VQEwY6BmWW/jJWKQ3Uqi1L/vz7CQJBUqmhWm1kyLuwpO+oaDSqazDF7La0vJ8m518bh19FV1j/5CaiDTHGjgxPci4CN3ShKvi+nMOfEFrArlF1BaTK2NFhcr3Z91QSbczuZbh8nqZQB4pQMZUI7ZEdtIQ3TpHeVaEHLs4IbL/E+eJBqowm6s32Je1DFYE/RVyrpim0AU86Ab9jMvFWUNCEMWU+dzHo7yoeorBEHwvLz9NZeIdV4S0ktFrWRHbSGt4cSK4i0YSOLkJT23ekRVfxMBPOwsGU7RfpLh1lk3oHuhLCUEKsieykObQB2y9NbtfEVMJowkDiM2CdZczuYWv83iXLu15bSPqtU8S0Spon73FUS7I+egtO2MLDRUzK7148h0HrHDlvgo7orXP4YLm0x1f+zzi33Bujskbj+a+mURSB50ie+2qaXXdFWd1h4jiSkwdKOGXJ97+e5tb747SsMTi6r0jX6TJlK/B82XJTBNvyGeiy2XJThLJVWFlioQgUY65HhCzby3q/pHOJXKcQgamepl4+sVAVItvWzp7zfEnp5AW8dH7h7y0CZ2QC60wvemP11LkpIYPItnVXJbFw+gbJvfQm7tACpmXvcwjDIL5x65ThnnRs8iePrHg13bfLWEO9s34mXQfPdRjd8/3ANM8pL4sU7ueKZJ99C+t4J7E7dxC5aTNaTcWSZZDfbVzkUHiZPNbZXor7TwTO4plLnnFFINQlvDeLIHxDB7H7bkWJhPFyBcb/8uv4mRlt0qpK8on7EKpK6qvPLitAL2YcnPL1tfB9JbhmiYVqRqjdehequXDff3G0l9TZd0D6eNnMnMYE6dh4C5jY+BfLonN+4eNmMnN//B6sTiyE2ooOOpofIlPoY3DsMKpqUFuxgUSkgZM936NoBRKCVfHVbFz1GEVrgsGJoyhCoSbZwcZVH+RUzzNki/MHIhGzmg2tjwLQO/L2nKQCgtYTW1qzWpgMTKrVRvJueglnIahQallv7Pwnya+4CA2d1fpmSrJAxl98wlNQaFBX06C1zQoqfOkx5HVjc20IVKqhUrGmkqF9/Qy9PUDbQ2smuT2SXE+G0OPrqd1WT64ng2pqWGmLTFcaK2WROjNOtjuDFtFx8ivvHb4acGSZc4V38KVHQ2jtVPBtiDAGAVfgoqN03ktxoXiEoXInhhKmzli4ZeYiLL9A3k0R1SpQ0VCEgiJMdObyFaSUOH6ZjDNCd+kYY3bvklTXgpapcYbLXRS8NGsiu6jSm9CFiTGjqiKR+NKn6GW4UDzCoHX2siIPQ1YnmjBYHdlGWIkFq/5qnLAan7X/sl9kwDrDhdIRBAqWXyCmXB/vqCttzhb24coyTWYHhhJGEcos9SopJbYsMWido6t4mJASw4+4KPMkR/1dNt/smrua53mSPS/k2fPC7ABjpN/lu383N0Eslzy+9VdXaVVwkgB8qVt4oMPPkpMLoeuB5ObMTXv+FB9xMaiJKEZjzew2qLJD+Vz/ilsdpO1S7hogducNs6ox5rqWJVdR5oPQdZR4FOlLSodP4BUWmKs1FTUaAW1G2CIlfr6IdByUWHQyefNRogHHwC9ZSOuS1WMhUMIhhGkEXiKF0hRP8yKUeCxwQLcdlGjA+ZC2g18srdhULdTQQqh51dSCQnl4gFLfhRVt67Lw/UkZ3ZV8V2J3DzHR/33ybx4mvKODyLb16C31KNHQe87BkFIG9yJbwO4dxjp1AevEeeyBsbn3ehJ6cwOhjWvIvbRnxYlc6WQnzuAosXtuJrR1/Vz/DwFqRWJFSVgh62KXFj4uEQ6hhEJIx8EvFGe/w4oSPM+GMVmNs5DluddB6DpKJAyKEsj/lkoLv7NCoMZjwfuRXz435Roa5KmEKuvRwtOTnhAC1QyjxypwCllKEwOLbOGfJjQ1RFvdbRSsUU71PIvjBYNoOt/L1vaP0Fi1lfODr6EIjda6m3E9i1M9z2A5AU9lPHueG9Y8SXPNLvK9z021RV0MuCKhaja0PIJEcrr3WYrW/GVWW1pk/LFZcrMgaNU2UJBZJrzBBbwpBKYIUau20qZtJCKCUrsvvaviJ3C9QQhBnCo2GTfT7Zxk3BvEpszs6EAQEmHq1dW06ZvQxXSgepFbMbJMpa3F4BRtrNT0pOGWXPrf7KXpthYqO6opZ8pkuoLgKXM+xYVnz7HmQx2B5F7O5sxXj5PrydD1zFnaHlqLUAXSk5z95knK6fmTn7yXorP4DgoqEn/JLtTlyarCRQJuyl68xcHy85wp7GVk0ksiplVhKmEEKp50sPwcaWeE0XIPBS+FRDJS7sKVDgJByhlcMAHIOCMczr5AhVZHXK8hosYxlAia0CfPKyBol/0iBTdNyh0i7Qxj+5efoMt+gc7CQVShkXFHcKVN2hnmeO5Vqo0WqvVmolrF1Ep8ycuTdoYZtbvJuxNLSlp8PHpLJ8g4I9SZbSS0WkwlgiJUfOlR9ovk3HHG7F7SzjA+HgKFzsIBwmqcsl+YV8oWgoC/u3hssqVMknUv748AwbjTZ52cahMrepkFWzovwvZLnM3vZ6zcR625irhWjaGEEYDtB1ybUbuHlDOEJ4PWz7OFt1GFPnkO14fp34KQBCumrjfFR4CA8yBUBekvLbDR6ytnBSlSSrxsYcpvaTGoiShqxWxXZb9cxhm+suTJGRgLZHJnnJdWlUBNRHDHF1f4Wgh6SyPJx+9HSQTHO/HFb+L0zFZJUuJR4g/ejdEWKEip8RioCu7wGNlnX8HuH6LiY4/j9A2ixqIYq1sRIQN3LEXuuVexu4PnU+ga4R1biNy8HSUWBc/HvtBL7pXdeOOTY5qqUvHRR3H6BvFth8jOrSixKF46Q/prz+COLO3dmAmh6yS23YQambwnvk/uxOEpgvh1CdfD7h7E7h0i/+o7GG2NmOtXYa5rRW+sQY2FEaZ5TcQPpiAl0guMJP1iCXc0hd0zhN09hN09EBjyFcuLJ8tCEOpYjdnRRv6VvUsR9Zv/UIoWTtHCnchcdRGgcsGj/2wRIQSZUYcp9XUpMVY1E97UgVZdhXRd8nvepnjwaJDgahqxW3YR3roJJRwGIXBTKbIvvobTNx1f682NxO+8Db2xHlQF6bgU9h+ksPeduYmyEIQ2dZC49y5yb+2ldPj4ss/3GpK38/S+9rXZpVghUFSNWONaqjfeSmnsn19iETYqiIZq6Bx8ZSqpAMiXRsgVh6mMtaEpJroWJh5pZGjiKJYzXW4rlVNk8n0kY63oWoTyZMIhpYepx2mpvQlFqJzseYZieeHeTR+PYa+HWrUFg2AlVQhBmBib9VsZVfpJ+yOUZGGSNKpiighxpZJKpY6YUjmlepSTE+T8NE3qmuuil/tqQEqfjD9OSEQJKRHiVLHRuIWcnyLrj2PJIMBRhEpYxKhQaokrlVMqQhdhU6LbPYElr94EMrSvn5GD04Ry6Ut6X+5ieP8AQgR8C8VQkV7g9N39/fMM7OlD1VU828PO2+BL+t/sYfTwEKqp4dneohWLgpemUEwv+1gdadFdOrqs77jSYczuZdzuD4L+yYQ1WOV3J+VYpwe6jDtKxr18+4QkqBAUvQyi3Dnp2q2iXEKy9/HwpLssmeiyX6S7dGTenw9YZxi2zqMKDSECEzdfulOtUcuBxCfjjpB1R1Enr81FWV5fzj1uic/gEkz9POnQa51Y1rFcxIC1NNPAmfBxGXf6mHAGZt1jX/pBMjGjfu3I8rKfofcadt8oXr6EVjm9sGaubUatiOOOpi+/AU0lvGn1bJ6GLyl3Lq3ioMYjgW/FDHi5En7xyqqmF030Zu0rFkaJhmGFiYXdO8DEP3yL8A0biT/0gTncFIDo7TcS2bGF1FefwptIE7l5O9HbbiT3ym7KF3pRDAM1mSC0vp3iO0fJPvsKIhwi+dh9JD54H+N/8WWk4xDatonE4w9QOnAU62wXajRC7AO3UvHhR0j947eDioQANZnAWNWM3dVLYfc7gXFgJBSsFi8XQhDbcAOxDVunnbbHhsmdnDteXJfwJV46Tyl9ltLRTpSwGRgo1lejN9agN1ajVVegVsYD92xdA01FaGqwqi8ECGWa2CkJnmF/svrm+cEKuuMFlT7LxssV8FJZ3PEM7lg6+DOSwssV8C17yW1G5vo2zI52IrdsRQmFqPj4Y1P8iNyLu4NqlRBo9dWEOlaj1VUH8r2Do5SOncXPrqxt8CJEyCR6yw2gaRT3HFrw/SvlPL74m+fQdAXb8rHLPmqYIMhf2072xVdxJ9KEb9hM8rEHcccmsLt7g26ffIHCgcO4Y+Mo4TDJh+8jfs+dTPzjN8DzUCuSVH70Q0jHJffqm3j5AmoijjuRmp1USIkQCubm9SQfuZ/CvgNYx0+tKIm6dhwLKfHsuSt9HpA+f5hY8zqSq7dQGlsaIfJyEIYWDKaxMHpNEq0yjhIPo0bDQV/qxQfc8/Fdb/LhLeLlirhjWdx0Hj9fwstfW0laVTVQFYOyPfuB9aWH4xaJhmoRQkVRdDTVnPzcDHdT6VN28uhqGFWZvn1BheMWQmaS8Uwntnv5QDblDTPgnqdV2zBFvhZCEBJRWsR6GmmfrFpIxJRtmRr0+k4GM3k/zSn7bVQ06tVVaLx/1SRmQgIpfwRLFlirb8MQIXQMqtR6KpU6JP5kUChQUOZNqGxZpss5zpi39ARa08M0t96BYcYv/+H3CNL3GOx/m0J+eWpZy94PfuD7cQ1eR4mPK33AeVd4JR5usNJ+lfYlkQHR+z3kxFwNXMt7fDmohsLWD6/Gd32Of7cb3716B2EPjFHuGkCt6JgaG4zGauIf2E76228gLxMYhTe2EdnZMWtc8bIFikvkMqjxyBxOoV8qT5rgrRx+2UGWZ1e9hKkjzCtotXNdvIk0bioDcv5k3ly3Grt/COtYoKBUPHCMyI03oBgGOC4Ywf7d8TTZ51/DzwaLcVpVBbEP3IoSj+IXikRv24XTN0j2+dem2mb8kkXVjz6JsboF68RkkiwESEn2uVdwR5dW5ZniTlxUlVIUtEiM6PpNVN35AGok8GPxXYfU/jdxl+G0fd1gMij3CyWc3uEgFtAD3o8wdZRYBCVsBn8uJhmqEiRUM4wi5WQygePi28Ez5VvlwK27ZE0nGa4H3sq5B0o0gtDVgITu+8iyHVRAZvCdhK4Rf+B29KZa3NEUwtCJ3LoNc+MaUv/w1ILtVZeDCJnEH7qDyI6NZL77crDPBSAl5FPzVCKFoHTiNMXDx4M2/4kJwps3ENrUESQWnk/p2AmUUBglEkZaZeyBIYyW5qA66nmYa1ajVVcx9pd/j92zSLztuoQ2rifx4L3k39pHYf/BFRO5ryl5eyFIKfFdGyNWsfKNCIGajGKuqiO8cRVGWz1GQxVqRSyQSpt6mKcNd6baWycz5pnZsl+wcMay2H2jWOf6sc704Yyk5gyiVwrfd/Gli6bOHoiFUFAUHd+3g6BVevj+xc/NaMwVAlU18KWDP2MQVoRKptBH/9gB2urvYFXdrXQNvTHDdGwuPFwuuMdRUWnS1k6tfga7EYsmCb70SfsjnHEOkJ1c2S/LIppIrvjaXE8QCFRUBtxzSOnTrm8hJGJTGu5iEVM2KSWWLNDlHmfQ7bysU/NMqKpJfeMOItHaq3Ea1wSe55CaOHvNE4sfYKkQGGaMaKyBaKwBM5REnRxfXKeEVZognxukWBjFdVfYd32dQQhou60ez/bofWf5rSkQCBesubMB1/Y5+Uwv/lVQQ7kIv1Ai9/phQhtWoUYDfpDQNSo+eAfS9cm9cnAuwZQgSA9vbqfq4/ejVSdnmdoV9p7A7luaTOwUn2MmXG9J/IxF4ftzkiKhKij6tW2D9dJZ9OYGlHgMv1BEq60CoeBd0v/t9A8FVYeL38tkp1bOlXAIraaK4r5Ds4JFZ2gUadvojfVYJ6erb87wGO7YEgU3hCC+dSexji2BkIzvo+gGemU1Rk0dimFOcit88qeOkTt+6Iqux+XQ3KqSTF6eC2E7kt4LLvO05C8Nk3wHaTtQtPBSy/d8AqiuUahvUGGSalUs+vR2e1esEls6fArrxDm0+hoUQyfz3ZenK26T74K0HbLfey3g1FiBzHHsnptJPHY3uaokzsAyTfV8iRIyiT9wG6Gt60l/8wWsE50r5ua4YxNT3/VLFl42h1YVWCwIQyd60y7CWzYGfiy+j15TPamKGgi46PW1eNlcsJ1FoNXWUPmRx3EnUhQPHbsidahrl1gIBS0cnaXlH/xcYCZqiDetI921/PK20FSMVXXEbttMZNsajKbqoOSrzL9qPOf7M/4lVIWLsbMaDaPVVhDetIrEvdvxMgXK5wfJ7T1J8UgnXurKSmIXUXayWHaWilgrg+NHp9oWDC1CLFxLrjiM5zvYToGiNU4y2oKqaHh+kOBoqkki0kjBGsP1pgdQX3qMZc4xmjmDECpt9bdRslMMjh9lseVAW1qcdQ6SlRO0qOuJKRVz2nlmwpceBZljyL3AgNdJWRantpP3M0SVfxqJBSJQyfLx6fc6yck0rVoH1WojBqF5nzUpJTYWE94gve4ZMv74NXdd/wH+ecMw4tQ37aS2fhuRaA2Kok2OudN9B1L6eG6ZXHaAoYH9jI2ewPfeGyPEqwUtrLH58VUMn0itOLG4ppBQPHiW/O7jJO7bOSXbqcYjVH3sPmI3b6J0qhu7fxS/aCF0Db0mibm+lVBHK2piWl5XSol1ro/UU28ufbK/lh2p80wn8hq3wOZf30vV536Emp/9LH42j1qRoHjg6BR3Yuo4bHt2x8HU/08uMAoxN7mSk6p56sz3hiA4W0b3glFZQ3zTtkCp6OJeZ5LnfZ9idydjr3xv2YZ4y8XP/+s4Dz56eQnuwQGPz/9siq7O9463pCjw+EfC/MLnp6v0Rw7a/Mq/SpFJX2EVcbI6gpTBc+v78wb43kQGJR5FralEGDrSdRGKGiToy4UiiD9wO+HtG0h95VnKp7uurAtmFkl8Mm6dzLhC69eSuP9usi+9Run4KXyrTOKBDxDe1BF8XIL0vOlF9sUOOxwi/+Y+orfuInb7zeRefXPFydA1Syz0SJxV930KPTLbwEoIgRaKUs5NkD5/eOkbVARmWwPJR24mdmMHajIaSIhdAwt6YegotRVoNUkiO9Zh946Qeekg+d3H8bIL91gKoaIqGroWQREKqqqjaxE8z55MDCRlJ8/A+CHa6m+npW6EiWwXqqLRXLMLXQ0zNHEM33fwcRgYP8S65gdoq7+d4dRJhFBorLqBiFnNmb7ncb1LlxkkUnr0jb5N2KhgbdO9WHaWVO7Couft4tDvnmPU7SOhVJNUa4iKxJSsp4+HLcsU/Sw5f4KcTFGWpVn94T4enc5hBrxOADzpLsor8PE57x6l35s2ZLP8It4Cq/sSSbdzgmGve+pnZVla1LCs1zkzqw3JltYc5+uFcLHxS6Dg45HxR8nZE0RFkqRaQ0JUYipRVFR8PCxZJOtPkPHGKMjMsqoUc/E+72/5AS4LMwRNzRoT496KJ89ItJ61HY9RWb0OIdQFxkIRVEMNjcrqdSSSLcQTLXR3vYzrXHulvERjBD2sMXEhh/QlsdoQicYIY51Z7IKLaihUt8fJDpWwMjaaqRCvjxBKGkhfUpwokxsuTcklK5ogVhumZl2Cxq1VWFmH5h2BZ4xjeYydy8xqaRIKxGrDRGuCxYBywSE/UsIuzBw3JJqpkmyJYkQ0rKxNpr9wxa1RftEi9Y1XUSImsVs2B1V0EUjRmutbMNc1B3KyF4OOycl/ZkKBBOtsL6N/+RTuyNLlqqU9T9udpl450VYRc1VvfBm0I11D+PkifqGIdeIszsBwsAI7OLqgke6827DKeJksWm01aOpUkqYm4yiRcNDydIVt0PKS71/8u18qkjt1lIk3X8RZgW/FcmGGBNGYclmF/UjU53ow2tZ1QSw+fSDh8KXi0qBGDKpuaiNUn+DierVXdBh++TRufuVGyGKyuhC+IRA4wfMCVbEVSuyaHasx17QGLWPFK2+tN1e1UHz7INJ10SqSqJWVFI8EfDitugrp+5ROngmqc4aOXlfDzJtq9w8Sv/t2jNYWrJMzzBgn2/0uwhkaIffaW7jjE1Q88QheOkPx0JEVhSPXLLHwnTKZ80dQjEukHKXEKWQpDHdh55Y2UCqxMBUP3UTysZvRqhLvGkFYCIEwdcy1TdS21RO/fTMT33id4vELc/r+FKGxtvleKmNtqIqBaSSoq9hIMtKE57v0ju5jaOI4IOkbfSfgRNTeRFv9bQDYTp6z/S+Qyl+Y2ubQxHEURael9iaaanYCEse1OD/4CqPpUzP2HqxKXgz0Pd+hc/AVQkaCjtaHONb1LQqlecitF9vEpAwk5rAY8/sZ8/vnaMbLGf9eCHmZJu+ll3BlA2T95Q2wOZkit0Q1opUcz6UQk/9chI8XENXdicnfTmMp1+cH+AEuYtfNJr/5exV84X/m+MY/Lj/AN0NJ1m14fDKpWFpkIIRA1UI0t96GL126O1/C969t5WLdfU2sv6+Jb//KHqyMzc5PruPGT6/j6f/4Nmdf7KdqdZxH//NNvPh7h8gOFPnAL99A/abKYHFZFfiuz+Gvd3Hwy534jk9FS4w7fnYz1e1xEk0ROh5opmVXYNiW7svz/G+9g5UNzsmM6dz02fVseLgFPaIFc6gvOfbdbvb+xfT4GYob3Pcr26jfWIFmqghN4fRzvez+s5M4i0hALgXuWJqxv3wau2+UxP03olUnptopA/e+ud8JEoqAMJvffYz0M7uXRvieAS9XmBPQKCEDoV3ZlK/oOuISV2a/7OBfScuwoiBUNeBLCAXFNAJ510nDXACtthq9oY7SweNB4BcOo9XX4I5MqlQtAbJkUdx3mMQjHyB6yw6sM10okRDxhz6AOzxG+XzPys9BSvJnj4MQ6BWVKGZgUOoVC5RHBil1n6c8MjDZonLtcf6sy9FDNuGwIBQRwX/DglBIoKq8azHU1UTzh7dRcUMz2ZNDQRUC5kq+rgCRm7cSv/820t/4PqVjZ5BFC3PjGmp++mMr2p47miLzzReIP3Q7FU8+zMTffRtvLL2ibUnXxWhrJfnEI7hj44S3bsYvFCgdD8YvZ3gUoWkk7r0Lu7cfo30VWnX1LP+bcucFSqfOUvnkhygdX4efzaFWJHFGRsm/9fZU9UPKII4sHjmOmkyQfPQBvFyO8rmuZR/3NXXeHjvx1hVvR2+qofZHHyK6a/3Uis+7DTFJUApvbaehtY7Ud94k8/w7+DPcFX3pMTB2mNH06TnfVxRBoZSCqcDfpmvoDQYnjmDoMaT0sOzsHL8JX7r0je5nNH0aU48DEsvOYbuz27IyhQEOd36FUnk66HbcIid6nqLpwTuIr1pP4dlLEgtFUPmBzSRuWke5f5zhr7w19bICy1ar+WcDVZlaZZSaOplgSlDU4AWd5PYExj3+9OR+8XuTz7B0vWsqEvADXL8QAm6+w6S2TsUMLX88E0KlsflmKqrWLjmpmP6uAEWjsflmMqkLTIzNHa+uJlI9ecy4TqTKxLU8atYlyA6VaNxSydkX+0k0REAyVUXo3jPMkW92kRsqopkqt/zYBm7+0Q669wwzdi5Lui/Pi793iOr2OI/91k0c+3Y3h78eEJp9T2LlgiBTKHDz5zrY9iPtHPzHTjpfG8R3feL1YUopG8/xUY3g2jVtq+LEM708/R/fxi17bH2ijW1PrqH3wBhdb1w5j8jLFijsOU544yq0qkQwtno+XqEUEF8VJdCfLzv4+SLOaBrrZDeFg6ex+0ZXRF71skV8y0adobCkxgNi7ZVArZjrKO4XrRWrTQldJ/nDj2C0NgetKLEIFU8+jl8sUT7fTfapF4O2FFXBt8rEH7hrurVDUykdPkHmO98HJLjuHGdz6ftBT/1kslbcfxglHCJ23x3EH7w7kOccnSD91afwM5OqVpJJ4vDykgCrvwer/wqSk6uI//1HOf76z/KEQtMJRSgsuOcBk5/5hTiXrve+HxBtreL8X+0mf3aZnAcksmyjVCYR4RDyohrnVNJahV+2KZ/uws8WEIaO2bH68kn4ArGol8pgnbmAl8lS9bmPUPHhB0h95Vn83PKUIaXjUDp6gtLJM4TWrCa0fi3OwBD5PfvxJoJYzzp3ntS3nyGybTOhLRuxznZSePsg4a2bplr+pGWR+sZTwWfWrUGrrMTLZHEGhqaugT0whJrLBTGK75N/ax9C1witX4vd2x/4wywDVzWxUM0IejRJOT2C9D2Eqk8qJKwsgDLXNlH3kx8k1NFyXWTYQgi0ihjVn7gPrSLO+Ndfw89f7JWUl7hmB6iqVfnAo1FOHrLp6RSUSnKKQW7ZGSx7rpnfpSg7OcrOwqQo17PIFucqD9lugYKZniM7CIAvyew9i9BUYltag+rF1eMuXjFCNRFCtTHSp0dnu89OQovoxNuryJwdw7eXKD1XGSa5vgahKWTOjmGNLl8CNnb3TtyxNE7/KFWfeoTMM28gyw6RmzaTf+Mg8XtvQquvmpzETlI8eBoEJB+9Azedw1jVgJqIkn1uN/aFhTwd3vtn/Qe4djBDgh03rVxFJxSuoLZ+G4qyslK9EAJdj1LXsJ10qgvfu3bGiJm+AkiI14dxyx5mVKfrjUFq1idRDYVkS5TCeJlSxsHOOxz7Tves7x/5Zhfr7msiVhtm7FwW35WUUmVKlSa+J7GLLsWJuW0Q8foIGx9t4ewL/ez9y1NTbU1j5+ZKouZHLd7+m9Ok+4Lx4PhTPWx4pJW6DckrTywEhDasouZHH8Nc24xQBF6+SOa5feT3HJtWy5ESabt4JQs/W7wih2AIfDTcdA4lFp5u8Q0ZaPWVSyaAzwe9sRphzA4bvHQOL7eytjrpuuRf34dizo10fctCui56Uz0VTz5O7vuvYZ08FyRaqhLI0z54F8V9h7F7+kl99akgAJqRXJRPdTI2/PeB4hQgyza5F9+g+M4RlHgUXA93Ij1b+cfzSH/tmTlJyvsJvgfFgqRYmD13rm7XVto2/95AgKJrIKA0mCHSWkmpLzXVGomU+I63eIjp+VgnzxPevpGqzz6BOzKBX7bJv7gnSGDP9RC9bQcVH3sUu3cQrbYKNRnHK0zzYISpE9q0FjURw+xYjRKLEr1jJ95EGqd/BPtC/yU7lTj9I6S/8TxVn36C+EN3kn36lSUH6JohWLtVJ3P6TTJdReyu7vk/6HmUDh+jdPjYrB/bF2YnuLJUorD3ncC3Yh4Udu+b/XnHIfvCq0s61nmPf8XfnAexhnaqN91Gz6tfBgT1Ox9g7PgblDPLJ9cZbfXU/YvHriipmOp39CXTT17AlEesnJ+hmAYVj92C9H3Gv/pqoCSwAFQVbr0nwkc+k6TrjM2bLxY4+rbF+Ih7qdnnFPTqOHpNHKEo6NUxrN5xrJ4xkBKzqQphqCimjlGbwOqbwOoeQagq4fY6jPokbrZE8czgVHlaDRvEd7ajmDrFziGc0WBy9Us2Xt6a81IKQyOyrgG9Ko4zlqV4fhihKYTb6lBMHa8YfEeNhcgf712SYdNyUdFRS8Pd7Rz5w9fnTRzUkEaivYrchdSSEgvFVFn7ie2EqiLkulOURvIrSizwfIymWvB81KoERlsTXjqHMHVk2aF04jze7iOYq5uI33cT1tke/KKF0daI1lBD9vt7gtXK1GKa7//8KhmGGfTVei4UCvJSY1GiMYGiBAa5xQV+L0TwXW/G46iqEIsrNDar1DeqxGICSbCNoQGPvh6XQl4uWDwyQ4JQCOwylEoSVYP6BpX2tRoVVQq+D6kJnwvnXEZHFlcx0TQwTMG6DTpt7cFkGY4IkhVzxyHHhmJx/oOKJ1oIR6oWuZqXhxCCZMUqQqEkxcLlPUBWilKmjJW1STRG8B0foQp69o/SvKuGWG2Y6tVx0n157EIwVhkxjcqWGLG6MHpEo7I1hqIKFG15Y3W8Pky0JsyF3cOX5Uqk+woUxqdX3J2Si2d76KErnx71xhqqP/MI5rpmhBD4ls3EV18m8/23r0h15XLwskWc/jGMlrqpnymmjrmmieKB0ysaYoSmYrY3zqlYlLuHF50DF4WUuIOLJzp6cwNC17BOnsObSE/93B2dmKoC4/u4Q3OfY79QnOs9ISVeKoOXWnhRzx2+du/ED7B0mLVx2j5xE4qpocVN6u7toO7udbiF4HlzcxbdX96Pk16cDF86dBJ8H3NDO0o0jJfJTRlVWsfPkfridwhtXY9WlcTu7KV04hzR23fg5YNnRxgGZkc7aiKKLFlYx84EPh711YAIEgtfBkTti90JQPlMN+lvfB9zYztqZQJ3aGmxcCim8fgvrOLEGyme6youpMJ83eIqVyzCCFVD+j6qESJat4qJM5dXJpiznYoYNZ+4b8lJxcW2E3/Sm8KdyOFlCvgFC69UDuTQ3Ek/BlVB6BpKyECJmKjxCGpFDK0ihhI2EYa+JIKb0DUqHrsFZyRN5vv7511VBxgb9vgv/26Eji0mt98X4Ud+PMkPfzbBob0W+14rcv60TT7rzwpswqvrqP/4HeSP9yAdn6oHtjHw1y9j9YwS295G4sa1FM8Ogi/xyy5WzyjJ2ztI3ryeUs8o8e3tRDe2MPLNvQghiG5uwSvZaLEQyVs7GPjbl3FTCwTViqD6wW1EOpooD0yQvL2D3DvnKZwZoOFTd1G6MEJkfROFU/2E2+vwyw6FEwtrIyuGidCD1Vnp2Pj2PFbzikCL6AhNxXc83OJ0z6wW0SFi4FkOnhVEjKoZPLYDr52f9dmLv1PDGr7rB4OPDJKKSF2M5Poazn3pEJlzYzi5lZG9nIFRIrdswVBVSkfPoTfVoIQMnL4RpOMiHRejtR4lHkGJmNOTsBBYx87h9CxlBfSfX8XivofC/Iufj9HX4/E7/3eaifHpkbS1TeU//ddK4kmF82ccfvfXM6RT079f26HxH36rAiT83m+mOXMqeE6aWlQe+VCYO+8N0daukUgKDDO4tnZZkklLThy1+dJfF9i/pzwnKVBV+OgnIzz56SivvWDxD3+d55EPhfnwxyK0rNIIRwRSBklKX7fL179U4OlvluYkBJGo4N6HQnRs0mlfq7FmnU51TUCs/PRPxPjgRyJzrscbL1v86R9mKV/SYSKEQjzRgqJchaDXiBOJ1F7TxMLOu2QGilS0xDBjOrmhIuPns0Fi0xwh2Rzl3CsDIKFmXYJbf3IjyaYohTELp+RixnQUbfl91JoZEJWt/OX7752iO2vinrp7V/oaqgrxu7YRWts8NY9Zp3vIvbpyffglw/cpHj5H9OZNoE5WLBSF8MbVZONRvOzyF1W06iSh9a2zlY5cj+LRzqt22PPBHU+DphK5aRvWqU6QEq2mkuidN+OMjOOOXHsy9A/w3sDNlxnbfX5BLoVvu3ily7/j0nYo7j9Gcf+xub/0PEpHTlM6MrstNPvdl6f3kyuQ/sr3Ft+J75N/9e1LdiwpHT5F6fCp+b/zTxRXNbHwXQfNjGDEqwKjG0VB1U0UY/7kQvoe0r3koVAVkg/sIrJj3ZRL5UKQroebymF1DmCd6cPqGsQdSQc9n2VnUhlj4aWZKVOXkIGaiGC01hFa10yoowWjuSZINBZJbIShU/WRO7HO9VPunN8ETUrITPi8/XqJA7tL1DVqbL81zN0PR7n3sSg9XQ5vvVDg7ddLDA+4U4frl2xGv/02brZE4+fuJXHTWqye0aB/3/EY/fY+fMsJXEKjIZK3rmfi5WPk3jmPXhNn1S89TvqtUyDA6hlj+KtvoUZMWn7mISLrGsm+fW7e49UqoiRv38Dot/dRujBCYtdaEjevw+ofx7ccxp89iF4dJ7v/HLLsYNQmKbBAYiEUqm65l8SmHQCkj+xjYt+rs0yQFEOl6QNrqNnVDIrATpfo/HKgFhaui7H+M7swkyHcksPpv32H8niRxNoqVj22ES1qcOyP3qScClYrwg1xVj+xiVB1FOlL+l44y9jBASo31tF071piqypY9dhGioNZur59fEUVCzedC0iQdZUU958ketsNKGET60w3kRs3EblxI6Wj56YChynRT88LHEN/gHlRKPg0tWhUVqnU1quzEou1HTrbdhnouqCyUqG2XpmVWKxZr7N5q87woEc2O/2+b9is87Ofj6PrglzWp7/PIzXuIwTUNwYVjPseDrG2Q+fX/22KQ/svuT8CqmsVOjbquLYkEhU88WQE34feCy7ZrCRZodDaprLpBp1fbkuiqoKv/n1hVpJSWaXw2Z+M0dwStC5puphqz43FBPo8gXM8cZFPNnv8EkIlHKlZ4VWeDVU1MEMVV2VbC8FzfFLdeeo2JInXhxk5kyE/YlGcKNO0vRozoTN2Potmquz8xFrq1id56fcPM3wyhWN5NGyuZNXN83m6XPT1mX+/5byD53jE68OXPcZrVR9UIiFCG1bNUlEq9w4H4/a7gNLx87hjafT6yeqWEJjtjYS3rCa/+/jyNqYIIrs60BuqZ/3YGRynfKb3Kh3x/LC7e8k9+yrhXVsJb98MBHO/MzBE4Y238XNXRwr+B7j+4BVtJvYHbUBa3AwWC/3pd1+NGEEr1D8BGGGFUFTF90C9pEKrqBCr1CnlPJzy5NwnIJoIWttKuekyvVAgHNPQQwqu7VPMuu96xeOqJhZWaggErLr3E3jlImaihoabH8G7dNltEvnBTkaPzO7jMlfVk7h3O4qx8KFJz8cZmiC3+zj5fadwBsZnEamXCul6SDcwx3PHs5S7hsi9eQwtGSO0oYX4nVuJ3LAGJTq/b4EQAq22gorHbmXkC9+9bEuQogRBRSQiMAyBbUtsS/LIR+Pc+8EYX/yTFIf2BtfKyRSDViYpcUYymC2TA7qU2MPp6clJBiVuJWTgjAU8DDdTBAlaPAQ+OBP5oKJTdnBzJbTk3BXSi9BiIfSqGJX3biFpdaAYGm4mCMA9y8a3XfySjW85+I63uCqDAC0Wx6ypD7Ydjc3y+oOg5an5wXWc+4dDFAYyKIaGPVlNMCvCDL15geJQji0/exu1u5rp+/5Z0mfGkPIUGz63a2r/QhWsfmITXtnj1F++TcXGWtZ+bBuZc2OkT41gjReJt1XQ9c2j5LrTU6XU5cLPF4OEOWpi9wwSvXkzWk0FXrZA5KbNOCMpiofOENq4mrk6fksNYf75tUL1dXtkMz4VVQrNrSqnT0wHXzfsNBACJsY94gmF9rU6Z09Nv2ttqzVCYUFvt0s2Mz2CHjlo8/2nLfp7XN7ZV6a328MqySBhqFF48lNRPvqpCKtWqzz5qQjHD9sspF7ZsUmnfZ3GiaMOf/OFPCeP2pTLEAoL7rzH5Of/bYKaWoUnPx3l9Zct+nunJ7uxEY/f/Y/pqWrJ+g06/+4/JRECvvGPRV743twy/sS4j12e+xwIoWAY0WVf3/kghEA3IgihIK/hzDPelWX9/U14js+p53px7UAWdtXNdfiOJDdcCvgWzVHSfQWGTqQo5xwUVdC4tQrVmMsl8RwfJITiOkJhzsSZHSyS7smz4cEWLrw1PMXDEAoomoJnX/uZVqgKSmT2oprRUocaj8xrjne14YykyO85TsUTd01V4ZVoiOTDt1LuGsQZWpqjNIDZ1kji/htn8Suk75PbfRQ3vTJTtCXD9ci/sY/ioWOISS6GdBz8QokF+4l/gH9yWPWxG+n/zhHKY8G7o4YNWj6yg8Fnj2OPr6Ct+TpCfXuY+z/XTOO6CKWcR/fRHLoxHT8ka01+7P/t4Lk/7+PkmwFx2wgpfOgX2yhmXJ750x48V6KbCrseqWHHQzVEkxrlkseRl8bZ+50R7NK7l11c3cQiPUr/W98h0bYJI14dGDPZFl55/pvuO5ckA6pC/I7N6PWV8zPuJ5Uz8ntOkHp6D+Xu4Suye58Xno87kSW/+wTFI+eJ3thB5RN3YK6un7eCIoQgums95pomrFPzK0LEkwodW03ueCDC1l0hinmfva8W2ftaieE+h4pqlR/58SRP/niScyeDgFeviKKYOn7ZRa9L4Mww6JOXtF35ZQe/ZKNXx7G6R9ESERDg5cuggF4VA1WZ7FMM42YX7kf0ChbOeI7x7x+m1DUyJaqqJi6/8rcSxNurKA3nGT86NKe6lOtJkT41gme55C6kMKuChEhOtjnNDCb0qEmyoxZrrEDLw+vRowZmVQQzGSbfm8bOWviOj5O3V9wGBSDLDu5oCiUcwi+WsftHQFXw0nlKh88Qv+9mKj5yL36uiN01MGnOE5AplyLJ6LllhgcPEY5Uo2lhNC2EpodQVROhqIE7uqKhKOqkd8F7o5R2tZFK+Qz0eTS1qDS3qlMJqGkGlYd8TvLmK2U++JEwG7foPP908AyHQoLW1SqKAudOu7OC8fFRn//ym2mKRYl/yaJWatznL/8kR8cmnZtuM9iy3SBZqTA2Mv94oumC3h6XP/zdLEcP2dOPagq+/bUiza0aP/kLMZpbVTZu0WclFuUyHDs8fe/9SRVNRUBvt8uBfUtPcoVQEFehDeoiFNXgWrfepXsLhBIGnuOT6Q/I3MOn0mz7aDv9h8cppct4ts/omQwbHm5h20fbSffmqVmXpPXGGlxrbvBYStmMdWZZf38zpYyNlbZxbY/O1wbxbJ/iRJkDX+rkrl/YwiO/cSO9+0dxbY9YXZj8cImj37pwTc8ZQDpukEBIOTWfhbe0U/uTH6Kw/yT2xQWxeeewwLRN2i6+VV4Zh8GXZF8+QGRnB+aqYHFHCEFowyqqPnY/4195CXf4MsmFEBitdVR98gGM1rpZY43dPUT+9SMLtgFfVUgZqOosU1nnB/gnAEWgGCpGdRQ1aqDmA7ljPR4i3JS85q7v1xqhmMpjP7uK6qYQL/1dP7blsevhWurbI0DQ5qdqgqqmEGZk+lyFECRqDBT1Im8Ydj5cwwM/1szubw3Td6pA07oI93+uGc+RvPWN4XftnK6u3Kz0yQ92UhjuwkjU0PqBjzFy6CWKY5cy5idxiTyBVpUIWqDU+R8U37JJPb2X1FO78ZeoQhGNBjJr42OLJyCxuMA0Z3/OL1jk3jiK3T9GzWceJHJD+7zJhRoPE79tE9bp3jnBcXWdyr/6j9WsWmvQfc7hy3+e4fC+Eqkxb+r0iwWXl54u8NO/UkUoLCgDWkWE2g/fgm/ZhFfXMfA3ryx47F7BIrP3LJUf2ExoVQ1mQyWF0/2Uh9NBcNZQQf2Tt6FGQ4Hp1LlBlJBOdMsqYltWYTRVUnHHRopnBykPp8nsOUPVvVsptY+i6BpW7xhW37XqY5VTL8WlC/We5U4lUdKXi5r9SAKHzdJwnnxPGoDxw4NY12AlI/v83uB4PY/8aweDVgfPo3y2F6d/NOCKWGVQlEAFwpdkvvMq/gy99VBtFM9y5yQ5rluip+tVhKJMJQ6KUFAUHVUz0bTQnP9qWhhNv/jfyWREC6EoWuDEPJmIBK7MCxmpvbcoFX0udDrccodJa5uGoYNtQ3WtSusqldFhjz1vlHn4Q2HWrA8qFFYpaE9qbdNwHOjqnCuIkM8tHPSMjfqcOu5w460GsZggHl84sfB9yasvWJw8Zs/prnQdeHt3mc/8iyiGKWhuvWYq3lcf74LkcTFlMXIqDQJyw0FCON6ZZaI7x8jpdGBWJ+HQ186jqIK1H2jEd3zGu3Ls/rNT7Pj4Gpzi7BtbLjjs+fOT7PzkOjY+3Irn+gwdm6DrzaEpcbtTz/VSzjtseLiFjodaEEqQkIyfz+L7EsWX5IaLeLY/y9jMd33SvYV51aaWA79YpnS0k/CWNSiT3g+KrhG9dTORHevxy/aCC2PSl0jHxc+XcMfSlC8MUjzSid0zvCzFKGdwnNS3XqP2Jx5HjQcLM0JTid2+FbUyTvb7b1M61R1wLmYei6aiVcQIb11D8uFbMNubZs19XrZA6ttv4Cxi2qfr0Nisok22dVglyeCAt+AjJwTU1StEY9P7cRzJYL+3aGGiqlqhojL4ju/D8JBHaQHhg5n7SiSDsWPteo2GJpVoNNhGNuvT3+Ny5rTLQN/lt7UYNB2aZlyD1IRPasKf85nGJpX1G3XaVqskKxQURVAq+owM+1w479LX4zI25s8SprieoRvQ3KLSsUmnbbVGPCGmhC7On3M5c9JhdMTHD9bdFh2GQnVxmj64leTmRtp/9FbckoMAlJCOky7i5FYmdXy9oH51mPbtcZ7+Xz0cfD4gd+fGHDbdWbGs7UTiGrc8UcepPWle//Igri05fzBL29Y4Nz5WyzvPjVEuvDttY9dkBpS+j2cVsTNj+HZ5Lo9iAZirG6b7QS/dpueRefkQqW+/gV9c+oDfsUlnwyaNL3+xuOjDe+c9Jh0bdf7ov11S1vUl5c4Bxv7ueep/9ocw1zbNDcyEILxxFWoygpcuXPorzhy3+frfZDl/ukwxP/9BTIy6vPlCgVJBohDwIvLHe9DiYbL7O7G6RwO992M9KKFLbOYlZPacwR7NYDZUYvWOUTjZj7RdsgfOkzvajV4ZRQkZFM8M4k7kUcIGiqFSujBMqXc0EMvSA1+G8ReOULowglGXxLddSl0jePkSEy8cwctbTLx8DHs0Q+7A+VnB8kqQ7Ryn8a52am9sptCXQQ3pFIcWU0wKCN1GIhSsYiRMnHwZt2CTOjmCFtbJXQjk6PSoMe9q55VipjShLNvIi3+VMijPzwO/MD34qWGdG37pTsYPD3H+a0fmbl96k1KHi19bxVADpR0ECGWyeqFMJiMqqmqgambwRzXRNBNVC1FTu4mqmg3XVYJhly8mBpK2dg0zFLQKNreq1NSr7N9d5tRxm9SET+tqjcoqhcF+j4pKhfpGlVzGp7d7efdaSshmgslN1QSavvBnS0XJscPOgq1SuayPVZLEk4Jo7NpdVym9q2pq53nla9oGBVBK2zz/OwcAphyvx85n+cYvvolr+1MLCpm+Aq/90TH0cDAtuZaHa3uMnE7jWpdMiBKGT6Z58b8cRDODhSi37M0ytPMcn3OvDNC9d3jqM54rcUou0pM4JY/X/+g4UspZrVGlVJnv/cZ+vCvt3ZaS3BtHMVrrid25bSq5EEIgQsb8MuDzYX0L0Zs3kXj4Fgr7TgaGeZerNMw4hsK+E+i1FVR+5ANTPhZCUwlvacdc04TTP4rdN4o7kUM6DsLU0aqTmC116E3VCNOYNVb4pTLpp96ksP/kohFhdY3C7/xBRaCABpw+6fJvf36CbGYhtTPBf/hPSW68Zfq6jA77/Oovpjh/bv53W9fhx346yg9/PEiaUhM+v/Zv0hw/svA7UlOrcP8jIR58NETHRj3gORmBcZyUQUWxbEvSEz6H3rF56lsl9u22gzbKZaK+XuW//0kVdQ1B0vLlLxb53/8jh+cFscHqNRpPfjLC3feZNDQGvjaBgV2gmus6YFmSgX6X732nxF99oXBdKwQJEYhpPPmJCHffF6KuXsE0BaoWXFvXhbIl6b7g8ux3S3z3GyXGRn1KRYmUct45qTyWZ+iFU4SbKxjf342TChaVPcul0D2Ot8K25usFFfUmuqEwcG46dkyP2mRGlndekaRG3eowZljh47+2DgiuZ/PGKKoqCMfU93diAeCWiwwdfAG3uMT+S0UQWtOIEp472EopKV8YJvXtN5eVVAAcPWRz8phz2YU50xREogsHBOULQ0x85y3qf/pDqPHZbUFCCPSGKvS6yjmJxfiIx1f+PL2oDCXAYK/LN/42g+tAAvAdj8Kx3jntM1bP/HJl0vUonh6geHo2idzqDhRfLg13/ZJNZveZ+bdluxRO9M1Re8ofCUhUheMBWa+0SEvVUpE+M8aF756k6Z61KLqCNVqg8+tHcfI2xaHc1MRljRfwHR9FV2l9ZAPJ9TUomkL7D29l4vgQ/S920v2dE7Q+0sH6T+9E+pLUiWHSZ4PrJT1JoT+DV37vl3z8skvXN45hja1M+x2CikfLA+u58NQJ3LwN0l8yM0PXI1TVbFjxvq8VurtcigVJQ7NKPKGQy3ps2mpgmoKzp1yGBjxGhzxWtQcrjIP9Hs2rVGJxhdFhj4G++e9tPCFoWaWxeo1GfaNKIqkQjgQVyi3bdRTl8s1AVkkyMrTwS+z7QUeIEPNQa64ipJTY5avT0+77HuVyjmvO6ZFQzs0ex6QnKaXnTpye7ePZs39+6Xdnwil5l3XHdkoeyYikplqhs8tFzvh4eR7VKOmDlb06wYpfKpN74wh6c22gqLQExcH5IDQVrSpB8uGbMVbVMfZXz2D3LK21Qdou6Wf3goSKJ+6crlwIgRoJoa5vxVzXMmX8iSIWlGP3skVST71J5rl9l+UUFouSfE5SXRMkdavbJTW1KtnM/N+rrlHZtEWf+jxALKawarW6YGIRjgg2bJr+TmrCZ2x0/udBUWDHjQb/8pdi3HizQSg89xwvvr+aLohGA5nq2+8yeWYyqB8aWF5gpqhQUalMHd+qybZN34fb7jL5/L+Ps2GzPlXRmAlNC/6EwoJkhc7eN+3rOqlQVLj7XpNf+pUE6zZoc85JCDAMMAzBlht01m/Quek2k//vv2QpFHxcN0gUL4V0fYo9Eww8fZTc2VHc93mF4lIoCkHr+gxZbOnLWX+fD0LMJnkrCqiqIDfhkB6ejpNTQ2VyEw7Wu5RUwDVMLJA+dnbp7TPC0NEbq+ZXgvIlmZcO4I5d3kzuIrZu03n48RCRqEJfj8sX/7KA6wbSjw88HGLLNp1sxueZ75S4cD644FVVCj/9CzGqaxXefLXMW6/NkKCUUDx0jtLJbqI3z13tFaaO0ViNdWZ2MH6xvba1XSdRocyZWFJjLv3dgRrUxcKOV7Cwh9KzyvP/VCFdn6E3uxh5uydQvPJ8fNtjImOROjWC7wQjae9zZ6Y+3/PMqVnX0fd8fMejnCrR+dUjUz2XvuNN9f+6BZvj/3vPdaEgIX3J2MH5VcSWiuT6Gqp3NNLz7LV1Tn43cZHAnUgGVYjhQY9NN+goAk4ddyiVJJ1nHTo263Rs1Dn4tk1rm0YkKujucue0PYVC8MBjgTxsx0adSEyZWg30PXA9iaZNKzQtBs9jRSuWVxtSeldNHtZ1Lazi9SXVqShQkVTI5vyrxssVAj74cJgf+0yUz/3MOP3LDA5XBFUhvKGNxAM3Et68GjUZu2IqixACVJXwptVUffx+Rv7Pt5fcEixLZdLPvIUzkqLiw3dhtjXMmmuDbS98gNLzKXcPkf7OGxT2n1ySd1GhILlw3uXu+4KV02SlQn3DwknCRW+YmTBM6Nio89pL5XmN3WJxhZZV02FMzwWP3DwVEaHAXfeY/OqvJ1i9RkOZOX/4klxWUioF7baxWLDIKIRAUQSV1Sqf+GyUphaN3/9/MvRcWPnzU1unoqhw040Gv/E7SVrbpltTpZR4k/wrTWPWMToO7HnzylrzrikE3Hanya/95yTNrbPbbT0vuL6WJVHVQPHONIPF3LvvNYlEkrz+soVjS3R94WcwdbBvToVMDel4trsoz6eiai0Vle2LHr7vuwwPHqJspZd2vlcR+bSL50oqG0wGzwXvsxlRiVVOZ1m+H3CuzMj0+6GHFJK1BpnRYBHEKnikR2z6Txd4/i968b0ZiYqcK3BxLXHdNAMrhoZWnZj3d+5EluLh5Wllnz/n8tV/KHLzbQa33WmiqKD48PiHw2y+Qeepb5ZYvUbjZ38pzn/7naD1Zl2Hzve+W+LcGcGnfyzK+KjPiWMzSJcFi8KBM0R2rEUYs1NroSpodZVzz0uFJz6V4GM/kcQMK4TCgmLBJ5ZQyWU8vvE3Gf7xz2YnTIXTAxTODl6WmC40Db2iBtU0cYsFnEyKmSxVJRTBqKgGIXALWdxcZmk91UKgmCG0aBzFCAWcF9/Hd2zcYh6vmL+6vdkS/LLHTOvvgLg44+/u9LWYr+ogdAM9nkQJhRGKinRd3GIeN5+duiaLGek50iHlj6Aw/eIWZAZ5cTVXEVR01ND8wDoiDQlKI3n6XzhL6tQIyICEvu4T2+l55iTjRwKvimRHDe0f2Ur30ydJHQ9WF9d/ZidVWxtAQN/zZ+l/abbsr9AUanc103BXO6GaCE7eZuLoIH0vnMMrOcRWVbD6hzZTs7OZcH2Mm37jQXzHozSS58QX9l4RMf29Ribt09/rsvMmk8YmlZ4uhbbVGpmMpLvLxXPhxFGHH/oRWL9JD4jbbRqaBufPuljW9DOp6/BTvxjns/8iRigsGBrweOu1EseP2AwNeBQLEtuWfOTjUT700SVIkspgcH+vIaVPLtuH5zmo6iK9W5fdjqRUHL+mHhYrQU21wr//fII/+j85LnRfvQRA1yEaEaywYLAsiJBB8uFbqHj8dtSKOEKIIGjM5Cl39lPuGsRN5ZDziTkIAqGNkIlWEUNvrsVc3YhWnQzaVYVAKAqRbWuJ3riB3CsHl3xc0nbJ7z6Gda6P+B03EL1tC0ZzzZy5bNZ3LBu7f5T8nuPkdx8LFveWOPZ7bjAPl8tBkh+JCFpWqQgxdxOKAus2aESjwbVy3SC4FkKwdbuOqoE/TxGpqVklkZwOzM+ecrDtucd3w3adX/31BO1rtan7USpJ9r1l8/1nSnSeC4wyhQLJpMKWG3QefSLMlm06mga6IbjnfhPHSfC7v5FhbHRlUVqyQmHDJp1/9+sJWtsCadHuCw5v77Y5cshmdMTHcyWRqMKqdpUduww2bdWxy5Kzp98dmeKVoLlF5V//+/hUUnHxHh4+YPOdb5Q4fcKhWJBoWsCJufUOk8c+HKalVeXGWwza12hTqnkL4pKHRugq9Q9uZHzfBcoj81dxhVBpbr2Nmroti27adSwyqe73JLEYOl9kvN/ito/UM9Zn4VgeNz5aS7JuununkHHJjNlsf6CGzgNZXNtn18M11LaF6TkRCPvkJhwOvzjGLR+qo/9sgZ7j+YBLVGPgOXLqc+8GrpvEAlVFjczvd2EPTuCMLr1aAUEZttjt0bJqmiQdjQp23Gjwve+WeGdf0CJ1210mHZuCgfXUCYdXXyyjabDrZoPtN+qzEgsA61w/frGMculgLJQ5LVIAVTUqDzwR45mv5RjsdXn0yTj/5/fGWb/F5O6Ho7zxwjwrTlKCN/sl0iuqqbv/CYSqMfb6szi5DLV3PUx8wzYUM4RXzJM5foDxPS/hWyXCLe3U3fNBzPpmhFBwcmnSh/eSOvAm0pm/zK9GYkRa2omu3USooQUtGkc1g8RC+hLfKeMVcpQGe8kc20+xt4s5cjtXAMUMU3XT3URWrQEEXjHP2J6XKA8vQP6fPOb4hhtIbNyBUVWLGo4gFAXfdfGKeayhftJH91HsPrco1ycvUxwovzjrZ3JGi0jtziY2/cytpE6OMLq/j4qNtez8v+7n0O+/wsTRIYoDWeysRceP38Sh33sF3/HZ8LkbKWcsct3TBMfB17vInBtj6y/cSbQlOec4anc2s+UX7mBkTw/Db3UTqo2SXF/LwCvn8QCnYDN6oB8toqPoKr3Png44JqVpA8H3Kwr5gKh4650mjS0qdQ0qDc0qw4MuQ5MeL+fPBhPUqtUqNXUKLatUymXo6nRmERt33WLyqR+LEY4I3t5t81//c5rOs25QgZzxat3xgeUbeL7XyGX7KRZGicUbV8yTkdJjbOQYjnP9qOyoKmxYr7Nrh0EkrKDrwdjiXmJHJERgbstkgDpfm6kA1MnZbTGysKoE/5UE27n42cniwKyfzTxOmH+/qAqJB26i6sl7EaGAmyBdj8I7p0l967WAfO26S+s+EwKUoM22+pMPEr1l8/SvTIPIzg7yu48HAhFLhZS4IylS336d7EvvYLY2YK5pRGuqRk1EEZqKtB3cdB6nf5Ry1yB2/1jgXr2CvPr8OZdS0ScUCgLOtR0aisocEnI4LNi4WUdRBJYlObjfZscunXBEsLpdo6JCYXQeYYXWtqAVEgK3+s6zcwUcKioVfu6X47OSirERnz/9Hzme+laJwjy8x4P7bZ75Tokf/ckon/nxKJGoQNUE9z0U4twZlz/74xwLTKOLorpG4Vf+7wQbt+hk0pIv/W2Br/9jkeFBb05FRgj4olqgoUmlvkFldPj67INSVfjEZyNs2qJPjUeOA9/4csAnme++7dtt8+xTJf7dbyS59Q6D2vr5BXsUUyPSXDFvf6lqqsTX1ZE6uLCPimHGiMYaEeIy/alCvGe+tLkJh+/9aQ9P/NJqfuZ/bMbKuwycLdB1ODcVXpULHi/8VT8/9Mtt/Nwfb8EqeIz1ljj1VmqqMiF9eP3Lg+imwuM/14aYvKS+K3n1S4P/PBMLoYhZGtkz4QyOXxWnUkUN1Aouqjw4rsT3JOZkpmxZMigZyeD/zXkyaC9bxMvk0Spil5wA8x5/OBq0P73xfAHNENhlnwtnbbrO2jSt0rj7oShf+kL68sdumERa1qCYJsULZ9HiCSq23xrUeIVAT1RSdfM9eKUihc6TNDzyI5i1DcHTJhTM6jpq7nwIv1wifXjvnNlSr6yh6UOfItzYipickeXFiyEDx3JVi6JFYpi1jcTXb2H0jedJHXjrqiQXaihC9R0PUrnrToSm4eYzjBzZR3l0cIFvCEINzdTe80GibeuD5GfG8Sq6gVJRjV5RTbS9g/ThvYzveRGvuHAgJReYObWITtsTm0mfHOXUX7yN73gMvNLJTf/5Ydoe38TE0SG8skvnV46w41fvYf2nd+IUbbSowfE/3R1wICaR70lTHMrh5OevLIRqo0jXo++Fs2S7JoJKjSKmSr3l8SLDb3UTbU4SW1XJ8L5e7PSVc12uBzgOXOh0cRxobdNYt8EjFhPseX26zam/12N81KelNeBZNDZr5LI+PV2zo4m77zOJxgSlouSv/neOMyfnqXKJQA3uOuKwLwnlcpbhgXeIrH90RVULKSWZdDcjQ0eWTNwWikooXotQNdxyAbuwsBrQYlD1EJoZQUqJU8oiJ8eOLZt0fvRTUW6/xWT9Go3/+fuVUw7m//UPs7yxJ3hfolHBYw+FeeTBEJVJhQs9Hl/7VoH9B+2pgNI04bGHwvzwExEMQ/DW3jKXrgPVVit86LEwd9xqUlOtki/4vPZmma98o0AmK2lqVPnN/yvJ08+W+PbT0+9XLCb4tX+bZHjE40/+LMelAk3m6kYqHrttiiQtpaR4tJPRv3oab2JxUYo5mFxgcvrHmPjKS4TWtQSVC4KVfKO5FjUWxl1OYjFj2362SOVZjYmThyn518aLYrDfY3zMp7IqiHLWrdfRNTGnfzxRobCuI5h38lmfl563WL9BIxyB2nqVpmZ1ToCqaoGHjTG5sJvJ+PRcIuAgBNz/cIjb7po2uy0UJF/4Xzm+/o/FBdvtpITxMZ8v/K88hiH49I9H0fXAf+qjnwjzxisWRw4uv4JQW6dSW6eSzfj8t9/N8p2vFxdUerpIdu7r8ejree9beBdCyyqVx54IT7VuSSnZ+2aZP/0fuUVU9gIy/3/9rQx/8CdVtK+dP/aLNFew4fMP4GRKcxJ8oQr0y8jgRyJ1hEJzF/CuK0g4vTfDwC+doLLBxCn7jPdbJGsMHNufamE68vI4PcdzJOtMXNtnvM8iHFdRdWXqfSrlPJ750x52f3OYeLUeCP6kHFJD7y7B/bpJLJCBXOh88LIrJ7nORKko6ev22HKDzqkTDk3NKqGwoL/XZeMWnfa1GjV1CoqA1e0az3xnbsAmXQ+/tMBNmuf4fS9IXnRDUCxKDFOhskZlbMQjm/ZpbV9eYCBUjcTmHShmmNyZY5THhgg3txNtW4uiaVTccDPhplXo8STZ4wewJ0aItK4l0rYW1TRJbNpB7vRRvNLsANsrFoK3XSiBoldqHHtiBCc9gW+XUQwTs66JcPNq1HAENRyl5s6HsIb7KfWeX9Y5XAo1HA2Sip23IzQNJzPByCtPkzt9ZI4k8UWYdY00PPwkoaZVgMTJpij1d1MeH0E6Nlo0TqhpFaH6FtRQmMob70QoCqOvfQ/fXl67kBY1SKytRlEV4u3T7W7R5mRgEqgIpC+xxgqc/fuD7PgP96KoCof/++sUBpYXTIwd6Kfulla2/8oHGDs0yPDubtKnR/FK128Z/Gqi69wkgbsp8IPQNMHRQ/bUYzAx7tPb47Jtp8HmGwwSScHEmD+HVFnXqCHEpHRk7/yTciIpaFujvevqWL6UwWShTa9+LwvSZ3joMImKVdTUbUVRlr4RKSWF/BAXOl9YVtlfD8VZe/snMaIVjF04SO/Bp5H+8itkFU0bad72CNL3Ob/3KxTGAkGIdMbn1dctBEE71Je/XmRgMLhvnZNJo6HDz/9UnI/9cISnni2xe2+ZG3ca/LffqeS3fi/D91+ykBI+/HiE3/gPSZ57weLYCZttWwxuv9WcxVmrqVG441aTCz0ub+4ps2mDzr//fALDgD/+Qp7xCR/Hlnz8oxFefs0iO5nYblin8+iDIf6f38/MSSpQFCI7O9BqKqavd6lM7uUDy08qLoEzOI4zkppKLADUWBhh6oAgrlbhS4+QEkURCll3nLIsIlCIqZWElRg+Pnl3AksW0IRJpVZPg9GOJnRKfp6MO4IjLZJaHVl3HA8HXYSIKAmy3hiq0IkoMVzpEFWTuNIh7Y4gWTg5zWZ9ero91q7XJx3vFZIVAmtodpS4arVKdU2wqpya8Dl2yGZ40KOmViWeELSv0zh8SSAfCglWr51+f8fnGQdiccEPPRnGMKaD3n27g2rEUjg8xYLky18scOsdBhu3BBlMfYPKo0+EOXncWVHVQvqSb3+9yFPfWDipeD/h1jtM6hunx6BcVvK1LxUXTCpm4twZl+98o8i/+jdx1Pk4PgLG9nTR/50jyEtiAdXUaH1y16LbT1a2XVXfn2uJ3LhDbnz6GR/tvYSkLiE9bJMenn7o5iNkSx8mBspMDLx3bdHXzRWXvpy/5xQWTDiWC9uGp75V4tM/FuVX/u8EZkjw2ktlujpd1qzTGB32+Je/GCcWE4wMe7yzb54bc3FVfJ6f+/OYGGVSPulxj+bVOntfLWKXfT71MxWcPlrmroeivP368pImIQSh+hbSh/cw8vLT+LaFXllD8w99llBjK0Z1HXplNRN7X2bsrReQrotRfZiWJ38Cs7oeo6oOLZ6ck1j45RIT77xBZGSA3NljlEeHgmRjxoqm0A3iHTdQd9/jaLEkWiRGcsuuK0osppOKOxCahp0aZfTlp8mdO75gUqGGItTc/gChplaQkmJPJ6OvP4c12IOcMVKrkRiVO++g6tZ7Uc0QyRtuojTYQ/b4gWUdo1CCMunw3h6G98w2QXRy1iUa+B74IBUZEMWX2T5QHMpx+L+/Rs32JhrubueGX7qL8cMDnPzzfSt2C38/ob/XJZv2aWhUUQSUy5Jzp6dV3Rxbcvq4w023mey82SAcVjhysEyhMPtCFwvBs7OQ2puiwG13hdh8g/GuVyysksQq+cSTCk0t2pRKzHLg2HnOn30OKX2qazejqsaiCZKUEt93yaS7uND5Itn0/GaeC0EIBc2MoofiqHpoxW0DvudgRqsCY9HKpqnEon/Ao3/Ao7JC4d67Q7z6hsWZS0i+a9p1Pv3xKP/7z3P8+d/k8Xz42reK/N5vV/KTn4uxb39A8P3Uj0R5+x2bX//tNMWSJJko8sf/vYp1a6anu9NnXX7p36UoTRLyDQNamlXuuTPEH38hj2VJvvNMid/5jQq2btZ5a6+NosAD94ZIZ3z2vTP3XRS6Smh9yyxhCTdboHxhoarr0iE9f64i4mSrlIJCq7kRQ4TJeeOElRh1+mpOFXejCo16vQ0JmEqYBr2d06W9KGiElCiGCKELE1/xAolqDNrNbZzy91D0gwSi1djIqdIewkqcdeFd5LwJXOkgpU/GHVs0sSgWJN3n3Skp0coqldp6leEhf9ZprF2nEU8EiUVPt8tAv0dPt8fmG4Lv3bDd4DtfL816Ty562FzEhU53TlvT2vUaGzdPL96VSpIXny2RTi19YO7v9XjlxTLrN+qoakDovuNuky/+pcpA3/IrCaOjPl//x+KC0tXvJygq3H63OdWpJGXQ/nbowNLmKs+DPW+U+cyPR6mpnbtAUhrIMPT8iXmVoHzLJX2kH7cwfwCtKBrJitVLPpd/CjDr4kTba8ifG8FJF5He0p9zozpKZFVg95DvHMXNrlx96/pJLFwPbwGFi4v63yuBYYhZjPjz51z+5+9nqa5VsSzJ6HBgvvPma2V2v1EmHA4M9UaGfYqFeW6KqiD0eS6bL/FSc3vY8jmfr/11hvERj1JB8o2/yfIv/k0Vt90X5eyJMi8/vfy+N9+2yJ48hG8HN95Jj1Ps7STU0IJQFNxchsyxd4JeXsDJpLCGBzCr61EmSc7lkbmqRLnTR8mdObpglCMdm+zJQ4Tqm6m6+W4QKqH6FhQjNHUsi0LKWYH2xapHxY6gUmGPDTPyylPkO08tKmEQWb2e6NpNCKFQnhhm5JWnsQbnBkpeMc/E269iVNaQ2HojihkmufUmCudPz0msFoNbcigN5wM1p0P9k0TzScww9jOrI6z75A4mjg3hWg5rP76N4kA2kM1dKgQ42TKDr3cxvLeH+ttWse3zd9P3wtkpAjgAvkSoYsXyldcrMmlJX6/L9hsNKqoUxkZnVxxcF86cchACtu8KJCO7Op05JlZHD9o88WSEeELhQz8cYXgwRy7rIwREowq33W3y0/8qTjgs3nX1tdFhn4F+j02VCnfea/LaSybHD9t43qRkoCZwHTlv7/dMWKUJzp76LumJLuoathGN1aNqJoqicTHyl9LD82yKhTHGho8xPHQIu3xlq+dXAqdcACQIhVCsZlnfXbdGIxYNWpsurjVlc5J9+8v8/E/Fqa9TsW1YvUrlT/+iRGmSzJ/LS945aM9KLARQVamw4Wad2hqFUEhQWaHieXKq83D/QZuePpcPPhzm7QM2lRUK99xl8tpbZYZH5gaUYtJUbib8ohW4a18hhKrM8b2QjoucVLkTKKTdYS6UjxFWYmyK3IGhhCn5OS5Yx4IFKSXKhvCt6MKk6GcZsS9QpTUyZJ8n7wetbbpYnHOkCYPBcufU5y8H379I4JaEw4JEUtDQqM5yojdM2LglCNqllHR1eqRTPl3nAk6UpkHHpsDbZuZ7Xt+gUjWpIiWl5NwZh3J59juzdbtBLD49Rk6M+ctuYXLdgHORz0mSFcG2mltU1q7TVpRYHD/q0N31T6BUAVRWKqxun64aSSk5fdIhNb70lZLebo+hAW/exMIrOQtW66XnM763a8HtmqEk4WjNdeXXdK1Re9c62j57G6X+FJ1feJ3M0YX5qZci3FTBxl99BCWk0/23u+n/1qEVH8f1k1iUHZzRzLwmKWplbIFvzY9INFhRME3BrXcanDk129gqm5Vks7Nf7Fw2GJAy6cUnc8U0UGJz+/qk62EPzWNaJOHwvumg+8DuEhd+fohwRCGT8shlll+NcYv5QAFqah8SOzWO9D2EouBkJnCy6elf+z5uLvi7UFWUUGT+DUv/8ivsvkfhwpmgbclQUUJhFNNcUmLhOw4Xd6CGo9Tc9TAVO25DqBrlkQFGXn6KwoUzi6qOCN0gvmEbqmEifZ/cmWNYi5C7fbtM9tRh4htuQDFMQvXNGDX1y6qyOHmb/hfOsvYT21n7I9tInRhGqArRliSp48Nkzo6hmCrtH96CkQxx4gt78R2PbZ+/m/Ynb+D0X72NW3QQmoKRCKFFdVRDxYibhGqj+LaHnSuDL6m9qYVQVYRCfxYpJbHWCrySO4eYXRorYFaEqb+9jWznONKXZM+Pz1LPej+ikA/4ErffbRKJCE4cKTMxNvucei8EVY2aOoVSSXKh052TC7/xSpnjh22232jw5KcjbNis03XODfqy2zXWb9SZGPf4+7/K8/HPRt/FM4R0yufpbxZZsy7B6naN3/5vlZw95VDI+5ghQbJC4bWXLP72C/nLrmq6TpHB/n2MjRwjHKkhEq3DDCVQVCOQ/LYLFAsjFPLDk/4X762yle86+J6HqmjooeWN6+GwwHUl5UtUf4qlQM0nFBL4vsQwBPm8PzWMSAmFGQGposAjD4b42Z+KU8hL+gZcSpYkHhOkM3JqsSCV9nn6uRKf/USM1uYC69Zq1NWqvPiKNf99UZQ5JFOhqlfF2ESrr0Srn6066E5kp8w6fbxJnoTEky5S+ggUQkqMFqMDIVQEAk2YLKfcJC75rO1blOXyquznzwWJfzgc6OyvXa/x4nPTw3w0qtCxMVg8tMuBn83FBQS7HEhCNzVr1NUrdHdNB/LNrUGbFASViK7z7ixCvRCweas+K57o6/WYWEbQexHdXS7plE+yIriX4YhgzXqNN14rL1vG8/hhe0UtVNcjKqsUqmunn2/XZSohXCqskqSvx2Pr9sU/pyfDVN/Wjp4MT1WZnYzFyOtn5zXJi8YaMYz40g/kfQ5FV4l31KMlQoSV+Y2mF0OpP41bKBOti1N182oGnj46tXCxXFw/iYXjYveNBiTtSyoCel0FwtCWpJ0dbCx48auqFXa/YfPmq1fPUEWriqPOk1h4uWJAMp8H1XUq67eYVFQqKJf0EfZ2ORzdv7zj80pF/EtGJr9sTVUanGxqihQJBG1aF02nhAgmuyuAW8hNbV+o6pK3d5HboIaj1Nz9CBXbb0WoGtZQLyMvfZdi7/nLShlqsQThhhYQAr9sUeq7vDKVnRrFLRYwDBPFDGHWNCyvfcuX9L/cifQljfesoeGOtoBTMVEidSKoIlR01FK1tYFz/3iIQn8GJHR++TDrP7OTyi31jO7vI7aqgo0/fhN63EQNadTsbCLeXkW+N83pv96PnbHQIgbN969DiwQTrZO3Of2378xSlgIYPzTAwCudrHpsA9LzyZwb59Rf7MN9nycWrgsnjzlcOO+i64K395SxndnPRH+fx6njDu1ljdSEz/mzc8eF4UGP3//tDD/3rxNs3WGw82aDm241cF3I532OHrL52y/k6bkQ8KvicWVusCghm5b09biMjXqLBvm2LRns9yjk5ILOwlOblfCtrxSJxRQ+9NEINXUKd3wgIPs6bjDRvr17eavcjlPEyfSQzSyvxem9QXB9xDzE85mqTJdieMRDVQW1NepUm5QQ0NSgUi5LUmkf34NM1qe5SZuqPKgK1NVMBz8VSYWf+Yk4o6Mev/k7GUZGPTwPGv+HSsMMdRrfh1feKPOZj0d54N4Q69dqdHW7HDuxwAqq4+IXZvPy1GQMvaEKL7VycrTQNRL33YhWNS3HLn2J3TOMV7ACgWz5/7P3nmF2Xfd572/tfvqZc6ZX9A6CvYqkxCKqWm5yLMVFuS5JXG7i2HFuHMdP7nWKc3PtOMXdjlwi2eqyKkVJ7L2AIHrH9H563XXdD3swg+HMADPAAAQpvc9DzuDMPnuv3db61/ddSj4hgA59AEOJcLqxH1OJkFLbFvZxfrtFjDlhYE8R4RpsiAiq0C7469od06mJgJnpgEw2vLZbt4eilOeNz+5edb5Gv1YLGBoM7+3gnDZNNAaZVoXePm3esVAU6B/QsCLhg1IpySX6EpoW0tFeiJlpn3p97XNkrSrJzfrzKuJCCPr6NVQF1jrljo/668rW/lYikRTE4hc6FpLJibUZo54nmVkmA/hmdL1/N4kt7QSej2pqBI6PV3eYfubUstunWzZemg3qHQQ1ZmJ1pRBC0JwsUx9eJtB9ETjFOo2xIrGNrVidKYx0BHvm8pikrhvHAqB5Zgy/2kBrWexl6m0taJkk7nIZgWVQr0u++sWrw5RjbelZUpolpcQensbNLS0xSLUo/OK/ydLTr1PML6WUe/XZ+podi8B1FjsOsOjffrOxNDA5H1ZZXlF1OQhVQ+h6+FNRwpdUUdATKc5HvS78/yXH7TRRdIPs3Q+R3ncnQlVpjA0x/fhXaIwNsZpoqp5sQY2Gkc7z/RRGS9vFvoIaic2fv1A1tPjyeikXg9/0GHnsJJPPD6FaGsiwRMqrhw5b+UyO/f/xcezCAi1j7o0JKsPFMNsgoTZa4vD/fH7J5ZJeMK8/MfnsILkD4yhmGGH0mi5uxVnicDmlJsc/+SpG0gQh8G0P7x3S4P3oVxu88IwdNl+XgiV+YzEf8Fv/soBhCHxfLslonMeh113+n9/Xufmjm2kZOYoeONTrkpFBbz5dLwT8m18poKos2Y/vw5c+U+Pb32iEx7lIpHPorMev/FwOoQiqlUtbGpWy5C/+sMJ3v9Vg206dlqwaPiO1gOlJn1PHvXdEDfaboZnRuVItkP7SEyyVJZYp2LFNZ3LKR1EEtXqA48CxEy4nTrl8/MdijIx5lMsBmzfqvPfBCM++aDM9EyADyf43HN73kMXXv9VgbNxjoE/jvndZ86+QqobsUkMjkqYdsv/t22twwx6D6TepNo+Mejz7gs1HPhgh06Lwl5+qUSqvUCrq+diDk1g7N8zPsWoySvLdN+OMzqxazO5CKIkoyQduIfnALYu8raDWoP76yTm2xOUDOxKwZZMWEaFN7yOixBfN/Z50sYM63cYWan4rs94YdlCn5pfpN3dR9fMk1YvPratBqRQwOuyxbUdYMtM3EJKmnC/127hJI92y0Lg9MRbeg/xswMS4T3uniq7Dzj06zz0dzpOGGTZ0nz+f6Wmf6cnF986yBNH4wvlKGSqBX062wHWXBgwyrcplJaOqlyhxfDshkVQWEVAEfni/14IggErl0tck1p9h+HOvoSctzGyc/KtD9P7wjaimtiRjoWkWiWTPmsbxdodqaeipsBqlMVaYt01WjUDSmAiDonrSQo2Z8E5wLJzRWexzE6jpxROg1hInsr1v1Y7F1YISjxC9YRNob5rIPZ/6/lPIZZq3YwmFjm6NP/+9PCcO2UsiFe4yYj6XxHl5zhUQGtyXN3kpZgSrI2R/MjLtaPEEqhkJHQxFRagaiq6jmOaa9iulRAYBLbfeS8uNoVPhN+vkXvgujbHBVe9Hi8ZQjPDYaiRG1wf+wRK2iDdDCBE6F3O/K7rOsipNlzwJcCv2siJ0Xt3Fqy82lGQgsXMLxkTghEJ2GaWTjNJBIZgmFyxu7JR+gFNanaMZOD7N2fVhTLue0KhLGvWVI1hSQm6VAlVlGWf/VCczn34dv7S0r+ZS+6qUJZXypaNprsuihtTVwHHg5DFvWSrcdyKEqtHSu2cuwylxGku1iQ4ccjh81OH/+hdJPv5jMTxX8nv/s8JrBxxmcwG/83tl/tWvJPnj389QqUhaswrnhjz+7JPVeYHEP/1klf/479L84e9lGJ8MCRTOnvPYuT0MCBVLAV/9RoOf+PEYf/B7GWq1AKEI9h9w6O5aPLc7Dnzz2w0+8qEojiN55vnmylOv51N/4zSJ+26cz2oLRSF+1x5AUvrWyzhjMyuSlMxfJ0NDTcWxtvYRf9deons2I8yFkh4ZBNQPnKJxLGx8lwRMuedoBKER4EmXUecEjmww4wzjSxddGMy6o+S9CRwZBt0CPAbtw7SoHXP6DgGSgHPNN8joXQCM2EdRhY4vPZpBlTHnJL5c2/PaqIcK3EEQOnXZtpABqlb10fSwv0Kfi9UNnvUpzxmmpWLA8KDHDTeFf9yzT58nOrCskLnxPM6d9pYQOGi6QNPeVMrlyMvKFgQBS4T3LOvyqKqvB6HN9cKbKfmlBMde2/mt9ju+7aJoKn7dIXpjC+Xjk2hxC2UZmn8r0kIk+r3VXyE0FcUKr4WTr11UjXwleKVwblCsUCfrcnFdORZBtUH1pWNEdm1AXNiopiok7ruB6isnCOrrV9a0VkT3bsTa0rPoYZVS4kzmqe5fPh2Xm/Z54Yk6d747SjSuUKss7mOYnfIYPL220OQlm00vZ94SCrENW2i55V4iPQOoZgQUZV5QiCBABv4FRvwaX1gpSWy/gWjPAEIPGWxUwyKxdTeN0XP4zdUZyIqxwEcuFAUtdjk1lIJFXdfXECoaG9U9ZJQO0mKKcpDD5R1ScHsdon74HM2TI8s20ApFxUhl5+kI3WoB376GmiBCwUhmCJwmXuPaiRddCqpuohmL+7CMaAoxF55VNRMzllk247AshEAzYrT076V1w82AQAYe1dxSYauJSZ9f/60iN+8zSKUUfASlhiDVGt6jo2d9/s1/qnDj3rB8bWjQ5cUXm+TyC9b+oSMuv/AreW650cAwBMdOuBSLAXt26eSLAa4Lf/E3VV4/6NDfq1FvBBw45CIDybYt+hLH4dyQR6EQcOiow+Al9ASaJ4apvXKMxP03zl8vxTJI3HcTkd2bQuXt4Sm8mSJBo4n0wo798717ejaF1pHB6G1Fb2uZF9k7Dykl9pkxCn//zPxaKJHkvYUARYDHjLtQEnfh70vGG1SZCBY/e7asM+GcWbKtI31m3ZXFyFaClHD6hIfjhA3cLRmF1jaV4UEf0xTzwmpBEDZgnydN8Tw4cdTlfR+OoGnQvyHMbORzAdnWUCATQkr3s6c9mg35puMudSIu18wULC3Pe6eUM10Jlr0El3FdVnMtZ545Q+D6NCdLaDGTLf/4XqrncrilpXN2ItmLpr/9xE+vFOcfUaFeZgnY3A6E4IqIYa4rxwKg+upJ4nftJrpv84IBKQSRHf0k7t1L6bFX35I3Wu/MkP7AnUsbtz2f0nf3480Ul/2epkFHt8Yd90fZe5vFm8Wfn/9ujcHTy3/3mkEIkjtvpP09H0JLhDzpfqNGc2qM5uQobjGP36wjPQ/pe+ipDB0PfgRhGJfY8eJjxDftACRObgotkUI1LZK7bsKtlsi98PhFlbHPQ87tKxxjneqZYwTu2urRwwzJW7MqSCQeDpIAB5vgIlSNb0soAi2TRIlHQgXf2TLSCe+rmo6jxCzc8dyid1hNx1GiJu5kYT4TpySi8yWRXr5MUL1g8VAV9I4MXq4UMvHM1Z57hcr8dsIyMLqzgEA6bkis8CaRTdWK0X7LQ5jpNoxkhvFnvkzx1OtX68osgWpY9L3nxygPHWPm9Seu2XEvhZbevXTvfmDRZ0JR0azwfqS6thFt6Vr1PCyEgmpEUI3IfM1zvThJdY5q9kJIeZ56NryP7//pNn7gl8NynEhcRVGgUQ3QDYGqC14fnCWXry/Zx/CIz/DIYoNj+AIGn1pN8szzNrB47ljOcdi6SSeREDz2eHOennYlBPUmhS8/jdoSJ7p3y/wCL1QFvb0FrS1N7PadIcnChdTliggDOYoCyvLlqtL3aRwdJPepx3CGp5b8/Voj84FbwA/IP3bgks9CqMAdNnCbZqiYvf+VUIm6a64PolGXnDq+mIjh2JGwgVvXFTo6Vdo7Qseis1slOUdPW5/LiLx5CI6ztCLAtMRl0TsravjdC1GvX172450Eu7mY6VEIMKy1GaRChHbSpVA4MBIeS0rO/uXzmNk4zanyUtYoIUi1bECIK+slfbtBev78tTBb4whVINfYe21k4yDCaojgMhu34Tp0LPxileLXX8Tsb1/UrCZMncwPvQtvpkjt9dPX1LnQskmyP/4eItt6l0SP6kcGqTz1xorjSWVUtuwy+ePfyXHoteYSUR67+dYblkamjdZ3vXfeqWiMnmPmmUdpTowQeO6SWdjq7F21Yu95CCHwGjWKrz9P8eDLJHfdTOs9DyN0g5Zb3oVXKVE8+PIlZ3zp2MggQCgKvt1g9rnHcEtrK5GTQfCWhZsCfE56+xkTp6nKEj7vnDIYYeqkHr6V+J275w0k++w4+S8+jTdbwtraS+aj72bydz+DOxU2owtDI/PRdyOEYOYvv4l0JdG9m0h/6C7UeBQUQVBrkPv8UzTnSj/UVIz2n/0glecPE9m9AaMjizB1So+9Qunbr0Ag0bJJMj98f8ik4/lM/H9/h/emHiivXmbsqc9jtnSy4X0/Na84f+0umEAxTJTVrKrXEELVMOMZlBVUvTUjgmZcXPH2YnCbVcaPPI7buDTt7UvfKnL4hQqJtMZDH2vl2a/kyU24ROIKt783TbV0dRSJNS1s8s60KHziJ2KcHfR4cTldo2XgTuSY+Yuv0fID9xK/ew9K1FoUJGMNhBcQllR6MwXKTx2g/PhrVyy2t16I7epDej75bx+4ZJxmZtpnenKhgXvTFh1o0NWjksmGDkK5LDlzarGRODbiMzsTEIsrxOOCjVt0jh/16OxW5/VpKhW5LH2r3ZTzZVUQXvtkSsEwxZLsxqWg64J0enEUODeztGfyew3lUoDvw/mZQlGZZ85aLYQC8cSlvyNUhczNfaT29FB4fYTy8UnM1ljYS3BB2Y9hxInFO9c0hrXAtNIIodBsFABJNNaGEAq16jQgMa0UQqg0G3mEUDCMBLoRQwgF161jN4vz9pNppVFVg0Z9dpFNpaomkWiWZiOP562uSserO9izVaL9GWIbWjFa4zTHl5abrgQtbpLY2g6AU2rgVS+fJvv6WtHmUHvjDPkvP0f2xx9AiYSpYCEEWmuK9p/9ILnPPUnlhaPL9jSsKxSBubGL7I+9m9iNWxAX9FZIKXEn88x++rsXVQYv5nwOvtygo0dnYtTDsRdHOSolqFevzuK4WsQ378RIZxFC4JaLTH33K8vqQpyHoq8hU3EBKscPMvv8d5GeS+G1Z9ETKdL77gwF7+5+GK9apnrm2EWNfq9WJXBsVCuCohuokShOfuayxvNWoSGrNOT1U/qyLhAQu3U7iXv2kvvcEzhD02itSbL/8GFS77ud3N89TvNMSAsc2b1x3rHQWtNY2/oofPkZpOOhd7eS+ei7qb5ynNpLR0EI0h+4k9Z/+DAT/+/f4pdrCARqKk7i3n0Uv/EiztAkwjQIqvX5BcYdn2Xy9z9H/J49tHzkXSsOO3AdfLu2Zkf5nYzCyEGcWoF42wYSbRuJJNvQrQSIC0oj1wyJ79rUC2NMHHuK4vjxVX0rP+mSn3TZemOU4rTL/icWjOpMh0H/tgiHnrt8xqWV0Nej8Z//nzQD/RrlSsC/+48lZlYgCVgO3lSB2b/+JtWXjpB41z6sHf3o2dTS/rwVIF0Pv1jFGZ+lvv8k9TdOhe/M29SSLRYDRkc8tu8KTY4Nm8Ls08AGjdhcg/XIkMfsm/qdZmfD7/VvUFHUkD72299o0NevosyVakyO+0u+B+GlOnfW4577Fz7r6FSIxdbuWKTSyrwyOITr//CgvyZa1XciKmVJpRJgRcLnWtMEXd1ryxRoqpgva7sY2u/dQseDO/BqNomt7dSH8/T+0I0M/vVLOIUFGywSyWJFMletv6K9Yy+JVB8njnwegK07fxBNi3Do9U/iug36NtxP4DsMnvkO3b130tF9E2Ju7hRCYXryIMPnniQIPNKZTfQN3MfRg5+iXluwY9o69tDbfw/HDn8Gr7pKx6JqUz09TXpfL1Znks6HdjL06ZdXR0EvIHvnJmKbw+xwfTgf9mlcJq5LxwI/oPTtV1Esg5aP3IMSNReci/Y07T/zAWK3bKf03ddonhoLa03XqyFKgNB1jJ4s8bv3kLz3BrTW5JJMhTtdYPrPv4F9ZqnQ3IWIJ1X6Nhnc94jB+z+aCFOzFwz1mcdq/OV/X53Y0NWC2dYNihLW785OXlQXAkBPZy+LsjZw7Xn2qsBuMvPsY6jRBIlte9CSadru/yBevUpzfGWnxi3m8Kql0LEwLazOvjlGqfWHYE58aRXlSuKCvo3lKBnP72sxlt92pSNoaFgiho6BEApShuVUTVl7yzMfQtOI37ErFLmUYPSFE5RfqBDdvZGCZeAXKtQPniF+x04qzx5Euh6RXQNIx6N5PLznkd0bUJNR/EIFvSsLgDtTJHH/PvSOFvzywmTXOHyW2ssrOKIyTA1fLg/3hTBSWVq23kykvRfp+1RGTlI6cxDfDhczoWok+raTGNiOkcggfY/69DCFE/txq8X5/ejxNJmdtxNp78OrlSkPHuHNVd+KbpAY2Elywy5UM4pdnKZw4jWaswvzTKx7M6lNe8gdeYHkwE5iXRuRMqBwYn+4zyvMxnl2ndLECUoTJxCqjhlNk+zcQt++96OZMaqzQ+SGDixhplsJMvDxnQZ2rUCzMoPvrr1Prlb26d5kse++JLlxh2hCZc9dCU68dnUc9Ikpn//4uyUMQzAy6jM5FZ6rqSeR0sfxFi+6iqJj6nEa9sJcLm2XxsEzNI6cQ2tJoHdlMXrb0dtbUFPxUPBOVcAPQkei1sAvVnFnirhTebzZEpCojXMAAQAASURBVH6hgnRXfrcVS8fsb8MenkVNWBgdaQgk9lgOr7RgbKnJKGZPBqFruLkKzmSBeZVBQI1bGJ0tqHGLwPFwJgt4+cXXVk1EMHuzCEXBHl+eWn0l2M2wHOo9D4dUse0doQbF9l36vLN65qS3KMMAYXnU6RMed73LDBW6t2pEo6Hidsi/ITl3xqVWWzpHSwkH97v4PyVR52jee/s02jtVcmtwEiE87oWR+GpFcva0+z1fClXIB8zOBLS2hYazrofXStXAX+WSZFohdfCl0HJzP4N/8xJma5xIbxq/6SIUBcVanFlNpQdQ1csLfq4G9fosrR17UDULVTNRVR1FUbGsNL7vEo1mmZ48RBB4lMsj1GqTNOphVUVn9810995BbuYYlfIYpfw5evvvIdu6c96xUFWTbNsOqtVJGo012IaBZPaFM7Q/tBOjJUrvj9yCW7WZ/NYR/LqzYlZRMTUyt29kwyfuRrV0Asdn5qmTV6SJdeWOhZj/3xViscEtHY/CV57DrzbI/PC9aNnkvHMhIibxO3cSu3Ez9sg0jcODNE6N4k4V8ItVgoYTNhvPKz1fsO/57hYRajoIgdBV1FQMLZvC2thJZE/YpK2mYku8XhlI7KFJZv/m29QPXloLIT/r8T///ewS/YrzqK2CmvJq48JGn8CxL6oLIXSd2MZt61I24tcqzDz1dbRojEjfJsy2Ttrf/SEmH/3cilkIr1ahPnwGI9uBomoktu6hcuIgXnV9ywMiIs427WYMYTLqn2bCP7fitgKFTdpeskonlaDAKe8A3gUN2Vmlkw3qHtQ31XwWgmlOewcu6VzERIpOZYCs2k1ExNAwUFAICHCxqQZFRv1TzARjq3KCrgpUBb0tjZqM0fID9yz6kz0yHf4iofbyMeK378TobcedyBG7eRuNI+fw8mHUWcskUVNxUg/fhrwgHGifHie4oEdC+j7ebOmql7SZ6TZ67v8RZOBTHTmJYli07rsXK9vJ5AvfIPAcFE0ntfkGAs+hMnwCLZYks+tOjFQb4898icB1UK0oPff+IEaqNezjEILWG+7FSKTnjyVUjdZ995Peso/K0DEa06PEe7fQ/+DHGP7O39LMhc6FFomR3LALPZYi8D0aM6No0bngxzpfD+m7oTPg2bRvuQvNjNEoTzN9+oV5uudrgclBmye/mOPhH29FNwRBACdeq/Lqd1ef6l8Lmk3JgYNLe77a0ltxvDrThWOLPtdVk2S0a5FjMQ8/wJst4c2WaBxag37OBYiaWfzAxXYXz3N6a4run3svpeePE9/TjxqPoEQMZj7/PMWnj4Tf3d5Dx8fuQ4kaEEiEoVF8+gi5b7yGdDzURISu/+NBzN5WpOujRAyk7TL+F9+mcSpsCje6M3R94kGMjhR+pYFXaaC3JrFHV+9gnDjm4jpgRUIRyGybyuat4Tpi26Eg3ptLhQEOHww/NwxBZ7dKW6c6r0/h+3PK3iv4qkcPu0xPBfNR9HSLwu13GRw/snqnwDDhtruM+cwKwMiwz9nT75wy1stFsRBw9pTLjl0L+h47d+u0tSlMTqxuLeob0OjuvXSg0m846OkIQlMQqhL2EWgKgb1wHxRFJ5Hqu6r6FY36LEIomGYSw0zi2BV8P08s0YXr1NG0CLVa2ANVLg4BImTURJCbOU537x3oekiZb9sl8rMnyLbtYHJiP65TJRpvJxbv5NyZbxP4a6vKqRyfZOaJE3T/wD60uMnmn7uX7B0bmXnmFPXBHG6lSeD6KKqCGjOJ9KRpvWsTLbduQIuHbJuF/UPkL6JovhpcsXUYv3M3elvq8ncgZegA+MFchNFDuuHPwPVxJ3KUvrOfzEfuRkQWKE7POxiRbX1EtvURuB5BpY5faeCXa3j5Cn61QVC3kY6LnIvOCEWArqJYJmrMQk3H0dJx1EQUNRldwsLxZngzRWY++SiN48OrWsQ9F8aHr+8JyKtWwnMRAi2RQrEiBM1l2HEUlcS2vcQ27li3NKOTn2H6ya/T+b6PYrZ1Eu3bROu7HmH6u3+PV1ta4iB9j/LR14lv3YOeSBHp20jLLfeSf/kJ/MZFmKWEQDEthFDwG5dO8TnSRiBIK+140mXGH1vkLFwIiyhdygAREafAFB5LDRJFKOiYqELDwAzrLaXNatip2pQeNmp7kATYskGdMr700YRBTCTIKl0klBZwX2Y6WDtry7pASoK6TfPMOLOf+vbikg3JfAO3PTSFO10kdvNWagcEekcLha88N/8uyaaDO5Vn6g+/hPcmUbFFkVsZOvlXFYpCetvNKJrO8Lc/h1MOjSinlKPzzvdTPPk69akhfLvB2NNfXCAREALpOaS33IhqRAhch1jXRiId/Yw++Xkqg0cBaAyM0f/Qx+cPZ2U6adl6IzNvPE3+2MsgJcXTb7DxQz9DZudtjD/79/PbatEEzfwk0/ufWGBnuorUioFnY1dzxDJvDTd8EMCLjxY5/HyFaELFsQPqFR/PvfYhY0tPkk1uwXbLVBszaKpBItpF01l4XjU1QiLaga5GCAKXYnUEVTWIR9rQVAvHq1OsjmDqCeJWK47foFqfRMqAWKQNy0jheg3K9QkiRor+jjto2EXK9XFK1VGCCyhftVSU+J4Bpj/7LPZkAdUy8Crh/K0mInR87D4a56aY/erLSNcnedtW2n7kLppnp6geHMSvNZn96qthxqTSRG+J0fvLHyJ9724apyYQmkrmvTeipSKM/rev4UwXie7qo+efvh97bPWOxeAZj1otLJtJpRUGNqi0zwkS1msBJ48vT95x5pRLrRJgZFXa2hU2blrIHtRrknNnVl5fR0c8XnzW5gc/Ggkj6obg4fdH+M6jTcZGVpdx27pd5773LPTJ+L7kmSeal6Xg/U6DlPDskzaPfCgy34C9YbPGHfeYfOULjUuaSKoGd99rzvfZXAxTT5xk4GO3oZgaqqGR2NZO7oVzOMWFdd8wE8TiHVeVZtZ16nhuE9NKk0j2UK1M4nkNEsleGvUcQeDh2GVAEIt3km3bTjTahqpb6FoEVbPm52opA2ZnjtHavptUeoDZ6aO0ZLbguQ3KxbWLnQaOz/BnX8VojdN692aErpK5dQMtNw/g1W38uoP0AoSqoFo6WtycDyzLQFI5Mcm5v3gOr3b5/RWwDo5F+pFbie7ddKW7mYc8z5ThB0g/CKOWgUQYyzcSnoeiayiZ5KKG76sBNRUj80P30jg+RPPMOM7IDH6lHhpOb9O0aGPsHPKmu1AME6uti/QNd1A69EqYvZASVAVtrmQpc9v9KIaB9P0rVvCeP/74EDPPfJPOh34ILZkmsf0GvGqJ2We/TeAsDUU1xocpHniB7J0PoOgGmdvuRU9nKB95DXtmgsC2kYR0tGokhp5MY3X0EB3YQu3cCfIvP3XJMfm4zASjZJVukkqGuEhRlMtnUdJKG5aI4+IwE4zz5gehEEzzhvM0qtBQUNil30FatK/6+kwHo1h+jEIwTUXmcWXIJqWikVE62KLdSESJ06tuJR9MLuvYXG1IN2Ssid26HaMzgzM2AzJs6EbKecdC2i61l4+RuPcG0FTc2dIihpvmmTES774Ra3s/1ZeOhuUaqoJiGfjOZTjoF2Yo1whFM4h2DACQ6N8+X/pjJFpQrShGMkN9KizDE4pKtHMAPZZC0QyMRDbsZJyjHI1ku/HtxqKSpmZuAq++EIG2WrtRrRhGooXMztvnT0AIhUhrDxfS2QSuTXno2GLK16uYvfE9h2Y1d5n9FVcOVYUb70uy/ZY4mr5wLw+9UOHICxW23RynOOPSs9kiP+UyNWyz87Y49YrPsVeqeK5E0wVdG016NllYUYVqyefc0Tq5yXDujiYUdt2e4MyhOl0bTdq6DWpln9MHaxRn5pS+UYhH2nG8Ou3pHQxOPYftVtFUi9bUVkq1EQQKnS27wsZNPY5AUKqN0dt2C7XGLJnkRkq1MRp2noGOO6jUJ0knBjC0KNXGNL2tt1Kqj6EIDSGmkEhUxSCQHkGwjEZRICm/fJL6ibCE1b+gBMrsyWJt6qBxZoLkrVvCa5mIoMYsrI0dVA8OQiBxp4uYfa1Et3SjWDpSSrR0qP2jRE2iO3qpHhikcW4KpKT6xiDNobX1ts3OBExN+GRbw8brrdv1eWG8yYkFYbw3Y3oyFMpLZxSiMYXde3XiibnG7XKwRHH7QrgOfOmzde59j0lrm4oQsHuvzsd+Ksaf/I8KlfLFn+f2DoVP/Fycngsi6qPDPo99o7FsduV7Ea+86DA86M015EM0Kvjox2McfN29qNMHsGOXzkd+JDpfqnYxlI9NcPpPnia5oxPF0Kidm6VyanpRGXws3oFhXg4F/erheQ1su0gs3k4s3sHk+Kt4nk22dQfxeBeOU8N16sQSnWzf+UPYdomZqUM0GyUMM8G2XT+0aH/16hTVyjitbbuoViZoyW6hkD+DY19e75gzW+X0HzxBc7JE+wM7MDOxkJUubqHHl1LwykDiVZvkXxlk+NMvUxtcW5njcrjueizEXIkSioK4uC/xlkCxDGI3bSF642aCuo2XK2OfnaDywhFqr554q4d3WagPn6U2fIb45p0I3aD1Xe8lvnkH9swkMvDRYgnMtm6MTBsy8Cm89hzR3g1Y3QPrMwApqZ4+xmwsQdt9H0CLRknfeBdupURx//NLSi6k71F47TlUK0rqhttRDJPkzhuJb9qBV68QNJsgJULXUQxrvh8DoDmx+oh+IZihIatERYKM0knJn11StqSg0K72IRCUgzzVYGkpRECAQ3PeHvDk2gz/uixzwnt1ybF9PKaCYeJBmg1iNzGRxBSRNe9/XRAElJ8+gNHfTtv/8QGckenQOMkkqb58jMqTB+YN3/qhs6QeuY3E3Xsofv0FgvpCdKR5cpTKMwdJf+AOojdsIqg3UeNR/EaT2U8+etF683kIQfSGTegdGaztfaiJKMn33ISXK9M8OYIzujqDKNRaMdGiSRIDOxbZc9WRU/PaE2amg8473o9qRnDLeQLPQU+kF0XNhG5A4Icsa+cvme8RXFB2qGpG6Mx0bsDKds9/7lQK2IUpBGJ+CDII1kyzfEWQkmZ5Bt9prLq3Yj3RMWDygX/UzmuPl6gUFo5fmHKJxFU+9DPtNKo+kZhKul3n1IEaLW063ZtM/vy3Rjj6cpWezRY//i+6wx45W5Lt0innPT7526PMjDqkWnU+/i+7OXOoTiyp4jmSzgGT0TNN/urfj1LKhc9eoTLIZP4QESNN1GyhYReoNqZIRkNROQQh04tTxAscFKEQyABF0Wm6Zep2noZTJGK0EDFaKNfGEUAi0kGpNobtljG1GIVmDil9GnaBplOkXBujVFva/xY4Hl5h+SysGjNRIwbWhnb09oXKguqhwbDPAjB7MnR8/H4Uy8CZKhI4LmrUxJ1rGxOagho18cr1hcyi7a5ZUyps4PbZuUeiqnDzbQaJZNhfMXjGo1hcPgNQKgYMDfrs3KOjqXDTbQaxWOiQjI36FPIXzxwcesPhi5+t84mfi2MYAsMUfPTjUYSAz/zvGuOj/hInwTBg4xaNT/x8nIfeb82XMjfqAZ//2zqnT37fqziPqUmfr3yxwS/9Cw1NC8vL996o889/PcEf/fcKZ056uG9akiwLdt1g8H/+WoL+jWqYfRZcNNMgVAVFVbFnqnMVCDrJ7Z1UTk0TOB4gSKb7r2p/BYRZhlp1Ouzl0Ezq9RyB76IoGolUL436LEHgkkj2oJtxTh3/CpXyKAAt2W0oyuKArO87zEwdYWDTA7S178Yw4hRyp5Br5Yq9AE6uxrlPPs/ss6fJ3rmJxLYOzPZEmKFQBEjwmy72TJXq2RnyrwxSOjQW9mKsA647x+LtAiFEWEoVs8JGVU152zoWfqPGzFPfQNF0Ir0bUE2L2IZtxDZsm99GBgFepURh/3MUXn+e1nvei9XVv36DCHxKh19DiyfJ3v5uVNOi9c4H8KtlyseX0vn6jRozz34Lp5gjve9OjEwrimlhWktpMKWUSM/DqxRxCquPsjVljUIwRUxNklW7GPVP47C4RCwiEqSUViQBs8H4VcsWrNSHIZFUggKB6qMIFY2rO6leDN5MiZn/9Q0iuzdi9LSBCB2FxuGzi+6fO12g+M2X0NKJJe+MdFyKX3ue5olhrK29KBETZyJP8/gQcm71D5o25SdfxxlZgctfgNqSQGtN4RUqlJ86gDB0tLY0ytjq778MfNxaGbdWnit1WjzpBnPZguzuuzBTrQx/59PYxRmk79G6911k9y70mniNKkLTUc0IfjM0AlXDRNEW7pfbqOA1qky/9vh8JmR+LDJ4Swz6C1GaPMnQ/q9gV3PXfCzxlMbo6Sbf+KuZJQH7VFbDiiqcfqPGs18p8Ev/3wZ0Q/BnvzXMP/4P/Wy5McbRl6tMDNr8ze+MUs57eI5kYGeEf/wf+tm8J8rMaHhvIzEVw1T4X/9uhGrZZ/cdCX7yX/eweW+U/U+G2SVdi6IpJqpq4AfnMxnntSdCBetac5ZschOl2hiz5bP4gU3TLpJNbqbamKJUHSVmteIHDp7vUKyOhI6IbzOWO0DMbKU7uw/Hq9GwC0gZoCoGilAJljM4VsgkBU0Xv9pk5ksvUj+xmGjkfA9T+v49GF0tjPze32OPFxCKWFTeLP2AwA6djfOVm0JTUQx9zqBbHTwXTp/0ePCRMPl2210miiJwXcnJE+6KfRJBAEcOOjzyQQtVgxtuMjCMcF4fOutRvUSfomPD3/5ljYENGg8+YqFpgnhC4R9+Isbtdxm88IzNqRMepWIQsuNkFXbs0bnnPov+Dep8NN11JN/6epMvf66+RI/qekEqLWjvUIlERfhfRBCJKvO/77tJ58L2yERC4Yd+LMrYqEezLmk05v6rL/ycmvQvmtkJAvj7z9e58x6TO+4OS8k1TfCe91ps2Kzx9OM2x4+4lEsBqgZt7Sp79oXXt7NbodGQHD3ksmefgXURTbu2d22h6/27cfL1+TJYr9qkPlYkcDw0zSKR6GF9en4vjlp1ku7e27GbJexmKSSoCFwSyW5yM2H/leuE83ymdRtCUTHNBO2d+5atbCkXh3CdKl29t1OvzVKtTl7xGKXrUz46QfnYJFrMCIMMloaiq0hf4jdd/LqDV7XnWwXWC993LNYB10I23qtVyL30BIpu4OSnl0Tx7dlJZp//DkLVaIyeW7zQSEl9+Awzz3wLGfg0J0eX7N+eHmf8639Hcvteov2b0VMZhG4gfQ+vWsaeGqd6+giN8eG5Pof9BHaDwLFXVs2Wkurpo2EPB3PCdBcppZCuQ+HVZ/GqlXlFbaGoCEVdtlE0aDYo7H+O2rkTxDZsI9IzgJ7OolqharD0XLxaBbeYozk1RmNsCKcwe7HLvHj/+MwG43SqG4iLFEmlhdlgsWORVbowidCUNXLBxAp7Wj8IFFTCkiqBgkCgCR2QoXFzDSbVi8Ev1ag+f/gSGwWUv/Pain+WjkfjyCCNI4N0tqu0JhXODi+UGgZ1m9I3X1p5/4EMMySrQthYB2HpHEKBOerZwHOpDB2j7cZ3E+/ZTHX0NDIIUDQdLRKnWZhCEqCaEQLPwW/WEQiMdDvx3q3zyssA9ckh2m54F6lNe8L+CSDRvwM9upC2b0yP4NZKpLbcgFMJRSmFoqBF4vh2A9e7Oo3Kq4VTKzB79pW35Nj5KRczorBxV4TC1ELjrd0I75XvSiaHbPKTDpWCx/DJJpWCRynnEU3MNfp6AUII9t2bJJXVSbSoWFGVSOJCGnF46bEisxOh5Xj2cB27HpBsDdPnjlcnGe2ir+N2ZOBTa8wQs9poS2/H1JN0ZfYwUzqFroYWkqqEfRWu30TTLECiqRbxSDvVxjSF6jDxSDuB9Gg4JUw9QcdcGVXTKeH5YVaqWB0lm9qCqSeYKh4jCFZn2drjeZzpIql7duJMFPDrNkJTUWMmbqGGtF2UqIV0PPxqE6EKrA0dRDZ10DgdzmdBw6F5dpLo7j6MZ1tw81UiG9oxe7J4J5auJRfD8aNhI7ZpinkjstmUHD9y8fM5dtjFccCyBOZcq6XjSM6eWRoNXw7TUwH/7f8NHcP3PGRhmGG/xa69Bjt269hNieMAIhybaS5e15sNyWPfbPCH/7VyXfdWfOgHo/zUz8UwTYGmgarO/dTCn4qy+LySKYVP/HwM3w9ZnDxP4vsLPxt1yR//9wp///llei4vwPRkwH//L2X+7X9IsWOnjlAEqirYsk1n0xaNZlPiOmEximUJdCMch21LvvrFBt/5ZpN//7tprM6Vy6sztw0w+uUDlA4tOMgykAuicFZqTlPi6q+BjXoOx6lSKY8R+A5SSsrFIbTWHdSqYcCrVDjHxOjLZLLbSGc249hlpicPAixpynacKoX8aQY2PcDY8PN47sWv95ogJV7VviJdirXi+47F2wR+rUL+pZXVeZ3ZKXKzK6mxSuojZ6mPXJyRxCsXyL/6DMWDL4daFXNGlvQ8/DexRTUnR5d1UBYfNnQsqqePXny7C+DPieitGkGAk5vGyU3Pj3u+9yOQBL6LdN3LZrApBzlqskRKtJJVusgHk/Nq2SoabUrYzFqQ09Tl+vPpn4clomREJykliyXi6MKYczBUNKGjohNgr6YX/G0DRYFf+YUkt+wz+Yl/PMPk9PpGyZMbdhPv2YwWTaBF4rRsvwUr241bK5I/8hK+Xad09hB6IkPbTQ+Q2XUnMvBRdBOvVmb0qc/j+x6lMwfpuvvD9L7nx/AaFRTNwGvU8C/oD2rMjJI/9gqZnXcQ79lC4LkEnoNdWqhndSoFpl/7Dm03P0D/Qx/HdxoIRUU1LCZfehS39tY6Fm8lNEPQ1mPyj36rj+K0O88N8Mq3QwG9IADPDTWCZCBx54RH5zgpUBS4/b1p3veT7YydaTI5ZOM0JUEgF7XfSCkpTl9Yrhbuc04ygZnSSXLl06iKjuc7+IFDIH3Gcwfmv68qGvFIO/lyyKzSnt4ZlgWqFrnSGXQtQnd2H8dHHmV89nV0LRKWZ/lhCedE7g2EUPB8Gz8IDZBCZZBqYxoI5vosVgevWGXqM8/S/tF30fvPPoxfbYSZBs9n8pPfxZkqUt1/mvjefrr/8fvwy3XUuLWI7Uk6HvnvHqTrpx+g5xfejztbQagKbqG6Zpr34XMelXKA2bZgQOZng2UF7i7E6IhPbtanp3fBZGk0JGdOrf5aDJ3z+c//d4mhsx4f/pEoHZ0KiiJQlLnofnTpd3xfMj7m8+XP1vn839aX1cu4nhBPCjq7VDRt9cZ1mGEIRSHNNwWmbFsSi61uX4cOuPz73yzxi7+S4JY7TEwz/J6iCKJRARdcXyklxULAlz5X55N/XEUoUMgFdFzEsXCLDfyau6KBHE92oxuxVY31StFsFjn6xqcJAndeA2lk6BnGR1/GdcISWc9rMjL4DBNjryKEQuA7eJ5NMX8W3196DlIG2M0ShfwZ3u6L+Pcdi+9jMaQksJsEK+Wlr2NI18F311c00aHJrD9OUsuSUToxRXRe3C4uUiSUDAE+0/7oVaN6bVW62aTtJSFaALBlE5cmtmzg46JjoQvzEnt5+yGbUbjzVot0SmGdeAIWwXcaOJU8TiW/qPTIt5vzi4VvN5je/10qQ0cxWzpQNB2vWaM5O45vh1GlytBxvEYVK9MFMqCZm8CplYh1DMxn86TvMfP6k9TGz2Kk2/CbNeqTQ5iZznk9DKSkMnKSZmGaaFsvWjRB4Hs4pVka0wtOfGN2nMmXHsWrXz1H9npDcdrlb/7T0kDG+b6HS8GMKDzw0VZGTjX49H8Zo14NaO0yuPtDLUu2vZhWYhC4BDCfSQDwAwffWZh3VMWg6VaIRzpAQLk+EZY5eU2SsW4UoZCvnENKHwnY7mK9iDdrZECopeN4SzU7vGKVmc8/T2NoevkBS6geOIczXiCypQs1ESFo2Ngjs7hzSvSVNwbx/uAbRDZ0IH2f+qkJkBI9m5i3bxqnJhj9w28Q3daDUAT1UxMolo5qGWsiDZiZDtj/isPGzQumxxv7nUvqSsxM+7z+ikO9tnCsmSmfwbNrCxhNTQb88f+o8MyTNu/9gMVtd5m0dyjE4gp6yDOB44Q08BPjPi8+a/Pdx5qcOBpmTNYK14XBsx7V6sL51apXz2gs5AJOn/TWbb50HUmxuLrxBgG8sd/l3/56kYffF+Gh91kMbNJIJJW50rVQDb1YCDj0hstXv9jgxedsGnVJJCrY/4ozX6Y1OuLjB6CnI7Tfvw1FU9ASJhs/cSeFA6NzugxhtmL6qVP4dZdksg9FuUaNuTLAcRbPv75n43uLHQYp/XlH4zxcd+n7bRhxMtltFAvnaDby6z/ea4wrdiyklMi3qRrouuJ7XSnnHQqJJB9M0stWoiJBSrTOOxatag86BlVZpBRcHfXvhGhhu3YrUZGgIgsMe8cpyVkcaSMJkEjalF6S+lID6e2ODf06Gwc0CqWrM7/Uxs9SG7+0roD0XOpTw9Snlqf/k4FPfXKI+uTivojS2UOL/h14DtWx0zB2ev6zJVkIKXErBUqVlYWRnNIsTmn1JX3vBDTrAblJh5Z24/KMJgGaLpBBOFVHEyo3vydJtnP9DRE/cBib2Y+q6EgkfuAipc/Q9IuoQgs/WyZieVnHqjbn9SpWRCBxJgvzzdrLDJjGyXEaJxf3YNgjFzxjUuKM5XHGrszoKRUDfuvXi4si6o4jL2ls20347d8soV/ACOb7kmpl7euu3YT9rzgcfsMhk1Xo7ddobQv7EIIAajXJzJTP2IhPqRisqtRqJUxP+vzqL+bnVcKBS/aEXAm+8oUGj32juW7M01KGDetr2X5yPODTf1Xj63/foLdfpbMrZAGTAZTLYQP/+Ki/6J436pLf/89ljLksh+eF91ZvEfN9AfZ0BSdfBySqpc0dT4ICmh4lnuy+JmVQ64l4sod4vJNUy0YMM8Hgme+sKSN5veKKHYv8F56h/N396zGWNUFRDaLxdmqVSeQKN8KwUqiaRaO6UonQ5aFV6yWtdXCueRB/rlnXnfneLVNYHiJUpFR1FCVUphRCQyhhX8D8zCflXHQ4dFBDSkWfIPAIfHfVtcRXE1VZohzkaFN6yapdTAcjqKhklZAFJhdMYLOONZEXoFPdQFTEcbE54b1GIVjuWZZci4a1tSCVVLjlRoPbbjLp7dYwjHDBHh7zOHjY4ehJl6lpf4k/rqqQTim0ZlQ+/EiEZCJs7tuzy6CjfXEpVKUacG7Qw1uhQqqzXeWeO01u2WeSzSjUG5Ijx1yeer7BmXMey8VDLEuwdZOG58Hpcy6GLrjjVpN777Lo6lCp1iSvHbB54pnmupdmvZ2gqDp6JIlmxtCMCEJZ61Iiqcycw3dW994kWlQ+8Zu9pFp10q061aKHEVH40h9NcnL/pXVp7EbAc18v8L6fbOOf//5GHEdSKXiMnlq/zKyqWeh6BFU1EHNimFIGBL6L5zfx3AbuWzifaZqFtmh8YaN5ONc6eF4Df42CXGuFlMw1Aq/dIQidiPUL4DlOSHM7ObH6c1YUDUU1UBUdRdUQQp0XP1u0piHnCBcCbHtuTZtbz4KrGIhtNiXN5lsf5PR9yOcC8rmAg6+v7pmv1SS12uKxO/k6I5/fz8rrm0T6kmSqg0gkc2WDvuYQxGLtdHTdhOvWOXvq0Xn2qPWAkYkR6U5jdSZRYyZiFZS+59GcKJF74fLEPGEdHIvG4StT6LtcJFr6iW/YwsyRp/Gc5ZuHuzffi6IETJ+6RDPpMogoCQxhUfKXRqIzpsTUTWq1Y7jy+ioZSqsdNIMaTbk0bX41IISCrsfQjThWJE0kmsWyWjCtVLiQaRaKasw5GFroYCDC/g3ChRcZqqQH8oLJ13fxfBvPbeDYFWy7RLNRoNks4jo1PLeB5zW5FrWIHg6zwThZpYsW0UZExNCFSUwk8XCZ9q+OKJ2CQlykAEFdVigFy0epTRGdU+K+PgzdPTt1fvPX0tx3d4R4TKCoc60fMlxwbFvy2hs2P//PZxm5gLu+q0PlN38tzZ6dBt1dKq0ZFV2Hnm6VT/1J25Jy7udebPIz/+cs+cLihVpR4MH7IvzGr6bYu8vANASKEh7fdWFwxOMP/7zMpz5Xpd5YvNON/Rqf+V/tNJqSX/y1HD/2QzF+7AdjJJMK6tw+bDvOK687/Jt/n+e1A1fXELveIBSNdPcOWjfeQrSlG92Kg1DWTBoQBB7HH/9TarnViUB19JtICX/0fw3xgU+0852/neXm96TwfahVfD7/PyeYGXXwPMmX/mSK0kzYh/HYp2bwXEngw1NfyHH2UJ2Wdp16xWfkVIPWboNaKXwGC1Muf/ZvRxg9s+Ds1Co+f/M7o0yPLH+fDSNBMt1PS3ZryKFvJNB0C0WES2sgPXzPwXXr2HaJanmMYv4s1eokvne11w6BFUmTTA3QktlMNNaKfn58yvmIb4DvO3heE9ep0ajnKBeHKJdGaTZy74jo6eVA0yx0I45pJrCiWSKRLFYkja7HUDULTTPCdU3RUBRtTun5QsciZHEL1zSPIHDxfQffa+K6DexmkWajQKOew7bLuE4V123wdq+tvxqQ/koOpUDXo+hWjNb2XWj6UkbI6xuS6ck3mJk6DMh1e9e0uEnn+3bT8eBOIj1pFF0Nnd41TNG5F86+tY7FYggMK4EZSYfNZ14Tu15cMoGqegQrmkFVdXzfxWkU56m5AFTNxIpmUTQD165i1/PzNc+KamDFMmQ6dxNNtJPMbMB3m/i+Q600jpQBuhnHimbIdu6iWcuTyoYCfnazRLO2GvEPQYc+gCEiyzoW1ytUNAbM3Yw5J2kuU4+7HhBCxTSTRONtJJJ9JFK9RCIZDCOOqpmLJtj1SEsuCHKFCu1B4OG5dRynht0sUK1MUK1M0GzksZslPM/makzO+WCKpqwREXGSIktUSaChU5AzVOTKZStXjjmFzrmypzdDxySjdCC4tHLptUB7q8Jv/0YLD707wtiEz2e/XOfYiZAJpqtTZd8egz07dWp1Se5N/PO6Dom4Qq0ecOpMWILQ36fStCVvHHGw7cXnf+K0i+ctvSYP3BfhD/5Llq4ulZOnXR79ToPBYY9Mi8J77o1w+80G/89vtBCJCP7of5UXlToIBaIRhc4Ohf/4b1vYulnn+Zdtnn+pSdOW3HSDyQcejnDvXSa/+9tZfvKfTC9yjgAi0VY2bH4QXV+mG/Q6ges2GDrzXer11c9vimbSvfsBOrbejWpEruz99sWavq8ognoloFLwCHwIAsn0iE3XgMn+xyUnXltYPwpjG+jquZXO9rl3woLMzQv7cougA5s2gR945KpPAiM06wEHni5zITxHcuTFpXOpaaXp6LqR9s59RKOt8xmbZc/JgAgZpOyhtW0n/gaHamWC6Yk3mJ0+sqRW+4ohBLFYB509t9LatgPTSoeRdQHLWRcLz6kk3bKJzu5bcN0aldIoUxMHKORP47krMP+9AyCEimHGsSIZEskeEsleItEspplE06MIocxTCYfbX9m6Fq5pcj5b73lNbLtMs5GnXBqhUhqlXp/BcWoXb/hZ7fkp8L5HTNraVDq7FFIphW9+s8nzz4XO8q236bzv/RaWKXj2GZsnnrD5qZ+K8vVv2KRSgh/5kQh/9Ic1tmzVSKUEzz3r8KEPW+y7UadcDvjs3zU4fdonmRT8+McinDvnc9ddBkEAf/HnNSYmrvQcBIqiohtxDDNBJJIlnugkGmvHtNKYZmL+Pl0uVNVg87YPXLfPeRAEnDv96Dzj1EpQowYbf+ZddD6yG8W4/EYboVzZM76OjoWgpWM7fVsfmEsJShRFJzdxmNHTT87zniezG+nf/jC6ESMIPBRFJT91jOET30EGPpF4G/07HsaKZkMGFlUjN3GEsTNPE/gu0WQHPZvuJZbqRjfj9Gy+lyDwsesFzh35Or7XJNu1l5b2bUSTXRiRNEYk5OTOTRxhsvbCRc/CEjGiapI2rR8Xm1atFwBbNqj6+UXGnSY0okormjCwgwb1oDTPGAQQVZIIBI2gSlRJYSgWnnSo+oVF0WVdmESVFKrQsIM69aC8qBFYoGApMSwRQxEKjrSp+yV8FjjUI0qSpJolqbZS1UJDVyKpB2UawZUtXIqiE4lmSaU3kGndSizeiWml5tP9cPUodxf2K+bYXVQ0zcS00iSSPbS27wknZ7dBs1mgWhmnVBiiVp2gUc/Ppfav3NFoyhr5YJpeNUmb2ospIoBg2h+evw8XOYsLlvOFBSq8swrBBeO78PkKCGjMMU1FRJyESFOWCzXOOgb92nZalI4rPLv1w749BnfcalIqB/zL38rzjW/XmaPLR4iw1KmvR0NRWJItGB71+cQvzMxfnn/9K2l+/Z+lGJ8IPx+bWGzAS7m0tamrQ+U3/kWKnm6Vp59v8sv/KseZc17IDgT82V9X+NVfSvFP/48kv/zzSV4/aPPMC0vr3U0D9u42+M+/X+KP/leZWj08kKFXePaH4/yn32rhlhsNfvIfxPlP/7W0aByaZpFu2YxpJa/oWl5N2HaF0eHn1vANQeuGm+nc/i4UzUQIMddfF2YZ16prIQNvTb15uQmHZt1HVQW5CYeP/WoPmi548dGlTr1ltSwrRLXsOKQkP3uCSml1WUdF0cm276R/w/3EE13A6h2k88applmk0htIpvrp7LmFkaFnyM0cm9dFuRIYRoKu3tvo6rkd00pdcNxVjTAMbAoVw0iQbdtJS3Yr5dIwo0PPUsidvi5KU68YQqBpEaLRVpLpftItm+aM1NR8JmclJ2x9Dn9eeRAEKoaqoxtx4oluWtv3EAQuzUaRSnmE3MxxyqURHLs8H1xd8/GATZs17rnH4L/9fpWWjMI/+kdRxsd9DF3wsz8X4+/+tkE+H/DzPx/F8yGVVti8SaW1TeGGG3Q2blTZuVOjWAz40Y9G2LRJ5dOfqrNnj86v/lqCf/lrJQxD8NDDFi+96PDFLzZQBJRKa1l7BUIoqJqJYcTn6WNj8U6isTZMM4luxFFVnfUMXkJoVyRTfeuyr6uBwPcYGXzqktu13r2Zjgd3hE5FIGmMl6gNzYbaH97qn5/auSvr4Vs3x0JRNdp7b6ZRm2Xw6DeRgYduxgl8b37RMawUG/d8mHppgjMHv4zn1lE1Exn4yMBH1Qx6t74HIVRO7v8Mrl0hlupm894fxK4XmB7dT7Uwwsn9n6F787vIdOzgxKufns92nH/xJodeZHrkNXbf9TOUZk4zcvK7c3+/9EPeoW8go3cRV1vwcRkwdwNQ8Kao+SXknBGpCY0t1i1YSgwVDU0YjDknGbQPzzsFPcZWLCVBM6jQonWioAGSQ/WnqAVhT0ZSzbLZuhlDWCEnPhpT7iBD9pF5g7Vd72ejeQMBAQLQhcWsN8bpxmt4OGjCpNfYTlLNYioR2rV+0mo7EsmYc+qyHAshFEwzRSqzkbb2PSRSvRhG/IqiAuuJRarGcxEnw4yTTPXR1XM7rlujXpuhmD9LqXiOWmUK161d9uQcalqM0akOkFW6EAhsGpfUrkiIFjrVDRiYqEJHQyelZAFIKa3cqN+Ph4snXTwcpv0RCnKB4WUqGKZDHcAkyk79Dib8cziygSmitCrdJJUspWCWhHJ9NG+3pFUilsL0rM+pM+68UwGhE+B5cG5oZUcsuCDrff51lYSMI6uxQ9/7QIR9ewzKFcnv/H6J0xewxkggXwj4wz8vc8ctJnfdZvKxH4nz6usOjWXqkg8ddfjfn63OOxUAjgtf+EqNRx6M8EMfjPLh90X507+sMHsJ9d+3O/RIgtZNt6LqVkiN2qySHzlEcewoTr10GYJ5Eru6+kbg/JTLl/94ikYt4Jmv5KmVfexGwMFny5f+8kUghCAabUMI9ZJKt7oRo2/gXrp770DTLa7E8BRCIIRKItnL9l0/zOTYa4wMPo1tX26vniCR6mXj5odJZzavyqm61PgAVFUn3bKJeKKLybFXGRl6Fse+smv+ViAs2Y0SS3TRkt0SOhPRVlTNui4afi8cg6oaxOLtxOLttHfeSLORIzdzgpmpQ1QrE5fl3AUB7N/v8tJLLrGY4N3vNtmxXSOTVTh31uPZZ2wcB779mM1DD5k8/7zDjp06lgWvvBL+ns0qnD3r8fDDFqdPe3R0qLgu9PQodHWrFPIBvi959JtNjhy5eLDtfG+KrkcxzSRWpGXeibDmKiB0IzqXaXvr78/bAaqlk717M2rUQHoBE984xMjnXqM5WbrmFXbr5ljIIKBRnSHdsZ2W9m2Ucmdp1vKLJut4uhfdiDJ25hka1dB4cu2FNLNhpYinexk58Z35v5dmz1DOD5Lt3svM2IGwIUr6c2lESSCDpcailBdss8zfL4Jh5xjj7mn2xR6g6hc42QgFocJ2rIX9mEoM2x3mZONVQNJv7qTH2MaUO0g9WJh4s1oXY06Vw/Vn8KWHJnQaQXjOujDZZN2EK5scb7yIJ12yWjdbrJuoBgWm3bD+uOTNcDx4kXpQASQd+gY2mDcwrQ2S9yZwZZPTzdeIqSluij3MGfsAs+7o3LjXZvAIRSUaa6etfTet7XuIxlrnozhvFwghMIw4hhEnld6A7zs06rMUcqcp5E9TKY9dVsqzFOQoyzxJkZlni6pfopclKpJ0qRtR3/SqedJFIEjOORkwl2GSVQr+gmNRDGY46x1ig7qLhEiT1G6Z39bFZtw/w6h/ii3ajSREy6qc56uJyWmfSjWgNavw8Y/G+OP/VWFy2l+VU3ClMHR49z1hSv/QUYf9byzPvDMx5fP0803uuMXk7jssOtpVBocXL4RSwsHDDtMzS43NekPy1LNNPvjeKBv6dfr7NGbz7+xei0iqAyvZBoDv1Bne/xVyQweumQK3UMB1woeoVvJ55u/zqJpYF/abaKxtToRz5XMxzSQbtjxMR9dN6zofhhoCFt19d2JaSc6eepRGfTXluhfuQ6Elu41N295HLNax7oaYEGEte0//PViRzNwY3w6sZAJNM4klushkt9KS3UY01jbXvP72MFaVufU4Em2jo+tGcrMnmBx7JRRmW2NN/vmy0SAIAzyaLjAMgW0vyJE0mhLTFIyM+Nx6q0GzKXntNYfbbgvVzqemAgwTOjsVbDt8D7761SaFucBKsyGp15euQapmYZpJTCtFJJIhGu8gNpcl0vUYmm5dN0HLtyu0hEW0rwUhBOUTkwz+zYu4hbemtGv9HAvpM3HueXzPpr3vFjoGbqc8e5ap4Vdo1sPIlGEl8d3mEl7f+cHoUQRiUb8FhL0R0UQHiqov4Qleb0gCgvNOCcGKDbFO0GTcOY0tw7HOumN06psxRIQ6C46FKx1GnRPzWYMLy8RjSpqEkuFE8yU8GUYhKn4OR9q0qJ3MuKE2QlPWsP06ChqKUCj7OQI8DLHQrBQQNooxx0ax1kZeIRSisXY6u2+mtWMPlpV+R7zo4cJtkkj2EE9009V7GyODTzMy+PSasxcODY64L6BjAKGexKUct1wwwX7n8VU1t0oktmws+WzUP0UxmCWrdGKJGCBpyjrFYJayzBHgc8J9NXRa5aUZcq4mDh5x+O5TDX74B2L80s8mues2iy9+tcYTzzYZHPauKmNJOqWwoV9DCMGp0+6iTMOFCAI4edql0ZS0ZRUG+rQljoXnwdCot6L+1/n+jnhM0Netsf+Nd7ZjYcWzqJoJSIoTJ8iPHL5mTgXAhp1RNu6O8N3PLBjdO2+LkWjReOEbxSvatxVpQdMsnBUYkXQjzobN6+9UXAhFUWlt3w0Izpz4Os3m6vq2hFDItO5gy/YPYkUyV9VgDse4C0XROHX8qzQba3OArhWEULEiaVoyW8i27yKZ7J2rwX97OBPLQQiBYSbo7L6FTHYbU5MHmBh9ec4JvfScqiiwY4dOR4dCOq3Q1q4wMuwzM+3z4x+P0turUioG3H67weuvu0xO+HR0Kpw57XH4sMcHPmhRKUsmJ3xOnvAolSSf/Uwdz4dYTJDLBWSzyrIj0bQIm7d/iJbMJjQ9+rZy7N5OUAwVLR7qWRXfGMUtXR2mytVgXWdJ16kxduYZpkdfJ5nZQPemezAiKc4c/DKB7+C7DRRVR9XMRZmK8/A9G4lE1axFn+tGFN+zL69r/io9wJ60cS5ghArwkQRLjHEnaODK5Z0hU4lgKhE2mTfimwv9EpYSpSI0BAJJ6IB06huJqklUoaGhowtrzUwsK+F8I2Jn961Eopl3hEOxHM7XttZr05ddEtWUNZqs3nj3cKjKKzM6JZKKzFPxVy4daVK/LghFiqWA3/7/ilTrkg8/EuWu20xuu8lkeMzj8acafOlrdV553V7SX7EesCyFZDJ8dqdm/Ytej1whwHUl0YhCKrn0eQ9kyLm+EkrlsLk8YkFLyzvzfbkQqh5BKApSQnVmiOAqB3gWH1sQS6lkOgz0OZ57AWQ6DVLZK1/CzpdjLFfio6oGvf330N5141XP3AqhkG3bievUOHvqUTzvUoaBINWykU1b33fVnYoLx5hp3caGzQ9y5sTXlxX7equgqgaxRBetbbvItu0gEs2+40pphBCYVpK+/ntIt2xk+NxT5GdPXLI8KgggEhX84i/FSKUU9r/mcPy4i5SwbbvLL/xCDCnDnoivfqVJvR5QrUjGxnzyuYBSUTIx4VMqST7zdw1+4iej/Kt/nSDwYWjI58//rEYQQLEol9B/h1UQWazI9VGu+85G+Ky7pcZbqq22jjldBdNK4XkNPLdBceYksVQXqdbNKIpG4DtUS6EAT2vPPiYHXyLw3Tl9AwXXqWM3izSq07S0b6dSGMZ3m5ixFhKZDcyOvbEoQub7DpoeQTdi+J6NQCx+uaQk8B1MK4WqGcggZNVZryhbWAp+6Rt3sW0CGeBJhxHnOI1g8aJmBw0CfHRhsSNyJwEeo3aY+TCVKDsid13pKaCoOpnsNnoH7iGZ6n/HTcJvhpSSWnWScvHq0MN+HyHODnr86/87z1e/WeeHPxzlvrst+ns1fvanEvzAB6J84St1/tsflxgdX9+It6KApi4ILF3s7fQ9iZRz31luFpQX99OCQBIEoX6Irr1z35l5nD9FGeC7145iWyhw20Mpbn0wRXuviRkJnThFhbYegye/cOUqtZoewbRSSznkhaC1fQ/dvXfMNYxefSiKSnvXPmrVScZHX7poACQab2fjlveGpVzXcN4WQqGtYy+16iSjQ89dsjflakPTIiTT/bR33kBLZguGmXjHBsfOQyhhf87WnT/A2PDzjI+8dFFHVEp49RWHz322gabBzEyAPRcb+PSn6rS2KWiaYHYmoNGQCAH/6T9WaMyVNv3+f63ieZIggMFBn//6e1UymfAaF4sBngelUsB//p0K+dw7u9/sekVge7jlBlZ7Aj0VCYPqb5FzsW6Oharq9O94GFUz8Zw6iqoTibcyM/bGfPlSozbL6Omn6Np4F8nMBjwnbN6ulcYZOfUEvttk7Mwz9G97iC37fgjXrmHFsjQq00yPLBbhqxZHkX23snHPh7AbRZxGibEzzxDMpbOlDMhNHqN70z1svuGH8T2H4swpchOHlox9OUjkXLP11UMjqODIkB41702yYMosLBKWEiWpZjlcf5oZLzSITSWKKpY2553/trLM394My2qhp/8uOrpuRjdi72iH4jyk9MnPnsRZoRTveoOmwcMPWbzxhsP4JSj7EnHBAw+YPPW0TbH41qcuqjXJY080ePbFJtu26Lz3PRE+8oEou3ca/PwnErRmFP75b+QolddvrK4rqTfC6xSPKRedV6NRgaoKHFfSWCZ7IhSIWCu/E6Yp5lWAq7V3/kLq2TWk7yNUDVU3r9lxZQCnDtTIdhqoqmDoRGPuc8lL3ypy9vCV1xALoRKJZplTW5n/PBbvpG/DvdecH1/TLHr676ZcGqZSHlt+Gz1K/4b7SKb63pK5W1V1evruplQ4R3mVjFpXA6aZYuPWR8i0bkd/m5c7rRVCCEwzSf/Gd6PrMYbPPXnRDJLvw+Tk0rnKdWFi/E1aQOk49g3b8HNl5OunmZ1d/PdQzG6xQ+n7MLXM/r+PawO30qR2dpb45jaSu7rQogZe9dplli/EulnOehTK1f0IL4OimAS+x+TQy6EDcD6iIQOmh1+jWhwjnu5BVQ08t0G1ODKvnl3JD3Pm0JdJZgbQ9CiF6eOUcoN4b+q7qJbGOX3wSyRa+lAUjUZtdkk2YnrkNexGgUislSDwadZW13AWEFDxC7TqPXTrW3BkE1falP3ZVWUpVot6UGbKOUefsRNDWNSDMqrQiSgJpt0hKn4ON3BwZIM2vR9/rq+iXe9fVrfAlTaNoEq3sYVgTs26FpQWNZMjBKnUAAObHiCd2fS2a8y+Ejh2hXzuJOtdM6Rn4qjRsO8isD2cXIU3F+cLTUFvTaJoYTmJV67jVy4e+Q3F2CQX6SmdRyIh+PCHLN446FIsXh9CeRA2Oh845HDoqMMXvlLjn/2TFD/9sTgfeDjKpz5X5TtPrV/0u1wJmJrxkVIy0KehKiszSXV3aZiGoFgOmJ5der00FTrbV343ujo0NC3sxfheUOBulKbx3AaGliTa0o1QdeQ60KOuBrkJlxcfLTByssHB59ZZ84E5ZqhYO0Io82uVqhr09N1FLL7+zdCrQSSapav3DmonvjYfLFsYr0J75w20tu95SyPzppWiu+8uqpXJt4yGNpB+SEP6PeZUXIiw+f8OQDJ09oklmQsp4cUXnDWRmAW1Jn7dJrKjn/rrp9d3wN/HVUFge8w8fZLM7RtI7uik/T07mPjmoTXRzK4X1s2qbN2a5MYfa2XmdImhF06TO1vGrS/tiZDSp1Yao1ZaPhIDkmYtd2khOxlcdD9CU8FUKDtjVPwJhKpABDQrDX6A9HwCx0Xa3hLrQxIw6hxHFSo95jYC6TPjDlP2w0YpN7CXaE0E0qcelPHlwgRrBw0aorIiU0+Az5BzBFvWyWo9tOq9BNKn6hfx5urym7LGqeZ+eoytbDL30QxqTLmDOLKB+6bafVc2OdN8nT5jBxusPXjSYcg+Ou9YCEWjrX03A5sevObp87caUkpKxUHqtXUWPBSQfXAPqds2o6ViNEdzDP7+N/Ariyd3LRWl5yfvw+xMo2fiTH3xZaa/+irpVMhnruuCVFKQzwfkCxLLgr5ejZFRn3Jl8fMTjwna2sOIfKEQLJuhaG9TQMD09PURQfJ9ODPo8T/+rMTD74nQ3aWybYt+UcfC98N6pJBb/9LHqNYkbxx2eODeCDu26nR2qEvE6yDMRNy018A0YXjUY3h06TylKLBti04sKpY0gQsBt9xooGuCqRmf0fF3vjpxozxFdXaYlt7dJDu3Ek13rVo1ez2Qn3Qpzlw94zUaDdnv/DkvPtWykbaOt85wF0KhtW0n0xMHKBYWK+BGYx309N2Npl27zNFyEEKQbdtBItVLqXDuLRmD69SYnjpIMt2PqhpvyRiuB6iqQVfvHbhOndHhZxf1o0oJBw6s/O5Edg6gZRKoqRjOZJ76gdNIx8PLlTH72ua3MwY6iOzsRygKtQOnCaoNovu2IHQVYerUXj2JN1O8mqf5fVwChf3DjH35AH0/egsbfvpOjJYoU08cx56uENjXbp1aN8di4lAOp+7Sc2MbN/6DLfi2z9gbOUZfm6EyVZ+TZb9KEAI1EUFvb8Hoa8PobUdvS6EmIiixCELXQkdDCPD90KmwHfxqE79Sx50s4IxO44zO4s2WCBqh43Ci8TKq0EKiWenPOxKT7jmm3WE8Fgz7alDgYP3JRY7FqHMSBYHPyi+1Jx1GnZNMOGdRhDJ/rAVWJ8m0O0jOHUMRCoH08fGYdUcXifGdR96boOTNoAgVicSX4cOkqAbdPbfRt/F+DCPxPeVUAPi+zez0sSXRvyuGhOmv7afw7HG6/sHdmN2ZZVUr3UKNkT/9DmZXmo2/+mGUiI4Q8Mj7LPbu1mk0JemU4PnnHf7+q02SCYVHHjF56AGL3/4PZV7bHz5D2azCL/9ibL6U59Qpj7/6m4VyEAFs3aryT/9xnM9/ocH09LVlKzKMMLW+UgmSoghUFZChI3AxFEoBQQCphEKmRblkT4aU8PVvNfiJj8bp79P44Q/H+J9/Vl6U8RGETsG73xXB9+Gb365TKC59j4QQ3HSDwb49Bs+/vDidPNCn8dD9EVQVXj/oMDL6zs9Y+E6D6VPPE8t0Y8Za6N33PkZe/xr1wgTXgjUgElfYsi/G4RcqJLM6D/xolmYj4Kkv5qiVrvz6G2Yi7Ndr2GEpUt+daNq1LYF6M3QjTkfXjZRLw/OGoqLodPfdQTTWdolvXxtoWoSOrpsoFQdXfOmFphDZ0E50SycogsIzx/ArTbRkeH298pWw10jysyep9Uxd1wJn1wKaZtI7cA/1+gyz00dZ7XtpbetFsQyqr54g9dAtuBM53ImlvUuy4dA8OYo50EH89p3UXjlO4l17KHztRfS2VPj7l55d57P6PtYCxdAoHhghubOTzG0b6f/47bQ/tIPauRz2dAWvZiNd/5JPRmO0wMxTJy97HOvmWPhOwPSxIjMnSyS7oux4fz+3/MQ2dr6/n7EDsxz+0jmqM+tLf6VETcxN3cRu2UZkWy96VxYlYsw7EasxnqWUEIQZDL/SwBmdoXFsmNr+kzijM7jO0hq1AH8JnatEzmcZFrbzVqkiIfFxuZjvdeHfI70ttL9nB7VzM8w+uzRN6ePNOxQQOhW9/XfTt+F+tOtEEOjaQlKvzVAuDl6VvQcNB8fx8CpNVowhBhKvVEcoAukuPDuJuKCvT+U3frNEsSjnheBmZgL+6q/r7LtBX9Rc3NWpsGGDxu/+XoXBIR9VZY7CVRAEsHGjxoc+aPGtx5q89PK1dSo0DT72w3EG+jWefLbJ0IhHqRzgeRLTEPT2aPzSzyXpbFeZmvFX1Jk4jyPHHKq1gGxG4Wd+IsHv/kGJfCFAUcCyBFJCLhcsqjo7cNjm05+v8cs/n+Sf/5MUti35+mN1SuUA0xTcfIPJv/pnKfp6VF7Zb/P5v6/hLRPIkVLSllX5rV9v4Xd+v8jhow6uJ+nt1vgXv5hizy6Dak3y139XpWkvfnHtZpGRwafnONqjIcmEHkFVTRRVR1G0hZ+KjhDKW/5OijkSjYuhMnOOkTcepXfvI6Q6tmLe8xPkhl6nOH4Ct1HGd+15/aDVIPA9Vmv8tPeZ3PFImmMvV7nvIxla2nWEAjfem+S5r62OmvVi0I0Yhpmg2ciTatlIqmXTW39PhKCldRuRaBu1aijEmUz1zWVSro85XAhBJruViJWhsQz9rNBV2j54M20fvhXF0vHrDpU3hvCrTVJ3bye2vZvRP/42gX352Si7WWJ26jDxRNf3VGnvctCNOAMb30OtOrl6PRQpaZ6dwD4zjn/LNrR0YqljoQi0TAJzYydaayq0sRQFL1emeWyIoNpO4l171v+Evo81oecj++j5wRvRYiYIUHSVaE8Lke70HOOQXJXWVe6Fs9eHYyFUQaonxsa7O+m5uQ2n7vHSnx+lMFRhwz1d3PjjW3j+j48QuFdemqHELGI3byX5npuwNnWhxKxVOxJLxi0EqCpCVVFMAy2bJLp3I+n33Ubj2DClx/fTODqEvIKJb73RnChRG8phdaUvua2i6PT230P/xvtRVfO6WZCuJYIgID97EtteqM8Whkpidx/JmzdhtCYIbJf6uRlyjx+a730w2pMkb9lEbGsXatTEzVcpvnya6uHhdatblBJOnvIYG3tzOV7YjPzmOeDcoM/Lrzj88i/FOXHC44tfasz3VKRSCv/s/4zz2msOTzxpr6o3Yz0hRFg+9Ms/n+QXfibJ1LRPruDjOBCJCHq7VNraVBp1yf/40zLHT178nXrjsMOj32nw4z8S46c/luBdd1nMzAaoKsSigpdfs/nN/1BYlPlwHPjvf1Kiq1PlR38gxn/4ty38/CcS5PIB0YhgQ79GMqFw7KTL//3/Fjm7ggp405Z89Zt17n9XhL/+ozaGRjxsR9LTpdHTpeIH8MlPVXj86aXBEsepMjr83Dy98fmfiqKhqgaqZqCqBooa/tQ0C02Pol/wn2ZE0TQr3E7RQ5ruuZ+Koq37e9y16wGSHZtX3uC82GgwJzgqBFaynZ49D9O5/T6cRhnfbRD4oZbOpSADn+H9X6FRmlrV+ExLoVkLiKc1Nu6O8Ln/NsHAzgjtvetTDqSqJlakhWp5nK6eWy9ZVhMEPo5dxrYruE4V33dQVR3DTGJZLetGiGGaSVqyW6hVJ1EUja7e29H12Kq+K2WA49Rw7DKOU50nUdGNGKaVwrLS62KIG2aSdGYTjbGlhmxsezfZ9+5j9lsHcHNVOj46x2YowZku0/4Dt6K1xHAmi1cwAsnszFE6um8mFu+4gv2s4kgywPNsfK+J7zv4no3n2wS+SxB4yMBHKOr8u67NBRTCAMPVF4ETQhBPdtPdeydnTz26OsYuRWB0Z7EzCdR0HL/WAMG884CioMYtEvfdQOWFIwR1G3NDZ3g9fH/OUH3rCUO+DzAyMYyWpfODEGKux2Z1IgVCvbLndN0ci56bWrntp7czdazIK391nNyZMl4zfKjtmsdtP70dRRVcSY+X0FQiezaS+cg9WNv7EMb6L7DnHQ2tJUH8rl1E922mfuA0+a88j312YuVu0ItAb4nS/sBOFFWgxkymHjtCc6pM2/3biQ1k8eoOk48eJtqfIbGjE9Uy8OsOk986DEDHw7swWqJUTkySe+EM0g/wG84lI4NCqHT33k7/xnejaQZr6t66DCx4whLfd3CdGq5bx3GqOHMLsOc1Q02SucimEEo4CWvh5Ksb8bAsQY/N/Ts6t/jN8ddfxv123Rq5mWOcn/yEodH1o3fS+sg+GsOzNMfyqDGT5L4Bis+fCB0LIUjcMED23btpDM5gTxSIbe0iffc2hv7no5RfPXvxg676moHjrH5SrtUkf/pnNXp6VD7wPotf/5cJfuM3S0DYk/D5LzR59/0Gd91p8NTT1zZj4Xnw2BMNtm7W2bFVJ5tR6O1RUZWQfalQCHj8qQZ/8b+rPPZ4fQnf+ZtRrUl+6z8VyBV8PvBwlL4ejU0bBI4tKZYDbGf513EmF/Crv5nj9YM2H/uROBsHNDYN6DiOZHLa5wtfqfEnf1nh2El3xVdISvj2kw0+/5Uav/AzSfbsNEgkFBxbcuyky6c+V+Wv/rZyET2OhcjQ+WMEgRs2Vq6YqFn8jIfvhj7nhCz81DSLzu6bae/cd/ELuAZE052kOrdecrsLo13hYqWimVE0M7qm4wW+h6pbl95wDsVZj/Y+k4/8fAfTIw5TIzZbb4oRrFOJrRCCeLwLx66smK2QUuJ5DQq5U0xPHqJWmcB2KvPEIxAGciLRDNm2XXR233zF+hJhr8UuJkZfJp7sJtO6/aL7k1ISBC6l4hAzkwcpFYdx7BL+BSWgQijoRoxEso+u3ttIt2y6Imf1vEjf5Pj+JYZsdHs39kSR2W+8jtGRXvTC+pU6QlNRI1feG9Go55idPkok2oqiXJoVcSVcuIbJwMdxqjSbReq1Geq1aeq1WRyngu815xwM+yLGu0BRNTTVmnPm0iRSPaTSG4jF2tGNGAuBh/WDEAodXTcxM3WYcmnokttLL0BvS5F6/+00T4/hTuSI7NpA/LbtKPEIqffeSvWFIzRODBPdvRG/WKU5OElgO7jjOZBh1t6dXJ762feaDJ7+DrqxtjliLWht301bxw2XfS1932Fk8GnqtelVfkPM/Xe1exjD40gZrKo/NP/K4LowQdWHr4zGe90ci9lTJb7926/RKIQndeECVJtp8MpfncC3Lz+EqqZitHz4LlIP3YISj1wjMSCBGrOI370ba1svha+9SPnx/QT1td04xdBI7e5m6H+/gNmepOORPQx+8jnKR8cpHxmj/aFdIT1YzMTMxhn9wn66PriX+NZ2on0ZpBcw+dgR+n7sNmpDORojq0n9C9o69jKw+aG56NvVuV5SSphbcOv1HNXKOOXSMPXqNI5TxXPr+L7LWiIaQiiomoWuRdDNONFYG/FEN7F4B5FIBt2Izy0el56UpZSUi0PUqguR0fiuXrLvvYGZbx5g6ssvEzTdMG1o6gspeSkpPHuc4vMn8efut9GRYvO//kGS+zZQOTB4VdkWUilBV5dKPK7Q06PS3e0zNRXQ3aWyY4dGLhcwPeOj6zrqnHZDvS559lmb48ddfuGfxpmeCTh27No1bEkJTz3X5IWXm7S1qWTSKtGIQFEIHYtiwPiEv6R06GKYmPL5N/++wB/8eZn2NhVdFziOpFQOmJr2VzTsS2XJH/x5hb/9Qo3ebo1YNHRupqZ9Jqf8Szo1igg1Mb72rQZPPd+kv0cjEVdwHMnYhMf0bHAVKMLPOyLnfwYEgbeE5UUIhWRy/evJV5Miv5Lt3/TtNW09M2rz+Odm6RoweeGbRaSEWsln/Oz6sYp19txCW8ceNG2pwxMEPuXSMENnn6BUOLuiWKvv21QrE1Qrk+RmjrFx6yO0ZLZckbEbi7cTS3TS2XXzsmM7DykDatUphs89SW7mOL6//DolZYDdLGE3SxTzp+nuu5O+DfehaZe/rsYTnZhWimZjsUGiaCpB01l2rhSGFurF+Fc+j0oZMDN1iPaufVhWy5rO43zEXQY+tl2hVp2iXBykUh6j0cjj2JXLZr3yPR/fs7HtEtXKOLmZoyiKRiTaSrZtB63te4jHO+dKEddvjdaNGN19t1Mpj17E8VlA/Y0z1Pafmv9348ggjSODi7apPHVwyfeK33wZAHcyT2kFxyIIPAr5q8ssZUWytHXs5XLtnCDwKeTPrJqEoKN1Ly3JDZwcfPSqMqJZZprN/Q8xPP7cqsQocy+cJffC+gQ9rwTr5ljYFYd0X4bbfno7ya4Y1ZkGJ789wtjrs/hOQHns8hU69e4sbT/5XmK3bEWolz9BXy6EEOhtaVo//iBGd5b8F57Gyy1Vab0YnGKdxngJv+mRvWMTWsIkc/tGFFMj2ttCc7yIDCS1c7PY02XcYh3VCP+mRk3M1jgIgaKt7vxT6QE2bX0E/SpxsEsp8T2bamWcfO4khdxpGvXcKtRiV7PvAM+t47l1Go0c5WIYdVEUHdNKEom2kUoPkEz1EY21oxvRFcX9gsBlZurIwssvIL6jG+l45J8+GjoVEEZdmosniMDx0FNRrIFWtJiFGg/LLtSYuW6K7ucG/SUc4QC33Gxwzz0GMzM+t9xi0Nmp8qlPh03aN9+kk04rVKqSP/rjGvl8QColePU1l2pNMjjk8refqXPrLQYnT3rXvCTKcWFs3GdsnQTwfB9GxvxlGZ4uhXwhIF+4vMzN+VtcqUiOHL9+SiGvBkoTJ/HsK9eEWC2kDHCbq6eODQJ4/ckyr1/w2avfLa3rmAwjDkZ8mWN7zEwd5tzpx5YYzitDUq2Mc+rY37N1x4fnMg2XV16g6VE2bn6IeKJ7ReNTBj653EnOnXp0URDlUvC8JiODzyBlwIZND6KoxpoNXCEEhpkkFu9ccn2aIzlSd2zF6suG3joCoYalNS337MDNV3AL66PeXatOkZ85MUe9eumAE0h8z6Fen6VcHKJYOEO1MondLF1V0b8g8KhVJ6lVJ5kYe5W29t109d5BLN5xRQ7ohRBCkGndTizeQbUyftFt3YkcXuHtoe10LaEqOunURoqlQfxg8RpiGSnisc6rHuBWFZ1kvAdNXX1293rAujkWqd44t/zDbYy8NsPpJ8dJdce44Uc349Q8po5dfnOd0ddO+899kMiugbe8P0AxdVIP3YwSs5j9m8fwZlfvXJjZGMkdnZhtCeyZCpGeFmKb2pj8xkGMVHQ+gCffpH9QOTmFno5SOjSKUBWakyXUiI6ejKDFTLSkhVdpLgoAnhcNMq30Opz1YkgpcZ0qhfwZpiZep1waxnPXtyl/JQSBS6Oeo1HPkZ89jqpZWJEWUql+0pnNJJI9GGZyPq0vpaRRz1G6gK5RKApaMopfs/FrK2eehKaSuX8nre/dh/QDvGoTpETPxOHc+lDWSglPPLH8GB5/wubxZf5WKvn85/+ydBEoFCR//CcLC/Rjj701wjjXEqqh0HNLO7WZBrnT62tkfq9h5sxLzJx56a0exopItWoMbI9w6PnKNRWTlTLszzp76lHsZnHN32828pw7/W1Mq+WyNTGEELRkVy5TkzIgnz/NmRNfW33D7qLv+4yPvEQ80UN75w1r/j6EiuHJVB+5maOLPq8cHiZ151b6fvER7IkCWipC2wdvxuhIY/W3Mv6XTy6h5r5cSOkzPfkGrR27Mc3kCttIfN+mXpuhVBgknztFrTKO49R4K/oEXKfK+OhLFPJn6Bu4l/aufevWC6nrMdo69lzSsai9tpomXYGCgkBZdU4gJLm5PujOLwfRSCu9HbdRrU3gO9e2rPjtjnVzLDIbkxSGKxz8whmQMCLAiGtkt6Qu27HQu7O0/+wHiOxcvVMhpZzXqZC+D75EBkH4mZRhU4qiIBQFVAWhKWtikRKqSuKuXeAHzPzlt/DLq4u2eDWHaH8WoSpMPnYEv+FSOT5JfFsnlZNTNEYLCF2ZpyqtnZvFLTdovjFC5o5NpPb0YM9WqZ2bJb6lHasjCQIyt25g9rnT8xzFiqLTt+Fekqn+dXXEwgxFk3zuFOOjL1MuDr1lokjn4XtNapUJapUJJsf3h05GeoCW1m0kU33oemxJ07aUksB2EaaG0FeODln9Wbr+wd2UXjvL1Jdexis1UEyNjb/24Wtxat/HKqBHdW7/2d0MPjfxfcfiHY6OPpPbHk5fFYG8lSBlyCY3dPbxy3IqzqNamWB85AU2b/sA6jprT4RjnGbw9Lcvy6k4D9+3GRt+jpbMJnQjfhlrhyCW6ERRtEVlYn65wfhfPUn24X0kbtqIX7OJ3zCAPV5g7M+/S+nlUxfZ59pRKY9RzJ+hvfPG+XOQUiKlj90sUSoMMjtzjHJpGMeusJwzoahG+LkERdXmm95VzSQI/EWU5cpck3/gOyGxgqqDDDMha8l6NOqznDn1DRqNHH0D917mPViKTOt2RoeexXUvLxspEMSUFBmtm6SSwRQRFLG6rMqEe5ZR9/KZhd4qaKpFKtlPa3orsWg7na378Pwmnm8zWzixqF/JNFLEo22oiknDzlOuji1QQwuNaKSVWKQVVTVw3DqV6hi2G85huhYlleinUhsnFmnDNJK4Xp1ydRRnxbInQSLWSdTKki+dxfVWd1+FGmYKESKsznC9q+pHr5tj4TU8zIRBJGXg1D30iEYkbVKZvLwHWk3FaP3YA6FTsYwuwDykDJuZa41Qj2JsFncyjztTxC9W8WtNpO2GzgVzDYeaihIxURMRtEwSvS2N3pXB7G1DzSRDytqLvNRCVUncvRt3tkT+c08h3UvXsXtVm8lvHV4kUjL5zUMrbl88MDL/+8yTJxb9rXRwlNLB0WW/l2ndRkfXzeuWUgWQQUC1OsHY8HPMTh/F89avrnm9EATuXHPdNNOTbxCJtpLObCI/e4pFb1AgaQzOkH1gD/HdvRSePQHna3xVJVTMnstMKBGDyhtDONNhZsrsTGN0pHBy12faWBEamdgA5cYEjn/tylq+F6GgoqtWmMELmovEMtcLAhVDNZGSq3aMtwuqJQ+7GWBYCk7z2lyHIHAZH32JSnklMdfVQjIzfYT2zn2kWjaua8DH921Gh55bhzGGRnkhf+aySAGEEFhWGl2PYduLnXw3V2Xys88z+83XUSwdJHjVBkF9/aPAQeAyNXGATOt2NC0S9ryUx5mdOUo+d4pmPbdif8x5dA7chm4mAEi09DMzdoDA92jvuwmnWWb4xHew62GwtHvTu1A1g/zkUToGbicSb0P6HhODz5ObOLKmsfuezdjw8/i+y4bND12xmrgQgki0lVi8i2LhzNq/j6Bd62ezeSMxJY2yxlK+or/OYrTXCLoWoSWxgVikDU01iUc78AMH162TL56eFxowtBib+x9EygBVMYhaGUYmX2R08hVAEo91sqnv3aEzKn0iZhrbqXD87Ndw3AqWmWbrwHsp18ZRFR0pA6KRViq1cU4NfmsZp0GQTvSzuf9BcqUzBMWLO21CU4h0pUhs7yTS14KRiiJ0Bb/uMPr5/TSnFlfcCF0NbW0ZloFfCdbNsZg+UWTju7q4/1dvpFG0sRIGdtVl/I3LiKJoKqlHbiN26/YVaa+klEjbxR6aovb6KRqHz+FM5AlqjUU6AauFEjFQk7FQF+PGzUT3bgr5mlc4vtA10o/cRvP0GLWXj190337NpvDa0Lo0qV0MppWmb8O9aOvYV+H7DrNTRxgefGqudvf6p5XzfYdqZXzFFHD5jSGqx8fo/gd3Y3W10BwvoFo6RluS2e8cwpkq4c5W8Gs2Le/aQWB7KBGD9B1bUK3FDCZCVzFaE6gxCz0TR40YRDa04eQqeMU6fjV0wrRkBC0ZwWhPoZgaRmuCyMZ2/IaDm6tc1jP7ZqiKQU/LDdhe9do7FgKiLRZuw8NteCi6QqTFxKm6uHUPRRNYaZNm0SHwAhBgxnX0iEbgS+yyg/8mKmorZRB4ErfhYSUNVFPBswPsso1c4VUSqiCasfAdn2bp6qWvTS1OX3wPCaONY/knqXvFdT+GpcboTewhZbRzvPA0VffKmDquFIp2Pjp7EQXEq4Ra2SeeUvmJf9XN2OnmfCxg8Gid02+s/7MupaRaHmdm6jDrMee5TjVUiE71IVT9ygdIOMZi4dyaxNAuvj+f2ekjtHXsRawyKn0hDDOJbix1LIB5HR+uQWKxVBgkP3sCIVRmpg5RKpzDcVYfDNLNBK3dNzA5+CLNep6+bQ9Qmj1LYfoknQN30NK2jcmhsGzQsBKkWjdhRTPUK1NU8kPoZgLXvry+kSDwmBx/FV2PzlHEXxljlqrqpDObLsuxiCstbDFvJq6mCaRPI6jQDOr4rM7orAdr60O9XtCwC5wZ/g6d7fvo0yKcGf4OTef8uSy8Z7oWIV88zdTsYYQQbOx9Nx2te5maPYzr1anVpzl57ps4bg0pA5LxHnZu+UESsQ5yxTBroWkRpPQ5ce5beJ5Na8s2NvU/QDzaQaE810g+N9emk/1s6nuQmcIJRidfvmjFiNmWoOsDe2h793asjiSKsdCD6uRrTH77GLzJscjetYnsHRsJmh7Dn30Fe+rys8Pr5lg0Sw4v/fkxOvdmiLda1HI2k4dzNIprX9wjO/pJPXATQl9+eNIPsIemKH3nNWqvncTLlyG4sok1aDghZdpUgdprJzD62km+ex+Ju/egppbnJFdiFpmP3EPz1Cj+RZqfvKpN/qWr26kvhEJn980kkr3rEhELqRWbjI+8wOjw87hrmJivd3jFGqOffJLWh/eS2LeB9J1bCVwfezSPnKMLao7mmfjM82Qf3EPXx+/BK9UpvXoWe7IYls7NwerN0vszD6DoKmrMRGgq3T9xL9ILKDxzjJlHD0AgyT64h9TtWxCaRuAFxHf2Ehlow6/ZjP3vp2mcnUZTzJBiVKi4vo2umniBjR+4CKFgqFEUoeEFDu4FjoOmmGiqtSSiJISCqcZACByvTiCvHkOUaqjc+U/3MnFolmNfOUfHrgz3/dpNHPvaIAc/e4r0QIK7f/EGnv7d16lM1hm4u4tdH96I1WISuAGTh3Ic/sJpqtML9da3fGInjYJNo2Cz+YFeIi1hBvSZ332d2jJim0IVbHmwl90/uJk3/u4k554ZX7O9NTPj87t/UMI0Ba8fWnnuanhlhitvsDv70KpLA9aKhl9huHKQ3ZkHUbj2pBUXQjPj9N7wXoSiMXHsSZrl1dIyLg/ViBBt6SaSbEfRDHynSaM8RaM4hb9Mz5ZuKMyOO1hRlUyXMe/XzIxcnV4iKX1mpg7h2OtnHBVyp2g2S0RjreuyP89rMjW+f1VsMatFtTyOY5exIi1r/q6q6lhWelFAxxpoQ6gKjXPTS5xRNW5h9bVSPzOJvMII6YXwfZvTJ75O4LsrMmNdHALXqTM18iqxZBfpti0UZ06RnzxKsmUAM5ZBCCXUcwEMK8XQsW+RnzxPaX5l62/gh5myeKKL1vZdV6h9IUim+lAUfY2ly4I2rZeYksKTDiPOCcbdMziygVzlpOpfxfXmakMSzD+vYaZ46Tk3nTKzhZN4fhg8LFVGyKQ3oyo6LhBIH0XRaMvsQNdjGHoMVTFQ1YVySCl9pnPHsJ3QiC9Xx5BBgK5HL9gmIB7rpLN1L9O5o4xOvHTRtTzS18Lmn7+PzG0bwlL/VdqDge3Rdv82FF2lenaGia+vXFFzKaybY2EmdPSoxuBzk1e0HyViknr4FrRsanmWH8el+uIx8l96Bmd05oodiuUgHQ/7zDizozM0jgyR+dH7MQc6lpRkCSGwtnSTuGs3xW+8tY2PsXgnHV03XVak6c04z9c+fPZJxkdfuszJ+fqGM1lk4m+fQ42aCF1F+pKg6cwzQ0nPJ//UUUqvnkXRVQLXx681UUx9kXp2czTH4H/9+rJrSdBw5p/P2W8fIv/MMpktKfHKoSHVmdpJItKBrkZoOEUMNUrTLXN29nkysQE6k7sAUBWV4dxrFBtjRI0MG1pvR6DgSxdDC8VxFKHRl7mZhNUGCOpOgeHcq3jBVTLE/ACn7tK2vYVj4hzZLSnMpEHr1jSapdIykESP6dhlh869We755X2ceXKUkb+bxEqb7PmRzVjpXTz339/ArYWTZqTFpP+uTqYO5zj2tXN4TR8jpuPWFxbI81O/UAWb39PLTf9wB8e+eo7hFycvK4g7kwv4H3+6GmNS4gXuvHFxHgJByuwkbXaHEeDmMDU3T2tkA17gULRDoyuuZ0gYbUzUTmIoFq2RDVhqnJpXYLYxhC9DimY/cK6LEihVM0h370QzYxTHjl6RYxFNd9Gz92ES7ZtR9dCZlkGA5zaoTJ9l8vjTVGeHufAGzo47fPEPl64tVytx4tgV8rn1pchsNopUyqNEotkrDv5IKalVJiiukh5ztbDtEo167rIcCyEUrEhm0Wfpu7ehWDrN4dn5oM15GK1Jun/yPob/xzexJ65cPf1CXGkgzHPr+F4ogOd7NnajhAx8fN9BUfT5WnUAp1Gikr/weV2fDNfo0LMkUr1YV0DCEpZDZedV5VcLBYWkGjrAs944Z+2DeHy/gflCBIGLd4FtFEg/lJ8TIgz0tt1AT/stVGqTNOw8ntdcsl5IKXHc6gX/DpDIRTJ2iqLT1XYjhh4F5EXXAy1psfGn7yJ7x0ZQBF6lSW0oT2OsiNUWp+WWgRW/Wzs7gz1VITqQoeWWfiYfPXLZVTbr5lh07c3SuSfDi3929IreK2t7H9G9m5btq5CuR/mpN8j93RP4xasfQZe2S/XlY3jFKu3/6H2Ym5eh+1NVkvfdQOX5I9dkTMtBCJWOrpuuWIzpPHzfZvjcU4yNvPCWN2hfTUgvmDfql0Ug8SsNLlwOg8biyVW6Pm7u0ilDv9qcL4u6EGo6hbAiSLeKrkZw3Dql+jhtiS0M5V6hP3MrmmJSaUxRbc4SSI++zE20JbdSakzQmdqB4zUYzr1C3GonHekBIB3tJR3t5cTkdxAobO24n0xsgOnK1WmmCzxJ/myZjfd1E0mZpPsTjL46TawtghHVadmYpDRaxbN9dn5oI7XZBq/91bF5J0IGkrt+8QZat6aZODA7v1/NUNn/1ycoDq9wjQOJDCSb7u/hxn+4naNfOcuxr57Dd94aYzxldtGfuIHZxhC6YrE5eRsni8+jCo2O2GbKzjSB9OiKbcfxm6hCZSB5EwAVZ5a2yEZ0xWKsemTVkcFrCUXT0SMJhKphRNKYsTSqbuG7TexaAadeRAYrl/UZ0RQDt/4gifZNiyKxQlExNJ1M/w1YiTYGX/ki1dnBRd9NZXX23ZtA0xWe/0aBSEyhUQuol9eXGlRKSbUysSZDbHX79SkWzl52qdHifQUU8qdxnfXLVkDI51+tTNCS3bLm7wqhYEbSiz/TNZSVKg9kgJaKhn0X1xtkwHy95Vzz93m8eYkNVbfXf50sl0eYnTpCT/9dV5S10I04lpVe8/NsCAtJQNGf+h53KlageGZlxXFNtehuv5liZYRzI0/gBw4RK0t3+81L9nJJg1kwX/q0oedeGnaR6dzy5Y/ZOzaSuT10KsrHJhn+1EuUj03gN106HtxxUcfCyddpTBSJDmSI9LSgJS3cwuWVma6bYyFluMBfyVoodJX4bdtRE0sVGqWU1A+dI/fZJ6+tAR9ImidGmP3bx+n4Jx9Gb0sv+rMQAqOvnf+fvf+OsiS78/vAzw37vEufWZlZ3pv23gDdAAYDjJ/BDIZjuBS1XJLS7orUikdL7TkrSiIlcUWZlaMoaTQ7foCx8Gh0N7ob7burqsv79N48b8Lf/SNeZVZWZlX6qmoMvuf06az3wtyIF3Hvz36/kf07Vu212C7EEx20th/aZMo0RBB4TI59yMSPuVPxIEDoOplf+hLebJ7St15BIrG9CpZbwXLL2G4VSYAQCppi0JLYjaaYJCMdOF4NRdGI6GnmqwM4fp2qPYvthe9GKtpJVE/R1/IYAoGpJYgY6W29ntJ4FSOuk+iIkuqOc+P1MfZ/sZ/0jgTZviSzVwsoqkJ2Z5KZS4UFpwJgfqAEArJ9ySWORWmsSmXqzsZTEEjaD+c49DO7GHl/isvfHrpvToVAoTXSjxvYVN15NGHQGu0nabRStKfoih8kpqVw/AZJvZWrtXeIaCkyRifDlU+w/Ao1N0VLpJep2lU8+eAt5kIoJNv3EM/2kOzYix5JLFA7u40KpckrTF97944ZjZadj5Bo24kQgsB3aZRncK0quhknkmxD1U1i2W66j7zEwPt/itesVY+nVH7tH3WhaoJ0i8YnPypz/NkkTiPg7W9ubbQbGVAubQ/rXbU8ju/bKMrmVIg9r0Ehf4Ot73mT1KpTIYPiBpihDCOBUFSUmB6qakd0FFNHy8aX9JEJRRA/tAPRzAbfCjVuknt6D4quocZN8u9ew5oo0vL8fpASsyNN+cI49YFZMo/tItqbxZosUfhogOSBLsy2JHomRmO8QP6DGxjZOLln9qEYGuXzY1SvTBHtyZB5dCfC0CidHqF2fe3aH8vv2GbFIu9w3CCkz23vPI7RbCbfCBRFJRZvo1hYXzm2JIye+9uo6fEgw/MdNNUkambxfBuBaGYo1vZbh/aYBBH2UrTnDoZaOeuElAENK0+xMoKhJ9jZ8wKOU6VYWaqqrkR0Wp7cjRozsGcr3PjXb1C+OLkw3GAVQV/pB1iTYROUkYmhJx8AxyI/WGHnM53sfamH4kh14UWrzVlrbqLUcimih3eumK3wi1Xm/+It/Py9oxtcgJTUzw9Sev00Lb/0/LLeD2HqJB7dT+3jK9tSmnU3CKHQ2nEUc51qoytBSkl+7iojg28uoVT7CbYH0vOo/PAdpGU3azrkogrsLQuVrkTY2/EC+dowc9UbCAGmliSkRJQL0c8wfRo+A4H0qbtFZsohneN0+QqWu73NdJWJGoomyO1Oo5kqs1eL9D7ZSfuhLNGsSXG4EhosikD6S98T6YdBCaEufYY927/rPK6ogpbdacoTNbqOt5LbnWbm4v1pchZCYKhRYlqG7vghAOpuCcdvYPs1am6BjNmN5VVwA5uaWyRltKOrEdqiu/Clh0Ch7Mw+kNmKm8j1HUcs0HMv/l6qHiGSbCHe0svwx39JLb+UuU7VI2S6DiKEigwCpq+8w+TlN/BdOyy16jlMz7EvYMazpDr2kurYQ34kVPvt3GmChD/4L8f5jf+gBxlI6hWfth2ba25dCaHK9sqse5uFbZWxrfKSGuqNoFGb2xS97N1gWUWCwENdZ5O5EAJdj6JFo7T83EOkHtqF2ZUBRRDd27mkbk0oCnprktIH13Fv04NSTY3sE7uZ+f551JhB+xeOMvoH75J5dCfVK5MUPriBV7VJHukmcaCDuTeukHt6D9LtJ9qbQzFU5t+5TtfPPURjvEDr8/tpjBewp8u0fuYgbr5G5rFdCFWh9MkITv7B7R+sViYpl0ZoaTu84fVdCIVorGVd+0gktaBMVu0gqsQ3dN5POyrVcWqNOQ7s/jKOU6VhF7kx8uqaKF4932J67jw97Y+SiHWEdMdOmVpj40xZUvqMT3+MaSTZ0/cylwa+Sf2W4+lJk1hfWLVSPD1K5erMuuMOTqEOkjAgYGzcPdgyxyLRHiXbn6TzSA7X8hayiGf/7AY33ri7QMtNGH3taC3LhW2klNROXcO6uj2T/Zrg+VTePkfyqcOY/R3LvjZ3dqKm4ve8HMqMpGlpPbgl2QqrkWfoxg+2tBnwJ7gLpMQZHFl1M0UJqU0bThhNiJuteL6FH3hU7Bla4jup2fOkop1E9DCyVagN05rYhSpULK+KocZWpVncLKxS2Gjd80g7tXmL6nSd8kSVtgNZtIhKZbKOZ/tUJuukexMomrIQRUl2xhGKWDc9tRCC66+Ncfbr13ju33uIp//hMV7/zz7aMM31ZhDIgLpbxA9crpfeD5v3hNZstJPMNQbpTRzHMxxmG4NIAhy/juVVGateoOzMIISCQDR7LB5M3KSyloGP5zSQgYeiGah6FKGoJFr76Dn6OQY++PpCxgFAiyQwE+HC5zSqzA58hNsIA0WB5zA3eBJVj9B74ksozZ6OwvhFpN9cTwT4Xuh0q6og06pj17c+O+U4FazGFmdBmnDdGrZV2rBYHjRLtapTW14GdROuU8P3rHU7FgCqFkF4gvxr52gMTNP2M4+ixk0qZ4aXBN1kEGBPFCifGljoa7sVXrlB9do0iqmReaQfoSoEjkfl0iSNsfC3MdtSWBNF6oOzRDrTmF1hRrZ2Y5b64CxOvobZksBoSzHzgws4hRrZx3eh5+IUTw7R8vx+Wp7dx9ybl3HzD+aaFwQu+flr5FoPbqJ8TmBG0s2+kLVZmpKAOW+cLn03LVoP48416vI+BHXvIyynxKUbf0U81o6iaLhOdaGnYiZ/kVJllMBfXFNLlVEuD357gQVqfPojiuVhDD2B5zeo1WeIRlpwmjoWDSvPpRt/Tb2xGCBwvBpXB79D3Qqz9pZd4vLAN6nWw4yaHzgMjr9FKt69LKOqmBpaKlTorg3PI1fJUKyEm/uEuhcbD1RvmWMxfTHPd/7p+8s+9+w1XpwQmDs7UaLLI1DS8ai8c35Rb+A+wZ0qUD83gNHbFgrsNSGEQG/PorWk7rljkc3tJRZv3XS2Igg8Rod/RLUyBYoCwX2614pYV9ZHmCbRY4eIHj2AYprYw6PUPjiFXwiNcK29ldRLz1H78DSRQ/swdnQT1BvUTp7Bunx98TqFwNzdT+zxh9GyabzZeWofnsYZHV+YjNVsmtQXPkv1R+9j9PUQPXIAFIX6qXPUT55ZGL+5q5/YYw+htWSbDFIC6XmUf/Am9rUBEIL0l17G3NUPiqB+5gLVN9+j4ZRDvmzfou7kCaRH1ZrFciuMzJ+kPbUf17fIV4eaVy+ZKl1EFTp9uUep2DPMlK/iBw51p8jg7Ht0pA+hKjqWU6LmbE+E8yY8J6A4UmHXCz1c+8EITs1l/kaJXc9349Y9qrMNkHD5O0O8+E8e4cBP9zP64RRm0uDoL++hOFJh9vL6DTrP9qnPWbz/r8/x0n/0OE/+/aP86F+dxq5sn3Gei/SSNbqIaWl6Ekco2VPMNAaYql9jd/pxDmVfxJcegfQYLJ/CCepUnDkUoZDQWrhRCskeLL/CZP0qO1OP4Ph1FKEyZw0zXb9OztxBxgzP0Z04TNyeYrpx4743cwe+R2nyCrMDH2FV5pC+h6KbJFr66Nj/LNF0B6nOfaQ79zM/fHphP1U1UPVw4XOtKq611FCRgU9h9Dytux8nnu0mntuBZsRwG2UmBiwcS/Jv/7M+uneZ/Oo/6kZV4Wv/7eSWXpuUEtsubxsLnpQBjcbm3kMZeFTLE2wX9bfnWXievaHyG02LIISKPV3EmS6ht6Yw2lJM/tHbyym172Lkaqko0b4cakTHqzthRjOQC3pUAE6+SvJwD2ZHimhvDnu6hNmZJrazhdrADEYujlOs4xZqxHa3oU4aaIkIXqlB4HrMvnaR9Ik+sk/spjGSX2hUtepz0Gyi9V2LSmEU37WQSOrVmSUBmkZ1dtVr2SzKxRE8r7GhMhoI7RNNj6EqxrqIWPLeBJPuAN36HvZHHmfAPkM1KHyq1bTXC8et4pSqoVMmBIiQ9ath5WlYzcx4015a2BZACALpUalNNJO6oVNXqU8uNOl4vkW+dGNhe6QkCDwK1eGF58kPHAqlpSVsXmCRrwze9ZmTG6ycuemY+I6/rERxXcfZ8J63QQbgNvwlJQ5hSdMa69EMDb0zt7wzCnBni9jDG6+B3DIEAY2Lw6RffgQRXaqgKkwdvTOHfWNt2ZmtgKpFyLUeCFkqNoGbfOgzk2fQOlrJ/NwXKX7j+3jTm6OUXC/UVJLML36Z6nsfYV9dnXdb6BqpL7xI9OhBGp9cIGhYxB46grlnJ/O/93WCShUlEiF6/Ah6bw/O8BjW5euYB/aS+7VfYP73voZ9YwiA6LFDZH7xS1gXr9I4fwlz905afutXyP/xX2IPhLWMwjCIHNiDmkqC7+GMTqDEY6GwXhPGjh5yX/0FrEvXqL71HpEjB4k9fJTSN76PO940gqSk9vEZ7OExMj/7U+gd7QBMly8tHKdihc/74Nx7AMxUrq7YeO36FkPzKzOSFeqjFOqjK363HQjcgOJwBTOpM3+jBBIKg2WMhM7M5QKeFS7Iox9McfJ3L3HsK3s5/mv7EIqgNFrhvf/pLI3C4sLnu8EybYulkOEE2DQIymM13v3vz/LZf/oYx76yj1O/d4nA254F3/IqzEufeTvMovpNhijLr3Cl8DYxLY0iFGy/jhOEBAGedLhafAdFaNh+rXkFksnaFYrWOIYax5cuDS80uC2/Qt4OyNuh+JkvmyxUW6evtmaoRgShqGG55Og5hj/+yyXZCIB6fox6YZw9z/wtzEQLqc695MfOIZtRPaEoiGa2I/AcAm+54+dYZer5MWKZLrRIAiOaxm2UseoBf/LfTHD0qQTduyKU5j3OvVdhbnzrSzatRmFbS0Gtep7N0JL6gUutujn2xbse37M3fP2qaqAoi2ZF7cIoTlsqZIRah/EdOB7p470ousrMK+eRnk99eA7/Fka48rkxtFSUjp8+jjVVovDxEB0/dQy9NUHHF49TPjdGY3ie6e+cpfWzB0ns62T+nWvYcxUyj+4kebCLwPbIv3d9CfvN9PBHC4ZeozbH9TN/vvBdwRsnffwJtPwl3MI8k4Pvbug+rQeWVcRqFND1lWnv1wJNM1FUfV2ORUDApDtAXEnTrvWRUdso+XNUgjxOYK2qZ1Hx85SD7Q1mbTtUhcj+vcQeOY6WTSMdF2d0nOo7H+KXK6iZNNmv/Byl772OOxrO0yIaIftLP0Pj3CUaZy8QPXEUY0c3zsg4sYeOosSj2NcGqL77EUG90bRjPouXL6LoGpGD+5CuS+3kGRoXroDvLxw3/ugJIgf3ITQNZ3iU6oen8OfDYFxge3ilBrQlifZkEKpArmP9U0yN5N52EOAW6niVjQshb5ljseORViIZk2uvLpYr7X6+C9fyGPlgdQNVGBpaLrXii+PNFPDLD0aq0pmYI2jYKLc7FqqC3rq9zbG3IxZrI5nu3XS2wvdDxU/Pa2CYLZj9O1AiW1+7vCp0DaO3B/XcxbVt3tNF7KGjlL79A+qnz4EE+8YQbf+X3yZyYC/1jz8JN1QUnKFRCn/5bfB8Ghev0Pb3/zbGzl7sG0OIaITkS8/ROHeJ4l99F4KA+qlztP7dv0X8qUexh8cWXm4lFkPaNvmvfwPZWP7iGTt7kYGk/MN38AtF3OlZIvv3ELguQX2RgcqbnsUvFAmqD25970Zw441xZq8UKI2F11UcrfKdf/IOdsVdaKoOPMmFvxpg+J1JorkIvhtQmazh1pcuVCd/9xKKKvDvkNK1Ky5v/stT2NVFY2PmUp7v/T/fRTPUbdVwq3vFO4ri+dKh4q5cS1v3VlIIkzT8Cg2/smzblbYXbL7scb2IprtQjSi+02Bu4KNlTsVN1PJjFMcv0nHgeSKpdlTNxPOXGyAhreLy31X6HlZ1HqRE1Uy69mTwOxeb+WfHHGbHQqM3mVbxXZ3CzNZmprard+EmLKu4qf0dp4bjbF9ZShC4BBt0LBRFXyiVA2gMzoQaFuuEX7WZ+uYnS4yb6e8u5dUPbI+51y/dtqek9MkIhQ8Xo7z2TJnxP/1wyVaF929QeH/l4JWWzhLftZ/S2Y/hNoYzNZYg0rUDRTdX3Hc74LkNrEaBZGrHho9xu8O3FrRo3RyOPI0hIgghMEWMdqWPdvrWtP+AfZay/el2LIyebrK/9OUwUHj5GmoijtaSAy28l0LXQ3spGlnYR6gqRm83znBoC6upJImnH8dub6Nx6SpKxCDx3FMosRjFb70CQgltmUdP0Dh/ifrpcxj9vWR/4UtIz8e6eAVUlfRPv0xk3x5qH3xMYDnEThwh17eD/Nf+OrQ1yha1kTzxPW1kT/QS6UwvlA2uBZnjPST3h2X+tcG5sN9ig9gSx0JRBdFchHhLBEULjVwhBKmeOE5tbZO+UFXURGTF79yZ4j1vir4TgrqNX66j5W7rBVEEaupeNjkJ0tn+DadHb0JKSTE/sOV86PcCRk8XSjyG1tpC/MlHAVCiURBg9HRS/7i5oeeFJUhNHvWgYRFUayiRCCgKWiaN3tmOOzFN/IlHCHURVISqorW1okRMglrzJfN9GpeurehUhAcPI8o3RfSEpq27vOvTDLvsMFteNEoCN2D+Wmgcq6JpdMgw+l6daSwI4qlCJ260EDXSaEoEIRSCsovj1TFVcLz6MkNU+pL84G0N6RJKo8udNSFUDDVGzMhgqHEURUPKANe3sNwSllfGvysLkEBTjNCJl+BJdwkF5dItFVTFWEi+Sinvqh+iCA21uegH0l9lHPcHejSBomjYjQpW5c7Gggx8GqVQDE0zYoi7GTN3eCU8q4oMfISq8cRPtdPeXkUIaO028FxJec7FjKkk0irf+p0Z3v32VvZDyC2nmb0dbrMGe6N9cY5dxltBRHCrcFMcdSMQirKiAaumokR7W9Ey8VDzZrqINZ5fURjPtz0qV6Y2VIpRH57HKWwuCBnt6Sd58Djl86fuSp187yBp1OdW3+wuUBR93T0aCiqa0AnwCTbADLWRfR40KNHQRrCu3sC6eh3puOvqVVlAEFB+422cZvWD9HxSLz1P5e33Cap1hBD48wXK3/8hQa1O/dxFtFyG2CPHsa7eQO9oJfbwMQpf+2sa50Jn2h4YovXf+ltEjx2i+tZ7Yfbt/QFantxFdEeGnb/9FIO/8w7WdOWu4xW6SupgJzv/T8+ipSL4lsvMG1c21KNxE5t2LBRN4cBP9bL7uS6MhE40Yyx8ntuV4vQfX1vTcYSiIIyVS3r86vZNouuF9HwCe4VojhD3lI9b1UzS2V1LokMbQRC4TE9+gn/rQiJBiUSIHNqPlk3jV+vYg8MElUWDTeg6Rm83Wnsb+D7O2ATu9OxCz4LQdfTOdrTONhTDwK/WcIZG8Uu3GIKaitnbg9bRTtBoNL9b6QUQtOt9GCIKgB3UmffGEYaB0ixPks6iMeaMjOPOLho/UgYEtzoCssm6dDPRo6nh9fT1oGUXs05BvYE7NbOkrlf6PtK5czTPvjFE/IlHSH/pc9iDI5i7+vDn8jjDW1OSJBAk1RwJNYcbWBT86ftKSxpGzyUChbTeTlzNLFMAdwKbGWeIPW3P05rYhQRGC6cYK5xGERrZWC/dmWNkoj0YagxV0QGBlD5e4GC5ZWaq15gonqPhFtc9vmSknc7UYVoSu4hoyaaDoIZSQ4GL49cpNSaZKl9kvjaEHyy/n6aW4HDXF4nqKSRwY/ZtZipXVjxnNtbLvvYXm9cBllvh4tT3sdwVsg9CZVfLU3SkDgAwU7nGwNy726qSvhGEwk+EteerGAzh9xJFUW/Lpq5RAdZ3kQQoQuOtvyxSmhyltVPnC7/Zxnf+jxnKeQ8jqvDcz2axG1tb7y1lgG2tlFXaOvieTeC7644gQ1NQy67gedsrWrphxwKxtDRXQPzQDjq+8jTR/jaEHgYWAsuh9NF1pv/sfbzbHAG/ZpN/d5D47sPURwfxq2W0ZJr4noPURwZw87Mo0Rjx/r3UR27g12sohonZuQPp5dCiWYxWgTM/t6hFoSjoqSxmeydqLIH0PJz5GeyZyYVSPT3bSqSjm/Sxx9DTOTIPP4X0PQLXpXrtAoHVtEOkRDEjxHbtR09lCGyLxsQIXrl4y3WL8HxdO1DNCF61jDUxit+4hcwgmSbS3Ud9+Dp6JofZ1hlm3acnsOemlhiD4TO58fI5IdR1O7JFf5pP6j/c0PkAGsGnPxvvjE5gXbpK+sufI/rQEawLV7CuDy6xhdYCv97Am1sMWDhjE4hoBDURJ6iGQUtvbn6hqkFaNu7UDObeXQgtDHASBLiTiy0BfqmMN5/H6O4EVQXfZ/7DIVo+GqLt+X20f+YA0a4MM29coXJ9BrO1GYRWBEY2RnxnC5HONOkTO2h7fh+RzhRImH93gMLJpVS268WmHYvAD5i5VKB1b5pkR5TafDghSV8y9M4Uk+fXmAoTrEgzCyxT7LyvuKnXsQKEeu9KFEwzRSLRtenj1CpTlIq3ZStUheSLzwAhe4fe0YYzMk7hL75FUKsjDJ3kSy8QPbwfv1RGGDqJF5+h/OqbNM5cACkxertJ//TLSNdDeh5aawtesUT+T/6SoFwBRSHxxCMkP/McXj4fOgaqijCXl2ApKOw0j5HVwjRd3p2k6E8TVGv45QrFb76CO7G0B0f6tzwzq8irSMshqDeovvtR2IR968YyQLq3GXl3OZg3l8ceHMbo7kRryeIMj9G4cHnJpLIZJJQsR2MvEFcy+NJlwD7DsH3+PtCTCjRh0BM5yLwzRkLLsC/+BL50iagJGn4VTRhoQmfcusKsM0xET5GMdCClJBvrZbJ0gd7sw/TnnsDUEstK+oTQMBQNQ4uRjLTTEt/JlenXKDXW1sekCp2ezHH6W54gqmeWHx+BoppoqknMyNKa2M1k6QIDc+9ie0tLTQLpoSo6yUj4DKajXcxWrq1QziNIRTtJR7sXFvKIniJu5FZ0LFShko33Ne9LwFT5ygMZ6fNdGxkEKLqJHkni1O6QJRAKRjQNQmn2g9yiIKsZS3voVrWRJPWqTyXv0dln4tqSsRvWgq04N+nSvcvk5KaubCl838XztjeQFQQefuBtcPGVtxiZ2wVJ4G8waybEEofJ7MzS/Vsv4lUbTPzuGzizJYSmEt3dQcvnjoMvmfi9N5et8Yphkn3yRaTvU716nvieg7R//ufJv/s68++8SqS9i9xTn8GangAhaHn2c0R7+vFqVRRdJ2tEmH/nVapXzwOgxZO0f+5nUWNxfMtCjURRY3Hy7/0wLHmSAZGO7tBZyLWiGCaRnj4IAnzLojZ4FQifC6HpZJ94HsUwwffRsy245SJT3/46XrkACGL9e2h59nMgFALHQkukcOZnmP3hdxYcEKO1g7bP/DTl86eI9e8Jr9uMULl8Fnt+eolj4dibK31bpIdeO2zZwPYfnKDu/UBQr1P8xvdDspajh0i9/AKxR45T+KvvLPQ2hP7e4r0VqrK6Eydlc/q7828SBj8XK4BCdvnb3vtALjm3V7EY+r330BImmYd6SR7qJHmgA7diLfz+ejLC/v/7ywBoCRM1ajQp4AOKZ8cY+r138Ruby5pvvhRKwvxAmYvfHCKWMxn9eGM8vTKQy1kjmlDukMm4L1CUhTKX23EvHaB4shPD3GwZVMD83JVltIVCVQnqDYrf/D6BZRM9epDMz3wBvacL++oNzL27iT9yjPyffRNneCxsPvr8i6RefgF7YJigXMEZnyL/tW8QVKtIP8Dc1UfuN7+C0dWB1Wx6Srz4DPWzF6i8/iMAEs8+SWTf7jWP3x4eJajViT10lEqxTGBZCFVFicfwy5WlzsVd4BdL2NcHiT1yDPvGEH6pglAEIhoBz1+aZVkFSjJBZN8uqh+cxrpwOXRCPW8horD0RitNpgnWnF5NqjkSSqhZogiTnNbFmHPlnmctDBHhQOIpFDSm7Ou0m7uYdUYYb1xmX+JJbtRO4kuXvthRan5xmbEcN3L0ZR9hV+szaIqJlD6WV8N2K/iBi6oYRPQkhhZHaUbbMtEd7G//LOcmvrmqJociNHa2PMnOlifRVBPZZNxw/Dq2V8ULHBShEdESGFoCRYSUvjuyD6GrUa5Mv7ogNgjgBQ41O08u1o8QgrjRirhpPN8CVWgkIx1LFhZNMYkbOeZry8sNdTVKRAvZd/zApe7Ms71G48Zg1/IEnoNmxsl0HaBemECuQF9sRJOkOveFTHmxNNmew8ze+JDA94jnehbui1C1sBl8hf4LVY82tS78BQO3MOOQ69T58t9pZ2bUIZFROfZMkne2WBzP9+xtzwYEgb/ivVsLQtaq7c2oAJsSBxS3ZNETx/pAEYz/zus4k8WFz6vnR3HzVTq/8jT6t0/iTC+9Jt9q4FVK6NkWEArR7j4aIwOYnT2gqOjpHH6jTmA3SB19lFjvbmZe+ybW1BiKptPy7Odoee5zWBMjeNUyfr3K/Duv4dUqBLaNGonQ9vLPkjr2KJUr5wisBpWr56neuETHF34RPZNj+nt/gfTc0KC75TlVozEC22L2tW/iWw2iPf10/syvEd99gNIn76MlkrQ88zJOYZ75d14lsCzMtk46fvqXSR9/nPl3XlvIpGjJNGZHNzOvfwuvXERoOtLzlrEyer7dFC3c6I9yHxgffhwgBNJxsK8PYg8Mh3bMb/wK5u6d1OcLEPjIIEBNLJbBq7kcIra0rF+JRtCyGZxy6CDqHe0EtkNQr9+yXxYlEiFoNBCGjt7WgjdfAD/Am5sHVUFvbVlwaJR4HC2XpT48usS2qA/nufrfvUbvLz9K6/P7MLIxjMyibo5QFSIdi6X8UkqcUp35dwcY+ZOPaIwVN33btk4gb6hCYWQTXnUQrFxiBKiZzRnQWwnF1FHjK/SCBJKgcW+MOyFUksmeTbNBuW6dYv7GMuNIej71M+cXDGpneAzpB6jx8OGMHNiDEosSPXKQ6MG9AGitLejtrajJBEG5gvQ9hKkT3XMUNZlAScZRTAMRMZvb51ATCRrnLi6k/xqXrpJ49ok1j9+bm6f0gzdJvfw8xs7eJsOCjlAU8l//Bt7U2poGpetS/v4PyfzCl2j57V8lKFVAVVBMg8rbHy42ga8BQhEEjkvq5edJPP0YIJGuR+PMBSpvvY90HNSWLImnH0eJRtA72lCTCTK/8NP4lRr1j0/jF9fuyNwvITVTjdNq9HKp8g5uYGOICDPuIFZQI5Be2EPhF5ixh+iJHGDaHlrYVwhBwmwj1ppDU0zqTp7x4lnmqjewvVqoNo5CRE/RmTrEjuyJZt+FIBPtoTN1mKH55dTWt6IzdZj+lidQFQMpJXWnwETxLHO1ASyvEta4o2BoMVriO9mRfYS4kUMRKh3J/Vhumeuzby44RFL61J15pPQRQmv2ghg4txnGmmqSMNuAkLFLVXQUoZKMdKAIdZmDFdFT6Gr4XnmBTc2+P+J+q6FRnsGu5om37KB939N4ToPC2Hk8px72QygaZjxLx4HnSLT2NbUmDLqPfo5Isg2nUaJt92MLRqduJtDNOLa71IgXQiGSbEUoKp5Tx7fDhXd+0uWv/5dpHv98mp7dEexGwAffK3L2na0VffR9e+PR+jVCSn/VcrI77xxsOnq9FgQb7i0QS5xqvSWBO1deVu6ElNijcwhVWUaEAiBdB2d+FqOlHTUWR8/kqFw9T/LgCbRkCqOlDbcYVkPEdx/Ayc/i1Sqo0dDAa0yOkDr+GHquFa9aRvp+6HSYERTTBCFwi3mMlrZFRygIwgCnDMLKBC/Mti+7N45N5eInuMXwXW2MD+NXy+iZLABGexd6ro3yhVMIRQ2zJI0abqlAfNc+8h+8iXRv2gqS8sXT2FPjd72rIcXtgxZwWDvr56cV5q5+jJ29uFPTSM/H7N8R0sJWw+fZr9Zwp2dJPPsE0nZACGIPH0PRl9pmSsQk+cJT1E/FEbpG8oWnsS5dxSuUEGr4/BndnSReeApnaBSjtwd9Rzelb72C9FzcqVmsi1dIfeEziGgEaTvEHjoa2hbnLy8btzVR4sa/eYvZH10j9+QuUgc7MduSKKYWVgZJSeD6OPk6lStTzH8wSOncOH59a2zYLXMsImmDzI44UxcKJNqjHPjCDmpzFtd/OI7bWH2Skq6PX1q56UpvzyB0bXlJyn2Amo6jJldQTQ0CvMK9EZBRVZ1EqmvTbFD12iz12goZJhng31JDGDawLabc1EQ8zM4IAc1J2ZudpzI+FTY5qwqJJx8j/tSjOKPjeHN5gnpjSa9CmIWSBNbigywta81ZBgACSePsBdzJ6ZCZIR4jsB3cyenQwwe8QpHS917Hm1lsfpOOQ/XN9/BK5YXIkTs1w/wf/hnm7n60bAbp+3i39UYElWpIKzexMtWjiEZIff5FvOk5yj94C+k4CEVg7Owj8dyTWDeGQkG8QBLUGwSNBuXX314cl+2syj9d9vNUgwJxJYMnbebcsfsiptbwK4xZV+iJ7qfizeNKG0OJEhDgSYek1kLVLyCR6EqkqQq+CFXRUaRGzZnn0tQrFGojy8qKHL9G1Z7Flw67W59FoCKESltiD+PFM7h3SNPHjBy7Wp9EU0KDpe7kuTT1Cvna8B3OMUfFmuVI9083S6ZUutJHmaveIF9frDWt2vP40kVBw1BjmFoCx1/KnBHVM5haAiklhfoISbODqJEmYbahKgbBbWOO6ml0NRyn5Vaw/QezLtmtl8iPniWa6cCIpuh96Eu07XkcqzJH4DmoRpRougMz0YKiqNj1ItXZQTI9R+g48Gwz2hoanL5rYcTSpLsPMnPtvSWZOjPZQrJ9N0IIPKuGUw8j2VLCjbM1ZkZtzKiC70tcWzbnwK0zbnzfXRfVamJ/B9ZUCa+8jp4EGSwvaVjrrshtE8a79Ry3B5vWg1vfda9URz/Wj5qILBPCMzozyCBYsgbcCnt2kvTxxzEyLQhNwxofIXX4IYxMC3q2lfrQ9ZB8I5FC7eim62e/uvAoCFUlsBoINTRx1FiC9InHiXT3NbNlCnomt0C2sR4Ejo1Xu+U9bUatb2pbabEEWixB7snPkHnk2YXN1GgUt5hHKMrCEyv9ALe4etZNbuKZ2SoYIkpSyZJUc5giiiJUpAxwpEU1KFHx57Fk7b4Fu7YDMggwd/YRPXYobLCu1Sm/+tYCTb20HUrf+QGpzz5P6vMv4ldrWJevIV2XoLE41/uFEu7kDIlnn0BEI9iDw5RfeyvMNKghjbc9OIwwDFKffzHUvPjh26HTIMPgZ+nbr5J47kmSzz0JioI3O0/hr74T9raugMD2KH4ySun8OFrcREtG0FMRFF1F+hKvauGWGng1m8DZ2mqbLXMs2van6Xuig9lrJY7+/E6iWZO2/Rlq89aa6Gal6+LNV5oL0NI3XW/PouWSuNPbo4a6Hpi7u1bsA5B+cM/GpxtxotHcpo4hpaRcHL5zk95dJjG/XMWv1ii/8sMlFKoABAFKMkH86cewrw1Q+t5rSNtB62gj+eyTi5vZDiCW0rRFIgve+5oRSLzpWbw7vVyVKrV3P1p6aa4X0tOusG3jzIU7n6reWHasW6Fl0pi7d1L4q+9iXViMIgS2Q+LpxxDNKIZfKC6Uf60XtaDA+fpbJNQcdlCn6E3fl4nckzaDtfO0mztRhErBnSKmppHSp+TN0R87RkpvI6W10vArBCyfuHzpMjT/AfnaMHcyDgPpMV44Q2fqMHGjBSEEMSOHqSXu4FgIutNHiRmhwrMfuAzNf8h8beiO5wBJvj7MWPEM+9peQAgFU4vRmT5EoTG2EF1uuEVc30JXo+hqFFNPUrGXzm1xswVdjRBIj2JjHEXoRI00ET1JREsuGbNAWSypQlJ38gvKrg8apAyYG/yYeEsv2Z4jqLpJPLeDeG45BabnNJi+8g7zQ6fw7Aatux4N+ysAqzLH3OBJuo+8RPehz4KE8tQ1At9Fj6boPPg80UwnUkpq8yMLInq6Kfj8r7ey98RS5r2PXy1tKStUELhrV6hXBH1ffZzxvzpN6ezdI863IjTcN/bOBoG/4cbqNUOyKcfi1rKb6vlRWj5/nO7ffpH8Dy/gzlcQqkJ0dwdtP/MI1XMjuPMrB+Sc+ZmFXge/0cCen8GrlIn29KHFk9izU2GQxnWwB69SOPnubSVEEic/B4pC5tFnSB0+wfx7b2BNjBDYDTKPPEti/5GNXePdxMk8F9+qk3//jXCMtyBwHYIl5B9y/QxD9xgaBh16P936XhJqFg0NgYIQAillSIKBRyOoMuUOMe5ew5Ybpyp9kOAMjzL/R38WsjuKsJpDWvbS/peh5ja6HlbeWHZIRHSLNooMAqofnqL67oegKEjbXhIoF0LglSuUv/sawjRBhse59Xn2yxVK3/8hSsRcKNG6lbTmTpBegFtq4JYa3KuOmS1zLPSohlv3SHZEyfQmePd/vsCu57pIda2NglW6Ps7kfPhj3NbDoOWSRA703nfHQkQMYkd3hcwWt8GvNO7Z+CLRHJq+OWrbwHeolMc3lJJvXLxC7OFjxB97iPrpc0jPQ4lGEYa+wFqwqEwuUOKxUBgmuVjS5s3O45fLxB85jjefBymJHTuEEotu6rruJ/xaHb9SJfHMYyimEZY9ZTPEHjqKOz2Lu8bSrLtBIin785T9+88PHuAzZYd88a5loQqDgIBpa4CIEiOrd9Pwyww3zuHfxnIkpaRqzTBbucZqEWfLq1CxZogbLQBozf6Lqr3cmTS1OG2JvQiU0Di155mpXl31HCCZrVynP/dYs5E87Okw1TiWF5bbuH6DulMkZmRRhErMyAGLXPiiWfIkhILn25QbU0S0FFLuRFdjxIzsEkdECIVEpHXhftSc+QeODepWOPUSI6e/hWdVyfYeQzOXCnbJIMCqzDF99R3mBj/Cd21Gz3yX8swNEi29+I5FcfIydjVPumsfybbd9D3ys7iNCr5no5tx9EgCoai4do35kTMLZUnduyMcfy7Fd353hnplcc4qTG9tts73nDXPiYquoqci6yftkJKNZlkCfx2OzwMAa2yeyT96h86vPM3Of/9nww+FILBdyicHmP7z9+/YW+lXKwSORXzXPhoTo0jXxZoaJ757P9L38MpFAtvCmhzFbO/Gr1UWypMgFDSVjoPQNKLdfTjzs1QufoL0XBTDRE9nViCMCUughK4jNC3ssVgn7Llp/EYdNZ7EvnBqMQuvqM0ylE+PcrUhIuwxH6Jb34NKGBgL8PGk3SwnFahCQ0UnoWTZbabJqG1csT+mFhTv7+C3AlIiLRvJ3QM+0nbCUqib/7ZW2D4Ilgdibz/OHcrvFuD7i9T3DzC2zLGo521avpDioZZ9zA9WqEzX0QwFt7H2SdAZniKo26ip20qNVIXU88eofnQZeY/6GFZCZG830QN9yzIqUkqcyTm8/ObrffWYhpk2UW5brDzLoz4XPpSRSAZN25xAj+vWqdc2ZujaA8OUX3mDxPNPEn/8IaQfIDQV68oNit96JYzsnzxD4pnHMXq7kb6Pny/i3qLk7ZfKlF99i/RPfRZjVy+BZeMXy2Gz0qcUQaVC4S++TfzJR4g//RhCVQhqDazL16ifPheyYf3YITSQHGmBtJp/N7heO4kiPgmpfvFZXm8gKdTHlpUS3Qm30swKIdCUlTVv4mYLUSO7EE0rNSZwvLWVjlhuGdutYmqhA2zqSSJ6asGx8HybhlNAyp3NPpHW0IFpllepQiNltiMQTSekQM0O+zIUoZIw25ipXF3IMGmKSVTPAGGkvPYpEJOyK3MMn/oGc4MnSbT2hyJ4uonn1KnnxynPDGBX5hYi3r5TJz/8CYXRc2GUvvn55MU3iD7Vjh5JoiZblpwj8F3mBj6iPH194TPDFEwO2px9e3vfIT+waX/pINGuNON//QnRngwtT69MKKHoKtHuzLaO53asJ6NipE3iXUkCx6c0VAxpUjWF4K5q9luMQFL++AaNwWmiO9tCHQvXx54qYg3NEth3Ntz9Rg2/USe+az/FU++DDLBnJ8k99SKNkQH8Rg3pe5TOfEjHF36Rzi//GvWRG0jXRU9nQFGYefWboeji9DipI4+Qffx5vGqY9TBybSuW3loTI6SOPEzrCz8VZhykpHL57CLd7CpwCnOUPvmAzCNPY7S04cxNI3QDs7WDyqUzVC6f3ejdvKdQUNlpHKFH348ASsEcs+4olSCPK20C6SOEgo5BXE3TpvWSUdtp1XoICLhovRuuCz/B3zhsmWMxe7XI0HvTxLIml74b1iU3Sg6zV4trPoYzPocznSeSjC4x3gUQPdRP4olDVN48s1VDXheURJTMFx5fuZE8kDQuDBHUN1fG0HG8lYf/zlHSfSkUbaljMXlqmjf+2XsIoRCNtbBRPuubsKziik2A7uwc87//ddxbehKCSo38n/7VYp+C71N97yOsK9fR2nKgagS1Wvh9c6KuvvUu9rUbKMkEQa2BOzWN3t6GV2yyf0hJ/fQ5nLEJtFyWwLLwZubQWnPral5+oCDBHZugODEVZmxEkx7ODx74dPdWQxLg3yUyJ5GUrZV7VVaCt0RbYmmD6K1ImZ0LYnMgqayQ1bgT/MBZImSnCJWonqJ4k76egKozt9DAnTBaljBDRfQUESPUQak3y6aqzhy+dNEVjVS0M2Q7amYlInoS49bGbefBbNy+HYHnUJkdpDI7FP4OgjCyd7ff+7Zm4NLEZQY//HO6Dn2GWKYTRTORgYddLTA3+BEz194n8BZ/89lxh2RW5bGX00wN2wtB30rRo5zfugi+7zukjnSR2NPO9OuXSexrp+fnH8Keqy17h4Ui0FP3NsMaBN6aRNtajrRz4h8+TmZvjrnzM7zzH72GHtM59NsPMfCtK5Su35tnTWgK0pe4cxXcufU5hdL3aYwMougG9lyYCXfmZ2iMDlIfGyJwwnfVnp5g8ttfI3XoRNhDoWl4lRLVaxfD6K8MKHz8NtLziPXtJvBc6kPXqFw6S/LQ8WXORfXqBRQzQnz3QYxcG/bc9GJ/UK2KNTlGcAvpgAwk9vTEYq+E71M8/T5OfpbEgWPEdu1Heh727CTWzOTCfoHVoDE+suRYDxLSaivd+j4ARp3LDDrnsWWDlbJtc/44E84Neox97DFP0KJ106b1Me5evcej3j4oqLQZ/bTpO1CFTtmbZ8Q6j8/d55/G+cu4E1NLtbRugfRcSt97jZxsZ3/sSQYbn+DK+/NMqHGDSFsSr+FiT2/cDtsyx8KzfC5+a2ih41wGcPFbQ+vK+nnFGo3zg0T2dN/Gdy4QEYOWX34ed2IO69ra61m3AsLQyPzUY8Qf3b8sdSqlxC/XqJ3c3AtkJHSO/8ZhhCr4+F+fwSrZS95fqxQ+aEKoRKItm2zcljRqs/grsJ/IhoV15frSz1w3VK5e8qHEm8+HZUwrncH1cEaW/k7OyNiSf4sAonM+uaJOSu1EFwcJZgMaQYWiPkXBm8GRjWaEd+OGuSlipLU2MmobUSWFJnR86WPJKiVvlqI/gxVU19SrYIgIcTWDQMENLCpBeP0ChZiSIqt1klJbMJUYAgVP2tT8IgV/mrI/vy5a2KiSJKokuJsT2QgqNIL7lwnRRYQAHxWV3ugRMnrHMoG8ul/mSnUpi5OUwaqUsbftsKbNokamKdoHIOjNPkJHcv+aT5OItC/8LVBQ1aWZwao9hy89FDRMPYGhxRauI2ZkMdT4AguVHzg0nCKOV0dXo8SMHIYaxWpqZET0JLoWGqYNt4TjPfgp7qWQYdnQBl5NKQMKo+eozAxgJlpQ9QjSd7FrBZzGIqnCTcRTGqmcxs/9vQ4aVX/h6/e+W+DNv9g6I9l3bYZ+512UiIaTryGEIP/xMAP/5q1lStBqROfQP/3Slp17LQgCb1WdEyNpcOTvPkJ5pMTUh+O0P9oNgGd7RFuitJ3ovGeORe7l40R3tlF8/yqNG9P4NWtdz0vx9HsUP3l/odbcLcwz/ue/x+0HcfOzIY3rTfpuubR3wa9WmH/n1SatNwvPV33kxrK5JXBsiiffDbMktx2rPnSN+vCNJc+n9FymvvvnS8YkPZfajcvUBq4s2jK3jcmaHGX8z/6PZdSyDwIEglZtB4aIkPcnGXDOrpp9cLEZdS4TV1L06Ptp1XqYcgfxuffkItuBFr2HfbHHmHGGqHsz+NIjWKZjtBx+voCfv0slRiBxhsdQzRhZ8yDDbE70eDPIPbaTff/uZ8mfHObyf/G9DR9nyxwLoUDH4Rz7P7cDp+HxyZ9cJ9UdpzJVp1FYo/cVBFQ/ukLyhePoLeklXwkh0Ltbaf+3v8zM73wX69pYKA6yzVCiJukvPEb2555FmCvTu9ZOX8ce3Zh+x01oUY1oLsLJ//Us4x/eOZIrFBUzkr7j92uBlNCoz2+Kq3yzMEWMneYxuozdC4rat6KPQ1T8PIP2WWbd0WU1+muBJgy69b3sMA8QVzLLmIkAMCQNWWPSuc6ofXnVprOM1sGx2Auo6BT9aT6ufh9NaPSbR+k29mKKFRjDdPDxKHrT3LA+oehPL99mBXTre9kdeWjlcTcxYH/CdevUmo63tRAktBy7Yw8zVD9Dq9FLd2QfeXeCrN5F3plAV0ziaoa8cxn/NmMokMGGftO7j0hBVxefJSEEyUgb0LbhYyq3TfINp4jj19HVCLoax9QSWG45VES/hVK2Zs8jCW7pywgbzqNGpulYNLUwmr0gdaeAF/zNKxvw7BqevXqp2tSwzf/w/1iuBrvVytu+7+DVbKiFa5ZXs6mP5LHnqssMYk+1w23vYTJSBv6qjdXR9gRmJsKp//pdkr3pBccicAPsokUkd++yLH61QfxAN5nnDuJMFSl9eJ3yqQHssfxdy6AWcJsxHn52p+tvbntHjoaVjnWXH08GKx9rpfMvfHarEN1Nh4IwOCpu/l+EStiKghBqqNPT/FsIFWXhbwWhhJ/FEx2bZoFcDwQKKTWHRJL3Jtdc0uTjMeeN06XvIb4QxPvxcCxSWgtWUGWwcea+ZRS2G3o6ip6JosU3V2q/ZY5Ftj/JE//WQQrDFVr3pFF1hZ1Pd1AYrnLttbHVD9CEPThJ7dR10i8/fEsDcAghBOaebjr/nV8g/5dvU/3wEkFtmxZjVcHoaiHz5adIvXAcJbICE5SU+MUqpVc+hk2K4wVugF2y76g+fhOaFkHXN7cwBIF7T0SW7oSIiHMo9gxt2o4FRhwktzAHCRQUUmorR6LPcV2cxFvn5GSKGPujj9Op72rS4oVZj1sjDAoKIIgpSXabJ0ipbVxuvEc9WC2SHi4OpoiTVLP0m0fo0Hc1HYBbzxFeBwI0dFr1HcSUFOfrP6Lgr14GFHYneCgozWOLBSfjXi4yKyGmptmfPMS0PUTNL7FHf4zhxnkmrescSb7AUOMMll+jP3aMmJpewTUKtryJUQilKaYXni1kLLmDcbAGSOkvo6d1fYtGs4FbUwyieppSYwIhVNKRkALa952FxnIvcKg587SyuymU10KhPopAkIi0IYRYcEQeRMXtBwUtXTov/2rrQvBXUQEhOPt2eUv7Lm4Ptsy/P4hQh1d8hqQfMPfOjdDpuEcINRbu/t4IQciW5C3dTtEUtLhBbXp76WpvRfGdK1TPjRDd20X6yb1kP3OE1i8+RH1gmtL7V6leGMOZKd2TIOHmEJZfCqGgKBqaFkHTo2haBFUzw39rEVQtgqaZKKqOqhgoqo6iaOF/zb9DZ0KB5vFCp2Kl/9Ql/77X16thIAnW3SfhSgdfeqhCb66xn2YIkmqWqJokqbWiCYN2ox9felT8AjW/gCZ0sloXRW8Gt3mvFFSyehd1v7SkosAQURJqFl0x8aVH3S9TD1a2xQQKaa0NgdJkf9z+zJYWN9hsmT1ssWMxf6PMJ1+7zjN//whBILGrLmZifSJu0vEov3qS2JGd6F25ZQaUEAKju4X2v/vTxB/bT/mNM1hXR/GrjSX0XhuFMHX09gzxRw+QevEExo7WZQ7OAgJJ6bVTWAMTmz6vU3WYODXN3i/uwq25lCeqSO+WVK4X4NZcND2Kqi53ctaDwHex74HI0kpQUNkTeWjRqZASS9aYc8co+bN40kETJim1hRatm5iSZE/kkXWVEGnCYH/0cbr03SEDifSp+kXy3iTVoIAnXTQRsli06N3ElQyKUGjVejgQfZIL9R+taTI1lQh7I4+Q07oBScUvkPcmqPgFfFx0YZJSW2nVe4iIREiVqqbYE3mYT+qvrXpNk84NKn4eXZjN/8ImuXa9H3XrXt0NQaCgCA0naIRNoSg4QR1JgCRAEyYBZQruFLtjD6GKzYk5rg23l8xJRgunqTsbJASQAcX60qCIF9jUnQItcldTgTtsPDaarE8Atle7pdlcUrVnCKSHquikIp0hk4qiEzdCymg/8FZkuPoJFuFYkulRuxnthUyrxt6H4px9e2v7sW4XhltNMGryW/e2EXctegaNuTpu1aHn+X6ckoVQBWYmQuuxDtI7Mwx++97WvXvlBpVTA1Q+GcRoTRI/tIPUo7vp/NVn8C2XoX/519jjD05/0U3nQdUimGYaM5IiEs2G/0WymGYKVTNR1aYDoepNJ+DHSd1a4uEiEOhiZaKMO0EXBopQ8YPGmkqFhKqixVLoyQyqYYblL6vArRaxZjdvd60GBYWs3kVKayWupNGEQaveh8QncAJqfgFTiXMo/ixnq69TbFJBa8Jgf+xxhq0LNJq2VlbrYk/0YTRFxwscFKFR8ee5UvtgGR27QKHT2E1f5DDD1p0p8LcaamxzmYqb2DLrxKm6RNIG8ZYIiqYQb4mQ2ZFg9OP1Mw9ZA5MUX/mI1l97CRFdwYgWAiVqknjyELHju3GGp6mfH8K6Po47OY9XriFdPxRxu1PjrKogVAWhqQjTQG9NY/S1Ez3UT/RQH3pb+q6aClJKGheHKH7/oy1xaPSYTnZ3hr5nuul6uB27slQsbfrsLO/+Vx+jqeamFbf9wN12kaU7oUXrodPYveBUVIMCVxofkvcml3jkEwiSao59kcdo0Xow7sACtByCHmM/HfpOhFDwpce4c5Uh+/wKvQiCuJNib+QR2vWdC87FDuMgA/YZVgt1qyLMQvjSZ8K5xqB9dtk5BNfIuZ0cjD4VlmMJQUZrJ6t2MOuN3uHIISxZxfKWRkPTahs5rRtV3F/Hou6XuFIdoTd6mKI7jRVUiatZZuQITtCg1ehtfpZZVk60XQhkgB+4C1o4Esl8dYDZ6vXVd14zJFV7jkD6qEIjboZEChE9haHd7K+YX6JXUbVm8QIHVdFJRNpRFB1Di93SuG1t3Pn5lEFRdWLZboRQqBcn8NfYuFqcdXn9a4usWULAi7+Uo32HCWxdkGQtjdH3E2vpN7OLFle+dp4jf+dh9LhBJBflmf/0ZfSEzsgPBpi/sHna6w0hkLjFOvVrkygRA70lidmdXZG+/Z5CKGiqgWGmiCXaSSQ6iSe6iMZa0I04mhZpZhp+nByHu0MSUPULtKjdZNV2xoS5pvIfFS1cn9CoB6VVy6D0ZJbcsadJ7T6CFksitLXd58LlU0y89vU1X89GEeAzYl1EINgbfZSEluVi7Ud40lmXfpQpYuyNPYIV1LhU/QQnaITZdcQSp0IiUYRKl7GHHvMAQ9ZZZpzh5ee62Uu0xZk+LWZsRcJi6xyLmctF+p7s4Jl/cJRkZ4xn/+FR8kNlJs5ugEIxCCi/fhqzt53UiycQ2soTjxACNRYheqifyME+goZNUGng5cu4c2X8YhW/ZoUcwzcdDEVB6CpqLIKSiKLlkuit6VBROxEFbfXIg5QSZ2yWuT98DT+/NYua7wZMnpxm/vLKkZtKM32taiaKurmfLfDd7RdZWgEKKj3GvgU+bE86DFhnmPeWN+Pf1Gu4an3MQ7EUUSW5pgknrqTYYRxAISx/mnVHuW6dusOkKKkFJa5ZJ4mpaZJKDoFCl7GHSXeAxqolUeGzMO+Ncc06uZAGXXqGgHlvghH7IgeiT6KioaDSonev6lg8yJD4zDtjNPwqnnSYtUeIaxkkAXPOKPsTT9Ju9qMLkwnr2j2qs5XN/gXJzbKxiL65fqSVULVnwwwEGlE9g6rozdIoE9l0PPxbSmosr4rlljG1OBEtianFMdT4Qj9Iwynh3EFF/McNZiLH7qe/iqoZXH3zd6nl1/YOqBpEE4vrgKoKUjmdYIsX1ts1LIzWBIk9bZTPT4T9FPcbcm3mzOT7Y9SnqnQ83kOsLY7bcJk/P8PsmSl8697qYAhVQcvGie3rIvXIbuIHexCaQv3aJHPfPY0zWbyn44EwK6HrceKJDlKZPlLpPmLxdgwjjqIaf6OciJUgkcz7E/Swj6zWSb9xmBHnMo688zylCYMubTed2s6FXgvvLo3baiRO5/M/Q3rvcRAK0nMJfG9t4pEr0ARvH+QSh14u/HvtiKsZTCXO9fpJan7x5mFXPFOHsZMOYxeDjbPMusudiuiOLK3P7kExNPIfDVG5MrVwrOSBDqI92XVe3y3j3NW64X1vxZY5FnbV5aP/4zKt+9Ik2qPU8zazV4rY1Y0ZFEHNYv7rb6ImYyEb0yoiRDedDDUWQe/IcmsXwsKDKmXYPBXusKFxSSlxJ+eZ+/1XsK5vHTuV1/C49t3BhX8ruhL2HdxWJ6uqBoqyuZ/N8+z7IrIUU9JktPZFjQF/ljnv7v03FT/PjDdCv7E2hdQ2vY9Y0wlxA5tR59KqkZZ6UGbGGSYZyYZ0vkqCnNrB+BocCw+XYfviik7FrZj3JrCCOnE1BdBsJl/UQPi04uYkOeuMMOeMhY6UM86V6vuktDasoMqsPbKmlPhWoGrNNrMJYf9MOtLJaLP3ZatguWUcr4auRhYyD8lI+0J/Rdla2pzv+nXqToFUpBNDixHRUuhaDFUxFhu3/b8ZjduKZmDE0gvNq2tFZ3+EX/oHnTRbjdB0gaII/vp/WTtl8Vpwe2N0+nAXvV99nEv//DvrcizUuImaiBA0XLxyvTlusTURxrUYXoGkNFCgNHB/M2HRXe1kXzxM4lgfWjKKPVlg/tWzVD4Zwp4qIO17uw5peoxEsotsbi+Z3G5isVY0PXofehgefBS9GabdYbr1vfQbR0irbcx5Y1T9Ara0CPBRUNBFhLiSpkXrpkXrRkNjxhthxhu56/ETfftI7T4aqlIPX6I8cAG3WlxRW+R2ePUHWxPqdsIVQ4kQSH/VEuuYkqTL3IeCgivtZU6FUBV6f+0xun7qCAhB5lgPF//Fd3CbnOjtLx+i+8vHNjxuZYuyh5t2LHY82kYst7wuK5Yz6X+6g5krRYojG2tu82aLzP7u90DK0Lm4Q+ZiNSxEHzYZhZCBxBmbYe73f0Dtk+U0dZuGgOyuNH3P9pDqTRJ4AfkbRUZ+NEZtJnxwFFVns7kq37NWZRbZDqS1FnQRPisSybw3uYbeCcmcO0avcXDVvgIVnZzWtai6HJQoe2vLmBX9aQICVBQUVNJaO+PutVX3q/lFyt7q9fGOtLBljTipUOBN6KhoeNw/wcetxM3eCgjTx3POKHPOrdHoexMBLFtTOF6NqJEBIB3rCUXu3K0jK3D9Og23RMzIoSmhc5Ew25rfWcuE7gLpU7VnkRxAaZZPaWpksXHbmfvUO5hrRRgNXv88np92+N4fzHDzOQp8SWHWpTCztZmw2+dFNWYQOP6qvRYLEILk0V7af/4xojvbmH/tPFNfew+jI03mqX3MvXKW7X7lFUMl1Z+hMlq659mJ25F8aCeJY/1Uzw5RPjVIY2gGv7o+ytnNQxCJZMi27qO17TDJ1A50I/YTZ2IVeLgM2mfRhEGbtoMWrZuc2oknXQJ8JBIRknKjCq1JkhIw641z3T59dyNaCBK9+xCqRmXwIuOv/xle7VOqXwWAXNKorilhn8lNuNJBEeqC/XMneHhcq39Eq76D3dGHuFxvLGY4AAQY2dhCoN1oiaMYi3aRoimokXvRz3h3bNqxaN2bJtufQNUV2g5kqc9ZVGcbRDMmsRaTd//nCxt2LADc6QIz//t3yBWrpF48sSI7072A9HzqF4aY/9MfbhvVbcexNp74hydQNIXqdB1FE3Qe30fvU1288//5mNpMHU01N52m9QN3yxl51oJEs9QIQkO07M+tskeIRlDFlfaqfQWmEiWupBcyIrWgtGbD3Q4aTSYLDQRElDgq2qriNxU/f9d0702E9KqLkRiBEv6ODzoZyh0hlmVcDBFBVyK36EiECPBp+PcmwtRwi+Tro3Tr4XMQ0zN0pQ4zNP/BlhnvXuCEDdzxXWiqQczIEtHDTFTdLeD4y/uXKtY0gfTRlFCBW2k+y0HgUbX+5jRuq/rGmgMb1YBrn9x7nQ97pgJSokZ1WEPw3+hI0/Xrz+LMlrHG8qiJyIIWQvaZA1QvjuMObC8jX7wjwaP/+BlO/tfvUrx2f9Xci+9cpvCjy3iFaliOfI8RiWZp6zhGe8dxYomwv+lvepnTelCXFS5bH1DW5+jUdxNTkuhiqQ0ipSTAp+aXmPKGGHeuYsnVezj1VBbp+5QHLnyqnQpPOnjSJat3UfbnEQja9F6MW5rea34BJ2jQbe7HDhq40kIhpBq2gho3DQEvsKl481T8eQ7EnmJP9GGu1D5YoMGXfsDkt8+hRg0UQ2Xm9Su4xeXzoj1fpXR2bEmf7lqQOtxNpDO18ZvRxKYdi3N/OYBQBF1Hc9hVj49/7wpuw0MzVU78yh5UY/NRAW++zNwf/AB7aIrMl5/C6G5dlZZ1q3CTUrb8xhmKr3yMN7M9qWU9pnHw5/cwd6XA2T+8hF1xEALibTGe/vcfY88X+jn7B5c3XQYFYY/FmuoYtxSCiBJf+JcnHZxgbYaCJ21c6RAhftftTBFFv6XJO6XmOBx9Zk3n0IS54LgIwoyCItRVtRZWp6a9ic2J/D2I6InsRwiV8cYVElqG/YkniSpJVKHhS78ZsZHknQkuVd+9J2MKpM948QytiV0YahwhVPpyj9Jwi0yXr6zJuRAomHoCx6sT3OH3r9gzTQVulVSkC0ONhc6sPY+7QllT3Sngeg00wyButi7kb1y/QX2BQerHH6oeaYqUPZjvwu2lB+UrU5QvTdL+0kGmXrmIW2osF1RzF0UCY7vakYFk/PffovVzx1GT4XzkVW0C10PPxnDZXsdCjWioEQ23dv+zoc5MGWGYRPv3YrR2LCNEceZmqF27uOXn1fUYbR3H6NrxBPFEx5asm39TYcs6Q84FptwhUmqOuJLBVKKoaEgCbNmg6hcpB/M0gur6AjgywG/cHyKZrYITNJh0rtNj7iettRNIDx+PRrAYULeCGgON0+yKPsTxxGdwpY0iVGp+kau1D5cFMO2gzo3GKQ7GnmZn9DjX6ydDoUEJ8x8MUjo3DorArztIb/n9rlyZ5up/9/oyUc/VsO/f/SydX1xb2fndsOm3zXfCizLiOkiJVXaQvsR3AoJAkmjbGjGeoG5TevUUjSujpF9+hMSTh9BaUtsWfZBSEtQt6mcGKL16ksalYaSzfWllPaaT7E5w8t+cpTazaHAXh8sMvzVG96MdQCiQt1mE6f57u7ArqGhiMVrkSw+ftT30vvTvaODdCkOJLtF5SKotJNWWDY1XLGhH3B0/rkI5a0HJm+NI8nnK7gzdkf0EMuB67WN6o4cZbVxCEQqd5h6m7cF7KpJUbIwxVviEXS1PoSgappbkQMfnSEY6mCpdouEW8YLF300RGppiYmhREmY7uXg/SbOdC5PfpWqvzKBTtWbxpY8mVHLxPnQ1rKEtW1Os9G7dpKCNGukFmll4sBS3FVVH0U1810L62zPXqbq5xR0v24vYjixGLk725UO0PrcXe662TCl58HffpTYQZl+ViE7QcPBrNrdepVBC7Rvpb/+VOyULt2JjpExqE/e3Fl2oKtknnyf98BMEjcay+vnawNUtdSyEUEhl+unb+QKZ3J6fZCi2CJKAhqzQ8CoIRhZ0lW5+t95mZgCnOEd8x170ZGZrB7tNmHIG0d3xZcFGiWS4cYGiO42pxlH3dhI81EHVMih9vwDNpaaYqTH2okIq1U39+x9jzcxQ84sLTkXencIO6gs2Rc0vcqX+PjEts7S6IZB41bvbHU6xjt9Y2em4G9zy1pQpbpkbPz9Y5sjP7+Slf/Iw5cka8bYo6Z447/3rLeTgDQKc4Wnmfv8HlN88Q/Kpw8Qf2Yfe3YKia5vuoYAw1eTNl6ifG6Ty3gWsK6ME9e03HqWUSF+iRZY7DnpMw3fCCXkr6kKlDO75wi6apTM3ERCsuc8jlJxbfVsVfU3OwFYiuA8lZQ8GJJrQmg1pNjE1zaR9jTlnlA5zNyVvhrpfIpA+rUYv8+7WER2sOjIZMDT/IRE9SVf6KIpQMbUEO1uepDt9lLpTaGYjfBRFRRUGhhbF1JLoagRFaHiBHYpY3QG2V8HxqmhGjqTZHlIb+9YdHREvsKg5ebKxPkwt0RznTcXt+++cxjJddB/7PGY8i1WeZfzcK1iVxVJFzYzTdfiz6Obds4arIZruCHnqPyVigFrcRNFVShfuwpl/SwbDmS6hpWNEelsW1iOhqSRP9KNETezp4jaPONSxGH71Bnt//iDXuYxdsLjVWnBrLm713mQz1FiCxL5DFD96h/LZk0jXXbr2bCG9r6ZF6Op5gp6+ZzAj6Z84FNuEjbAiLT+IpDJ0mcyhx0nuOkzp6icPfEN2xb9zWWGAR8GbAg+UoQkiiT34z5zAUhdZtPxSlflTp5C/1kLemMBxl84pjaC8jImyKovweD/B2Rkor/2d9SrWhrLC/hbZulvmWBRHq7z135yl74l24m1RiiNVzv3FAPnBra+dk66HfWMCe3CKwnc/ILKzk+jhnUQO7EBvCaljhbnGBhY/wK/U8QpV7KFJ6mcHsK5P4M0WQx2MewSn4jB/rcCRrxzAs30qkzUURZDbl2XvF3Zy+ndvOmhbNVl+WmKG64BYvCYpJTPuEPPe5IYO5cjGGtW+fwzv4xrRYe4m705i+7WF9Heode0RUeILqqM96oF7pmVxE15gcWX6dWyvTm/2YTTFRBEqET1FRE8tKQVcUi/cVIFnlcXT8eo03DIxI7fg7FtuGcu98+JYtqaQMkBpZh1vNnU/CM9Q294nyfUeQwiFeHYHTqPM6OlvLXyvagYtfScw4hunMvw0onB6lOLZuzPX3do7UB+YpnpxjP7/6xdRdA0ZBER6ckR7W5j9/hns8QK6sjVZ/Dsh0ZOi7+Xd5A610fPCTpyKvcTIuPHXl7nyJ+e3dQw3IVQVGQTUB6/j17ZPoTwSybJzz+do6zz2QGcp1luCHAoi+oD4sdPSqI1dp3jxIzKHH6fz+Z9l7tQb2PmZbcuWbgRqLgUSlHgUoSm4U/NIKzTwhWmgd7aAquBNzRPUwxLYoNbAm5pfRokrHRd3cpbAcpafA/DzZVAEWnuOoFJHBgHmrh7iT58gcD38QgV3dIqgcWfj37dc3FIDe666oTZar+awFevR1hUeytC5KI5WuWe57iDAz1eo5SvUTl9DGDpaOo6aTaLlkmi5FFomjjANhKGFomyeR2C7BNUG3nwZL1/BK1TwipUwM7ENTdlrge8EXPj6FR7/Bw/x2f/4GXzXDycRIbjyzRsM/6i5uG1BhFwIcc8j+2HWYSmThBDKmp4TgbKEceFO8KS7xBisBAVGnUubGfZPcBfUvCJtZh8RNUHFy5PS2piyBqj7ZXZEDwGCNrNv4XeXSIJmpHq9mZ7m3khJ8xirPziu3+DG7Fvka0P0Zh8mE9uBrkaXNZeHi71ESont16haM0yVL1G376wG7EuXmj1HLtaLbL5LVWf+rmVNFWsaL7DRmswgfuBQse6TWNltCEssF9nzVO12kozFEsOtwP13pdYIKZHe2kcbWC6Tf/ou9RvTpB/fg56J45UbjP7vP6R8ciAMVm0z/4hVbHD16xfuSOdbGS1u7wBugW9beOUSRksb9vTktpCGxBOd7DnwZbK5PYC458b3zfnj5t9SBvi+Q+A7BIGL73vIwCMIPALpE/guvu80t2n+HYTb+567sK8fuASBhwx8cq0H6N/9We4Vu95mYIgICSWLJWt370EUguroNWLdO8kcfIRE7z7s/DR2cQ7fbiwrObwVjdkxytfPbcPob4GikHj+YSJ7e3FnC6ipBP58kcJfvYFQFDK/9BJKxED6AUJTKXz9VfzCOgPpiiD+9AlAUv722wjTIP2l56h/dBFvrkDk4E60tiyRfX0E1Tp+vnRXx2LsL04z/dplnLnqhjIWXtVCegHyLvd+Ldiejqb7sWpIkLaLO1PEnSnehwFsHpWJGm/9iw/I7k6T7IoTuAHF4TKl0UqzNldsCU1sSPd4j0uG8MPawfAy0ISOJtaWVVKFtialaTuoh/eneWlRkdjEiH+C1TBmXabgToXNa9Z1omqCgIAp6waHks9yIv0ybmBxvfYxnnS4MfsjRvMfA2Ekbj1q05OlCxTrIX2tRFJ3imvaL5A+87VBCvURYkaOVKSThNmGqSVQFI1Aeni+TcMtUbPnqTlzWG55wQG6Gwbn32eyfHHhTbK9xczNSqhYM5wc+ZMFGkIpA6r22pjRthtzAyeJptoxYhmcepG5wZN33NauFbHK0xsigDDjWSKp9s0M9d5iNYVbZbk2RdBwKPzoEoUfrRDUuAfTrltxmHj77hoC9wrScbAmRsg9+xJGWyfO7NSSPguvXMSa2LhQaCLZzb6DP0cq07/tDsViACLA911cp4JjV7HtMpZVwG4Use0yrlNbdByaDkXoWPjLBBjXili8bWsvZhuRVTs4Fn2BYeci1+w7zyOxzn56f/o3UTQNEOiJNHoiTaJv/6rnKFz8cPsdC0CoGt5skfwffhc1laDlt7+M0duJlkuhmAbzv/9tpOOR/eWXSDx7gtK3frT+c4TCaov/VsI5x52co/rWKYyd3ZS/9y7eXHHVYzlz1dCp2CCKZ8a4/C+/j72JY8B2ORY/wYbhNTxmL8wze2Hler61GDyrQVG2ph9lvWgEi6rIqtCJKkkq/p2jwjehC3NV/mcAWzawZR2dcNu4mkHD+LHRinjQIAmoNn+/qp+/5e8CZ8qvYSpxvMDGCqqApO7k2Wibsu1VsL2N1+DeLDsKS4+2BusdUyC9ZnP3g4fq3BDX3vr/oRpRPKeB79z5lyqMnWf0k+8gNyCy2b73afof/bnNDPWeIn20m2hPhulXLy1rhNRSETpePsjsG1dxCuH9Mjoz4Ps4s7c9F6pC6ngfbqmOP7a9zfpqRMPMRKhPLTcOhCIwUiaqoWKXLHx7e8t91Vic2M5QryB5+ARwYsn3teuXNuxYxOJt7Dnw5W11KqSUBIGL49Ro1GapVaepViao12ZxnCqeW8f3f7K+3ApFaMuywish8Fzs/PSq260Ep3yPhB+DAHeuCH5AULfwqw3UTAKtI4c7k0c6LgQSZ3Sa6InVHaK14f5lpeyZCjMzVzZ9nHvjWKgqimEQ2PZd01u3Qug6CIF0Pn0vrTA0tLYsSizCAnOC7eCMTt8xPaVFNbof7WDqkxmc29TKM7vSaBGVuUv5LZnE7lcNasmbIzBvitApZNUOZtzhVfeLq+k1ORZO0KDsz4eq1kIQV9KktBbyG+yz+Ak2Dido4ASN1Tf8CR4YeE4d7y4OxcJ2do3A35gWjufUPz1lUEB8Zwvp4zuY+eGVZY6Faup0fuEIlSvTC45FfF8n6cf2MP57b+LOh4a9MDRyzx2k/ecfY+x3foi/Yfd6bUj2ptj/lSNc+ZPzaDGd6ng5bOAW0PFED4d+8wRaTCd/cYaLv3eGxsz20X16tQrT3/lzuENZlnQ21ixqGAl27vkcmeyuLV/LbjoTViNPqThCMT9AtTKBbZXw/ftPtPCgQ0VdU6l1Y3qUob/+3zZ0DundI5ZBRaAmoiAEQtdQTB3ZsPHLNYyutrCHSHqo6SR+eQPvkQyFl2/qsymGjpJY7MFayArf4f15ULFljoXQwii4dJf/4NE9e8h89rPMf+tbOONrYIdRFNLPP4/W0sL8N76BtD9FL7Omknz5CaLH9iLr1sKD4c0UcCfnkO7KUT4zZXD8Nw5RGqkscyw6T7TReaKNN/7Ze/i+g5RyU5OpqpkbUr/dLKpBHiuoElPSAOS0bqIiQUPeOe0mUGjX+9cWAcFn1h2hXe9HQ0cTBjuMg5T9+TUofP8EG4eg3eyn5M5g36ZNElWSRNUkBXfqU6EubWYidD+/E0VVmDs/Ren66hm1v0mQUuI7jQ3XyvvuxthKHkQIRaAYKkJbnEtrVybIPnOArq8+y+QfvU3g+rT99ENknz/E3Pc+oXZ5HI3IXY66eSiaQudTvWQPtKFogvJIiU/++w+wSxZ7fu4gtckK0x9PsOvL++n/3B6u/Om57aPBDQK8chGhqihmBISCX2/Wf29Qz0RRNLp2PElr2+EtVc+WUuK5DUrFIeZmLlAsDGJbpQ2XL/1NhSrWFriUvvepEMYz9/WReO4h1HRYWu2MTSOm80QP7iLx/MMEtkPkYD+lb78NikDvbsfY1Y2SSmDu7cUZncabLaC1pNG721CTccyd3UgvwJ2YxZuaI/nZx4k/cwItm0LNLgrUyYaNbNjEHz+MMzGHfW2YoPrgB+y2xrEQgviJEwjDoPLee8u+ViIR9PZ2hLH2rjVhmihmqPD4aVqGlKiJuWcHxb9+E3d8kfFF+sEdnYpVj6kKjGR470Jxu2BTjoGmRZbIzd8rWEGNOW+cPiOkAkyoGXaYBxmwPrmDwnWoYNmm7VizIzXvTZD3JmnTehFC0K73Ug+OMmxfxJXLhcuWnk0J1aOFSTW4R6nWHwMoKPRFj3IjOLnMsYhpafqiRyiX5z4Vzl2sI8GJf+cp1KjG2f/xg584FrdDSjz37u/R3eC7n4IgkYD4rlaMbJxYX0uoY/FIH4GzaGAKVZA+tgPF1PHKiwu9M1Nm/Pfeovu3nqf7t14AKYn2tzH5x+9Q+uh6mPXY5uZtgMANuPr181SGS+z5+YP0vrSLwW9dxcxGGPzO1bAHQ0p6nu9HNTW8+vZFgNVEisxjzxDfcwC/XmPqr/+YwLFJHX+MxsgAztz6CAzS2V109z6Joq6R+XEVSCnxfZtifoDJ8Y8oFgbxvY0/4582GCJCq9aDQGXOG1tQeTZFjJSSW2Xv2yDE+vd5kBEEOIPjCENH+gHFb7yFX6yEZEXfeJPo0T1oUZPSd97GvjEGqoLR34maSmBfGULvakV6Pt58Ea2jBaOvE+vSIEoyjrmzC28mT+PCQEg81J7Dm56n9O0f4c2G9kdQtyh9520iR/agd+RwBu7OUPegYEscC6FpxA4fxp3dovrlIKD0xhugKATWp+wFDwKCci38r7p6yttI6HQ92kGiM060JUL/Cz3U5xZfTM1U2fvFXUyfC++t79kEgbtAWbkRqKqOqpkLwi33ChLJuHOVNq2PqJJACIVe4yACwbhzDTuoESBRUNAVk1ZtB/3mUTRh4ktvTQ3crrQZtM6SiGWIKkkUodFvHiWhZJh0B6n48wvsUaLJN2UoUeJKipTaSkbroOYXOd9YfxPWVuKm7odAQYhwnKHjE12SZtaEgSlit7AmyQXBolD74/665QoKmjDWx0KmCPS4TuD4214D/hOsDb7vUJq6iqpHluhbrBeB7ywolj+wEILUwU7aXzpIrC+HGjXY+w8+s7RZvdnTPf3qJRoTxSW725MFJv7gbXr+9gvE9nQy8j+/Qvn04D1jHJQSquNlRl4dwLc8zFyUrqd2hGMWYsFBqo6X0ZMmirZ9ZRZC1cg+8RzR/t3YM1NEunpAKMhAEu3bjRqLk3/7tTUfT9dj7Oh/DsNIbsn4pJQ06nOMDb/NzPQ5PPfBEKu8l+jW97LHfAgFhRHnMlfsDwHIqO0ciT6z7uPda2rxbYUEL1+m8tqHy75yx2dwx29zij2f2jtnVjyUdeEG1oUbK35Xe//OjejO8CTO8KernHtTjoUwDKL792Pu2EFk9260dBq+9CUAgnqdygcfEDQWozmKYRA7cgSjuxt8H2t4GHtoaIElQmga8YceQm8PWUP8Uony++8v4QNWEwniDz1E4+pV1Hgcc+dOhKbhTk3RuH59yfmEYRDdswejp2dptsT3qZ09izO59T+WdH2k65H9yuewro001bolQaVO7eQl8JeWEAhVkN2ZpufJThIdcQ7+/N4FMbybKI2UufKN8IH0fDusb9Y2nk5XFB3diMP2ldbeERW/wJB9lv3Rx9Ew0BWTfvMI7Xof1aCEL100oRNVUsSUBAoaeW8CR1p0GXvWdI6iP8NV6yP2R54gqiTQhE67vpMWvQcnsHCkRYDfVAM30IWBKnRUQp5wK7gPN+YW6MKkzzxCVEmgEjJihf/Xm43si89yl76HrNYZKplLj0B6+IR/z3qja+ph2SgECq1GL6YSI6LEaTP6iKmLaVwFlTazDzuoE6xRZR0guSPN0b/3OGNvDjL66vX77Rv9BIBn1Rg++Y3QMPU2nnkKPAenXkJRjU1TGm4bAsn0q5fJfzxM95ePkTrczdhfniZwbsmqSnBLdeqjBdJP7MVoSy85hAwC7Mki0b5W0o/tIdrXCkDxw2vI2e2tD/caLoqqkOpPU5+ukd6VJbkjRduJToykgRoJl31FV7e9LE2NxYnu6Kfw7ht4lRLmF38x/EIGuIU5jNz62I5ybQfJZHdvSV+FlAGF/A2Gb7xGuTSyJYyLn0Yoza5HgbJkbVFQ0IXZDFat/TlZL5W9YkQw0i0YqSyKZqyJWMYpzVOfHFrXeTYCv9ZA2g9+pv0mYv0tpI/1UD4/TmO8SOCufd2NdmdIHe0GoHh6FPt2Aop1YNOOhdHZiZpOIzQNoWkokabB6/tLHxAhSD33HIph4FcqaJkMySefpPDKK1RPLlKS3ezRiB85QuA4VD76aAk9nRKPk3rmGSJ79qDGYvi1GkokQurJJ6mePk3hlVfCY6gq6c98hsTx41iDgwDEDh0CVaXy/vsEK/SCbAkEePMlANRUfCFK5Tc1KW6HXXI4+0eXGH5rjKf/8aOc/t0LVMYXf1DpS5y6h1sLx+u5Fr6/ubErqo5h3C8qVsm4cx1V6Ow0j2EoYVlWXM0QVzNLtgxkwLw3wZXGByTVFjr1tS4okhl3GE867DJPkNHaUYWGhoGmGsRIrbyXlPjSw5H3t4ZREwZd+m7ianrVbQ0lgrFCzbaUElc62+pY3Dz/Teeiw9y1TFTQCqqMNC7gy7WXAbYc66DrmV6KV+fCUsgfk5r8Tzckgbf5FKddzXPj3T9GCIVG+cHQ8FgJgeNhz1QonhtHjZkUTg4T2Cs/w/GDPcT2di79UBKWjZUbxHa3E90VGtC161M4s9tbXlefrlEaLPD4f/gCTsXGSJrMnZ3i4K8fx6k4dD7Rg1Nx6HtpF/WZ2rJA1lZCqCooCm65uMKXyrrebU2P0tX9GOoWlEBJGTA/e5mBa9+lXts6prhPIybdGwT4qGhMe8vXi5I/y4R7Y409coI2bQftet+azh1p30HbYy8R796FohsglDWRIhUvndx+xyIIqL59esH51jFRhIK9CftAoBARMWzZWFewba1ofWY3fX/rSZx8jWv/39cpnFz7+q+no+z+u8+hxgxG/vhDRv5oeZZmrdiUYxFUq5TeeAM1kyHS30/j6lUKr7wCNLvZb3UIIhGEqjL3Z3+GVyqhJpO0feUrJB55hPrFiwSNBtLzqJ05Q+38ebRkEr2zc8XzCl3HaG9n7q/+CntkBKFpZD//eeLHjlE5eRJ3agotmyX56KNUPvyQ0ltvAeBMT5N+4QXqly7hzW0Pf7y0XcqvfcgSXmIBImIsU2K8icANqE7XmPh4msp4lerUndOxIb3d5hZ4VdUxI6sbrduFAI8R+yJVv0CPsZ+01oYhIiioSCS+dGkEVabdISac61iyihAKJX8WRajUg/KqC5JEMu9NUPWLtOm9tOv9JJQMumKioCEQzXIhH0+6OLJB2Ztj3pug4N2ZEtSTDlU/j9Isy3LX0TfQCCqU/ZBGuB6U7xgFCqRPLSjdoe9k7bhZK7tdkARMWFeZtYc5mvoM440rFL1F+kApQxXutSmYh1B0hdyhNlTzJ0zYP44IfJfa/IOhsbAWVK5M4+Trd438Tfzh24g1lhMFDQddiW3V8FaEb3lc+J1TdD3di5mJMH9hhsKVOSKt4Xn3/fIRHvn3nsatOZz/307iW9undBw4NoFlEenaEQrkAQjQMzli/bupXFy5bGQlpNL9JNO9mx6TlJJiYfBT5lRsH4tjQ1YZci40dY2XrkkSGQrNuldYa+pYE9qaHAstnqLr+Z8lvmMvAIHdIHAbKHokDEBbDWTgI1QN1YiE2VLfozY+QG302novc0NYUNlG0KvtJ6Ykuex8hMfGgrtREeeo8SzX3NMUgo1R7d4JiqmR2NOOGtXREiZebX12YmOiiJOvkWiJkznRy9ifn7pjMGU1bHr1lp6H9LxQoTQIwr9X3FBSPXVqoQ/DKxSwhoaIHz2KYppLSpjw/VUNx8aNG1g3bkAQIG0b68YN4seOoSWTuFNTqNEoSiSCMzW1kAVxm86EEtveif32cieiJonnHqby+kch7/EKcOse5/7k8qrRoyBwcewKJLs2MUBBJJpDKCoyuD817AE+c94YBW+aqJIgqiRRhYZE4gQW9aCEI62FKEnFz3Oy+n0QYbRpJaPbTBnE22OUx6t4jfB7W9YZc64w5QxgKnEiShxNGCgoBPgLGQorqONJZ9UoQsGb5mTtlYV/rzUSH+BztfHRAouJlBL/DpOTLeucrb2x6XT/VmierAaJxJE2c84o9aC8rHl7vTDTEbIHWjd37QKMlImZjiw4KL7tYZdsnLJ1z0urFEMl2hJDT4RlBl7DpTFX31aD7tMKLZck87PPoKbiBDWLwjffxZstLtkmemQnqc88BIqCPThJ6ZWP7zivbhZexcKr3L3PL2iss1TiHjRvW/kGg9++ukTArzoaMvCc/18/JtaRwK06NOa2N/jgN+qUz58i+9SLBI06eiZL20tfxmjrILAaVC+fX9uBhEJ757FQg2mTaDTmGbrx6pY7FcnWXbTtfgKhKNSLE0xfe4/gVnp4odCx9ykSudDonh/5hOLk5TUd+04q6luHO4S5JE3SjbVPmp701pSJiu/YQ7x7F4HrULz4EeUb5/CsOrljT5E58AjT732XxvQoimZgtnSQPfQ4Zq6d6shVygMX1jyerYBEMuOPogX6pgJ+tmww4J6jGhS3bnBNaHGTSEcqLOeeKtEYWx8BjVu2aEwUSexrJ9KRRM9Esac3Vg51z8KCgePgFW65UClDg19R1s/R6/t4+fwSTYzAdcPUQPNYfqWCX60S2bMHa2AAgEh/P9Lz8IrFzV7OMoioiWLo+JU6WlsWoS82MKmJKEZvRzjJ3+2ybB89phHJRFDUpdu6lkd9tkEgA6zG5hiLhBDEYq2oio53nxyLm/BxqQaFNbAwyVDo7i7zVfdjnTz+D0/wxv/7XWZuExj0cPGCIrUNvNDRXATpS6ySjSTYMLuRj7fm+dnH/RT1FkhGG5fWVYe7AEWQ6s+Q2pUlvTtHdn8r6T0tAPR9YS/Zg63L7sPsmUmuff38ss+1mE7L0Q66n+sne6CVWHsCLRaWTXh1l/pMlZmTEwx+6zK1iY3Xj6qmyq6fPUTbQ51IXzLyg+tMvL085azoCu2P9bDrSwfI7GvBzERBgFOxKd3IM/TtK0y+N7quOtgfd/h1m9qpa0QP9ZN8/jjlN04vcyzc6QLVj6+QeuEE0SO7KL9+etscCwgjgbHeLGZrYgm17E2Uzo3jlm7pJYwamF0Z1IixLNBsjc7DPeIjMTMR4l1JAtenOFAAKVE0BbfuUhq4R6x3UlK9dBa/XiN55CGEbqClM9RuXKb8yUd4ldKaDmOaqS0RwvN9l8nRDykXl7+veiSBHklRL05s6Nh2LU9h/AKt/Q+Rbt/HzMCHLIlTyYDq3DCe3WDH0c9TL06u2bFQ1Xvgjd4GicTHx5Xri3wHeKuvBUIQ794Fikrl2hmm3v02QVPTxK0UkTLArRRoTIfiibXxAarDV+h5+Su0PvIi9vwUlaEVlO23EVVZ3PSa7OMxF6xBcmEDUEwNLR1qYDTGivjWOudEKWlMlkCCloygxUxsHnDHgiBYszjeWiDvUFZ0E16pRPGNN8h98YtEdu5Eeh5C1ym9+eam2atSLz1M7MjOpeMRCvWLo9Q+uEDr3/5y6ODcvF5NXVMms/OhNh7+O0dJ9yaXMXVMnJrmjf/4PWTgU6/PbVrLIhrLoRtxvB8jWj1FE+gRDaFuXdpYNVWO/+YhikOLDfQ/wXKEC8n6Z10tqvHwP3qW1uMdCEVBKGLhXUntypLamV22j297K3Lgtxzt4In/12eI5MKMpFtzcKsOiDATEm2PkzvUTsvRdk7+yx9RHVs/h7pqauz/6jEO/MYJVENj4BuXmD2zvHROjWjs+8pR9n/1OGY60syYhO9aJBcl3tVP24kurn7tHFf+8JOfsF81IS2HxrkBCCSJp4+suI03V8LLV4js6sbo79jW8ahxg52/9TQdLx8ERSD9YNljfuE//daCY6EmI+z4O58l9cguFCNcXqUfoMZMnOkSw//T93Gubr9R33qsneP/4Akye3LMXZjhnX/6Knpc5/DffpiBb1ymeA9plKXvUx+4Sn3o+mLGNvDX1TieSHYRiWQ2Nw4pqZTHmJ76ZMVG7Wz3ESLJVkY26Fg4jRLORJlYppNky84Vt6kVxmlUZunc/+y6jq1pi2K79wp5f4pT9R/QCNZnXPrSa2b+7/776qkc0veoDF9dcCoAAs9DCCVs5F6AxCnNM/vx6/R9+W+TPfIktfEbBO72Nla3q710q3sWbK1GUOO6+0kY5GxCoNCidNGu9qIJg2pQYMofoi4X75spouzRT2CKKEi47n5CRS7OAwoqfdoBLFknIKBN3YGKSiGYYdIbXHK+O0GoykKG3ik1NuQE3czOKoa2JDi+XmyNY3FzgljF0L2nAVgpkbaNm89TevNN/GoVv1QKsxWbaQYVgtjRXSRfOL7k4+r7l6i+eQolZuKMTVP63nsEjfBlURMx0l+++0RiJHSO/8YhpJR88D+cxi45S+6XXbr54kmsRoEgcDcVxdD1BLF4G436/OobbxaCZgYmrOIMfLn8YRCgqDcXHYm8hZrxprEpA4miKgTNxf2mA7GSuJNQBEIJG3/vJP4kVLEwYdx+zpvHiGYjdD3UTnWqjqI3nT0pCbzte5oFCvF4O67XwLbXFtG7nxAoHEg8ybh1lYq39HnKaB1kjS6G6+cJVkgh+7bPpd87jZkOldVjHUkO/e2HMZImo6/eYPxHQ8ve19pUdUXqztKNPPmLswSuz+R7IxSv53GrNghBojvJvl87RueTvbQ91E3/F/dz8XdPLVNTvhu0qMb+Xz/OgV8/gVAVrn39HBd/9xRebWlkSCiCvs/t4eBvPoRqaoy9McjAX1+k2sySxLuS7P9qOJb9Xz1GfbrK0HeufIoyVEuhJKIYXS1Yg5PgBxi97QhdxR6aAikx+zrwyjX8fCWkEm7PorWmkZ6PO5XHL95ZIPN+I3Woi9bn9jL2l6cpfDxM4DUdQMnN6SyM8jUR39dFfF8Xo//mVRIHe5CeT+GdK2SePYAaM6kPTKNtcy2UkTI58m89QmmgwOR7o3Q83gOA1/AwMxHaTnTeU8cCQDEj6LkW1EgMKQO8cgm3mF9zsDGd2blpiuIg8JidPodjLw0o6JEkZiJHrvcYge+R7jwAgNsoUy8tMkcqqk4k2YZmxvBdi0Z5dksIDdaCraLXXQ8c2cDx19+oXPBnONN4YxWHRIQ6JFLi20vPETgWCAU1El22V2N2ArdSJNLahRZL4pS2134pBXM40kZFo0PrI6O0odwm1rtD20efdpAZf5RqUCSrdJBTO7nsfBRmOQh7Mce9ayRFC3uNE+ieuWS+FwhSSgs9yl6qQYliMIMhouzUjmAIkwH33JoqAm6WoCnGxt4V0bTBEJtzY7fEsZCui3Rd9FwOEYksqm+vklW4I0Ro8ImbpU0bUegUgvjx4/jlMtbAwEIfCIqy8XEBQlMQ5nJlSemHNLN+TVJ+9cNQROUmI5QfYF0eXt57cQu0aFgCdfJ/Pcv4h3duHgawGnlct7Epx0LVTBLJHvJzV7ePZk9AqifJrpd66Tjehh7VsMsO4x9PcfWbAwv9JInOOHu+0E/niTaEqjB3aZ5r3xukNBIK0ez5Qj/p3iTVmTo7X9jB8I/GmbuU58iv7kfRFc7+wSXmm1FAKSXJ7gT9z++g5UAOp2xz/ftDjL4/SeCG16nHdfqe6abniU4SXXGkL8nfKHL1WwMUBkIjIdEV59Av7qXjaBst+7OYaZPdL4WNg6WxKu/91x/j1renRl7VTHbtepliaZjR0Xd40C1OgSChtaCJ5c+jIjRa9B7GxCWCFfpRpBcw8/Fiaji9N8f+rx6DpEnpRp6x1weWOXx3gjVf56P//E28mkNwm8NQGy9Tn64R/xdJ0rtztJ3oRI/pOOU7GAZNVp+b0OI6B756nP1fPQ4CrvzRGa780ZkVhcXi3Un2feUYesJg7I1BTv2rt7ELi4tnbbxMdaTI0//88+QOt7PnFw4z/dEYjZn7S3N8VwgFM54l8Bw8p76kN0vvyNL2d7/E5L/6GkGtQetvfh41k2Dyv/wjpOvT8usvU3r1JLXyNdIvPULyMw+B54OmIm2X+a/9EOvS9rKXbRRmWxJruszkd87hFlc3svRMHHuqSPn0EEZbCkVTqd+Yxp4ts/P/9tNE+9twb2xvsCDaFsdIR7jyX71Lsi+94FgEXoBTsojklhts2wmzs4eWF79ApHMHKAqCsKm7cvET8u++QWCvIlwqVBKb6ikMYVtF8nNXl32e6thLtucIsUwPge/Suf85AMoz1xccCz2SpOfwy8RbepG+h6KZNEpTjJ79Lk5ju4M/AsNcmcnwQYQjG8x5qwm5SXynAUKgReNLvvEaNZABRrZ9WR9o4DkEnosRSyC0rRFIvBts2VhggYoHKVLqUvG/iIjTpx1g1LvCiBeWtU0xxFHzWXq0PVx1TzcVpXxKwTye8O7a+xgQcN39hJosLehstSjdDHNp1YbxwPHwaza0JYl2pBGaEmZY14FIRwoEBJa3lF57ndgSxyKwLGoXLpB6+mnav/pV/EqFwLYpvv46QX3tzWF6e3tIIxuNYnR3oyaTZF58Eb9ex5mYCJu11wFnaor0iy/S9ff+XthkHgR4+TyVjz4K+y42kLkQqopi3OWB9ny8maWpbum4dxVAgZAZyirZayrjsa0Sjl0isglmJyEE6Uw/qmriedtDr5rbm+G5/+BxorkIk6dmKBRt4u1RMv2pBc860RnnuX/yOLG2KKPvTuC7AT1PdNL1SAdv/5cfUhgoEW+Lsf9ndjP05hhOzeXR//Mxps/NUZ2s0f14J4d/ZT/v/quPAdAiGsd/4xCzF+aZ+HiKjmOtPPtPnuC9/+Ykg6+HbDSRtMHuz/Xj1BwmPppCj+vs+Vw/7Ydb+MF/+COsok3gBhRulPCdgNzeDNPn5pj4KHT47LKN724f57nnWVy7/h18f31Nc/cDCiqKUJuToLpEHEkgiKjxkDL2Ho3HKd3ZSKlPV5g/P016d45IawzVvFtURy44vnrCYP+vH2f/rx5DBpIrf3iGa18/j9dYYaIX0P5oD8n+DE7ZZvBbl5c4FQtjma0x+uoNcofbSe3MkDvYxvgD7FjokQS7nvgVNDNOZXaQ6StvY1WaRBz5CjKQaJkEvq4img6D1pbBL9cREQN3Ok90fy/pn3qc+T9+jcblEZSIQe5XXiT3Sy8w9d/9GUH1/tI8rwS/ZiM9f83Ns4HrhZlQReBVLOL7u1AiOtJ2AYGeieOyzYaoAAK5zKhQNAU9blCbvncZIsWMkHv2JRCC6W99DbdcQigKkZ4+sk+9gFssUDr9wV2PoesxDDO1qdJfKSXVyiS2tfzez498Qn70HPuf/S3sWoHhT74ZVjw0Zy0hFNp2P0Ek2crgR3+OXStgJnLsfuyXad/zJGPnf8B2ztOaHsEwE1ui3fHAQIJdmCW1+yiR1i4W0n+EGhW+bZHYsZd8MrMkK6HHUmHWKwi2XYNlLYiJFJrQKfiL1NkuNqVglpzSiY6Bs46mqkpQoCHD91MisWSNrGhvrqt3dyz8uoM1XSHW30JsVwvRngy1gbWznxq5GMn9YWmpU6jhrkJacTdsyrFQNYERU1EUgXvmPUqVIlpnGB2hUsA0wbZBc8rIwfNofn2J2LM9MYFi6Biah5nR0DvT6Du6kSi4k+OoZRU9m0ZNpdAVDzE7jGtbVM+cQZRnMSIKjhVOnn6xSPXUqYXG7Oi+fUR276Z6+nT4WRCEgnl795L7mZ9h5g/+AG9+A2k0TUUYd79takuayP4+lIi5kE/yCxXqZ6/dMWvhVB0mT02z74u78Ooe5Ynqkqhr4AY41fDB8n2bamWKZKp3U5NNPNFJNNZCpbz1MvGqqXLoF/cRzUV46z//kKnTM8hAIhSBaqoEboBQBHs+309mV5o3/pP3mPpkBiQMvDrMZ/+TZzn8y/t47789tXDMC1+/iqordJ5opz7X4MP/8RNO/PZhdjzZhR4NfxMtojH+0RQf/+sz+E5ANBfhpf/sWQ7+/B7GP5rCqThUp+q89c/fx6m5YZmUgPJolaf/8aOkehJYRZv6XIPr3x+iZX+W/T+zm5lzs1z99sAKVypQVYMg8FBVY8EZUFWTIHAJgkWvX1E0FEVHIEIhO39p3aSqGgusJ75vL9n39u2E0JDSX+Z8CKGgKgaeb6EoevN4Et93tjwzpaDSHztGQs2RULPsij9ET3BgyfcJLcuMPbRituJeI/ACrKaRr6jKYtp3BcggZG/S4wYHfv04+371GIHrc+n3P+HGX168I6OTami0HO1ANVQqI0VKN+5QciKhPFTAd3xUUyO9J8f4W0ObvcRtQyTRSizbHTa4RpPMDy5qD/mVOn6hit7dglpt4BWrBA0bY0c73nwRabl4hSrJ508gNBWtJU3iycPhzhLMvg60TALnAXQsKlem6fj8Ydpe2MfMm1fxG+4ygyZw/YXstD1RQDF1tEycxtAMbV88QdvPPAJegNmVwats/zVac3WcikPPizuxixaKKohko7Qe7yC1M8PAt65s+xhuQo3G0FMZZl/7Fo2RwYXP7ZlJtFSGyI6dqzoWmh4NBV03ASl9KuUxgmAF40xKpAyZKKWUy5gSVT1CpnM/ntMgkeslkett7haQbNuNUJRtZVfU9QSGee9LobYXksbkEFIGxDr70GIJvHpYOuVWi1iz4yR3HqL9qZ9i/sw7uJUCWiRO7v/P3n+H93Xm553w5znt1wt6B3uvEtXLSKOpnuo24xZ7Y8dJNpuydrYkb5K9Esdxkt31rpOsS3bjOHZc4jKe8fRRHUkjiWqkKPYCEL3+ej/9ef84AEgQhSAAUtSMbl26QBycXp7nW+/78CMYySYasxNLSqjeC2hCw5f+IjZJicSVDqoIBHdvxef05OLGd7lQc3lzuDWLysVpmo5tIdQSp/szh7n6u6/g1dfQn6GptD+1j+iWgDilOpjBKa6fMW7djkW8WefRL3az9UgSI6xi1T2uvDnFK392Asf0OfRUK/v/QS8jZyvsfSRKonmI8pEWXvrjBsOnyoF40NVLbN2a4/A/6iWW1qmXXN597nuceSFLstXgqV/azrd+a5jscJ1P/O0tbP/p/fzpP79E5YWn+dgv9lPY0cHrXw5Slfb0NPlvfGPuqjRSH/oQXqlE7qtfXVT65ExP0/ypT6Elk+tyLISmIlbJWIiQTuqHHkVriqMmYnjVBko8gnlxOHAsVoAe1Wnekabv4W4672nHLtuLSkBmzmR49f8MovK+71IpT9DZfWxDdadGKE6qaRuV8gSbHXEJJw06j7Qx8dYMs2cyC9cifblABauGVHoe6CQ/WCR3Kb9wCsWRMjOnM3Td2054rvbeKtlYJQvVULGrNuXxwPGyKzZqSA36MAhq9iffnsGzAyPaLFpMvDnN/h8LnBy7EtxXq2KjhVTUuIqiKtTzDRRVoEVu7ZOIRJrZsuVJ6rVZmpp2UChexXXqtLUdoFKdYnT0ZVzXJBHvprPrXqKRFoSi4dhVpqffIZe/AkiEUOjoOEpryx4URUPTImRzFxkZeQk5lzoVQqW1ZS9t7Qcx9Biu2yCbvUgme27BSYnHu+nrfZiJyTfpaD9MNNqG59kMj7xApbK+psSV4OOTsyfAkDTRiScdXP/aICaRFBpTTFuDt0UMaCUohoqRDBFtjxNqiqBHdRRDRTVUmva0rm0nUoKU7PjR/ez64iEALvzXUwz+1cpOxfyxE31BJlE1VLZ8YtfymQ0g3ptCEPT6hNLh64N2dx1CiZaFZkqzPEujch0Bhudjj80GvRSlGs5MAa9YxehqRomGcDKFIIPRlECEDCL7tiyio6yeuIRv3V416vVCi4dASrb+3MO0P7UXa7a8uMxOwuifvkl9JHAgzfEc019+E7dUx7ccCq9eovVjhxGaSvH4ZeqDt7/HwiqaXP6zMxz4hXsxEgahpgiP/OpTaFGdkWcHyZ27c8KEvuviNWrLq6z7Hl795tkTTQujaaENnYf0PWrV9V23UDW0UAxF1Um271hYblXzmNXb36MYiTaj67eZIv89QGN2Ais/g2JE0GLJBcfCtxoUL79DtHsb6T33Eu/bhWebKJqBHk8ifZ/K0HncNbw7txu2NBFiTrF8vtUYhZCIYktrHZTvG5gAJORev0rHx/cT7kzS+YkDeKbD5NfexcpUly+LUgR6KkL7h/fQ/xP3oRgqXt0m8+LlFXtT14J1Oxb3fqqdox9v45n/NEqt4NDUFQrmxTkDMpLQOPSRVuLNOie/PYtr+zz2kz186u9t4/d+6SxWzePQU6187G/28/Y3Zhm/WKF7Z4yn/nofqiq49HqBRKtBS0+YwpTJ1sNJWvrCtPRFsBoefQcSTF5e/sUSQgRK4KEQaiyGb5qgKKjRKOHt2/EtC6+yPhotoSkoodUcCwM1ESX/Z88RPbITeyKL3zCJ3bcviGyskLHwHJ+JN6eX0KTOozazuEyiVpnCcWqENlB7KYRCS9teZiZP4jibW4ahRXVCqRCVqeqCkX8jFE0h0hwmcyGPa173AUqo5xroER0jEUzCvuvjuz6KriL9a2UqUi7mDPBsD+e6unfpSxo5Ez2iL2Q1jLhO/2M9dB/rINwURjMUQqnQtebsW4CiaKTTW7GsEoXiVXq6HySXv0Qme4Ge7gfI5S5RKo0gFBXbrlLID+BLj/b2Q2zb9jGqtRksq4SUPpnZsxTyAyiqwY7tHyd0Q8NeS/Mutm57itnZ00yVJ4hFW+npeQhF0ZiaPoGUPqpqkEptRSgaxeIQ+cIAhh7Htm9HmY2k7GaouDliahMT5iUKztTNN7tNEJpCy4F2+p7aQeuRTsLNUbTrWcIEKMvQhS67L0XQ/ehWOh7oQY8ZODUb13SW9G7cCEVTFvQqEv1pDv+dB9d0PEUPnOONDOa3E3oohqIG30+9OI3vXhcFkxJrdIbEY4dQ4lFqJy/j1xpE9m9FTcawRgItIa9ax5nJM/ufv7kgPLWwi5X0j95j6E3RQFDtTJDVFbqKej1bilysMeBbLuUT1zKbmW++Q/G1QE/CKdSQtgvG7acOnXpzgtp0lY77eoi0RXEbDrlzGbJnZu4oA5nfqNEYGyZ56BgAbqWMUFVCHd1E+rdRePNVtGQ6WFn6uLXqkoZuTY8ssEmtF57nYJnFm6+4TAWA9D08x6Q0fZnJCy/ekPldmuHYbCRT/Zui33GrCIpbtXkZ2VvYLtjSx19VrduplZh57dt4Zh0rv1gsrnL1PLl0G82HHkaLJtDjqUD7yWpQHjxD/uzrQVr5PUbNL1P3y3SqW6n5ZXw8YkqKtNLGrDeGc0P5kghCSXM/Nx/Vqxmmv3OW/p96ADWs0/tj99J0Tz+FEyNUh3M4hRq+7SE0BT0ZIdrXRPqePpJ7OlHCOviSzCsDFE6Nbeg81v226oaC70N+vMHUQI3Lr/tLIm6eI3ntL6a48Mp8OYDgR//xThKtBr5nc/9nO7h6ssSLfziG50gG3iySaDW4/3MdXHwtTzlj09ofITsWRJOvnizTuy9OOWMRjqnMDi+fCpOOQ+XNN0k/9RRtP/VTeNUqQlFQk0mEqlL63vdwrtfUuAUI9SalUL4fUOEK8E0HvasF6+okaiqxql6H23AZeHp4zefRqOdo1LIbciwAEskekuk+cpm18WmvFdLzkZ5E1VWEsvwYIH2J5/ioWkAzen2GRp1zIOYNuSXm1gr1lUIRi0tcBCiGEuzL81E0wd7P72T/j+9m6IVRhl8co1G0SPcnePyfPLTOi/XJZi/guiYd7YcpFAYplUZobzu4wOZRLo9RrU6jqiEURSWXu0Rz0w50PbbA/OS4dRy3jhDqkr4XIVQ6O++lWplkdPQVpPQoFq+iaRE6Oo6QyV7AcQJHW9NCZLMXmJl5d7k7t+mYV+BueOvXhtgohKaw5RO72P/X7yXWFccuWxSv5CgPF7EKDdxG4BR0PbKFrodvrt6rGCo9T2zFLDSwRgok+tLs/Zmj1GeqTL8+tuJtna+vB6jPVsmdm11TA13+YuZuKBleGUJhPiXvmNUlZXXObAElFkGJhnEmMviWg5qMgoDq6+cC9qQzV4kd20P00Hbq7w4gfR8lZCB0FTdb5gaalLnDrTABi+v+dBtLz4unxiifX91ZXo0vXroedubWaY03DF9SHi5SHi7e+WNfByUcJdTVS3TLdmI7985pV4kFxp/WD39yoZzXrVaY/tqf4ZaLi/ahbjBbAUFp6Y2lp4sh8VyLUCSFqkeQvjtXFuXiORbl2ask23dSmLyAWZ4FIVD1ML7n4FrXB23mXsxV38m1v7CqGiKZ7r+lbTYLabWdbcZBCt4MI/Y5/FWchBu369F3U/CmmXQGVmYzkpLK0Pll/+Q7FpkT36U2OUSsextqOIZvm9RnxgKa2SVlUBsbPIVYn7HvYHHVOcMO/QgHQg/jSJuoiFOTZaa8oYXzala6SKtthEUMTej0aDtJy3ZqfokZb3RD5349pOsz8bV30dNRuj55ACWsk9jdQXxXO77l4ltuYGcpAkVXUcPaQmDEdz0Kb40w8oev49+qBsYNWLdjcfI7s7RvjfJj/3QXs0N1zr2U49JrBerla55to+IyO3ytTquat1FUgaopRBIqqY4QZ1/K4Tlz7EmuZGqgxv7HWwjHNaYGanRsi5Ibb2A1PAbeKrLzvhSzQ3XMmkc1v/JAUT11CntmhlBPD0okgvR9vHIZe3ISJ5dbt6bGzUqhfNOmcXYQIQTW0ARNP/Jhovfuxbw4vO6oXKQ5TNv+FkZfucae47oNioUhUk1bNxTNUdUQHZ33UMxfvcnAe2uwqw6VqSqte5sx4gZWeem+fccjP1AkvTVJOB2ing0GCy2skt6apJ6pYxZvrYFIi2gkumLMmwKKptC8PU0918Au2+gxnb5HuikMFjn1B+cWziveHl0wCK+HlBIxt5+V4PlBv4Tvu/i+i+PU5+p1PZS5Z5NIdNPZcU/gCAoFTQ2hKMaan52qhgiHm5iZObVQGiWlT60+S3v7IQwjtuBYuK5JrTbDnayryTubW2Z1q0jvaGbfzx4l1p2geCXH2f/vLXLnZnBqzgKlrNAUop2JNTkWSMiemeb8750EAff80qOkdjRz8G/ej1UwKVxcXgvHd7yFUr/ycJFT//41nMrNvyvf9Zel0L1b4Dkm0vcQqoaizDsZ187XzZZQwjpeJeixwPfxqw2M3jbs6SCwVD87RPnFd2j63KMkHjuEdD2UaAjzygT5L70IEqKHdxDe04/R3YKWipP+9EM4swXMC6PUTw8iIiGSjx9Ga0sTORBkRJq/8GG8YoXq6+dxpjeXRlX6EuneJCJ9nUcY3dVFqDNF4ZWLiz4/JaSRfngP1fNjUNz8SGvLwXaadq+tzK9wKXvHyqF8x6Zy9h2ql26usC0dB89cGixUhMZGDWvfd2/aY1aYOE/vwY+z/YEv4DkmlcwwmaE3kb7L7OAbGNEUW+/5PLZZAgSaEWX60ssUJs+jaAatW+4lFGsm2bYNI5Ki98DHccwy+fGzmJUMoXgLLX1H0MNxQrEmmnr2o4WiWNU82dFTy1LXRmNtxOId70njdlhEadP7cHG5lftviAid+lYMEWLGGVmTBsNykK5DbewKtbGBICgrV27Ynu+PWe9tEoh121F5fxrTrtOktKEKnVk5StHL4CzqKJb40qUuy1z1z1y3NLgeH58pbwhfeouyPEV/Ftex557B2uCWTYb/4DUaE0W6PnWQaG8TiqGhhnXU8FLbVXo+ZqZC5sXLTHzt1LrVtq/Huh2LwqTFl//tAD174+x/vJmP/EI/O+9P8/XfuIpZnTN8fIl7XRnM9e+EnNPTuvFZKso1XYGJi1W2/WQ3/QeTTF2uMTNU48jHWunZG6eSs2lUVrnZvo89MYE9sbkqh0JTUfRVbpvrUXvj7IKRUPiL51DiUeyJ2VXpZldDoifO7s9sX+RYSOlTKgzhOA9hbKCxTQhBU8sukql+CvmBde/nRlhlm6HvjnHPf3eAgz+5l8FnR3AbDlpYI9IUZvZcFs/2ufrcCI/9r/ez9/M7ufLtIXzPp+/hbtr3t3Dqv57Hqd26M7b7U9vIDxapZxq07mmi75FuRr83Tj1vooVU3IZLOB0iNudMxLti7PncjmUHJats49Rd2g+2knx1ErfhIIFG3rxmONww2Mkbftf1ODu2fxLLLjMy+j0sq0Q81smevT98C1c1/8EsPknBNW2Na8f3F5yPOwWBQkJrIam1oIrFg5ftm8xYV29rn0XbPd1EuxL4js+VPzvD1PHRJX6VUAR6bG0Uhb7nM3V8jMypKYQiOPu7b3HPLz9K0+5WDv2t+znx699bVr3btz2qE2Wa97URaQner5V6LN5PMCtZPNdCUTWMaDqggbxuPPMqdfJf/h7SsvFrJggofucN1HQCNxtk5KTlUPzaa9RPXyXU24bQNdxiFWtwMhgbFYFvOXilKo1yjcbFuUielPjzytpS4tVNyJWofO/0wvGl7dwyteJakD7SR9cPLS/UFxwYRv7kTeojQQlrZGsbif29FF69tHhcUBWaP7QXr2bSKM6ssLP1o3lvG1s/tWvunCSqoRJpj2PlG7img1AVwukwdsXi7O+9c8ccC2lbVC+uzoh4U2yCTR00Z9/MsTiLY1aIJNuR0qdevDbfWrUcIye/Sqy5j1CsCSl9rFqBWn5s/gB4jondKJEdPXXtuJ67UColfR/XruG5FhPnX1hYx3VMlg8CCZpbd6PrG2tcv9NwpY2PR0iJogoNV240YCnhJuVmGy1HE4qKWLXcTKCLEB7eshmYuixT91bOTOb9afL+NRkBvbuF5CP7gWaUpzN4lToZb45ERxHEj+3GyRQpD89Q5rpgyRqlF9yKxeTXTpF/c4j0kV4Se7uI9jahJ8MIVQnKymo2jakSlcvTFN8dpz6Sw7c3Z45et2OhagKr7nH1ZImRM2Vmhup88u9s5aU/msCs3rybvFF2yYw26N+fQAspuJaPZgh698UpzljUii7Z8QaarrD9niQv/uE4+UkLPazSuy/B2PkKrn3nI3wibMDNKGGvm+Cc6RxoRYz+TuyRqUV/Uw2VUNIIjFQg3BRaEIm7HvHOGFp46aOqVqeoVacwmneu82oCaHqEnv6HKZfG8LzNEfyRvmTg20NEUiF2fHQLOz6+Bd/2UHSV/ECR7L8q4Nk+UydnePcPz7PvR3ex9YlepC9RQypXvj3E4LMja9YwmEd1qkb2coFH/uF9gcBdc4j8YJFzX7ocMGu5Ppe/NcR9f/swH/4Xj2AWLYQimDo1S3rr0rKyRt7k0jcGOfCFPXzsf38cp+5SuFri+G+8vbgvZBXoepRItIWJiTeoVILBQ09vvyUdEs+zqNVnSSZ6UBQd33cW+N1tu4q9yT0yt4o2o5/d8Qfx8ZcwQNW9Mhl7ZE2NbPI68UShKWs2KsItURRNwSqalEeKy87TRtwguW2pkveq50LwLk8fH+NC8zsc+u8foP2+Hg78wjFO/T/HsUuLvxfX9Midmab3ya1EO+I072+nPv3eNxluFI3SNI3SDFrbNmLNveihGHa9eG0Fz6f2xnVlDRIa54aX7Ec6LtaVcawryzDR+RLzwsiqmhbStKm+skFD9RYgNLEkyid0lVBbglBbnMJbI2tqPBeqihI2EGvs8blVXP3GJUafDejYlZDKgb9+D2ZhhNFnBrHKJqqu0ryvjb6PbL/z5VGKQrizh+i2XWipNNLzsGamqA9ewq3cnHo3MBo3WOqCctOov/Q9KpmrVDLLsf+Ba9cpTS/PqOV7DrnrHIrlYNcLzA6uzoB1PYxQgpa2vRvuL7nT8PGRUqIK/ablRULTCaVbCTW1o8WSAUHEMpUDN8LMTC4qo/J8Z85xXKcwnFDR9cX6LjGRokltx5E2YRGjXe0n443h3YT2dS3wilXMoWmaP/cI5VfO4lWus5kluIUKXu2Gag1NIfnIASpvXJyjr14d0pM0Joo0JorMPHcRxVARuoqiKUhP4jte8L/lrslZuRWsz7EQ8MTP9qIbCrPDdVRD4dCHWylMmatnEa6DY/m89qVJPvfL2/n039/G6NkKPXti7Lw/zdP/cQSz6ga1+RLSHWGyow0aFZdawaHvQII3v7q6iNztghI2lm3wutk28QcPUpjMIK8rN+o40sbRn9vPy7/2Bp7t8cQ/e4h4x9LohB7TKI4sjY46dp189gqp9DYUZf0T1nzWorXjADOTJ2++wRphlW3e+f2zXH1+lGRfHNVQceouxeHSQoO1Z/tc+vogU+8Ehr1QFCqTVQpDpYUmw5FXJshdKeBaHr4neet33qU0FtyPiTenqExUsasOM2eyvPZ/v83s2SzpLUkSPXGcmkv2Yp5GYe4jlTDy8jil0TKp/iQgKY1WKE9UmTmTWRDIm4fv+Jz/yyvMnM4Q74wjfblqQ/pycN0GllWmvf0gvu8SCidpaz1wS1EWKX0mJ99i187PsH37xymXR4lF22lp3s3o2Cs4zvqp4TYKgUJXeCdFZ4bB2gkcudjYlkg8ubbB2G04OHWHCJDoT6HoKp538zHFbTgLTqmRXFqTrWgKPU9uI72rZU3ncSN812fk6StEWqPs+ekj9H1kB/VMjQu/f3JxM6yUTL85zvaREsntTez8sQOUruaprGDMCVWgxwzsir3pg/tmwmlUyAy+QTTVSTjZRnP/YWYuvXL7xDXvEhRPjlE6s7jMT4iALarrU4cId6ZwyibRXV0kj24ltqsToz1F1xceutZXJiDc3YTeHL9t/Rae6S6wlSW2pEhsSXHhD9+lNnVt3jCLJq1HOuk41rUyDfJmQwgS+4/S8vhHkK6LW6siVJXYjr0kDxxl5lt/iVNYnVnJ8zZuyCmqvmHl7juNltY9xOKd7zv9Ck3oQQnwTcYzLZqg/aFPkNy2HzUcnRNPXNu1Fi68vdixcK0NNXMLIQiFUlxf4qkKNdCiECE86TLlDjLpXl3Sa6ImIqCqKCENJWTgZEr4jWAOFJqK1pZCMXScXHlBq8evW1hXp5H2Dc3duorR3Rr0hDau2YpKNER4ZzfJxw/jFqp41Qb2RDYgg1gDfHtjgne3ivU5FhKyow2OfKyNHfel8b2gN+I7/3GaSja4GdW8zcSl6kL/BIBV9xg7X8GZi/ReeaPIV/6PAY59uoOHfqSTUsbia79xlSuvF5AyyGqMni1TnAlRnAlEyS4dL2BEVKYH35sIrRI2lhVLCm3povmnPrHsNiJkoLUuFbMrjZa5+NUBrLKFkTAIp0Nc+vrgNSN4Ds0707TsWi7SKslnL9Hd+wCR6PoMpnmoqkH/1icoF8do1JevH18PPNsnP1gkP1hccR3flRSHyxSHl590i0MlikOBwe95HmOvXZvoS6OVQKGbIFtRnQrei8yFPJkLy0+evuuTHyiSH1h8TuPHl2/S9CyP2bM5Zs8unQA9z6Fancb3As2Kam0az7OQ0qNWz2A7NWy7wtXBp+nqvo/e3oeoN3IMj7xIR8fhW8oQlUqjXLnydTo6j9LVeS+2XWVo6DnyhQHmB0PXNalUJzdlMr4VaMJgxhqi4W+sPtMuW5QGciT6U3Q+2Me2z+xl6vgonumi6ApqWMOtO0tUqgsXMzg1GyMRYuePHsDM1YNSJSXIZvQ+uZ2dP7I/qJlfZy+DZ7pc/vOzRNpibP3UHnb9+EHqM1WGvnZx0T6r4yUu//kZjvzdh2g73MmD/+zDDH3zEvnzs7imG5RkzWVP2o504dYdTv/OG8uqeN89kORHTxOKt9K190N07XsSp1EhP3b6trPivJcISCiWGixew2HmuQvs/2efJtKTxm3YKGGNUFfgQKTu37koxu7XLaa/9DqNkQy6uL3K16quYsSMJSx386WAeuz2s1ItnEs0RuqeB6hcOE3x7dcChkYh0JtaaP/E50keOkbu5WdW3Yfnmht2ulUtjKpuvAn8TiEUTtHZfQxFuf3q0psJXYRo1/pR0bH9wqrlr00HHqD54INIKbFLOdxaBd+x1vSszexiZ991G/jSX2e+IkA03haIuc4dv+znOWu/hkAg5/Szl8ucxe7dReLh/bjZMkoshF8zyfzpi0jboemT9xPa1olvOQhNJf+VV7EnVhatE4ZOZF8/iYf2UXz6bSrHA+dJ72gifmw3RlczsWO78KsNisUqnn13ZsPXXQp1+oUsZ1/KLQTvfU8uchgvvJrn0vECnnvtQUwN1Pgvv3xuYZnvSQbeKnH1ZHmBOci/jm5RSvjWbw4HDEtz27zxV1O89bXpRfu9k1AioWUzFlpHM2pTAvPS0g5/JRJCTS3NRNRm6lydCdY34gaNnMnV50eozS5uYOs82kbTtuVVthv1LPncZbojD244ZRqNtbNt58e4fP7LuO76VRfnkWzaQlPbboSikpk8Ta08RVPbLhLpfiLRFsrFETKTp2ntOgRIjFCS3PQ5zEaetq4jhGPN1CuzZKdOrygW915DRcWwFLrSBxmZPc7ly19biOIODn4HgM6mg3Sm9zM+8Q75ylUkEil9yuXRZSO+QgSNZDf2aoCkVB6lXBlnPrJy4/bV6iTnz//5HY4kyznK2TQCZVWKwZvBrTsMfeMSzQc7iLbHOPL3HmL3Tx7Cs1wUTUWLaIw+M8C7v/n6ou2y704z8fIwWz+xi65H+knvaaUxW0PMORahVJjMu9NMvjrCgV84tu7zcyoW5/7zCcLNEboe2cLBX7yPRqbG1KvXvnvpSUafuYIa0tj7s0dp2ttGencrbsPBM12EqqBFNRQtoJidOj76XpC+3DJ812bq/Hfx7Dpd+59k6/0/SrJrF7nhU1jVLJ5j3ZKTEUQZ794szc0gXT9oiowYVK+MM/nHr9AYyZI8vIWx//zCNe0GyZwSthf8+zbb9fVMDatkcuTvPsDVr13CzDdQQyqdD/TQerCDd14YuvlONgmKbiBUlerFs3jVa0EHe3aK2sBFQu2dN92H6zbwfAdFXb+RrSoa4XCKWvW9o8NeK4RQ6Ow+RiLZe0ezFS1qNym1bWEoiqvNwU8lzfbQ4ZvOKarQSamtpNR2QFL0ZnFW6q8Qglj3dgDyp18j8/YLeGZ9mTlvBdzISmdXkRu0EaKxDlQ1tIiRcS19gUJTEapC5o+fR+gq7T//CaL7t+CVa4R39pD5o+dwCxXSn7yf1IePkPlv312x39avmZReeIdQTytcVxZvDU9TekFidDWT//IreNXGXU32sX5yZDln7It5ajUByqI/B/fuhnq55Zb5Ehae33J/k9eWr7TfOwUlGlr22F6pSvV7p2icWdoArcQjqInVBW4aBZM3f/sUjcLSCLZZtMheXCH67rvMTr9La9sBQuGNUc8CtLbvp1HPMXL1heVVSm8BjXoee/wE8VQvLR37sM0SLR0HGB98ibaeo5j1PFL6pJq3kZk8RW7mAp5r0dK+Fz0UY2bsbbq3PUajlqVS3DxKts2CrkbY3vEYUvq0JHbQsIpMF88t/F1Kn3Ssj97me7CcClvaHqRhFahZ2YW/L+xLjy2odcdi7cRiHUxOvb3sYH6zAf5OOBWaCNGq94EIktemX6U3vA9dCVF0pucURAN40qHozKzZ4Zh5e5wT//Zldv74AdI7WwilIwgBruliFRs0skuzlU7N5szvvEljtkbPE1uJtsdJ7WjGt10amTqjzwww8Jfn8B2P9I5mhCKW5fN3ajYzb4+jGOqiMpLr0cjUePe33sCu2ITSYTru6yV3ega7cu3b9SyPwa+co3Apw7ZP76HlYAeR1ih6IoT0fZyKTSNbp3Apw8jTA3iNu9NxnodQNRJt2wjFW9BCMVyzRiTdRdv2B2jdei9OoxIwR0l/wTiYLyq4nj9q/t9S+gy98Rc0ine3oafFQxjNS4NCiqHS9qHdKGENpzRniPiSxnAGRdcCusb3yGmySxanfutNDv6Nezn2vzyKqitIP3hvL/3ZWWZP3jkGN88ycUoFtHgSS0wu3BOh6WjJFNb0zc/FdS1cp7EhkTihaMQSXeSym0urfjuQatpGV8/9iA2UN68HTWoHW0MHUbhGLQ2BYxE30re0r7KfnaOaXXnMdxsVpO/TmBnDrW2sRNCx67iuuSGF8kikmUi0hUp5mf6v1SDBnsoH5U+2gjNbRO9Io4QN3FINt1hFOh7m4BTNn30YoaqrE034cmmDuAya/5FBFvVudipgI47FHNKffAC9e2NlOO8nhLd1LtZJmIN1ZYzG2cFlt/HrJqVnXl+14cZ3/CX1/fMoDpc5+Xsr0/VVShPks5fo7Dm2oaxFECnX6Ol/GNdpMDF2fN3OhRAqyaZ+IrG24GOXEt938VyTdNsuVFXHbARaIq5Tp1aewrECQy4cbSGe7EFVQ3O0rHdnbWwi0km5PsV47iSxcCutiZ3oahjHCwwNRWgkIh0MZ14nXxmmI72XVKyXmpXjxpRqU9MO+nofBgSKolEujzE7e3bJencLwkqcnvhuVHH9ECJpM7bQZmxZtG7NK3K6/Pya2UGkJ5l+Y4zMu1NE2mJB6YYAz3JxKjZWcXn9GqvQ4Nx/fpvBr5wn3BxB0VV828MsNDDz9YVb+fa/fXnFY1fHKxz/Z8/d9BwrI0Xe/NXv3vQ6cmdmyJ+bJdQcIZyOoBhqwA5TD5wku2LdrY94EfRwgu0PfpFQvHnJ34SqL7t8Nfiei6rduZKc9aL5gW1s+/lHliwXWtAEOfnN0zQmrmkimaNZzNGVSx3uFIqXcxz/598l1hlHi+r4jk8jV8cqNO7o+yYdG2tqnOZHn8Jo78Qt5hGaRrh3K5HeLRQzrxHfewhEQDdbH7mKdBaPE65Tx7FrhCPN647gC6GQSPagqsam0qpvNiLRFrZsf4pQOH3HeyvGnIuU/RxNaicptZWYmsIgvCCQt6IexRyk9LGlRdGbZcy+QNUvrrYy+dPHiXT0k9pzD2ZuGruYQXpzrEs3fUflIsfd8ywss0Q01rbm670Rmh6hqXnHrTtdvCJUAAEAAElEQVQWAtRYOAiyqQpKJBT0WdRNlJCO0FSk7aImIvj1DZT1zUVpNu29mBOMFVpQHSGd5cs+14MNOxbxB/cSPbR9M87lfY3Am5x7YRQFrTWF1poGKXFnC7iF8vpfKMGqqry+7zA1+TZNLbsIhVMbfvE0LUz/9icByeT4G+saiDU9THPbHjJTZwlH0kRiLfi+i+s0kNJndvJdzFo+SG/LxUNWrTKNUFQKmcsIoVCvbj4948YhqFk5hBC0JXfh+Q5ThTM43vUlZJJ8dYSo0Ux7ajeWU6XSmGa5UTOXu0StOo1QNHzfxjRLG84Y3U7UvSLvlE6zlhoeHw93jc3b18MzXapjN2eNWQQJZq6Ombv1ZnYhFJq69lPKDOI5yzsv64H0JWa2jpl97xrsNwOBYNjmTDzvl6bv6sAsI3/y5pLl0vFoTBSoDmYWdFLmIVRl0QSthPQFKt07GWn0TPc9F8hTIzGiW3eixoJei0XwJU0PfWihtNirVrAy07ilGxwL18I0iyRSa9CfWQFCCOLJHsKRlru2HMowEmzZ/hHS6a3vScO2JRvMuqPMuqNoGPQau9gdup+8N82A9c5NWP2CKLsrbSxprik7XZ8eZeL5L9H52GfY8tlfwMpPY5cL+LZ503GmMTtOeeAa3bTrWpiNwpyWxXqdT0Frx0GmJt7GuUWWxdDWTpKPHQRFoHekKT53Er9SJ/7AXpIfOoyTKZJ4cB/Vty8hXRetLUWopxUlGibU3w6+xMmWUKJhjI4mtFQco6MJo7cNZ7aAtF38WiMoITu2CydTxLw6jTQXfytaMkzTvf3UhnM0JopIZ/lnpkZ0mu/fSuvju4h0pfAsl8qlaTIvXqYyMLvhcerO68R/v0MRxB7YT/zRo4HKqBAITaX8/Fs03r2yLuci2RNny4d6OfMnK6dxK6VxZmdO09v/6KawX+h6lC3bn0IzokyMvIp9i01CrtMgN3OeWKId26pQzF1F1cJoehRNjxCJNlOvZshOn6VcGMG/znkpZgcQQpBs3opr1+9Kx0JXw+zqeoqQHsfzbHQtAkLh8sQzlOoB/3kq2su2jseQ+EjpE9aTVM0MFye+g+st7mGZp5N9v8DH23Cj9t0GPZKkc+ej1EpTm+pYfD/Ac0xmrxxHMzan8VhKH7t+i07je4D6aJ766NoZlPSWBM0f2kfuhbO4pTqRrW10fuFh9HSM7HOnKbx84Tae7d0Ht1Zh5ltfXpbw5EZI38etLlcSI6lWJmjrOMhGmpFCoQSt7fuo1abvut4e3YizZfuHae88fMdLoJaDi03Jy+Fi40ibipffdB0iLZYgvfdeQukW1EgcI7l2KvDC+TcXORZSetRqs0jpIcT6zdp4oouWtn1MT7699o1k0AOhJiKoqRj5r72OPZ4BX5L7yisk7t9DZHcvlePnqb07CBIie/oI9bVhDU0R3tGDEgnhHj+P0dlE7J6duIUqSjRM7N6dVF45i5uv4BZr5L92nOjBrWjpOPZYFu8GxyJ1oJvd/+NHcKsWV3/3FTIvXV5yumpEp+8n7qfnh4+ixUMLjlj6SC9tj+1i4D++RO744IYymx84FpsMJRImes8eys+8jnU1aLIN79tK/MEDmOeHltCLrQXRlgjdxzpWdSyk9Jgaf5Om5h3EE92bEvHQ9Ai9/Y8RibQwOvwStcrUmiONUvrkZxefbzzVg1BUslOnCUdbiMbbkb5LZur0ovV83yE3c57NghAKuhEnEmmmWpnaFK0OxzMZmn0Vx23g+TYhLc7+/s/Sltqz4FhUzGkuTTyN7dbwpUdTvJ/9vZ8mFmqlVL/FdOsHWBaRRDuhWDONyizxpj40PUK9PE21MDbXSCxIdewCKSnNXlnYLtGyBc2IUZy5hFBUkq07SLVtI5rooH3rfbhWDd9zyU2cwbXfW42QuwGe3WDqwuqlX9/P0NMR4tvbCLUlkFJiTpepXc3gVhePJZFtbaQf2kXhlYsoYZ32zx5DS4RpjGRo/+wx6lem8Gfv3lKcTYfv45aLG95NuTSO77u3pP1zI4RQaes4TGb23F0VrAqHm+jf/mE6uu5BWVWk7c7C8mtLqMM3E80HH6L54ENI38PMTGIVM/j22mhja1PDS5ZVK5OBiKex/nsohEpP/yMUC1cxG2sPKLiVOoVvLc1sOlN58l87vmR55ZWzLBeWMwcmMQdW6DuSkvqZIepnViBfEILUoV60WAihqbjVZQh4hKDl4R30fP4IeiKM7/o4NRMBqLEQ4e4U2//Go9RH8zTGC0u3XyPunrf4+wh+3cSZyQcKtIA7kw+a+W5AtDVC8670TffXuqd5WeG8G9GoZxkfeZVdez+Lpm9OZFFVddo6DhKNtTM5/jqZmbM466Q4q1czlPJDRBOd+L7D9Nhbt60kQggFTY8Si7WTbtlJU/MOFEXn3Lt/hNfYjMFS4roNktEuwnoCVTFQFR1DvXbfPd8FBM2JbRhaFEOLoyga2vuI9vBuR7y5n+5dj1MvTSOlj6qF6NzxCJNXXiYzcgKhKLT137vEsWjq2k802UU5M4iiGcTS3YRiLSiaTiiSRtXC+K591/b3fIA7BAGJPZ1s+ZkHiW1tCfrr5hopKxenGf6vr1Mfu2aAaMkobrmBWzUJ9zQT2drOxB+8SGMky/Z/9HlCXU00Zu8eo/ZOQI3GiG7fjZ5qWsKoaGdmqF5auX9wHvVaBrNRJBZvX/d5CCGIxtro6X2IqwNPBzS27ykE8UQXW3d8jObW3XfdWGNJk5KXxfJvQwmnEES7tgCS4oW3mX3rebxGFd/z1phNWrpOo5bBbBTQjfUrlQshiCc66d/2JFcvf3sRQ9RK8E0bfzkj/g5DjerEtjYjFAVzqkRtaCk9vtEco+szh9ASYTzbZfb5i0w/HRDOdH58Px0f3Ue0r5n2D+9h5A9fX7L9WvGBY7HJkI6Lb9mkP/8hrKuTCEUQ3rsV37KJP3IYKSWNd6/gFSt0HG7jkf/pGFZ59QiWHtUpjqyNNSE7e5ZU01a6eu7bNMVOIRRi8Q527PqhIE048TbF/NVbrkP0PZvc9M0nkfVCUTR0I0Ys3kkqvZVU01aisTZ0PYoQylyz+ObUriYinezqegrXs6hZ2TkngoWJU6DQ3XSIruYj1MwsplOaE/95H/CKvs+ghxOUB18jO3YKhKB795N07XyM4swlXPvmk6JjVpi4+AKp9l3E072MX3wBs5adm7vurpKJD3BnYbTE2fpzD+M7LoP/3/cwp0sIIYj0NdH1qUNs/bmHuPR/P4vXCAJH0vVAEQhdJXnPNuxsmfrVWaTn4zsuQv/BmnKFptH00JPE9x7Et0z0VBN2dgYt1QS+T/YmGhbzsK0K5eLIhhwLAEVRae86Sr2eZWr8jfeMxlxVDVrbD9K39bE5Eby7T13bw+GC+QbMtW9vNqxChljPDmoTV3HKGxdstO0q5fIY8WT3BklsFDq6juLYNcaGX76pc1E7eYXa6eXV2u8ktKhBqCUOAmrDWZzKDc6OgKZ7+kjuCSieS6fHGf6D17AyQaC4MVEkuqWF5P4umu7pZ/zLJ/Fq68uu/mCNcncCQuCX6yiGgd7RHLDZlKpI10PvagXAvDgMgKorZM7nOPGfzqxqv7QdaGHbk2trXPM8m9GhF4knOkkk+zatCUwIgaqFaG7ZTTLVT6U0Smb2PMX8AGajiFy1sev2QFE0NC1COJImnuwhkewlnugiHGlC08KAuG1NcF1Nh9DUEOfHvoHpVFCERiras/B3XYvS03Iv+coQQ7Ov4vk2sVAr3c1Hbsv5/CDDtRuUMlcDXQSgMHWejq33E4o2rcmxCDDPaz3XWHyX1WB/gPcGid0d6Mkwl379GWrD1yKAlcszWDMVdv/DjxLuTlMbDERFrYk8elOMnr/2IWK7Opn9+gm8momejqGGDXzzB6gMiqB5O9K/lfxrL+AU8jQ//AQz3/wSajxJy6NP4ZaKa9yTJJs5T3vXUdQN6FlAQE6yZduTIH2mJ0/cUZYoIVRi8Q66+x6kreMwmha+q5W1HXmbIvFSkj/9GkaqhcT2A1j5GexyHt9x5kpYbzL+LjM+S+lTyF6ho/MeND28odNTFJ2e/kfQtDBjwy9jmiuXBd0t37Sia6jxoBqiPl5cwvCkRg1aH9+JEtLw6g7Tz17Ayl6rPrHzNYqnxkju6yLUkcBIRWncTY5FQF3lgff9p8gqNBU0dcXBQDoOlRdP4F/XSyGEQImG8etmwPE+d1/sqk3mfJ7c5dVr2bSIRv9jPauucz3MRp6hK8+w5+CPEw6n17zdWiCEQNcjNLXsJtW0HbNRoFQcplQYolKewLYqc+J6m2uYzTsRmh4hHGkiHu8kGu8gGm1dcCSEot2xQVpVdKT08aWHIjTSsT4SkQ7y1aD+UQiBIlR86QISTQ3TltodNHl/gE2F9L1Fzf++azNP27sy7t7J/APcPdCTEdyqhZVfmp01Z0pI10e7Tsm6MZol8+1TpB/YQeH4ZYpvDoAELRXFKVSxptZft/x+hNA0EAJraiIQCAR8y8KtjFMfHSK+9yCN0bVFe8vFUWrVKZKp/o2dkxDoRpytOz9GONLMxNjxW6qnXw8URSMSbaO96zDtHYcJR5q4nYGv9wPcRo3q2BWaDz5E/2f+OlYxG5RDOc5Ngzv1qRGKF95asrxcGqNWmyGZ6t/QvRVCoGkhunrvJxbvYGLsNQq5gU0RDl7f+Sg3LxtXBIoWlNO51aW0trEtLST3dSGEoDaUoXRqbImZVh/Lg5RosRBqZP0O/O1xLByP0tNvrtxk8j5G/IG9JJ88Ctry9ZBKJETqk49QO3kRe3gKFIXwwe2E926l+OXvgnMt9Tp5YobpdzM3PWZlssqVb9/avSwUrjIy+Dw7dn9q0/otrocQAlXVicXbicbaFlKHjXqOej1LvZahUc9hW2U818LzHaTvBpR1UgYOlhAIApVpIRQURUUoGoqio+lhQqEkoVCKUDhFOJImFEphhJNoWhhF0ee2e28G5pniBVLdvRzs//wCxWy5fq3pynHrzJYu0ZHeTyLSiUTiuHXq1u02LMTcfVRRhDb3c+53RUVRdMKR9MaOIATRWAeWVcH3XKT0AuNeunM/535fS+RpE6CoGpoRxW4ELEOaEUEig0hkoMYWpMaFCP6taOihZepwrxN2e28hrn0L889u4RlqqGrQB7IRKEIlHu+ae07BM/R9b9Hzm1/2g1wO5pQaaIkwRnMMt7zYqAh3pRCasqiBWzoeuefPUHjlItJxF6hozfEcI7/5NF7NwtDXXwP+foN0XaTrokSiOPkMQlXRW9qwpicQqooaWbvonePUmZl8h3iiZ8P9CEGALEpP/8OkmrYyPfE2ucxFLKvMZr3vQigYRpx4sofW9gOkm7bP0cHf2rwlZcCKVSqO0t37wF3V4L0RRNp76Xj4h1A0HaEoGMm1a+EomrasY2HbFbIzZ0kkezbEDrVwHEUj1bSNWKKTUmGE7OxZSsURLLO4aWV0QqioqoGi6qiqgaqFMIw4oVACI5QiFE5Sq84yMfoaq72b0vfx5+hlAwfjmjSpUBWaH9yG0RTDdz3ybw0vGyyZL+mc17dYL26PY+G6NC6MUjuxlOrq/Q6tJUniQ4cRLD+w+aaNPZEh/ZnHaJwdRE3G0bvbqLz4NtJZ/CK6pgdrqF2sZxsMf/cWlaelz8zUO3O0sR+5rWJUgZNhoEYMQuE06eYdC8amNyeK57omvucsGDHzfNOBwRcYvaqqo6hGsC/FQCjKgtNxJ6M7igrtnRqJlILZkMxOuVhm8IGmmhTaOjUsc4KLU1/FUJpBeBjxLM1tBoYME80r1GseI5nXKVSHMbQ4tlen0pgmEe6YE8hb6V4GxuM1R0BbWBYYlcHAo2qBeKCqhdG0EKoaLFsYoBQdRdVRFB1F1YLfFT3Y5wZLCYRQ2brjI2zZ9mQgeug7+J6L7zsLz9ib+7fn2XieFTiXroU792/XteaW23PvhHvNsJ1zQOf/fbOJXjNiNHcfwDErIAStffdg1fJYtTwSH6teoKlrP7FUN2YtTzzdQ6JlK2Z1sZCZ59kIVSOSbMexaiBEUF51iwQD157XvKOsIoS28Dznn6GmheeeWSh4hloITQ3PTTDzzy74qaratd/Fxp+hpkfYuecz+NKbe25zz8938Oae4cKz9Oy5Z2cueY6ea+F5c89wzrm8/jm+352TypUZ3KrJjr/1IaafPkdjsohQBLGtLXR9+jCVi9M0JoqLN/IlfmNxCYF0fby7oMHzTsNr1LGzs+jpJsyxYex8jvZP/DB2ZprIlh2UTrx2C3sLyqE6uo+RTPVuyvkpikYi2Uss3klX7wMU84Pkc5ep17I4dvWWjEehaOh6FCOUIBbrIN20jXiyh0i0GVU11l3336jnGLj4DWy7Smvbvrlsx+2HLsIklDRVv4i9xpIoBY2YkkIgqPtlXFYupXEqBfKnb+X5X0NjdmzFv2Vmz9HRfe9c78rGbYZ5J7SlbS9NLTuwzDK12gz16gy16gyWWcJ1zQW7Zl7Jbt52CYKmOqpmoGlhND2Crkfn/o+h6eG5eTyCpoeDwKlQ4brtZ6ffZVKIuf0vD99ycUoNIl0pIj1phCqQbrB+qD1B66M7EYrAytTIvzm8rFaFGgpcAinlhqqBb4/r6/n49dtHU7ZZUFWIxQSVytpvot+wVhcP8Xxqb54D36fpJz6OX2uQ+/2vY12duPn5GCqe4y2Zg7WIhmff+uTs+y4TY8dRVIO+rY9viKpvrZj/kIXQQNFQCcEGWBruNISARz8a4yOfiVPMexiG4NtfqnDmhMn2PQY/8YspXBcSSYVTbzb46h9dINmk8pO/kCYU9kikGkxPNPH7/z5PvWZTqC12CAu1ERRFo73zCOFI03VG5ZyRqeiBUarO/ZxzDJS55cH9vd7JEgvLrl3D7XXA5h3JFXzrBSweBOV1v1/3b+nj+3PGre9eZ+TOOSe+i+/ZgSPimriuhes2KBaGqFUCoSvXrhNJtLPrgZ9B1UMIoTB67jsL/RW58dMk23aw8/6fxLVquI5JvTS1ZKJvVGYpzw6w5dBncMwqjlVh+PQ3sBvFJdemqgYtbfsJR9ILDkEwORgLz2ptz3D+e3kPnqFmzD3ClTOa1z+za78v/ncgnOfiXeeMLDzPOYdl3sF03cA5cZ0G2cxFrFVql+8G2LkqQ7/3Klt+9mF2/f0PI3QVgcBt2BTeHmH4D1/Ht96bBuD3A6TrkH/l+aC8xXPJH3+R5oefxGhtp3LuFKXTJ25pf5ZZZnLsOLH45zdtPpvPvieS3cQTXXT3PohllTHNImajgGUWse0qnmsGTrOUC5lDVTUwQglC4RSGkcAIJQmFkqiagRArl0yv+XqtMlevfJtScQRFUanXs3fMsWhSOzgQfoSKX+CCeZyaf3PdGV0Y7I88TExJcsU8wZhzacV1rcIs0699c30nt4rBZjbyTE+cYPvuT25K1mIe8/NeNNZKJNoCbfuQMtCouhY09edXRqAgFGWucmAuOIqYG+bFMnP5xuBWLBoTBRJ7Okgf6SXSk6Y+kkfoKp0fC9iepC8pnBylNrJ8cNNojQd9wra7orjeWnCbMhY+Xv3uj87s3K7xN342zr/4NyXqjbUZ7X7DXr2xU1WI3b+f+EOHKH3je6ipGKlPPUrp2TewLo+uuK0W0bjn5w+SvZhj6IXrvHEB9/6NgxQGSlz5zq2Xlnmezdjwy0jp07f1Q3ORk/e+2ONuhVBg94EQwwM2X/6DErYlcV2JrsMnfjTBlfM23/jTMj1bdf7uP23h9e/WmR53+b1/V8AyJZ09Gv/jv2gl3aJSry1vcKhamP5tH76O4eTOGZR3EouvRdzINLmA1fyTpREaie97DA08s+BYeJ7N+IVnUeYyNla9gFUvLmxRL09z+Y0/IhxrRQgwa0E9tWZE8bxrvVCeY3L1na8QSbajqgau08CxlqdW1vQI/due/AF6hvMO0Eprhlgph7LSMzTN4l3vWCChcmmGC//mW0R7mzGao0hfYmUqNMaL+PYHTsXN4FauGaRuMc/sd76yUJZ462FRSXb2HE0tO2nvPLrJ35pYICmJam1Eoq0Lx4Sl73FgH974fWzO+UgpcZw6Q1e+Qy5zgflvplwcoal55+0PPCBIqS3oIoQudDy5Nv0tR1pUvQIppZW01s6EM4jPKt/ITRS214uZqZO0tO0hfZvu1TWnIAhO3Ymg7c3g2y75t4ZpeXgHkZ4m9v6jT1J4eyTIVjyyA6EK7FyN6WfOLx8MERDb1goC3KqFV19/U/rtcSw8b90ZC0UJ2heECBIDnrf43RMCNA2UuXHJveHv6ty2nndtPc8H1126j4cfCLFvj04kIvD8IGth3+Re+g0LuUrGQgmHMHo7KHzlRezRaVAEkYM7iB3bhz00uaJAnh7V6DjcSvbCDZ6kBM/y6Hmwc12OBQSqzmMjL+O5Fv3bnkQ3Yt9Xxs9mwvfg2a9W+OIvpPilX2nl7VcavPydGkKBvm06u/Yb7D4QQtMhHFaIxBTiSYUPfzpOV59GJKqQblZR1dXv70IZ2AdYFUvfU4EQ/hx17/wS8ByLRmXlfiXHrASlUtdhvifjeniuSTW/lrJD8cEzXCOWf4ZBucD7BV7NpnJp+r0+jfcnhECNxdFiiUBV+rrH7jXqOIWVS0OXg+uajA69RCzWQSzRddvmsrU71ZuLeadieOAZZqbeva5pV1Iujc4JBW6sFPJmEChElRQAFW/tpVA+HlU/CBZERAJNaNhyhQBbKEKouWNd5+fWq9il7Ip/d5w6w4PPsz/WgRFK/MDYO7k3hmh9e4TWR3eQ2N1BYve1++vbHtNPn6N8YWrZbY10NHAsACtbxSnfXMNjJdwWx8Jv2Ev6CdaC7k6VH/5MlEceDJGIC4oln2890+Av/qqO70MyIfiRz0R5/JEwba0KtZrkpVdN/vwrdQrF4OP7wg9H2b/X4PgbFj/6uShtrQpXh13+yx9VOXM+MOoffiDET/14jMcfDtHaovJH/6kVz4PpWY9/8isFZjMre9G+uXrGwq+bFL/6EtLzEZqK9Dwa717BujKGdFb2+oUiUFQFq7LUs7HKNi17NuYR+57DxNhxbLvC1h0fJRJt/YH52G4VY1cd/sO/zLFtt8EXfiGFqgme+1qFcsHjxKs2r79YW3gFsjMen/pCggP3hPmD/6dAJCrYsuO9j158gA/wATYONWoEJQVjeXxz8ZxmtMYJtcWpXp5dQu34AeYgBPE9B2l+9CnUWHzJnFO9dC7IYNwiatUZhgafY9e+zxEKpb5v5jIpJY5dZWjwOaYn315C416vZbGtclCKc5thiDAgMWUNn7W/35bfQOJjiDDKKvnoSGc//Z/679Z1bsVLJ5l84UurrlMqjjA69CLbd33ytvaY3k1wyyZXf/d7+K5H831bUMN6EIAvN5h5/iJjXzqxYolTfGc7ke40SEn5/ORCI/d6cJscCzMQCroFdLSr/Ot/nmbXDp1vP9tgesajr1dFuy7yG40Ijh4yuHjZ4dnvuuzfa/BLfycJwH/6gyq+D10dKj/zhRgH9uo8/XwD34ef/kKMX/knaf7mP8iRy/tMTLl85et1EnHB3t06v/WfKjQakoYpKZdXT81K21n92qRETcaIPXIYo6eN8vNv4RUrqIkY1tAkK/VJ+I6P23BJb00xdXJ2ISuiaApN21M0suv3Hq+dmsfs9GlMs8jW7R8h3bx9U+pAv5+gKPDwU1GEANcBqxHUkDfqkje/V+eBD0WZnXZxbEk4LMhO1xcyZu1dGjv3G4SjH9zPOwWzmiM/dWFRSdMH+ACbhcSuDrb94mNc/nfPLWhVzCPW38z2v/k4537l65jTaxMw/UGDGo2Rvv9R7Ows5Re+iWcujnz7jfWqOkvy2UuMDL7Atl0fR9ff/1l4KSWWWWB48Hlmpk4tqw1lWxXqtewdcCwECgoSAibHW4Cc+08IZVFmefnD3Dyzj6IglMBOkb6PUyvh1m7e7wGSqcm3CEfS9PQ9vGHCi/cLGhNFLv/Gc8S3txHpTSNdn9pQltpoftW+CS0eIvfaINLzmX1h5d6YteD2OBZ165Ydi6c+FOaeQwa//E8KfPd75kJEWFGulTpNz/r8418pYM1VWcXjDfp7VY4dDfGHf1pb6JPQNPit/1ThhZeDQSxf9PnVf5Kmp0sll/cZGfUYGfV44tEQne0qL37PpFpbW62ndP0Vy5kAhKGT/NiDgcKqpqKm4kjbIf6he7HHZ5Ar1ORaFZvJkzPs+dwOPMsjN1BAUQWdR9vpub+T1/7vW2tyW+UKKBdHuHT+L+npe4SO7nsxjKWRpB9USAmeCwePhRECzpwweeXZGkj43jN1ahWf/feEEcCV8zaeJ3n5O1UMQ3Do/jAjAzZf+a8lqpUPIph3ApXcEJXc9x+t9Qe4OxBqiwdBhtLSwI6VqaJGDYzm2AeOxQpQdANF1ym+/SrmxC0yG94EUnrMTJ1EUVS2bH8K/X08j0npB1mYgWfJZy+uqFng+y7l0gjNrbtv87VKXBwEAkMJxGbXSh6jCQOBEjD7rbKNmZlk/Ok/XmVPAqHpaNEEkbYuYr07UY0wuVOvUDj3xprOxfccRoZeRFF0Onvuu+0lZHcLvLpN6ewEpbM3Jw2ax+yLl5h96fICRftGcFc4FroOh/brjI57nDpjL7qm6/snFAHNTSoH9up0tKvEY4LOdpVMzkO5rtR5esbj3MVrJUWzsx6OK4lFN14PLV1v1YY9ETJQU3EKf/kCsUcOB9fQsFBCetAZvNJ+Pcmlrw8SaQ5z5Gf3z3n8AulJLnxlgIm3Nre+1zJLDA8+S6k4TE//I6TSW69jrPnBhZTw+ot1Xn9xaSTNsSVvvNTgjZcWGxnFvM+Xfn8tEZQP8AE+wPsJQlOCYNIypU7+nOCbWEHT6AOA7zp49TqKfntKUXzfZWriLTzPYcv2DxOONL+v5rCA1tOjkBtg+OrzVErjrG7ASyrlCXzfua0NwxJJ3a/QqgkSSjOGCGPLm1dNKKik1BaEEFiyjrdK47Zbr1AePLum8xGKSqSjj64nf5jmQw/TmBmjNj6wpm1dp87w4LN4vk13zwOod7na+XuGTXAo5nGbSqGsoKt6jVAUiEYF1bqP6658YQ/eH+If/3KSWl0yNOxiWkE5yo2wbIllXdvPfK/1ZrxL0vWQ1iplF66LdFz0nnaUkIESCRPa2YdXrd9UibyRM3nrt09x6euDxDtiSF9SnqhSmajiu5sfAfd9l1zmApXyOO0dR+jsOUY01r5h8aG7EcEA7vN+5dP/AB/gA9x5OMUGWjxEqCOJXVgcbIj2NCFUBbd291Or30kooTB6ek7sTFEwpydIHXsYVDVo1L4uWujbFl59qVDXrcD3XWamTmJbZbZsf4pEqu99MYfN91NMT55kYuw1LHNtwal6LYtllYkusFbdhnPDp+jN0Ct3kVSb6dC2MO5cRt6k1yKtttOq9QZ1+l4Od41sUjc9H9+jPjVM9sSL9H7sJ2k++BD16RGku0a2KqfOyOALmI0ifVsee985oO83bLpjIaXEr5vImxjR18N1YTbjceSgQSKuUK4s3VbX4G/8bJCW/l//twLTsx66JujuVInFFr8gUq7NfJwTf741chLPW7UUyjdtam+dJ/HhY2htTYT39OMWq5S/9eqasjiu6ZG/UiR/pXgLJ7Ux2FaF8dFXyWUv0t55hLaOQ0Rjrd8XCp9SSlzXpFqZJDNzBsdenj70A3yAD/ABbkT1agan3GDLzzzI+FfewZwogoBofwv9P3U/9ZEc5tQH2crrEdu5l+iep64tUBW0aJxI7xZ8ezH5SW3gApnnvrHhY0rpk89dptHI09v/CG2dR9D16F1rPPq+S6k4wsToa+Szl/H9tRvgjl2hXs3cVscCoODOUPZzpJQ2toUOoQiVGWcES9YXORgCgS5CNKmdbA8dJixiWLJOxh27qSNyq2jMjuPWK0Tae9GiCZxyfs3bep7F1Pib1Ksz9G55jKbmnSiqfte+I+9nbNhyrJ8dxi1fF8mRksbl8VsKDHsevPqGxY9/PsbPfDHGn3ypRr0uiYQFhiEYHnUDjt2owLIIMhUhwb1HDY4dNbh4ZX1ecaHo09yksm2LxtCIiyKgWpOrUitL18NfLWMhJY1zgzhTWfTOliAqMZXFK9ztNbiSRj3L6NB3mZ1+l5bWPbS2HyCW6EJ7H6YOPc/BbBQoFYfIZy5RKo3i2DU+yFh8gA/wAdYKK1Nl9L+9xdafe5i9/+sn8E0HEKhhjcZUiZE/emNDfO/fjzAnx6nOrK3ExSkXN/XYjXqWq1e+Qz43QE/fQ6TSW+8qRiDf96jXZpmZeofZqVNY1q3bBZ7vUCmP0dK297bOy6asM2KdY2/4QcJKjF2he+nSt1Px8piyhiddBAohJUJcaSKpNqNh4OEy4Vyh5K1MB7te+E4goKqFo+sqr5PSo1i4Sq02S1vHQTq7jxGPdy00h3+AzcGGHYvC115lUYMD3HLjNsCbb9v8x9+r8LM/GefjT0Wo1X0iYcHxtyz+5f9ewnXhL79e5x//Uor/99+1UK74SAkXLjuLNCpuBS+8bPLpT0b59/+2mekZj8lpj1/79dICde1yCJq3b3JAX+Jmi7jZ4vpObBm0d2tEooKpMRfbWt441g1BV6+GbUumJ9x12dBS+jTqWcZHc8xMv0si2Utz627STdsIR5rvWoE9KSWea2KaJSrlcYr5QcrFUSyrfEvRoA/wAT7AB1iAlORPjNCYKJLc30WoPQFSYk6XKZ2bxMpUbr6PHzA4hSyV2XPv2fE9zyaXOR80ObfspqPrHhKpvvcsQCalxPNsatUpsjPnyWbOYzbyKzZor2GHVMqTeJ6FpoU392QXH4hZdwzF0thuHCaqJEmprSSVFua5n+bVpIUQQRBVmow5lxmxzuOzfuXmlaBFY6ihCNL3NySu59hVJsfeIJ+9REvrXto6DhFPdqOqobvKvvF9D9epY1vlZYRG715s2LG4qZG9RjRMye//cZXvHbfYs1MjHBaUSj5nLzgLrQlf+1adkVGX7Vs1TFNy5ryDENDepmLOGdvPvGBy8YpLo37tIQxcdfjn/7rIwNXFBua5Cw7/wz/McfiAgWHAxJRHrbb6yxo0b9/cUDVCgkhUUC76y/bDKAo8+GSUex6OcvG0ycXTFgfuDTN+1ebCu4trdnu36vzP/6adpjaNv/wvRb75p6Ul7RqKAk99Js5P/u0m6lWf/+ufznL14kYiaUH9Zz57kUJ+AMOIE090k0r3k0xvIRJpnhPae288fSl9XKeBbVdp1LOUS+NUyuPUa7M4dv2udiakDKJWvv+Bau96IKWP/R6XtEnfvaueoRABNaO/injn2vclQLCqEOhGIaWP565NdOtWYdtVqpXJdYkXOvYy9Ke+pDFZpDFZDBhE5patF7701/3uNOo57kTW1bLKVMprZ5SZh+85uLfpud4qHLvGzNQ75LKXSCZ7aW7dQ7p5B5FIE8ptDpDNl+AGWfNhCrkBKuUxbLsG63UorkO9OkOxMEQolFzT+sGceOvvm4/HlDNI1SvQqW+jWesiLKKoQp+jo/VxpYvtm5S8DNPOEHlvZnW17XVCDcdoOvAQWiROIzOOZ2/0PZOYjQITY68zO3OGZLKXpoUgatMddzKk9HFdC8epYTWK1KrTVCtT1GsZ6vUM76dqCyHX6AbdTV7czaB3NOGbNl5pY01hK6H1Zz5K/KF9i5bVTlwm8/tPL/z+wBNRDt0X5o9/u4DZWHqLu/o0/uG/aic749K9xSASFVTLPv/hVzIMX77mEDS1qvzdf9ZGIety+azFJ388yVf+a5FXn70m0iYE3Pd4lC/+YhMvfL1C7zadvm0Gv/mrGWYnN/cDF0JBVUOEImmi0RZi8S5i8U4ikSY0I4qmheeyGpvAwCUlvu/ieRaea+E4dcxGgUY9S72WpdHIYTYKuE5jbtC8+z68cLqD9kNPIBSV2bMv08gFk3XA6PH++aZWQyjZQsfRj6DqoUXL7WqR6VPP41nr5aq/hkTXTlr3P4xnNZh651msSm5Znvc7ibvpGTb3Runak+DCS7P4qxBg3BQC+g+nUTXB0InC5p3gMvB9Z/1R21UghLru/rD5c4r270QNR6hcPrPsetH+nWixBOWLp9bFpLLau9OsdODjU/SXKslL6SORRBJtKOrNr9FulJdVmL8ZhKKhiPU1QN/suYYSBrH2CKqh4poutayJfZ0wrB7ViLVH0SManu1Rm20sEo4ViiDZF8cq2Th1h3hnDD2qYVccqjP1RUQnoaRBvCOKUASNvINbVYnFOkmm+kik+hYCZEE2Y31zVpCRsBYCXfVahmp5IjAK61kcu7ahsUpBxRBhTHnNnhEoJPQWFKFR80sLWhNCKIREJOiDWPReyjmtn/WPDQIFXRiERQxdhFCEGjhQ2Jh+HVs2bilLoSebSe44ePPjCoEaiRPt3EK0awtCUciefInpV7+1KU7a4mOp6EaMWLyDRKI7eEeiLehGDF2LIDbInBnYNA6ea+O6Jq5TxzSLczZNBtMsYpklHLuG77vv+Rx3I9aaNbmt3blCUQklWnEaZRRVx4imkL6HWcnhu4uj8lo4jhFNAxK7VsCdM0bCyTY8x8ZplFBUnXCqA6dewjErqHoII9aEWc4g/eABKPEIHX/7s9gTWWb/87duy3Xlv/oqxaffWrTs+r4LRYUD94bp7NVXZJitlH1+99dzDF22SaYV+rYbFLIeo4OLswy+D1//kxKXz5pYpuTKOQtNFwixeD7Lzbj8zq9lGB6w0XXBnkMhXGfzDe3Aq27gVhrUKlNkZs+jzDkbuhFD16PoRhwjFMcw4uh6MGirWmiuUUpZGMCl9JG+F/Bd+y6ua+G6Jp7bwHEa2FYVx6kv/O449blJS276gHK7oEUSpLcdRlE1CldPLTgWnvf9U5ft4xNu7kCPplA0HaFqCKHQyE8hT3l43sZZc9RolET/Ppx6Gd599q4YcDfyDOMtBooqCEVV9IhKbqyBVQ16ydIdYayGRyytE45r5Mcb1EsOQoGmngjRlEEla1GaMRFAsiPMvqdStG6NUclXaJRdZgYqSB+MiEpLfyD4mBurY9XmDRBItodItIXxXZ/8RAO77tHSF+XIp1qo5m0c26SStciPb1yc805CSg/vFshDloNTzOGuYrgb6RaMdCvlS++uy7FY7d3RpYaPh+cv/92Eok3sfPCnCcdvJpImmbj4XSbOP3fL5yd9d1Wq0PVAKIItj3Vz+Kf3EmuPIn2JUAQj35vgjd96F8/2aNqe4sH/4QjJnjhSgGaoVKZqHP/375C7HDi6Wljlkf/xXqZPZwglQ/Q+0Ike1ahlG7z4K69TngiymT33d3Dvzx8g3BSUCzl1lzN/epGrL1wmn72MomjoRoxQKIkRShAOpzHCSQw9jqbPBcgUjbn0HVL6QaBrbp5ynDq2XcG2gv8du4ZtV/E8e1MZCMMiSq+xh8vWiev2KdF8jR59BwPOKRoysJc0dFJaM9NuadNLkSQ+tjSx5eZkpELN7XQ99tm1rRykZEFKqmNXyJ85fltsACk9bKuMbZUp5AZQFBVVC2MYCYxQfO5dSQa2jRHFiKSJpboxK1mk5wQFYtIPvh/PwfOuORDB+1HDcWq4ztwyp44vXVhgrVwKzYiiheKY1cz6ghh6mEiyA4RA+h6N8uwS+3uzcVsdC82IsuW+z2NWsoTizah6GC0Uo16YZOStr+CaVRAKTb376dj3oSDKJMBzLKbOvkB5eoC2XQ+D9Bg7+U1iLX3sePyvMXv5OJNnniXRsZO2nQ8wdPzPca3Am5e2Q+PyOM5U7rZdl19t4FeXTraaDk/8UIIHnohyz8MRVFXwq/+xG9+TVEo+v/cbOSaGAwckElXYdzTMj/18mnhSoZjzeOPFOlNjDpY5p7qtQne/zrHHovzYz6dRVBgbtHn+a9VF71csodC/w+CeRyK0dWqYDcmZtxoMX7kDxqv08ecGXMe5MUMkFn7cVIGTG73huy/7sG58H13KcrBKGQaf+S+oegjFCNG65yFadt//Xp/WXY2DH+1g/4fbyY3VCSd0rJrLM//hCmbN5cGf7COS0HEtDyOi8c43Jxk+WeDez/aw94k2KlmLeJPBia9NMPhGnq49Cbbe00QkqbPzoRZK0yazV6uE4xof//s7MSIqCIFjejz3WwPUijYHPtLBPZ/pppIx0QyVk1+fYPxcmS33pOnen6Q8YwKS8bPlVR2L1NYU2z+2leadTUigNFzi0levUJ0MjLtYR4ztH99K24FWPNtn/LVxRl4aw224pLel2P6JbVQnqnTd38Xwd0cA2PaRLUy+NcXAt67iOz6KptD9QBfbntpCKBWiMFRk8NtXKQ6tIRIvBEa6BTWawKtXsYs5hKJgNLdjFzILdJVGSwdeo4bXqBFu70YxwjiV4qJdKUYIo7kdpI9yk4bgiIjTofShouFgoaCS8SdoVjoY9wYIiyjNoosJf5Am0UaL0olEMuOPAZBW2oiJJC4OE94gLteVdgqBomo3bUqWUiLWmXW4Heg83Mqj/9MxJt6e4fXfPIVddQinQviuj2cHRnAjb3Ll6WFKY1WsskWiJ85j//N9HPqJ3bz0a28s2JJ6TGfvZ3dw5elhXvzV1/FdHyOuU8sEBnaqP8Gj//AYo69PcfGrg0hfsvtT27jvbx2mMlVj9mwO33ewzCKWWbzuLIN5arWotITrDLzlB3eBQljEFhiTan4ZF5uISBASYeqyii0bRER8IRNQlxVc6RARMRqyhgDCIhD9U9FIKs1IfKp+CYlPycvSqvUsHFNBIaokqfnFRWxMYREnrERxpU3NL6OhEVGCEqq6XwoCQyKKIjQUFGp+adOdyuUgXRenujYFbd9zcesVKkMXKF48gVu7E2Q4QcWEb1dx7Cq1herba3ZNqmM3Ox78CS69/RXqxcmle9gEm6Zt+wO09B/l8iu/j10v3vL2oVgzPfs/ghFLoxsxLr/6X6nmRtZ1LmvF7eUTFYG3lGjfxshbf0WjOEW0qZttD/8E6Z59ZAffIpLupPvwx8gNnyJ39W1A0L7rIXqP/hCDr/4JjcIkzVuOBAIp6Q7sRplQogVFMwgnWnEaFTw3MKDnhYryX355WUEjVGWBY1YIETSZCxGIIHlyQ81AAEgo5V3Ovt2gb5sBSF76VgXbCnQ1KsVrEYTdB0I88ck4V85bjAzY7DoQ4h/8izbCEcEzX6kgZdA38dHPJWjv1hg4b6Fq8OCTMe59NMqv/P1pJkeCyaa1Q+MTP5YkN+ty9oRJe5fGz/69Znq26Pz2v87iv2fBXbnwYzUFzg/w/ob0PezKnCMvFJI9e97T8wmH0kQiLZTKo5vSaxMKpYjHOhciPuXKOK67sSi+ogrMmss3/89LGFGVz/3/9tF/NM3lV7NE4jpW3eXZ3xzAtYMxKdkW4vAPdfLt/+sS0wNVdj3Uwn0/0sPYmRIXX8qQ6gyTagvxwv87iDeXqdz1SAuRpM5f/dp5NEPh0//zHnY+1MLAmznu/Ww3r/23UQZezy3o+0gfTvzVBD17k4y8W+TUN6dWvYaWvS08/s8eoZFvMPFGMKnGOmIoarDDWHuUh/+XB1A0hZGXxtCjGgd/+gCprSlO/e5pjLjB9o9tY/y1cdyGwwN//xhT78xQnaqx/4v7yJzNUrhaZOentrP/i3sZemGExpkMPQ928eg/eZhXfu04peHVDZPk7sMk9x7FqZbQE2nKF09RG75My31PULpwktrwJZRQhPbHPknu7ZdoNGroqRZS++7BKmTIvBxkvRXdoPWhj6Inm3BrZUJt3ZizK/cgaOhoGDjYQGAYxkSSqEjO/a4TEwnCROlStzDqXcGWJh4uadGKJ13GvUH61d3ERZqivFYW5bk2pZkrWPUCqmqgaAaqZqBoITQjcnfShAvY8bEtWBWHN3/nXerZ5aPeZtFi8NlRFFUgFEE9ZzJ7NkuqLzHHDR+820KB0niFM396Cau8NIC25fEeFF3hwpcHqM4GzsaV7wyz42P99D7YxezZlQKPwf432iirC4MdoaNU/QK2H0T54yJFh76Vul+mS9nOkH2GrcYBXGnjSJs20ceEM0CfsZch+wwKKv3GXiacAaJKgpTaSlRJUvRmmXGXNwxDIkKXvp1z5mt4uCSVFnr13ZT9HK60afhVokqShNpMRMSxZIOsO86e8P0UvBl0DEzZYMy5uKHrXwvq0yNc/cvfXsOaEul5eGYd6d0NPW3yuh/B+CznMlq3A/XCJKoWwrXXN+fUi5Nc+t5/oalnP1vv+fzmCLrdBHdkBCqOn6c6O4SUPpXZIaxagdBcGjfRtiVg3hh6B6cRMGxkh07Q1H+YeGs/jdIsqhFFD8eJNvdSHD9HrLkPI5IiFG9eSEGpiQitP/kR9J4WFF2j8sYFCl97beEchKHR9NlH8KsNtLYURkczxaffQmtNknjkIOaVCfJffw1prj/K77rw9isNIjGTow9HQcJzX6vQqC0dpN76Xp13Xm9QrwYvY1OLyj/9jQ6OPBjhxW9VsUyJ68B/+Xc5zIbPvA7Mu280+F/+9w527Q8tOBZjV21+7Zenqc0xZSkK2JbknocjJNMqxdx7XzbyAT7AnUJz82629D/OqdO/T6Ox8cxlJNxEV+e9RCItGEaCc+f/G8XS8Ib2KaWkMNFYcBxKMyapjqBkw/N8Zq5Uca1rE1WsyQgCFzMmSMiO1okkdUIxjXrRmXPeWRQUa98ep2NHnM/+o4CWMtEaQgsrRJI6mqEwO1gNtrtheLpxP8tBKIK9P7obu2Lx0j9/BbOw1FDsfbSHWEeMF/+37y04AOWxCg/+8v0MPTccHMuXXP76IEJAx5F2Rl8cJXelQMfRdqJtUcyiyd4f3cPlrw9y5RsDICWzp2f58L9+gv7HezmzimOhhCKkDt5P/sTLNCZHiG/bS3LPEWojV2hMjxLt3UZ9dIBwWxfS97Ey0wHjzuXTaNE4ejK9sC+jpYNQSwfTz38Fp1Ki44lP3zQH62BhyQY+PkKIRVnbOS4dDBHClS41WVoIvkgkVVnEoo6NhcrirINrVRk6+eWgD0LVUdTgp2bE2HLkM6Tad9zkzO48tJBKoitGcbSMWVp5jjXiOr0PdtJ5pI1YWxQtrNK8M01tph4EA68z6sqT1WWdCoCmrUmibRE+/M8fwvfmKgA0QaQpTChpIBRxW8kJAHzpMe0ML/RGdOs78KSD6ddoUjuIKkkkkml3hIZfYUfoKIZYnuXJlDXGnSsklCY69W3LOhY+PiU/R6vsXVjWrHaR8cbJuGMLyxqyiuIrSEUSV9IIoWL7FuP2ZcJKjB591ybfieUhXeeWdCjuDgTZwvkg04prCRWhqsH46ruLnA6hqCAUpOcslA0jffwbnCahqAhFo5IboZIdxl+hfDJYLxgjpB+UYS1FkPW5UwHeO+JY2PXSwo0NLtwPbqZQ0MMJXLuxkHWAoBTKc0z0SJLK7FXAJ5Row4imyQ2dINbcSzjVhh5NUpq8FGxTtyg8/RZGVzOtP/UUenvT4pMQAqOnlVBPK9W3L6MkIrT9/Cexrk5ij2VIf/wY9XNDNM7f3hTRPFxHkmxS2X0wRDKtEIurGCGFaFxBVa9FZmxL0rPFoLNXIxpT6OzTEQKi8WvNG74fOBN7j4RpblMJRwTJJpVQWMEIrTL96RpCVZHmGurthECEjEAccKOZne8zCEXFSDQTTneg6iE8x8QsZuai+Gv7kBU9RCjZSijRjKIZeK6NXc5hlbP47soDiqIZQe2vYwXnEW8ilGqfo+RzcWolzOLsTRqoBYpuYMSbMOJNqEYEAN8xsasFrEoe37n96sJC1Qmn2gglWxGajmfVMQvT2LXSekpLNw3F0jCl8ihtrQfYvv3jm7JPgSCaCnqwFE0QTmiY1bkJwV/KyGTXg0ksFNNolF2iKR3H8vHs+XFVBpmC6z73at5i8mKZ5//jIL4vEULQKDtEEjpSQiSlU5615k/oWiDOlyja6mazEddp2p5i/PgkZnGpU6FoCk3b0lQmq9Qz1969/EAB6UtSW1LUZ+s4dQe37iAUgVN3aRRMpCfxXYmiKkRaoiR64uz+7A62PNkX7FtVCKdCQe38ded9I9RIFD3ZRPrwQyT33oOiG4ExIAT10QFaH/k4WjxFbNse6mODq77jWiyBZ9bxzAZIH7uYQ082rbj+NVw7OU96KKgkRRNJ0YwiVCzZQBEqTaIdGxNbWnNEnjd/4aXv4vku3lzQybGqeM7dwch0I4K2uOAdXenNUnWFwz+1lx0f62fg2RHGjk9hlW2O/LV9RFsjS/e5CkmB70kaeZOLXxtc+EbmURy5M9SdHu6iPgdPegtNzzPuKHW/AghUETTKC8RCCZOKhip0NHQgaOBWUVGFtmBLBdq+ixV+xaLlAauTho5AQcztZ4u+n7pfXnBug3N18AmIAW58QvPlXCERRRXamsqaAUy/RkN+/wjSCkUl3bWP1i1HUfUIjdI0jcpSrY5IqpO2rceIpruQUlLNjZIdfhurFvQItfQdId66heLkBVr6j2JEUzhmlezwCUrTlxeeb3PvQdq23Y+qhbDNCkNvfQl3EWudING6lea+w0SSbQhFxW6UyY2eojR16bZlUNaCO+JYrHiBUuLaDRTNQFG1hU9QUTUUTcdzTJxGFc82ibX0LTR+m5Uc8bZtqFoIc/7Bej726Axutoj32YeXPZwQAidbovCN4zjZIq0/+RTll05jjc4SPbQNo6vljjgWigof/lScz/+1NJblU8x5eB40tanks+7COJFsUvjp/76Jw/dHyM161Co+kZgInIXrvu19R8P8zN9pIpZUyM96mA2f3q36Tc8j9sBhwgd2kv+Dv0Jaq2dqtPZm0j/8UcrPH8ceGN3I5X9fQTXCtO57hJbd92PEmxCqhvRc7GqB3JUTNPKTwCofuFCItfXRduBx4p3b0cKxhX04jSqViUvMnn0ZszC9ZNNY+xa67/8UVjnH1MmnSW89HJxHohlF05G+j2c3qM2OMvPuC9RmhrnRClM0g/S2w6S3HSbS3I0WjqGowbvjew6uWaM6fZXM2ZepZ8c378bdAD2Wpv3gh0hvO4weTSAUFd+xscpZMudfXTU6tBpU1UBR9IDe1LOWHYsURUdVA2M7WGfpseYbN1c8jmKAEHiePXdMdY7RbIXvSkD33iT3fq4HI6wSSxuMn105+l6cbjB5scyDX+hj/HyZ7fc1MfJOgVoh2H9hssHuR1o58FQH5YzJyKkiA8dz7HighV0Pt1LNW4TiGgPHc1RyFmNnSjz0E/0MvpFD1RVmB6pMXQ5KMHOjdbbf30yj7FCYaDB9ZalxIBSBUBR8Z4V3W4BQRVBier0R50ukDJwGCIzNwMgLPIRFDpUAZS6yPPCtq+QHF7NU1Wbqq/rtvmPj1ioUT7+BlZsJFkqJ16jh2xZurUJ8+16MdAvlC++s2hjpWyZCNxCaBjao4eiqJQW2tKj4BVyChk5XOtRlBen5pJU2bGmS86ewaDDpXSWttCGlT45parK8YGBWZAGLjbOqvdfwbI/CSJmtj/eQ6I5THLlWIz+fPTDiOn2PdDHx9gyn/uA8nu2jhVVUXbnl6o3sxQJ9D3aRuZAnd6V47VjqXKbiNvsVEoknnUUOYsYbo1PbRljE8PGCTBaCdq0fTzo0/Cp1v0zDr9Ct7wQkHkGU2cenV99NSIky646hY9Ci9RAWMdq0XrLuBB4ObVovISVKh7aFjDdO1p2gz9hDSESCd86bxMNFF4GmR+DI+rgy8E6llAv/hqC0qlvfRYfeT0hEUVBYKxPeiH2eq/a7a7thQkHRNBDKmliXfM9d6I+6U0i276T/yKeoZIcpTF4gHG+hfft9i9jEwolWtt77eTzbJDd2GkXRaNlylEiijeF3vopr1dDDCVr6jhCOt1KcvkQ5c5Xm3kP0H/k0A/Ui9VIw15dmBjArOdq2P0CybdtCVmIBAkLxFoSikh8/g5SS5p4DbDn6Wa7Ui9SLq5ey3k68x8WYklpujLYdD5Bo30Zx4gIAyY6dCEWlnp9A+i6N0gyJju24ZgWnUcEsz9K6/T7semmhaXutcAsVfNvBrzbwqg3cQgXpuPiWgwjdGYXOjm6Nn/sHLZx+s8Ef/laeUt5DNwT/8F+1c/2789jH4nz0c0l+599keevlGo26z7bdIXbsu0brGUso/MQvpoklFH7rV7OMD9vYluQLv9DEp764Ose1koiht7csEThcDn7DwhocxS/fHgrf9yOEotJ+8Ak6jjyFUBTMUmbOARCE0+10HH6S2szwHLPIsnsg0b2T3od/mHCqHadRoTI1gGc10MIxIs1dtOx+gEhzN6Ov/MUCo9Q8FCNMuKkTI9EMQGrLATyrTmXyCr5jocfSRFt6SPXvR48mGHnxv2EWZxbvQ9Np2fMgsfZ+3EaNemZsriRREkq0EmnqpHnnMYxYmpGX/+xaL8UmQg3F6L7vh2jacS9In0Z+CqucQ1E1Is1d9DzwGarTV29pnxJoSm8jnd5OOJTC912yuYtMTZ+8jqVKkE5tobPjHiKRQPSpUp1kYvLNWyyhEnR330c00kahNER76wEMI45plZicfJNiaYQbLRnpSyYulFF1gRFTefH3hsiPBwbk4Ft5StOLI8+eI/neHwyz74l22rfHGDlV5PIrWby5qO3wyQKRpE7Llmhg1AtBdrTOc789wK6HW2jfEac0ZWI3PFzL59U/HmH3o620bYvh2T6TF8oLN+7db0/je5LOXYlrWZQbYNccajM1Wve1oIU13Mbi9XzHpzxWoWVvC6FUCKce/D3eHQ+YfiYrazIgzJKJWbTwHI/Jt6au+ehrsG28epXq1Qskdh5EjcQQqopXq1CtlZGuQ31iiOajj2DlZ7GLwfNWjBDh9h6Mlna0aJxIzzbs/CxWbgbp2DQdeRinUiTS1Y9VWEoHOw+LOpZc6hCYskbOWxwkKMs8Ze/6kpBront5f2lA4X0JCYPPjtD/cBcP/9I9DDwzglWxiaTDSF8y+NwInuNTzzZo3p6i+1gHTt2l+1g7qS0JzOKtlSiPvDrB9o/28eDfO8qV7wxjlixCCYNEV4zB50Ypj9/eSLojbUadi7jy2nnX/BKjzgV0Qni4uNLGwyXjjmL6DWzZmFOtHsAQEfw5p8KVDpett1HnzDVT1lFQKHtZKn7w3tjSROKTd2coeLMAeNLFxuSqfXrhmJY0GbUvYIhw4PRKiYvDqHMBH4+GrDLqBHaYhsGO0D306DsXqGXnHV7BXGBgvudlTiRv/rimrGHJm/cECEUl3N5DvH8P4ZYO1FB0qQG9DCojF8me+O6ansVmQFF1WvoOY9dLjJ3+No5ZCZwh1aBt2xw7mxA09x5G1cJcfetLWNVgTLHqBbYd+xHizX0Up4LeFaFqzAy8RmEiEJJslGfY+eBPEW3qWXAsXKuGa9VIVndA27alJyUludF3yI2cXAiY1QuT7H785wkn2n6QHQuo5SfIXn2Ljr2PkereC0Ak1U5m4E3qheDG1PMTtO64n4nTz4D0MctZjFiaen7illO/0vXnqL0A359r8p77ODapp0X6QalTIqWgaUtz9akmlWSTwtkTjQWdibYujd5tOpOj17zwni069ZrP2RMNykUfRYEtuwwSyWsfXjgi6OjVOX/SZPiKjWNLwhHB7kOhTaXY98tVKs8d37wdfh8g1r6F1v2PIBSVwtC7TJ98BrtaACHQo0naD36I5l33B9kDb2l0xYin6br3E4TT7dRmhpk68TT13Di+56KoOtG2Prrv+6Hg57FPMvzSf1u2pEmPJmnafpTS6Hmm330eq5RF+h6qEaZ55zG6jn2CSEsP6e1HmH7n2UWRWdeskT3/KsXhM1SnBnFqRfy5SJAajtK692E6Dj1BrGMLyd49ZC+8tuT4G4IQpLceJL3tMEiPzPlXyZx7dYExLpRsoevYJ0j27bv5vq6DrkXp6ryPTPYc2ewF0umt9Pc9jm1Xmc0E2gTJZB87dvwQ1eoUk1NvoigGnZ33sGtHKxcufXkZlrNVjqfHaWs7gKZHyeWvIKVPe/shduz4IS5c/Evq9dkl29TyNm/+xdIs0PkXlq4LUC86nPjq8g3Djulz+jtLjdCZgSozA0uNqEbJ4d1vLT/x1Ao2r//Z2LJ/m4fv+Ax+5yr3//1j3POLR5h8ewohBNHWCNPvzFAeqzB+fIK+x3s5+DMHGHlxFC2ksvfH9jD9zgzFq0Wadty8lKg2W2fw6SH2/PBupA+l0RJ6RCfeFWPslXEqE6sYiFJSePc4sS27MJpaka6LWSsvvP/10UH0RIrGxMhC9FPRQ4TaunCrFbxalXB7N16jhp2fJfv688S27kYoCvmT3yOgIf2AlGKtyF0u8L3/4232/fAODn5xN0IRuA2XkVcmkDJwVk//ySUO//Qejv3NQzhVh9nzOc786SW67+1YKF+SEuo5E3OF/gqAeqbBq79+ggM/tov9P7oLLaTiWi75wdIinYvbB7ksLasjLRyCwIZAwZEWlt+gIa85kx7uot8h6NeY3w6CEqe6rCzJvNRlecmy648J4OIsykoAC+c6TykLkNba6dS3IVCoeSVy3gR1v4ouQmwx9tHwa0w6AwCERJS02kZCbaHhV7lovknRWxzEuhFCUUnvv5/2+z+CnmhCrCHAuXBN1aUaO+GkjhEPsu2u6VHPb175rqIZhJPt1HKjC1IISJ9qboTWrfcCQV9FvKUfRdNp23psIcuuheKoRpRQrPna+Tcq1AoTi373PeemTG83Qiga0VQn4UQbmhHBiCSDip81OGe3E7fVsfAci9krx6kXrqfhkmQH38SuB2l/6TnMXj5OLTdOtDmgTssOvkk1N77QhFLJDDF17ruUJgNvr1GcYursd2kUp9ZRInHjRLD5E4NtSa5esvnRn0vxuZ9JMT7kIIF3XqtTKfnkMh7ZaZcnP52gWvExDMH9H4oSjS3+sAYvBoJ4n/piknMnTXq26Dz0VAz3utrSes1n5IrN4QcjPPXZOOWCz+EHwnT16mua86QEvaed0LY+hKFjDY5iXRlhXtpbhEPEHzuGkowhHZf6m2dwZxbXFQpDJ7R3O0Z/N8LQg6IGKXHGpqifugDu7Wkeb6INgzAZJvBXKze6HRCCph33ooXj2JUc0+88sygbYJUyzLz7XSItPcQ7ti7zlglSWw4Sa+/HqVeYOvkMlckrC3/1XIfK+CWmhMLWJ3+aRM9uUn37yA+cWOZUFMzyNFMnn15UMuU2HHKX3iDZt5dE9y5ibf1BD8gNiqWFodPLcoL7VZvsheMke/cQbe0j0ty9UKa1WVCNCE3bj6JoBtWpAWbPvIxTv1YS1MhNMHXiaaKtvRix9Jr3qygaUzMnmZx8C5AUS8MkE32kUv3MZs6iKCqdHffgOHWuDj274ERYVon9+36cVGoL2ez5W7wawcTk6xSLQwDU67Ps3/8TNDfvXKKcalZdVOP9rWUy9toEiqaw7WNbOXroML7nU5upMXsmiOSXRsuc+O132P35XRz9hcNIT5K7kufCly7h1F1c26M2U8d3JUL61GbqeLaH7/nUZ+u4DRfpSS78+QWcmk3fYz3siG3DczxKwyVGvTX0ITg21YFzy/7Na1TJv/3yomVurUzhnVeXXd8uZLBXyVJ8gNUhfZg+lSF7qUA4aRBJahiGwDMdmjuCnqHcxSwv/moRParhuxKrbIEQDL04HpTVAa7p8sqvv71qGV4krqLYFoNfvcjoszqW5VPLO1gVG9e89flIDytEYip6SEFRRRDptyVm3cOseesyIyQ+mfgICB/WmCANpcMgJVbp9va8CQTNaicaOjW/xAXzOAVvFolPTEnRo+/ElDVG7SDTIRCERJQ+Yy99xh56jB1UzByeXHmuCLd10/7gx9DjabxGjUZ2ArdSQvreTW9nfWp4ybKjX9zB4R8JIvtjJzM88y9P4q30jtwihBAoiobvOYuofP3rAoZCiICdTdEwok1c/1Lkx05jVq/ZTb7vrDCPrj0arBkxeg58lHhzL/XS9EIW5W7AbXUsfNcmO/jWkuW5oZOL1/McKrNX5xq1l8KuFZk+/+LC765VY/by8oP/3QDfh+e/WiGZVrj/Q1EeeEIwPmRz4R2TSsknO+Pyu7+e4zM/leKLv5imlPd56+Ual89adPbq+HN1xm98t057V5EHnoxy6L4IU2MOX/79Io9+LE61HLzcjZrkz363wI/+d2k+9cUUjbrPpdMmv//vc/zQF5KLnJDloKWTJD/xOF6hhBKLEnvoKKVvfpf66+8uXIxXqaE2p4g/ei/28MRix0II4k/cT+zBIzROX0IoCrGHjuBMzmJdvAq3yLwhUGiijRolLFbORimotIs+YiTJy1l8bn9z8fXQwnFi7f0AVGeGMItLo8x2rUB1apBYW/+SvymaTmrLARAK9cwotdnle3uqU4PUs+MkenaT3nqIwtVTS5xpKSXl8UtYpaVGj+dYNHKTJHt2o4XjQWP4DY7FakJDnlXHKmWJtfWjhYM09WY6FqFEM+GmTpA+5fHLgQDeDTALU9Sz4+jR1Jr367oNyqVR5gd3z7OxnRqqGkIIBU2LkIh3oSgqW7c8uRAN1fUoiqITjbTe8rXYdplG41pJS8PMY5klYtH2hZ6LeZx7fvZumQMCCIGmR1H1UFCKICW+Z+PajUWT5/XwHZ+hF0YYf2MSLayBDIw+pz63voTMuYAyVo/qQbChauPZPqoWoj4FJ39rAGnF8aXP2//hAvV8A8+xef033sSdK5+yqw4X/uISg98eQjUUfF/i1p1bMhBVLYSqRxYYXZB+oH5rN1ZgUdkMiEC7SQ8j1OD++L4T3NPbLFB1t0IIaG7XOPrRJnYdS9LaGyYSV/F9qOYdJgfrnHulwIVXi9SL155Lw7ruWctA72LfQykOPtGD3fB442sZpocapDsM7v14C/sfbaKtL0woqmA3fDJjJhdfL3Ly6Ry5ybW9N6GoQtf2KDvvS7Jlf5zWvjDxtIYeVvBdSb3ikZ+yGDpd4d0X8kwN1m9Js02ogt0/tRsjGeLNXz++sqM0v74iOPq37sGpu7zz22/fVlYrgUJMSQGSrDtOwZu5jrXMx8dH5Vojt0RiyhrD9hnCSpx2rZ+CNrsqbW1i2370eBq7mGX6lW9QmxgMsuVriIgu13wfThoku6MIIciPVDa3YsPzcKwqeiS14GAA6JHkQqmLlD5mrYAExk5/G89ZXArm+4vf4Y0+vXhLP829Bxl991sUJs7hew6RVAet/Uc3uOeN4z0vhdosqOk4emsKtSmOGougt6WIHNyGXzdxpvPL61rcRmRnXH7/3+WJxASKEDiOpF6bZ3CBN1+qc/aEiW4I3Lm/aZpA0wVmI3jlalWfL/1egW/9eQmhCGzTx2xIzr5t4lynqn31os1v/ssMoYiC9CWNuo/vwfl3TGqVm1y3plJ79QTmuQHQVNKf/yiJDz+EefYKfrWOtB3qb7yLMz5N5MjeJZsLQyd630EaZy5T+sZ3EaqK0FXUVAJraOyWGaQMQvSJXQzLC6s6Fj4ek3IIDR2XOx/51cJx9FgakEFT83KDoZSYxVl8z11SZqdHk4QSLQs9BSsx0viuTT03QaJnN6F0O1okjlNb3OQrPZdGfnqF7J1ccCQCo2p1a1bRw4FxqWoIRUHRQyjaHBHAbbCEjXgTWjiK59hz2Zal91H6PmZ+mlT/gTXv1/ddvBs1LBaahAVCKKhaCN93UBR94fn5nsP0zClqtdXT+Msf01vU+C2lj+cHzdw3znJ2wyPUnabt0T6yL5wPNHVuQLi3mdjODnLfuwRz41d0RzvNj+zCt1xmvnUKrxq8N3pLnNYn96ElI2SeOYM5ca1UQA/F6dz1GJoRDcqDps5TnA7Y9ISiEW/upbnnILGmXoxIClUzkL6PY9UwK7MUZ65QnL4YRMRuhASn6uBUV26kdBsubsNFKCrRVDfpHXuJN/cRijWh6ZGgUd9zcK0aZi1HOXOV0sxlPPuakyb9uej1LUAoGrGmbtKde4k19RCKzh9Pwffc4PqqWcqzg5RmLmPVi6yZxU3V6djxyIL6dTU/Smb47fkDE0110tx9gETLFoxYE6oW9MV5diO4xtlB8pPnsGrvN7rN9UPTBfd+opVP/I0eunZG0XSxqM+mrS/M1sNx7vlYCxdeLfKN3xlj/FJt2UciBGw7kuDjP9+DbXpkRk2MiMKP/PIWdj+QQg8tbgLu3B5h38NpDj/ZzFf//QiD71RWtV/b+sN87u/1s/vBFIlmfcm5zmPLgTiHnmjioc+1843fGuXE07egGyUERtwglAqtqQ5bSsnwc0P4rn/bqXIBdBHCx6fmlxc1oUsp8aWHJvSFXot5ONJm1hmmXeujVethyrm6/PwsBOHWbpA+pcvvUL569q4uK/Rci0pmiLZt95Fs30E1P4ZmxGjuObDwXkjfozBxli1HP0tL/2HyE+eQnouiGRiRJPXCJN4tBhSEUOZKxMQ1FfgFLZdA+FRKPxD9NJK09B9dYHW8YUcBLa0QQZmUuL1lnHeXYyFY+oGt8QOKHd1B8vHDCE3Ft2zUZJTWH38C33bIf/VVzCvjOLMFvGojiBzVTezxLNLxkL7Enszilja3MdmxJY69/PlLyRKj3/YktrV4fdeFcnHxerXqUmPdbEjMxuIRrVK6uVHvlytYQ+NIxwXHpXHuCtH7D6GmEvjVNbCRSIn0fISuB89OURC6NscvePPN56GgYBCmiXZiJImRXKDqs7GwuOb9h4miEwgQLseYYhBC8P9n77/jJEnv807w+4bLjPSZ5X21993TPT093mJmgIEHHUQDrihDUdLu6vZOp9vb1e3tR9Jqb1d7t7JLSktSpEiKBAk/wGAwGO9N22nvqsv79Db8/RHV1ZWdWbZrgMGQDz6N6c6MiPeNyIg3fvZ5JFwcNILUqODhEsRn46jdto+ETBAdCRkbixpVVpu8rAV99V2PBkN/KexaCVwH5PqaRzmgI2tB34CrLL8/LNSTeh5KIISs6Q3juY69Cp3swrks8+6SFJVw+yCx/j3oiU4UPeI7FLKCkBVkrTm3+mbAb9ZT8Nzaoo5NM1jV9Sqtrvz7ua6DbVcpl2e5fv153KUpe28FJrsVcJOB6iaEUFAUnVot23QR11IR4ocHSb9+qalj4ZQNjOl83Rpozhao3Jij/TMHmX/5wqJj4ZRqFC9M0PMrD6C1RuscC1nTaR04QjCcWmjA9MjPXEPRdDp3PkzbwN1oui/cttR4CoSThJM9JHv2UUqPMnHpFfKz11bMcC2HQDhF5/YHaek9iKrH/Bfm7Wt9pIVwqo9Uz36qxTlmht5lfuTkhihUg9E2unY+Qqp7L2ogsvhyrtsm0kJkcbxZZq6/w/zoqWXpnZdCklVSPfuJtW3B8zyC0VbSY2cQQqJtyzE6tz9AIJxqPM9QAj3eSaJzF62DdzN1+TXS4x9umPXsZwWSInjg5zr40n/dT7TFL9PNzpjMDlcpZi1UTaK1N0h7f5BQVOHw0y3E2jT+5P99jYmrK7+H1IDE3gcTPPCVdnYcjVPO24xeKJOfM5EVQfuATnt/EDUgsetYnF/8b7fyR//DNcYvrfC+92Bgf4RUZwDX9ShlbXKzJrkZg1rJQQvJtPcHaesLIqsSXdt0vvJ/HSQzZXD91PLr2B3Bg5mTP8lm/puN2fVwcXCwUEUAVQTqGtQBqm4J2zPRpSiyUBq+Z+GoshbAcxyqc5Mfa6cCAM9lfuQkoXgn/Xd9AatWxHMdqoUZ9Hjn4maFmWtMX3mDtq3HaB28G891kSQZo5Llxolvr9mxUAIRuvc8hqbHCcU70cIJttz9FWyzSm7qEunRU5QzY5TSo/Tue4q2LUcBqBXnqRZuBcWEkOja8ziheAdaKIkSiNC7/2nMap5yZoKZa+8sq49xJ/hYORaR+/cRfXB/3We55z+genZ1Rpjim+covXeRxsfAwzVtcFzS33x9weD1qF4ao3Z90tdl8GD293+4KVkNoSnIER0R1BCy5NMrWg5OtYZbNn7CGhACJRL1KRIB1zRxKvXNjp7jgrUkympaIIkGQ3g5eKZF6dX3iX/xUyhtfjOmFItQeO61VSlslyJKin6xgwhxAugMiF04+MbelDfCGFcXzkiik35aRTcBdErkueC9v6Bw66ODfhKiFRuLBG1kmKZKhS76cXG54p0hj1/OFSLCoNhDlATgCzDNMc6od3Vx/GaQFHXRYHBXoL3zFkRpbr8rhaQssF94K+6/9PhCVpszZnjehg0TRY/QefhpUlvvQg7o2LUyZjmHkZ/FNqp4jkOkc5BgomNDx18ZAknR/OvoeSuWWK12jdYL266Qz4/SktqJHmqhWLzVSKcoQZ8mdp3vukAgRjTS7TsSQCTSSTAQZ2r6RL3j0gySINiVwC7VsPNVAh1x1EQIu1jv5NrFGpXheVyz/vd2DZvK8Pyio7EchBAEwy0EIi307H6c1v67/HtxmYipXzccINa+nUA4xciH3yczsb7oYiTVz8ChzxFpGWzuUNw2npBVQvEuBg58jlCsk7HzP1oX+1+sbRsDhz5PONHjR+pWGU9WNMKJHgYPfZFwopuxcz+6jS9+ZQghfMHWUJLWgSN07XgISQmseE2FrPpj3vUllECYmevvfKKdi13H4nz2t/qItqjYpsdb35zhta9PMz9Ww3E8X5sppnDg0STP/GYfrb0Bth2O8tnf6uOP/8drVIsriZEJjjzdipDg3BtZXvi9CcYulbFMFyEgmlS59wttPP03eggnVAb3R3jy17v5s/9pyO+PaILMlMF7z86x54EEZ17OMHS6wNxYjVrZwXP95G0kqXLsc20885u96FGZlp4AD3ylg+FzJZyFigI1otJ1rIeOw51oYRUjbzDx7gRT799ab4Qk6Ly7k577elHDKulLaYZfvIGxRB9m58/vpuOuThAwc2qaK9+sLzFqv6uD9oMdTL4/Qd9D/US6I5Rnygw9f53CyEIgSkB8MEHPfT3EtyYRkiA3lGXkpWHK040kCKZXQ0IiIIXrPrc9G9OtEVYShKQoVae5IyULZYGethk8nFoFxILg3M8AzEqO4ZPfIZToRlaDGOUMZiVHburSYubRdSxmr79HfvoqwWgrkqxiWzVqxbnFwFl28gKV/FRdwMSqlRg5/f3FPgzXMSnMXkeWNbLj5xa382BxG7OaZ/jEtwklupCUAFa1QLUwjR7vwqzk/O09j1J6BKOJ3oZZKzalVt8MfKx+Ua23jeh9e+s+M25MUz13Y9UXmWc7TaN+dduYS17urou3RNnWMzZuuIiASnBbN+EjOwhs60ZJRpH0AEKRwXVxTRu3VMWaz1O9OEr13A2M8bmPrKn5JpRIjO4v/jJq3GcjKA9dZublZ/GsW0a40FSkUBC34mcE5KjfpL0ep8BOZ3HyBaqnLuIUStizaex0bl1zLZLlineaFrrYInZz3TtLHv9hXWrge7iMcoVJb5htYj86kYZjCSTitHLVO02RHFvFPuaZ5Ip3hq1iH62ik7yXRkFluziIQHDZO42FQZwWtog92NiLzkwz+EbAkpTkcljGuPBcB891fJG7VRZWsfC959orGB/rj/jcpMtt3X0feB5z598kffU4ZjGNa9uAh6Ro9D34cx+RY+E7Ezd1DFa6jmuhJl3XyJ7L5NQHRCNd7Nn18+TyN7DtGgEthqIEuXrtB9SMHEJIRCLdaFqERGIQRQ6QTG7zRYvMEqXS1GK9r+va9PU+QCzWh+s6tLbuplyZJZNZ/j4CELJE6oEdxO/ewtRfvOc7Ft0JWh/bg1AVhv73H+JZm7dW6LF2evc+SUvvAYSkYJsVyrkJKrlJrFoJIUkEI21EWwcJhlsWjfNAOEX//mcwqwVK6bXp/YQSPWw58hXCyV5fOdnzcF2bamGWcnYCo5zBdW0ULUw43kk42YMSiPgGvxqgfesxwGPkzA/WFFmLtg6y5e6fQ4+2LxnPoVaco5QdxyjN4zo2sqYTinUSSfWiBn1abn+8exFCZuTMs+sqW9D0uJ/96T+MpARwbYNyfopydgKz6ht2gVCCaMsAerzTV+YVAiUQpmfPpzCrBTLjH655vJ8lhOIKn/paF6lOP8P71jdn+Ob/Ntxg1JtVk7e+OYNluPzyP95GKKZw8PEUu56Lc/qllUvGFE1w40yRr//PQ8wO12e40lWDH//BJLIi+Ozf7UNRJQ48muTd70W49G7zbLFje7z0R5O88idTVEt20yRdpmrw4h9OkGjXeOJrXQgBgwciRFMquRkTLapx+O/eTefRbuY+nKEyVyHcGSE+GK9zLFp2t7Dnq/uYvzCHB+z95X2EOyOc+Q8ncRYCCLNnZjByNfb92gFc02lwLCJdEXb+3G66jnWTvZ6lOFmk76F+2g918Np/9wpGroaQJbrv66HtUAfZqxlkTWb753bQtq+Nd/75W5ilW8+Xh0vJzdHOABEpgYyKg28jOViU3Tyt9NCpbiHrzOIueUdH5ASqCFBxi8uTqnge5clhYtsPoHcNkrt6+mdCeNc2KxRmr9V9lp++Uvdvz3OplebrmrWXolaco1as74d0HZP8Qnkq+CXQucmLq87HqhXJT9c7dqX54aWzoTBTP9+fBD5WjkUzqB3Jj7webMOQBPqufpJfegB97yCSHljkkG+GwLZuIsd24xQqVM7eIPf8+9Suji/WT282tNZ29J5BJNWnMKuFJ/2X7ZJt5ESM0LGDlN85jQhohB86ijk8gZO9GeUQ/h/Zr8sTsuzrXni3hK+0vm6kcAjXtAAPORXH8zycTH7Nv5uLg0EVC1959vbyp/ptXSzMFTMKJjUyzKIRwGIHWW+WPPOUyKMRREIiQQsRElzyji9mMGpUaKGTNtHNlDeMTXOH0zFrvoEiK6h6dNl5yJpeJ6Bza/8qjmUga0EUfWW9ETUcByH8MTdRAVsNJ0gMHvDpcodOMXni+Ybj+/WbH90y4Zi+krGQZeRAaNnt5GB42e9uh2EWyOVHcZY0HXueS6k8hW3XuOmEVatpLl76Jm1t+4jHBwgGkxhGgZnZDzEtP4InyxrdXXcTDCYBQak0TSzWTyzWR7Wa4frQjxZF8Kq1LKNjb5BK7iCktzI/f5Hp6ZMYxgqlbgISx7YRP9TP5DfepzaZA6BwagQhCVo/tX/5fTeIQDhFIJwED/IzVxi/+BLlzBiuYy9eG4REIJSgc/sDdGy9H3khsxSMttG96zGuf/DnDc2Jt0MNRunb/zThZM+ikW+U04xffJns5AVs82b9/IJjKcuE4910736cZPdeJElGkhTaBo9Ryk4wd+P9lc8rlKD/wDN1ToVVKzJx6RXSY2ewjNLCenTTkZXQo+107niI1v7DSLKKEDJtg3djVLJMXHplzWVfshKgY8u9IATl7DjjF16kMHcdxzJuXVMESiBE28ARevY8iar5jaZqIEL3rscoZ8c/kT0X2+6Ksv1IDCEJ5sdrvPRHk8tmClwHzr2eZfhskT0PJAiEJA4/3cLZ17OLWYBmcCyPd783x9xI87I5y3B553tzHPl0K727wkRTKnsfTHD1eGFRC+Z21EqrO/O26XHyhXke/sUONF0m3qahR2VyM9B1bw/d9/Zw4t9+wPgbY7iOi5AW3qe3Dfnh759m7uwskixhFU36Hunn4tfPU11Qrc9dy5K/kWPLU1uXnYsaUhh7fYQr37qM67jMnp7h4X/6GPHBOLOna3i2y5VvX+LKNy/hWA5CCPLDeQ78xkHCXRHMq0t6mvDIOXM42MTkFkJSdFEzAyBtT9Kj7aBL3YqDzbQ1jOvZROQkW7QDSMiU3XwDre1SFIfOkdx7lPj2A1QmrlMYOr+pxCB/hZ8ePv6ORXsCIUt4HzNvVmgKsScO0/KLjyHHw2uKqIoFI12Oh4k+tJ/QgS3kX/iA7HPv4xY3X1011DOIUFZQ4HZcahevo7SlaP07X0UKBXHyRXLfe9kviQL0w3uJPHQEKRpBjkWIf/lTRB47Ru3idYo/fhshS74Kr6oQ//xj4HkIRcGzbbJ/8UOMSzc2/bzWAr8O1MZDxcPBxMA3KVykhds+LOJoBNgmDuAs9HMIIEgYCxMZZVnHwq6VsCoFZE1Hb+ledh6BWAuSrDakHK1yHrOYRosk0VOdSIratNxHyAqhFp+G2SyksaqbJ+ykhqIoQT86XJy42tRpkRQNLZLYtDFvh1nOYRtVZC1IMNFOceJy0+3WkzFJpy+RTtdH9FzXYujGjxu2NcwC4xPvMD7RXKPFtmtcvvLdVUa89ewXCuPMp5dnQrkdwd4UXV0JZn5wmtrEbUblRxRL8Y1uKMxdY+jEN5sbs56LUc4wdv4FPM+ja8fDfs+NECQ6dhJv305m4uxKg9DafxeJjp0LjrWHUc5w/YO/oDB3vckOfvaqlBnlxslvI4Qg2b0XISQkWaFrx8Pkpy9hLtNrI4RE+5Z7F8qt/N/DNsrcOPktMhPnabyYfvlgJT+1qIjbtfMRP3soKXRse4DC7DWKa8zM3AzYVIuzDJ34JuVsM5V6D9soM3X1TVzbYuCuLy46bOFENy19h5i89GqTuf7sQpJh9/0J9Ji/5l4/VWB+bOWemXLOZuximd33J5AkQf+eCKGoQjGzgpGatRg6s3JDdm7G4OrxPD07QwhJsOVglGBYppy/M2O2kLaoFB00XUbRJLSAjKRItO5tpTRVYubk9KJ2hk+ZWz/J/HCe3FDW7/20XV88UhY+09o6UMsZzJyeWRyrPFPGrtlo0VuCuq7tEWoNEWoPoegqeouOJEvIgcZsccFJU3QyaCJIUArXORZZZ5Z5e5JOZYB+dQ+96k5cHGRUBAILgxlrGAcLIctosRZokpFOn3mL9vuepvuJXyAyuJvS8CWsoq+l1Iz56SYco4JdWrk3cSmEJJAUsfCceuCC67gbaRe7dUxZIMk3Sy09XBc8272zGLjAP6Z067ie59837hrotT8u+Ng7FnIsjBQK4Nzhw7+ZEIpM/OmjtHz1cb/kaZ1lGje3VxIRkl95GKU9SfpPXsLOrLdBdYUxZAW9f+uKcyu//yGV4+dwyxWU1iQoMk46h1u+FYk0h8bIZxsfYLdcBdcleGAn4YfuJv27f4E9lwHPQ4qESP61z6Ef3L2gifGTdwo9Ghfw2yEh4WAzzxSmV29U25jLOhUAdrVENT1BMNFBpHMrWiTpi+MtgRwIEenc6md4nNtq4h2L3Mh5Ip1bCbcPoLf0UJ4Zbhgn1NpHqLXXZ88Yu9hUaG/D8Fa7RoJIxxYC8bbNG/M2GPl5jMI84fYBot07yFw70dCIrkaShNv6PrI5/DRh5yvMv3SexH3bqdyYpXx1/WxUG4Fj1Zi+9taqEXLXNpm5/g7x9m2Ek32LJUqp3oPkpi8tS0Ub0BO09h9Bkv3Ahus4TF15ncL86v1yVq3A1NU3ibYMoAajvvBerJ14xy7mhhvpywGCkVZSfQcXhaE8z2Nm6F0ykxdYtZHfMZm8/BqRVB+x9u0LPRNR2rb4mZK10tF6rsPs0Pt1wlfNN/SYGz1FomvPgvPk15knu/YyN3y8OfvWzyj0iELPjhCS5L+HZoaraLqEElh5v0rRxnU8JEkQjitEkis7FuWcTW5m5VI52/SYuOpTwgoZUt0BQnFlzY6FkHyjT5IEQloIJwiBGpAWWZrETcNQFqhhDbNorirIZ1UsXHPJNkuOtR64loNdXUpC4VcV3EyYKyGV3b+4h577ejEKNeyqTSAeQFKlpmOZXo3Lxgc4nl/6tBQOFteNUygopJROJBQkZDw8DK/CqHmRWdsX2VQjCfqe+RpK6PayZQ/PdZG1IHJAJ7XvXpJ7juKahp89XcFCz185zdTrywd8bjoMSlCmc1+SgWPttO1MoCc0XNulnDaYuZhl7Pgcc1fzOOYabRQBoWSArgMpeu5qpXVrlGBcw3U8itNVps5nGDs+R+ZGcc0aGkISBGMqLVtjdOxO0Lo9TrRDRwsrPstn3iQ3VmbqXIbJD9OUZqrLXhohCTr3J4l3+dl/q+YwdnwOs7zyPS5rEr1HWtHjfnVLJWcycXJ+wzogH3vHQgoHkSM6zm2MTUKREZqCpAd8416V8VwPz7Rxy1Vcw/KZjj4CWrbQ4e2kvvLwhpyK2yGpCrGHDoDjMv/HP8YpbE7mQoklCKTaV9zGzd96gVmTzdV+nVwBJ7e8w6N0tODZNvZcxnc2hEAEfPo8vzH+4+tl17wKrnDJLJRJrQee65C9fpp4/16CiXbaDzzG9OkXF41iSQ3SsvMewh2DyxzAIz98juTWuwi39dN511NMfvADavk58BwQMsFEO11HnkbRo1TmxsgNb24NtlUtYlWLyIEQsd7d5EfO+yxW+M3pobZ+Og49gawGV/wdhaz4UWnhU+KJBWMSSULWdBzLxKdacvFct65PxDYq5IY/JNTaS7R7Oy27jpG+/P5i9kQJhuk48ChaNNVk5J992IUa2Xev4zkuHV84wsR/fhtzvkSwO4Hel0KN64R3dGJM5bByZYJdSUJb2lCiQULb2hGyhDFbQE2GCPakUOI6el8LVrZMbTKLt4xRUynMrDkab1RyZCYvLDRD+4Z7tKUPTY8vW0ccbR1Ej91af6rFObKTF9a8HpSzE5RzU8Q7IguZXolk127mRk40LU+KtW8juETZ1qzmmR85ueZSJtssM3vjfaKtWxbv53j7doKRVqqFtTHxmLUCuelLrCXj4NoG86MnSXTuWuyh0mNt6LGOT5RjEQjJJDpuqQk/9AudHHqiZdX9oikVWV4IwAUktODKVNelnIW9BiOoMG9h1lyCYRktKBNJKMyNLr+9rAoS7Rrd20N0bNFp6Q4STSkEQr5YnhqQ0KMK0VR9ZYBru5gFg/hAHDmgYJVXDght2ltyheerbX8bO7+8izO/e4rRV0ewKhbdx3o49g/vW3ZWeWd5Qciym+dc7U1alG5iUguSkKm5ZTLONAUnfUtITkg+C2Jw+VLXpdl6oajIK1VawGJ593KwazbhliBHv7aDPc/0oye0Bltt99O9lOaqfPjtYU7+6TVq+ZUdU1mV6L+3naO/toPugy2outx4zGf6KE5VOP/9Ec58Y4jS3MrZOT2hseez/ex6speWbVGCscZ5Lp6T6TB3Jc/7f3CZa69O4jYp4fM8j0RPmCf+0V3oCQ3HdHn935zj5J9eWxSYbICAbQ938dQ/PrK4z9u/c4Hx4xsXA/3oHQshEJq6rmbgpZDDQaTowg2pyKitcYI7ewnu6CHQ34GSiCA0FeSFun/bwakaWNMZatcmqF4cxRybxa1sTm26koqR/OIDay5/WguEIhN9cD/WdIbss29vSqNmoK0TJbJy7f5mwLg6Qvj+wyS/+lms6XmEqqD1dSFkmcrJC+t27GxMBBIhohTJASwK8iyFWPwfDVzaa0WOeSwMesQWTK+KiYFALFDZQpWVmWiKk1fIXj9Ny65jtO6+D72lm8rcGOChp7rRW3qozI6it/Ygq40hOrOUYfrkC/Q+8BVivTsJxFoozdzArhZR9CiRzq0Eoi2YpSxTJ55fkdZ2I7DKefIj5wnEWogP7ENIMqVpP6IcTHYQ696J61gUxi4S62vUMAG/T6Pz0BMLFLW+BoYW8w2HQCTF4OO/imP4/SSuZVCcvEr6iq+GDYDnkr1+mmj3DmI9u+g6/BTRru1Us9NIskKotY9gop3C6CVi/Xs29fw3Dx6Fwhi2XW3UzlgBZrpE/tQwrmmTeecqSBKB9jh22SB2sB8lEaYyMk/8rgGKioSVrxDZ202wK0H52gzhHZ1IqoyZKaH3tRDd10tleA61JULsUD9mutS0AdnzPMrZ8bUzH3kupflhbKuGGvB7XdRgjGCktaljISSFaOsWJPnWy7+UHsFch8HsWFWqxRniHTv8Yy70d6haGMuoP44kq0RbBut6gUqZUWrlNcoZL6AwfwOjkkOP+uKImh4j2jKwJsfC8zxqxTmMSnbVbW/iZmP3TS0MWdUJJ7obmkN/lqFoAj1y63dJdQVIda2SrrgNkvAjsSvBqq1N28GsOji2C8jIikDTmxNGCAEdW3Tu/3I7Bx9L0doTIBC+ZUh6nofn4ovZer4DshSe4zF7dpb+xwfpe6SfkZdv4JoukiohKRK17PoplG+WUvt/WLc3okU1hCQojBVwDActGqDzni7kwMbNQNOrMWUNMcXymUi7UmTmnR/e0kPaBBjZlY1eSZF46O/vY/dn+hACqnmTWt4X5wxEVPSkhhKQiXaEuPc3diEEvPv7l3CM5s6prEns/Vw/D/6dvUQ6fJ0Iu+ZQzZsYRQtZlQjGNYJRlXhPmHt/YxepLVFe/9fnyI8vb0cE4xqHv7qN1EDU70u1XKyKjVGysSo2kirQ4xrBmIasSnTuS/L4PzyEVXO48WaTdcmDKy9P0LYzztFf3YGsSRz91R3MXsoxtoyj0LI1xr1/czd6widXuPbqJKe/MXRHpVcfuWMhx6NEHr6fwguvbMi5EAEVNRXF7W0j+vABIsd2o3akkDRl2VyhCgS3dBG5dw9Ovkzl/DCFV05TvThyR+xPAOFjuwhu61nRqfA8z2eosh3/4Vd8bYeV9pGCGvGnj1K9NEr1wtoiiSvOs2+bX4LzEcMcniDzB98isGebzyhl21ROnMe4cgM7vfaX7E2UKVAkS7/YSYoOn/7Vm2AWv2ZZJ0w7vahoxGlFI8Cg2I3lGWSZI7eOzEOVEje8CwyKPewX92Hg0+spqEx5w0yssFiCH2WZOvkjPM8lMXiAcPsAkc6teK6DXSuTvX6S9OX36TryNMFUV9MypsLEFcbe+gbtBx4j3NZPy46jfs7ddXGsGsXJK8x8+BrFyUZmIc+2fKVqz1tovG0OxzIwSzm/P2NJBNdzHebOv4Gs6SQGDxDr2+OrgXsujmVSTU8wc+ZlPNdBi6b8bMxtETFZCxLp3u5nNRYvjItZygG+kKASvJUCt41yw0vRKueYfP/7uHcZRHt2EOvdRaxvD55jY1UKzJx9lcLoRdSFXo+PW78VwHz6IqzPjsWYyjE3lVv8d/qVC4t/n/n+qebjvHi+6eeFM6MUzqwQel0Kz8UopddFb1orZ7CN8qJjIcnqokF8O2QlQCjRXWeEVQrT61a4NqtFnzxgIUuiBiIomt7gWMiqjh5rX7K+epTSo+umb7WqBYzSPMFIi08JKymEkz0wvDbyEKOcWZMGxk2YtQJmJbd4HYWQ/LEl+RNDPeuXDvl/9zyP6aHqiiVNzVArOcs2e68Xrnvrp1xIhDVCwPa7Y/zCP9rC4P4IQvLLqObHDWZHqmSnDSoFB6PiYNZc9KjM47/ShR6tN6dmTkwx/OMhdv/iHnof7MUsmmjRANmrGc78bvPnuxmCKZ2BJwbRohqxgTiu5bD/1w9iFkzG3xylMre2AEH2epbSdIlDf+sw2auZhTIouY4N6qOAa9bIXTqx6ccNtYdRwyr5G7mG73oOt6LqMkbR4uIPx7j68gSFqQqu4zsWfXe3+Qb9lihKQObgV7Yw9OY0U2eblIYKGLi3nQcWnArP9Zg6l+Xcd4eZ/DCNUbKRZEGsU2f7493seaafUCrAjid6sKoOr/7/Plw2G1KYrHD9tSmUp2Wmz2eZODXPzKUcpdkqtukgJEG0XWfnk73s/+IAgahKtEPn8Fe3MXkmjVFsfJYcw+XEn1yjbUecLQ90Eu3Uuf9v7yE3VqI4U0+4EYypHPsvdtK+Kw7A3LU8b//7C02Pux585I6FFAwSGOj1F8sN7C+EIPbEYeRklECfn/pf876ShJKMEn1wP6F9gxRePU3uufewMxtLNUtRncixPQit+WXzXBdrJuvTyY7MYBfK4IIc0dF6WtD3DKD1ty/rZCgtceJPHcUYnr6jDIukBQh29294/3XB8zBHJjFHJjflcCYGV7zTpOggIHQcz6bCrd9LICEJGRePeaZufS5kJM83QPKksT0TDw8Lk3FviAolPDzS3jQy8mKado4pyl6RBK0EhI6LS8UrrtlBsSoFJt57luz1U+itvchaEMeoUkmPU52fwLUtRt/+ls9n3azx1HMpTlylmp4i1NpLMNmJpGq4pkEtN01lfmKxPOl2lGeHuf6j312YxzL3tOeRufIBhdELvtrwbc3fVqXAxPvPkh06TailG0nT8WyTWmGeyuwoViWPkGSu/+h3cR27ocHcyM9x/Ue/25T5qhkcq9bUSKtmphh96xuE2/oJpjqRFA27WqI8O0ItO43nedx48Q8W5/yThiypKHIAIWQ/suSa2M5Sxp+VIZCQZQ1ZUhFCWlCvtbEdY8Nc4kJIKHIQeUGUz3X9462mmeG6ts+QtA44toFZKy6WN/n0s0nfMrut3EgJhNCCS5nSPGKtW5CV9QktRlsHFnKSPiRF80Upb4Oi6ahLxvNcj+oyJVorwaeJTBNf+LcQgkAoiSwHcOxVIsyet2xj+bK7uE5dhkMIgRqMIUkqzifEsXBsD2dJ5POVP5ni+PPz64q2+47pytdDUVfWR1ncThOL/R6u6zVlmkp1avzc/22QLQf9gEh6wuC1P5vm7GsZcjMmRsXBXrJf1zadB3+ug9vJAa2yxbn/9CHTx6dI7WpBCSrU8nPMnp7Bc31to/G3x1GCSp2GVvZ6livfuYyR920ASRFoMQ1ZlRl9Zdg/j4XGbkn1193stSxXvn0Zo3DLgDUKJpf+4uKijkVhJM/7/+JdOo92oegKc+fnSF+Yp+NwB+XZzSeP+ajRflcnsYE4H/6fJxu+0+MaRsnird8+z9nvDtdlIopUSQ8VKc5Ueeq/P0ykTSfcFmTw/g6mz2caqicjbTpHv7aT6EKmYvSDOV75F2eYHyrU3cf5iTJT57LMXyvwyD84QCgZYNeTPUyeSXP2O8NNM2qO5XLyz65x6YUxMjeKTXshCpMVZi7mcEyHe/6LXUiyoHNPkkRvmJmLuabXpjxf463fvkCyP0qiL0zv4RaO/Mp23vrtC9g1/1mSFMHezw2w44keJFmikjF4+3cukL5x56WYG3YspJBOcP9uaucv41ZrBPfuRI40UkLKqQQiGGjUrVsHQoe2r0jjuhqEECjJKInP3YfanmT+P7+ENb1+Wj+tt43AQEfTeXiuS+X0NdJffxVjZMbv71gKWUJJRYnev8+fR2u84RhCEoQObiW4vYfKh6s3OS4HNZ5CS7VuOvf/Two1Kkxy4xbzpaIiB6JIioIlJMaZ8fVBHBvPMnEts85YzTO/2DNhYTLOrdKCNLenDz0qFH3nZYOZP9c2KU0PLZYR3Q57DYawXStRGL9EYXztjEKubWEWMwhVQw6HFyKdLq5RwzVuRSYcs+rTujaBFNSRA0GMWpbaaBrXrOHWblGygm8A3d6YXvddceMUmUJRkQIBP00uSVRLc1Ty07iWiWvW6rjNl5vDTYQCLXSm9iEJhdncJQqVlZ1dPZCkK3UASSjM56+SK481bKPIQVpj22iN7ySit6HIAVzXoWpmyRRuMJO9QM1a/vfVlBDxcC/JyAARvZ2AFkWWVFzXwbRLFCszzOYvkyuNLetgSEKhp/UuNDXCVPosFSNNONhKV+ogiUg/AdU3gEy7TKk6y8jMu1SM5dMnnuuuS6PB38dpoJdVtEjTigxFCy02bYPvALX0HaKl79C6xrwdvrheowOrBMJ1WjCuYy17v68Gs1b/WyqBEJKirupYeHjYq9DvNu7kYd0m/Keo+oJK+CcDluFSztm0dC8ICQYlSlnrjth4mkGPyUjK6u+7UFRBDfjX1zY9qsVGQ27fw0m2HPRJA8o5i+/9m1He//7csrS0PotP8/Hsqs30iSmmT0w1fOe5HuNvNGYZs1czZJdQv1ZmK5z9/TMrntft+wCYBYOLf7okw+lB9lqG7LX67YZ+uHlMg5sBOSAja6sI9AqB3qKj6MubsNdfn+L8syNNy5s812P0/VkmTqfZ+aRfgdK5L4kkSzhLM+ICBo610X0g5d8P6Rof/OEV5q83X/Ntw+HSj8bo2JPgrl/chhpS2Pf5Aa6/MUV5mX6LwmSFwuTKjp1tOFx4bpR9Xxgg0qajhhXiPcs7FgAzF7K8+3sX+dQ/ugs1pLD/C4PMXMhy+YVxPA96DrVy5Je3o4UVbNPh1NevMfTm9KY0/GzcsYhGiD54DGtiGs+yiD/1GFIs0mBQS5qKa6xfxXYpVquvXCskTSVy7x4Qgrk/eB47vb4IU3BbN1K4SdTN87Cms8z/6csYQ40LCACOiz2XJ/uDdzGnMrT/jWdQ2xMNm8nxMJF791C9ONronKwAoap+g1QoTHT3oaaNUnIgiNbSjmuuP/XpVMsNqt1rn5xAjSUQddFGDyufxVtGUVmoGsH2LkJ92wh0dKPGksh6CKGqfh+wbeHUKtilAmZ2HmNmktrMBFYhVycAuCIkCTWWXGyeXOvc1gMpqKOEo9zuWbuWiV1YwVAW0sI1u2mgeTiVEk711gIkaQHCW3cR3XWQQFsnkhbEs0zMXJrK8FUKl85gF5v3ZSjRONFdBwlv3YWWaEFSVVzTxMpnqIwNUbx8FjMzz5oj8qqGGkvUnadrGj4l4G0ZCiEraK3thAe2E+zsQ42nkENhJEXxI/mm4f+umTmq48NUxm/457FqOYpHZ3I/Yb2VoBbj/Mj38FawYDoSu9na+TCOa5EpNtIiB9QoW7sepTO5F0UO4rgWruvTJ4aDrbREt9Ia38Hl8RcoVRvZnCShMNDxAL2tR1Bkv67cdkxcz0FdOEYyMkB7YjdDU68zmT5zq+Fx6XEkme6Wu4jqnVRqGVRFZ1fv08TC3X4ZnOciCZlQIIWuJRmfX7nswNuAUrvnuQ3ldpKiNuXkl2VtZdHIDWK5QIkkq3U1LZ7n4K6z7Oombne4fG2LtRn6676m0MCqJcnKMvU5P5uolRzmJwz69vg9ib27w8iKwDY3l9QjnFAJxxWK6eXXbCH5TFCK5t9HlYJNKVt/nwgBO4/GkReclLFLZc6+llnWqQAIhmUCy/Rq/BXWj/4ntjD49LZVt4t0Rph8pzEYBGDVbC79aAyruvwzaVZs5q8X2PFEN0IWhFuCSIpUx4SkBGQG7+9ACfq/7+SHGabOrRxIs6oOV16aZNfTfYSSAVp3xOjYnWRobhnbcI0ozVYppw0ibTqSJAjGV25g9zy4/MI4HXuS3PWLW9GTGsf++i7mrxcwShbHfmMXid4weDD0+hSn/2Jo7exYq2DDjoU9n2b+D/8cJ19Y0JlwyH7jWayJ+oiw2tlO7DOP31HGYjMhFJnwPbuw5/PMf/0VvNoajVBFJtDb5qtp3wbP86icuY4xvAb2EMelfOIy6YhO+998xhfVWzo/IdD3DaK0xJpnVYRA0oLIuo4SiaOl2gi0tKMmW1BjSZRoHDmoN+2v0Pu20vdLf5uNeHnZE28y/9ZLa2ZZWQopoNPx1FfQewYWP/Nsm8nv/QmVsfoov5Bl9L6tJA7dS6h/G0ooDFIj+8JSeK6LZ1vY5SLlocvMvvZD3NrqqV0lEqP7C7+Clmqt+9y1TCa+/Z+oTTVftNaD6PZ9tD36DEKpf9QqYzeY/N4f49nNDSBZD9H5mV8g2OlrWOB5ZE++zfybLyx8H6bl/ieIHzzmO1xLrk+gtYPwlp1Eduxl9uXvU5uu59QPdvXR9sgzhPq3IhS1bl+ttYPQlp1Edx9i/o0fUbp+cU315aGeQbq+8NfqDMrqxAhTP/izW86QEGgtHSSPPEBk+16USAwhL/PbtnfjbdlF4uAxjPQshXMnyJ8/uaJzWzVypAtDhIMtpKKDhAIpyrXmJTGqrJOKbkMImUJllGKl/tmVJY0tnQ/R03IIx7WYmD/JfOEapl1BkQIkowN0txwiFd3Czp4nOTf8HUy7PvrsejZVI4Npl0kXrpMtjVI1stiuiSJppGJb6Gm5i6AWZ6DjfnLlccq15ZsShRAkowP0tB4moEYZnztOvjyJ7RooUoCo3oEsqVSNlTM7/uXeyIJ8m4O4wgBLf1PPc7FqpQ0b+4vHceymxxB1BVMN01znIM12/ihfXo3jfUxelZsCo+IwcrbIwceSKKpg66Eoqa4As8sI2W0UkbhC19YQ00PLZ40CIZktB6KL9+bU9QrV0m33k4Boy61sW3baXLUMq39vZFXWqp8WYh1Bjn51kJPfHCE3sbEs3k8asb4YQoK5MzPLP8ti5V678nyN9NDqgWOjYPq0xrLfoC1rEksTj8GYRtvOhK9/4XpMn8tgllYPOKaHChSnK4SSAQIRlY7dCW68Pb08M9Ma4Fgu7k2nR4CsrH7PWVWHD/7wCq3bY/Td3Ubbjjj3/+09VHMm/fe0IYRg7mqOd373EpXM5onvbrzHwnFxMgsvMElgTUxjz8zh5OojpELTFmhH72SamwtJVYg+dojKxRHKH1xa09ykgIrSGm9eBuW4VM7fWDsDkutRevcCoYNbiD58sOGYanuSwNaupo5FZNseUsceQYkmUEIR3zC8qYq9SumTpChIyu1c0muD1ITVaK0QQiAvRu59uLaNEk/CEttdCuok736Q5OEHUKLNr3XT40sSQgugaQHMxJwv37qmeUnIeqhuXuBH2jerHEGoKnIogqTWM2LIQZ0VTQghfOdxYW6e5xHs7AVJQsgKqXsfJXn3g81p94Tw6WIHdtDx1JeZfPZPsXJ+aUygrZOOp76M3jPQNBIrhEDICsHOXjqe/CKuZVAZaSZodtt+iuLfj0uyP4G2TmQ97DsWkkx01wFaH3qKQEvHmu5XIQRCC6B39hJo7SS8ZSdzrz/f4CjdhIfLbO4iXakDBNQYrbHtyzoWEb2daKgDD5e53GUsp97QaYltpSt1EA+PkZl3GJl9D8e9FYTIFIeomXl29j5FKjpIZ2o/o7PvNYwznb1AtjRKzSzU7Q+QKY3gOBZbux5GDyRIhHtXdCxA0JncR9XIcn7ke+RKo7hLyqemhYwkpDUwU4l1ZxQEokGB3XXtpmun5zp1mSLXNhk79zyF+eF1jdnkyBjlRqfJde16MS1JWmz4Xi+WlnBB47msuO86FeoFIKTbaEpdZ0VhsJ82opEeuruOIjXM22Jk9DVqRq7uc8+D829mefiXOmntDdLSG+TBn+/g2X8zWtencKcIRmT2P5Lk/FtZzGrz36tvd5gth/z11DJdrp4oNN3WXBLlVjSBrCz/SommVO75XNume4OKotPX+wDBQHJD+1tWiZGx19ETCgc/38vlV6Y/Fo6FJCkkE1tJJraiKDqGUSCduUKxNLH4nHmux+Tb41z+iwsrHmv7l3YR7W3OfFnLm2sylG+yesHC++a23zHcEljMDFg1h/xkeU2M2VbVJj9RpmNP0g8IDUSQVQnbWd42kTWJSLtOrDNEvDtEKBVAC6soARlZk9BCCvHexnaD1VCYqvD2b1/gmX96D/HuMDs+1YPneiiaTCVr8O7vXWLuyuYyTm5K87Zn2eS++3zT6KtTKFB86Y0Nld8sO57r4uTLWLM5rJksTr6Ea9q+umJER21LoHYkUVsTCLX5C0aOhkg8fQ+1i6M4a1C9FpqKHG3Ow+xWDayp9dWZu1WD/EunCN+1AzlWf1yhKQS391B6/5LPLLX4hUBraSc8uHNdY30cISSBGrnVZyLrYVoffprEwWMIdXku55XgeR6Vket+z8UnDGKhnEzWw+jdAyTuun9VLm8hBHrPAKmjDzPz8rNImkbL/Z9C727uVDSMl2wjdewxjNmpuhKstUIO6qiJFGYuTeLgPbQ98hnkcHT9v60QSKpKeNtulGicmR9/h8poc2enUJmiUJmgJbad9sRuJtKnFpqslxwOQUtsG5oSomrmSRdvsNRCliSVrtRBFDlAvjzORPpMg1Pgeg7T2fP0tB4mqnfSntjNZPp0w1i2U8N2mkdnXddiLn+F3rYjaEqEYKCx76r+Mvix+ZHZ95qWbnmeg7OGRnAhScirKZQ17CM3UCbbZnVBiLIejlWrL5sSErZVpVZsrpVzp7DNSh3jlCSryKs8G8tBDdQHXmyrtiY2K4GoZ0ZbC4RA0fS6jxx74838PwkEg3E62g+i3NaIb9s1JqY+gNscC4CJKxU+eG6ep36jG0WVeOyXuyhmLN78xgy10jJ9RbIg0aHRsyPE8NnSqkxSQgiOPN3CtVMFPvj+XIPTkuzUePpv9BBv9R2i2ZEqF9/ONRiJngeT16scfsr/d++uMK19QaauNRrl4bjC5/5uH1sORja9n1GSVFpSu4hFeza0f7WaZnzyPeDjcy8JIdHbcz8DfQ+jKDcDay6dnYe5dv2HzM37/SBjr4/g1JxV6YOr8xXkZdTJzaqzYXG3pQhEfMMefG2S2hrZklzbo1a4ta2eDCzbA6SGFAbv72D307107E4Qag0iK5Kvvi0BLDg8d3CLTZxJ88EfXuGRf3AALeRfM9t0OPONIa69NrUmqub1YNNYoTyr+QX3aga1y3fOy+0tqEgaIzMUXj1N5ewN7Nkc7mI25BaHnJAk5EQEfWcvsU8dIbR3AJT6kgshBPruPoJ7+im/v3rDrFBkpFDzF4dbrOKU1x8NMIYmqV4bJ3Kk3lEQQhDc0YMUUHHtj8/CsKkQAiXqG1JSIEjLg0+SuOu+Bq7r1aJ3S39Tp1ahOjmyptKdn0Uo0TiBlg6Sdz+IrIf8a+M6uIYBsoyk+YZf3UtOSER3HSB/9jhaWweRHfsQkrT4PLmmAZ6HFAiAkBqekVDfFvS+rZSunFv3fCUtiJZqQ1IDtD786UWnou43dV1c08BzHYQkI2kaLETTb39ZCyERaO+m46kvM/WDP6M23ahw7LgmM9mLpKJbiIY6iYW6G4xwTY2Qim4BBJnijYbSoaAaIxbqAiBfHsewmrNkWHaFci1NVO8kFEgRUKINjsVqMO0ytmOiKSCL1Xneq2auqVOxHkiSskgbu+Z9ZBUtsIR5yfMwK837Xiyj5LN/Ld1Xj7Mh8v01wDbKWEZ5YYyF+yS0sUhvYAmFrud5WNXC2hrdhVgcf63w55moH69WvOOSsY8bbMvjlT+epGdniP2PJNGjMl/+vwxw4NEUZ1/NMHmtglF1kBWJaEqhY1Cnf2+Enp2+Yvf/8V9eXNWxqBRsgmGZX1ygiD39Ypr8vIWQoGtbiEe+2snOozEQYFQd3vzGTPNyLA8uvJnl8V/pIhRTaB/Q+YV/uIUXfn+CmZEqruMRDMv07grz0C92sPu+BJWCjSwLwonN02nYVHi+o5bqDxNKahhlm+xYGXtJU7OQIN6pE2kNYpsOmdEKZsW/DyVZkBoIU8mZSJIg3qVj1RwyY2XsWr3xHogqJHvDKKpEcb5GYbq6WD2t6y30dB1DUZaW7soEAwl6uo+Rzd3Atitkr6wtSDv13gSiSVM8gGNujt0kKdItumTXu1WKtAo8z8NeMoflWMuinToP//397HiiG3XB4Hcdj2rWoJozMSs2dtXGWtBf6b+nDT2x/uoR1/aY/DBNrWAuOhZWxWbiTHqRJWozsWmOhQgG/IzFR2AIe56HZ9kUXj1N5ptvYM+vlLbx8BwXey5HcS5H+fQ14k8dJfWVh5DCwXrDKagRuWc3lVPXVm2UFpJYNvvhVg3c2vobfd2qSeX0dcJ3bW8ovVFa4sjxMG55yeLn+U3F5eFGTYOlUGMJ1GQjK5RdKWHOz2xIB8DMrr2Rd20QKJEoQlFJHLqX5BKnwvM8X8Mgn8Wcn8GYn8Yq5HAtEyErKKEwWqoNLdWOlmxB1sMgSVjZeYz5xibaTwrkoE7y6IOEegfxHJvy9Uvkzn6AlcsgFJXojr0kDj9Q13MhhH+dYwfuJtjRg6QF8FyX6tQYudPvYsxM+GVWHT203PcYWks965kU0Alv2Un5+kW8FdK4TSFJRHcdRAlH/X6KBafCrVWpTAxTvnEFY3YSt1b1G18lGUUPE+zuJ7pjL4GOngUV5HpnJ9DeRevDn2HquT/HKTca/enCdSpGhnCwjc7kfrLF4brIeizUTTjYiuOazOWuNNCzBrUYmhrGw/Ujh9Ety/8mCyUhihxAlpePkgsEsqyhKWFkSUOSFCQhE1AjyNLSc1zZ+K6ZBUz7DqkhhURgnXoJmh6v0yPxqVmbrwmOVaNanEOPdSyUFwgiyT4kWWloVt4M2AvjheJddePNiPfW1ROmBMJ12hye51ItzKz5GgXCSSRFW7OWhaKFbnOAPIxyBm8FTZqfVWRnTP7sfxriF6wtHHg0iRaU2HN/nN33xReF5iTpVmT25uOQnV7btTz3RhbbcLnnc208/itdPPQLHdTKjh9AjMqLzdi26fHOt2d5+9uzywqA3fiwxFvfnOHxX+1CViUOPJZk+9EYhXkT1/GbtaMtKooqyM2Y/Pn/5wb7H0ny4M91bMal2nwIwV1f7ifVH0YJSASjGpdfneb137mMWXFQAhJHf2mQ/c/0+P0GiqAwVeXlf3uJ+aESWljhU/9gD9W8RTCqEE4FCMZURk5keOXfXKSa95/pzj1xHvt7uwi3BMDzf8Mz3xvj5LdGcUyXcKgNTWvM7gghCIXa0LQw9nJrmwBJlkCwaNw7pgOb5EAsB9d2F4kJhSQW6X1XgxACRbu1rWO5DUFSLaLwyH99gN2f7vO1UgyHkXdnufDcKPPX8lQyBmbF9u9Tz8+e/NK/f3hDjkUwpnHPr+8k2q4vziMY1zj6qzuYv5anOL25ZXKb41jIMvHPPomTyVJ89e2NHUOwvEaF61F4+RRzf/TjtTdb39y1XCP3g3fAc2n5pccRwVsvfyEE+q4+5GQEeza3yvzEsoJzrmnDMk24K8LzMIYmcYpVlHh9BFGO6KitcazJetrI4qUzFC+fXfGwqaMP0f6pL95anRdQHbvB5Pf/zI9Sb2Cum+lYCCGQ9TCR7XtJ3fuYb/B6Hp5tU50YJnfmPSqj17FLhWUzEELVUOMpQr2DRHbsozY5Wkez+kmDkBViuw/hOQ650+8y+9pzuLVb51ubHsOpVWl75DOIpaUgkkzyrvv8Xhw8ykOXmH7h24t9FwDGzARWLkPPV75W13MihCDY2YsUDDU14lecrxCEB7Yv/ttzHSqjQ8y/9WOq48NNDSgDKA9fIXfqHWL776bl3sca+m2EkAhv2Un8wFEy773WYDzWrAJz+auEg22kYlvQA6lF+lVJKLTGtqHIAXLlMfLlxn4NRQ4gCd/Y72s7Sl/b0TWcq7ToZCyFJKkkwn10JHcTC/WgqWFkSV08vhDSupTjXc9et9Bc41wF4UQ3iqqvWc8ikupHUW+V7Vi1YlPVbQDHNinO3yDZvXex1yHaOkggnKJa2HzH37UNSvPDpLr3Lfb4RFsH0IJRzOraa4fD8W6C4ZbFe82xahTTw2vaVwhBMNKKpsepFVdWBb4JPd6JFrqV5XAsg0r+zphjPs6YG63xh//9Ve7/Ujv3f7mdzi06iiYhyX5UHPxH2bU9zJrL3GiVM6/42hGrwvP47r8eZXasxoM/10GyQyOaVBf9dMfyyE6bvPWtGV75z1NU8ss/Q5bh8v3fHsOsudz/lXZiLSp6WEaP+Pe/64BlOFw7UeK53xnj8vt5ZEVw96dbMWuOX7d/h3Bdi1zuBrZdRZY0XwNH1pBlFUnSFqiXxbIUzEuhaBLhVIAf/NMPqWRNdn+qiwf++jauvDrN6MkM2x/q4MgvDPDKv7nE8AfzBKIqj/29XTzxX+3hu/8vX8hPDcrEu3R++M/PMj9UonNvnM/+dweZfqqbk98cIRhVefy/3E36Ronn/tmH2KbLrsc7uf/XtzF7rcjI8TSyHGC5eh5JKMv2KGmxAFs/u52e+/soThQ48a/eQ8gSHUe6mD8/i7EBFfO1wihafkQ/7mcvgtG1ZaUkRRCM3XoHV3IG3m3MYv1H2xc0JIRP9/pn13nndy9i3k4osADvpre2Tkiq4ODPb2HHp3pAQCVj4Jgu0U6d/nvaOPq1nbz5785jVTYvoLEpjoWQJLTeLioza1tQmx5DVVCS0abfGaMzZL79xrqdipvwLIfCy6fRdw8QvmdXnZGipKJo3a2rOxYrwXbqBG7Wg5s9Irc7FpKuIS9zPVaLwnnLOAF++Yu7IWanjwKB1k7aHvkMSiTmi45VSmQ+eIPc6XfXRG3rWSbm/DTm/DT58yf9iPh6o+o/Y/A8D2N+hvT7r9U5FQC4Lvmzx4nuOrjQnH0rayEWyqSsfIb5t1+qcypuojI+RPnGFeL77677XI0lUMLRdTsWdfN2XYpXzjPz4newC7lVt3eqZbLH38Au5Oh4+iuLGY+bkBSV+IGjlK5dwGySpZrJXqCn9TBBNUZrbBujc/75BrUYyeggHh7z+atYdqMjKgl/WfQ8l4qRxVpDhsB1bWy33mFXZZ3BzgfpaT2MKgex7CoVI4NhFbHsKo5rIoRCZ2ofmtK8f+t2eN7muPd6rINwspfc9OploEogTKJrN5J8K2NbyU9jlJcrWfDIz16rU5UOhJK0DdzN2PkX7tgxaoab4wUWVLMDkVaSXXuYGXp3TftLskLb4N2LAnye51HOTVDJr4HpbwGaHiPevmNNjoWQZFI9+5GXUHAblSyV3CfXsQCo5G1e+k+THP/hHH17IwzsjZDs0tCCMrbpa17MjdWYvFpmdqRGMWOtqbI1EJKplmx++O/HOPmjeXbeE2fboQiHHwhx6u0K18+UuHo8T0B2SCWhsoq/WcnbPPvvRjnxo3l23B2jc6tOMCxjGR6ZKYPhc0WGz5Yo5/x7+cwrGaZvnPWZg27ceXDLtqtcG/qhn9mU1MX/ypKCJKsoio6q6LS37ae9bf+Kx3Jsl7M/GGf+hv9OvfHeHMd+ZQuRtiBCFux4qJ25a0WuvjmLXXOo5i1Of2eML/yPh0j1R8iO+2x3oyczTJzL4doeIx+kmbyQY+t9rZz+ziitgxG69sSZ+DBL/93+M68GZQIRha49cUaOp7HsalM6bQDHMXCcRvtOUiX2fe0g3ff1UMvWiG9J+JkDWbDjS7vQIho3nr/zUvvlUJqvUc0ZRDt037nqDq+polPVFWLdvk3neR758TL20jKqBTVvdYHGNjta4sw3h5Z1KsC/nje3XzMEDNzbwdFf24GiyRgli3d/7xKVdI0n/u93EWoJcOCLg8xdznH+B6N3xFq1FJvTvO25OPkCNKFiXSuEqiDHG+t+Pdej8OoZ7Pk7U9t1ihWKb54ldGALYgnFqwhqaF0pKmfY8Bv7Zr36RuBWDay5PIH++jSqkHxBPSSxdrapnzEokShKJLrgVJSZe/158h9+sKFSAM8yP07EYx8dPI/y8JWmjgGAUylRHr6C3t3fEN3wPI/y8NVlWZVwXcojV4ntO1JvxC9oVBizG1dXN+anmX/9+TU5FUsmTPHKOdREaoGytz5apKXaiO7YRzo92/D8laqz5EpjtMV30pbYxWTmQ2ynRiLSh67FMcwi6cJQ0xed36jt60OMzx9nMv3hWiZ7W3+FoDN1gL62e5AkmdncZUZn36NUm8O2a4vj6lqCltjWNTsWmwVFC9G+9V7KuUms2vJrqxASqZ79RFsHuRltdB2b7MQ5nBVKfqqFWTIT5+jc8RCSJCMkifatx6gUZkiPnV6X5oOQZGQlgG0u7+BVi7NkJs/TueMhhJCRJJnOnQ9TzIxSya1y3wqJVM+BhQzLzXM0mR89teKYjYdRaN9ylMLsNaqrNKrHWrfQ0rOfm9fUc13yM1cbBPo+qcjPWeRfy3LutZWpkdeKm1pXrgNT16tMXa9y6XWZPe2tfP9fzzM75SAkuOchHcuUGB9e/R3jWB5jF8uMXSyvum2t5DBybvOF5ly3OcXyTQSDiVUdC8/1yC8pdblZliNJfrmOntQoTFdx7VtrYTVv4rke4ZS26FjUChbuQtTddTwqGYOOXXGEgGBMJRhR6L+7hc7dt7JwE2dzi2NXyrMYRgFZry/T9jyXQnEc02wMXIXaw3Qc6eTkv/0Az/U48Bt3AX7ZUHmmRKy/OSvUZsEoWsxcytG2M46QBJ37kwQiKsYqTdypwSixTn9NNys2s5dzdUa7EBDrurXm58fLlNMrV5JEO0KEWtZXBpXoDfPQ39tHuCWIa7tcfXnCFw00Xdp2xDn6tZ0Eoir3/s3dpIeKq2p0rBWbw6lpO1SOf0hgsA+1uxMRDCAC2q0/2urpIyHLyBG94XOnUKZ67s6aFW+idnUC67b+DCEEalfLsmVOa8IdhBE921k2W6IkoxtKff2swXNscqffIX/2+Ceyvngz4Tk21bEbKzqy1YmRpoabZ5lURq+vKPxnZuYbvheyghxeJnu2xjnnz7yPkd4AK5Dnkv/wA2pTYw01qpKsENm2BznUSKHsejbT2XN4nks01ElU70SWNFpi25AklVx5dFkqWtMuYzk1JCGhyjqWXVnDn2odLakqB2lP7EKRNSq1NNcmXyZbGsGyK3XOjCSpSBukRr0TCCFIdu2md++TBMItTdcZSdZI9R6gZ/fjKAuMUDcj+bnpy6y06HmuzezQe5Sz44u/mxqIMHDo83Tvfnyhx6N5XOumIxEIp0h276X/4OcYOPj5FSlkPddhdug9KrnJxfH0aDtbDn+ZaOvWBhrZm5BVnbb+I/Tt/wzyQqmX5/lGfnbifNN9loNfYtZD/4FnCCW6m85XSDLR1i30H/wc6kLPiud5GJUM6bEz6xbZ+ys0IhQWJFISWkAs3qFCQCwuce2CycUz9QacLEM0LpFskQhF6ilHA0H/WDePJwSEI4Kb7OFCgmjsVoOvqkE86W8f1JcEZ5aMEY400pp+1FiO9cexXIyShR5TkZYIEWshBSEJjCURdC2sLJasCeHX/JtlG8/zqVirBYvX//1lvvX/PFH35/LLftavVssxPv42hpFfpFV2HJN8fpTR8TebZiwUXcXzoDCSr1//PQ/P9ZYvn98k2IbDjbemFxvZuw+00LlvZWIIJSiz4/Fuggk/G5kdLjYqZHusi7VKkgU7n+whEFk7QYAWVrjvb+2hY3cCz/OYuZzj/T+47Jd3GQ6n/nyI0Q9m8VyPZH+E+//OHsKt62S2Wwab1GMhobSlULs6aPvNr2HNzNU1Q9uZDPnvv4i3EuWsLNX1P9zat4A1l9uUaTqlCtZkmkBfe93nSnKBrWZTRlkfPMfFzhV9Q/G21UaO6AhJ8DFmH7xjeJ5HbXqc3Ol3N0Xp+pMO16gtNNIvD7uQwzWNBoYtx6hRm1251MKtVf19l/RoCFle0N3YGKx8ltLQpQ2X4DnVMvlzJ9B7BhueEa21g0BbJ5UmZVrZ4ghlY55IsI3W+HYsp0I83IPjWsznrzZQyN5E1chRNbKooW7i4R40JbTuhmlZUglqfuSuVJunZjaPROuBBKqy8Wu7ETi2gW1U0EIJ2rfeSzjZS3byApX8FLZR9hmOQnHi7TtIdu9doGC92fxaYfrqmxiV3KrjVItzjF/4MYN3fYlgxI9SasEovXufpLXvEIX5YWqFWZ8uFs+niVUCaHqcYKQFPdqGGowhq0G/12GVEgR/vBfZcvjLaKEEQgiirVvYce8vk526RDF9A7OSx3VtZCVAMNJCvGMH8fYdyGpwkVygkp9m/MKP15WtcF0Ho5whGGkh2b2PYLSN7OQFStlxrFoR8FADESItA7T0HiQQTnErA2Qxe+N9yrlGlrPboQTCKKqOJKtIil93LykasqIhazqBcL3RE0n10jZ4D65j4Tomjm3i2iauY+E4Jo5ZXdd5ftwxuEPl574WQ1GhVHAXjftAUPDpr0Q4dCzIWy9WeO4bfnZBUeCJz4c5dE8QWRbksg5/+h/y5LMu3f0KX/xrUZItMgh455UK771W5Vf/Tpz3Xq9y5gODRErmb/03Cf7jv8pRrbp86Vdi9A4oyLLg6kWTZ/+siG17PP5MmMP3+WMU8v4Y2fRPvyTZtT1Gjqc59itb6dgVZ+ZKHiUgs/ORDoqztcVsBUD3vgSp/jC5yQrJvjCdu2Kcf2ESz/HIjJbJT1XZ/UQX6eEyZsVGkgWBiEola+A6Hh4uk9MnKJVniMf7UeQg1VqWbO4atVqu6fyssonnuET7lmQmhCDcGSG+JfmRlkHdxNjxOcZPzLP14U5CLQHu+fWdFKerZEaKDeuRrEnseLyb3Z/pQ5IEVs3h0o/GKc3Wl8d5QG7sVoYr2R8h1qmTHmp8j0mKYPtj3ez7/EDDd8tByIL9Xxxk99O9i30V7/3eJdI3bh2/NFvlvd+/TLIvQqI/wuB9Hdz9K9t563cu3LEC9yaxQvmNzcbV5pkFp1BatVTI77hvnI6dKeJusLfidniWjZ1pfMHLEf2nlxlwPZxSFY/GtiYpHPzEZyw8x6Zw8TRWPvfTnsrPBOxKGef23orb4JoGrlGD2yL5Trm4au+Ka5m4t1NHC2lVzYyVUJ0aw1pPCVQTVEauYZcKqLFE3edyMITe1U9l+Bq3r/KGVWIud5lIZzvJSD+WXSGgRilX58mWlldVt+wKs9mLREOdxMM9dCT3MTF/qoE96iZu9mQs/d7DWyxhkCW1aYOlKut0pQ4gSxu/thuBbVSYuPgSnTseQo91EG3pJ5LqxbEMXNdGAJKiIcn1ejK2VWP66ptkJs+zthStR276CiNnnqVv/2cIxTsRQkKSFELxLvRYJ+AtiNB5fiOqJOHztm9MGTw3dZFRRaNv/2cIhFN+v0U4Sce2+2gbvBvXMRfHkpUAQrpFQ+47FVMMn/ou5ezqRn7dyK7D1OXXaB04QrR1kFC8Ez3WvmjEeyzoayha3b3gOhbzo6eYuf7eqtkKISQGDn6eWPu2hWslLzbvLv79NuHDROcu4u3b8TwXz3UX/uuL/nmeS3biHKNnf/iRsHXVQZKQ9ABCkUGSfJvAcZFCQYQexDNN3FL1jqjCVVXw+V+KMj9t88Nvlbj7AZ277/ed9lrV4wd/USSWkIgmbl3/cFTioafCvPz9EhdOGwRDEpWyi6LCl381imXAf/zXOZ8K2PSnl2pX0EP+MRQZ2rsUZAU6e1TuOhbkD/9tjvkZG1kRWJZHJCrx0FMh3nihwtkTNfSQRLn08SncvfzKNB07Yzz53+whPVImGFGIdgR56/euUUobBKN+1kDRJB75rZ0YJZuWwQiltMGFFybxPCjN1Xjzd6/y0N/awZf+yV2UswaqroDn8dK/vEh23HdePc8hXxghXxhZ09wqsxUm353gwG/cRXm6hN4aYs9f20fbwQ5cy2H6+MbLc9eKStbg+B9fITUYJdEXZuBYO0//4yN8+O0bTJ3NYFZ8DbVIW5Btj3Rx4MtbCKUCuI7H8DszXPzhaCMDmQejx+c4/NVtaGGVRF+Ee39jNx/80RWK0xVcx0NWJSJtOtsf7+bgz20hEFGp5c01sUL13d3GPb++EyUo41guH37rBkNvTjcs25Nn0pz4z9d4+L/aTyCicugXtjJzKcflH4/fUTPf5jgWjkPxlbeWN4LX2oMgNe5fR7d6h/AcD7fa6KQITbkj8ZE7hVezwHEbelSkoPaJdyzsUoHK8FU+Cn77TyLcWnVVAUDPsRudA8AuF1ff13UaZGZ9Ne6Nlet4rktteuyOs1FWIYsxP9PgWAhJItDehVBVvIZz85jNXaan9QjhYBttCQ9JyKSLQxjW8rXsHh5T2XOkYltJRbewtethAmqU2dxlTKuIh2+YqrJORG8nEellLn+V+fwtGmjbMSjVZono7cRCXbTFdzCfv4bjWkiSTFBL0Nd2N62xHXiegxCbxvy9KoQkUcqOM3z6u/TufZpISx+SpDSItd2E53mY1TzT195i5vq7a6ZT9Xd2yU5dxKwW6NrxEImuPShaaJEWFsSK5Qye52IZZcrZiTUpUnuey/zYGSyjRM/uJ4i2DiLJqs9CtxDZb3Z+jm2Qn77MxKWXKWfXb6wIITCreW6c+i59+54i3rHTH08NNhXO83nuK8yNnGDy0qvY5up1/De1MoLh1JrntNr1VYNRfhIvPzkeIfGlR7EzBaRQEOPaGJVTlwkd2YOciiJHwxRfPo41tXECmFBEoqNb4c0fl5mbdjh7osanv3wruFKteJhG/T1ULrmcfq/Kw0+F6OpVeOulKrblOxzbdmv8h/8ty/TErYDB0vImoO7SzU7Z3Lhi8vlfinDupMF7r1VxHaiUXU6/V+OBJ3Q6uhXefrmCZf5k3neluRpv/t61uh6LWsnm/T+5wfRlvyy8mrd49f+4TP/hFC2DEcyqw/jpDHNDpcXXshAw9O4c19+eo3NXjImzWYY/SJObuOkwwNU3ZsmMluk9mERPapglm5mrBQozG7fhPMfl8l9cwCwa9D08gOd49DzYT/rCHFe/c4nKzBqemzuFB+Mn53nrt8/z0N/fR7wnTO/drXTsSVBOG9QKJrIiEUoF0JMBZFXCtV1Gj8/x1m+fpzTX/PwnP0xz9ZVJ9jzTj6xK7H6mj+5DLWRHS9iGQyCqkugJE2nX8VyPD799A7Nic+9v7FpxuvGeMA/85h6inf56Pvr+LKf+7FrTLITreFx4bpSOPUn2faGfQFTlgd/cQ3qowPy1jfd7bd7b7A4amOuOcftHm9q4vMyxmjg0P0l4lo3nuH40Zwlu//cnDZ7nYc7PYuU3p4HvLwNcs7aqke65boNzAODUqr7WzIoDuHW9AosQkv92Wecz7lomZjZ9x2uD5zjUZsaJbG1cVLVkK5IWwGniNJVrc+RKo7Qn9hAP9WDaFebzV5uf4xLUzDxXJ15kZ+9TJCL9DHY8QE/rXZhWBc9zkCQVVdF9TQohky/Xl5g5rslU5izJyAABNcqu3k/TlTqIaVdQ5QBhvQ1NCTOdOYemhmlP7L6j67MeCCEjKxr5mWsY5QwtfXeR6t5HIJzyS4IkGTwXx7GwakWK8zeYGzlJcX54Y4xOnkc5O86NU98hOnqaZPdeoq2DaMEokhJAkhVALEbTXdtcUOqeo5gepTA/5Ddgr7WUbqFHolqYIdm9j1TPfvRYx2IJEULgef44vtMyTmbiHPmZq3dQFiSQVZ3K1EWGTnyLVM9+WvoOokfbUTR9MZPgOha2UaGUHWd+5AS5mau4axHgA/A8nzlqHUxVq8Gn4/0JGLmShBQKUv7+G0ixMJH7D1I5cZHapRtIYZ3QPXvR+jvuyLHwTZD1UXLaFjz7Z0U+/MDg6INB/u5/m+Rf/ZMMpYLLSuyeN5NOiipQNX+jYt7lD/9tjp37AjzwhM6eQwF+53/NUiq4/OAvipw9UePogzq/9f9I8W/+WZqJkY++n7CcMTn+9eG6z8yyzalvj9Z9ZpRsrr4xy9U3lu+DcyyXkeNpRo43Jw7xXI/5G6VF9qnNglUyufqtSwy/cB1ZU/AcF6ti4Rg/uRpx1/a4/ONxKlmDe762k567WlBDCsnwbYK+rkdprsqVlyY4+afXyI4ufy3Mks1bv3MBIWDbo91oYYVkf4Rkf6TheB9+e5iTf3qN9p1xjvy17cuqeGthhWN/fSfdh3x2vPxEmbf//cUVG8ONosX7f3CZth1xOvYmaNka44Hf2suP/9lJqrmNVQttjmMhBGp3J55hYM9vrKvccz08q/FGkfRNLBOQJESgsfnFs9fwwpLERxbX8dxlnLKPuDHppw8PMzu3MV2Nv6RwbWsNDe5eU1PBtcy10fE22XljpSl+w7hd2gSmG8/zxR09r2EuciiCHNSb0uE6rsVM9gKt8R1IQqFQnqRYXZuWQqEyxfmRZ+lOHaI9sYugFiestyHwDVPbNamZObKlMfLlxtKqTGGIK+Mv0N9+L+FgGy2xrYtzqpl5hqZeZyJ9mtbYNoJaHMMq0ezie55HxcggCZmauQlOuBALjdMetVKayUuvMHvjA/RoK6oeR5ZVPNfFMsvUSvN+X0KTxsr1wrFqWDqU9AqT7/wntEAUNRj1S5KEwF1wKpSWFrSOLubOvohRSG+4N8esFpi5/i7zo6cJhJMEQknfyBcSrmNjGSWMcgazVlhfFqYZBItUtVatwMzQO6THzxAMtxAIJZDVoJ+lsKoYpTRGObM2Re8l8DyXkTPP1pU7BXsHCG/fRe69N3Gq63eKPMf+6MugFuCUqjjFit/YIMsorQmijx/FmppHDoewNpgVvYlKyWVyzOaeh4LMz9gcuV9fLHtSFL95Wg9JyIpHNO6XPGmaYHCHSiHncvytGg88ESIWl5ifsbl83uTJL0SolPweGduC2WmbSsllz8EAYzcs7nlIJ7YwRrJVpqNbZnbK5vT7Nb78qzGCQYFtC7ZsVynkXY6/VeWBx0PEk/JPxLH4WUcgESS5M0XuWoZatgbe8s/p5R+P+30PQHGmushgtRJGP5jjxf/5FEIW1PLmYpN2M7i2x8h7s8xdzdN7uJW+u9to2RolENNwLZfSXI2ZS1nGPphj9nIOq7r6uzY/Xual//UMV1+ZpP9YOy2DUbSIimu7lOZrzF3OMfzuLDMXszimy+zlHD/+ZyeRNYnJs422tiQLxk7MM3Mpt3j86fOr2+SZkSIv/i+naNseBwGO4SDkjVu8myeQ9+nHMccmKPz4tY0dw3Fxq40LrZKMIhR5wzoRSyFUGSXRhEGmaqzeA6IqH2Fm4y9pGZDrbrj2XtUErR3+In7TztbDgp4B/+U+fsOkVv1kXdebAoIbif7f2vcn2zDo2hZubXOaQ+1SEc9xEEr9siWpKnIoDM0DaVSMLLZjoMgwl7+K7aw9NV81sgxNv87E/ElCwRSqEkIg4Xo2pl2hZuQw7UrT/gvXc5jOXiBbGiUcbPX3lWQiR+4mP3uN+Zl38XCZzl5gLn91WVpJxzW5MPJ9hJDwPIc7Xy/qexg8z8WqFVaknd0sBNu7iWzdTfr4axjF5iQE8fjdRHqP4h1nE+5XD8eqUslVV6edvSPcxvTjedhGmZJRppQZXXav9cKx6u9dEQ4S2L4N591X/Mb7nxrWcE/epq8khYLIiSjmyJSfGnDX8Vt7kJ8zGT7rG5KzI1VM0+N7/7nIV74W49f+boLhqyZn3q9hWdC/TeWZn4/SM6DguvDLfzvOC98pkZ5zeOAJvwzKceD1FyqMDlnYFnz7jwp89hej/NrfjePYHm+/UmV6wuaH3yzx5V+N8rW/549x+j1/jEhU8Nmfj6KHBZbp93TkMg7BkMR9j4XoGfDHeOvlCjeu1hvIQtOI3XMfSrjRPmmG2sQ45fNrocG+c7iOR3qkTHH2oxOiWw6BeIDDv3UUx3KZem+c8TfHKIzkmmYrps5mmGpibK+E9PUC6evrWPc8qKQNrrw4wfXXppA1yac69sB1XGzTXbcWRC1v+sd7fQpZrT+eY7p1/Rm1gsWF55ZfT2oFi0vPL98/uNJ5TX2YYerDzaGb3RyBPCGQwjpO4Q4EtGwbp9BogCipKEoqijV15ycs6wGfWvY2uMXKqraaHNGXrzO/Q39DyFLznOsmOFMfZ3iet6EoG0AiJfPoM1F+8PU8xbx/nSJRmWOPhnjwyTD/8n+Y4+r5T14m5I7oeH8KVJae4+CuxAa3DiyWgd3mWAhZQQ4sx6wkSEUH0ZQQ5VqaTHH91NWe51KzCtRW6MtYYW8Mq4hhLayNkkyr14cpjEXaWc9zsFfJJC3HYPVX+Ct8HOC/P5d/ibrFMqXXTuBZNk6uQOnV45iTcxRffB8RUCn8+F3c8tqF5TwP3v3uHMd/6Dunvhq2y2QZ/sO/yCw2TkuSX+6Uzzr8/r/M1u1vmh6uA//p3+WQF6KzNz8DmJt2+OPfzqGqPmOkbXq4Lly9YPKv/kkGSaJujOw8/Nt/nmGhkhDT9PBcn53qj387h7xQvmKZHrc/7kKWCfYPoiZv9s94yNEYUjCIk8/jWiZCUVBicZxKGSuzTBTlI4BZtvnx//d8YwPyTwDF8QLv/PM36bqnm54H+xh8ehv54Rxjrw4zc2qaymz5pxaXdSx3XZSxqx7PdO+Yjenjgs0RyHMdzIlp5FRiQ3XYAK5pY8/nG0odlFSU4PaeTXEstIEO1LZ4w+eB7T2oHUmsieVpPNX2BCKwzOUSyzgGa4QIaAilsezJM61PdjLD81Y1lG9e1ttvqfSszTf+Y5al7QZz0zbP/uc8e+8K3pEsyccZ3nqierfve6c9UBsZ07HvaM5L4dp20/tFSBJCbc7vHdRidKYOAJAuXKe6GaVEdwLXYf7lH955P9pPHQI5HEGNJhCygmtUMXPpRg0UVUNLtCIpClah+bUXsoKWaEEKBP2yOSEa1r1Aayd2pYxr1vyeGlXDqZYx85m6SLesh1HjKYQkYRWyTcvw5FAENZb0520aWMVsg4q9FNDREimEouHZJlYxvyqjWtNzU1XURAopqOO5Dk6xiF3ML/7+kq6jxpMILYBnGljZjM/odnMewSBKIoU5O40Si6NEY7iWhZVJ490sIfU8hKKidXQhqRpWIYdTuE2vSZZRki3IegjXqPn7L/xWQlFQW9uxsxkkXUeJxvEs09e0WWNQwMNd+Z62XMR0hbDe4bOk5SSCejfOjIll5bEXepfWA8f2cJqUu1iWb/AD3Dyi5/jN202nZoK1cMNJkkIgEEZR9CVsbj7Dm6QZWFYF267VNYEvnfXtzeHN5tQMbrXK7De/vmj7qK1tpD71NMUPT1G7cR3XMBGqQqCnj9g991Kb2EBU+g5gGz8dg9dzPHLXMuSuZ7j27BWSO1L0PNjHzp/fw65f2seVb15k6AdXVz/QOiFJKqoaRlWCSLfdB7ZtYFnlBUHUn/V1/KPBJrFCuZQ/OEX8008Qvu9uzNEJlrrknm1jp7MrLzy2gzmV9vdbEpEUkkTsicOUT1zFrWw8FScCKtH79iI1EeHTelpp+aXHmP0/f+BT3t2+ryoT3N6zrNCfpCoIVa7T7lj7xARyNNRUoM8p1T4BBsgqWOb8JBmOPBDiwafCqKrg+JsV3nyhhG3BgaNBPv3zMWzL4z/+72ny2VuLnuN8wi/Zz9rJbSb5gus2d1KEWFJ3Lhb/X1VCbOl8iKjeTtXIMZk+07xpW5bRkq0o0RjgYZdLdYYX+Aai1tKGrId9LZH52breICUaQw5HMOdnUVOtKOEITq3m94UsMHQFOrqQIz4fu5VNY2UaAxlSIIjW0oYUCOJUSpjpucWGeykQJNDZjTE9uWh8CkUh2NWLmU3jlDaeMV4vwlt20Xb/U35ZmuchBXTKo1eZfe0HuIa/hiqRGO0Pfxa9qx/HqOEajYxmUiBI2/1PEdm219/GrOFUyg2BmvZHP09tegxZD6N39SMUFSuXZvJHf75g8AvCA9tpve9JJO0WHeP8+69QvPLh4nMTHthB6wNP+/TJrotQVGrTY0y//J3F3zPQ1k3HY19A1sN4roOkKJi5DNMvfnNd/UJqSxupx58m0NmNZ9u+s5OZZ+a7f45braIkW2j77JdRwhE8z0XSApjzc8z/6FnsnB9IC3T10vLUZymePkFk30H/3IRg7rnvUBv1s29CVUk98iRKIoEUCILnkX75eSpXL/nXOBQm9eiT6ANb/XkoMrWJcbKv/Ri7kEeORGn/4i9ijI+itXcgFBU5HKY2Nszc88/iVlYvsbpJX7sUQsiEQq20JHeQTG5DD6ZQVJ/wwC/rc3FcE8uqUK2myWSvk8leo1qdX5VcYTOhKiEi0S5Sye3Eon0EAjFURW80KB0DyyxTrsyRzV0jlx+hVstu2lw901g0U/UtW7FLRcrnzy6uH9SgcuUSoW07iOw7QGbqo6daXSs0NUIk0rXh/WtGjkplhcZ9z2/inj8/h5GvYRVNtn5uB7H+xkDxRqGqYaLRblLJHcSiPQS0KEqz+8CuYVplKpVZMtlr5PKjGLVcnfDpeqGpEcKRDkSDZrVHqTzTVJV8cyCIhDvQtEYBXMcxKZYmVlR+Xw6b41goCtFHH0Ab6EXfuxO3Uq0zAKypGeb/45/i1VYuTTGGp3HKNZT4kjpDIdD3DBB/8gjZ594DewPlHJIgfGQHkWN7mjahCiGI3rcXt1Ql/eev4uTrF9LAYCehQ9uWbWCVwkGkYAC3sv7SG6HIqG3xpsd2CuWfSpT544DtewN8+WtxvvUHOcpFl1/+rSS1isu7r1S4fNZAiAJf/dvJRUaOv8LHFJv686zwLAixQOF6FM/zkGWVRLiXaKgTx7UYm/uAUpOmbSHLJO9/lOieg77RKySEopB54yVKl84CIEeitDz8JMGefjzbRtI0jLkZ5l96DnuhRyi0dRexQ0ep3LhKeOtOhKriWiazP/gm5rzPtBLsHSC8dRf64DbyJ95l/uXn6uaitrTR+ujTqKlWPNtCUgNURq6TfuNF3GoFraWNrq/8CpN//ofUJv2IpRyO0vH5XyT92gsUL5zZhGu8NhhzU8y+8ZyfpXBsIlt20/7IZyldv0Dp+gUQgvi+owQ7+5h+6TvU5iYJtHXR9eTP1VEhR7buJbrzILOv/4Dy6DW0eIqOx7/UIO4ohCC25wjZU2+R/uDVhSi9grPQv6MmUrQ99Azl0atkT78DrkPiwL20P/QMxtwUZmYWoWrE9x/DLhWYff0HuKaBrIcRirLE4RHE9x5BUlUmnv0jnFoFOagjaUGc6tp7GKRAgNRjT6FEY8w++w2s9DxCUfz7ouY7hU6pQPb1l3xBS8Mg0NFF2xd+ntC2nRROvLt4LC3VRrC3n7kffBunUvYzO0t602Q9jJVLM//j74OQaHnsKVKPPoUxOY5TKRO/+170ga3M/eDbmPMzqIkUrZ/+AvH7Hibz8vOAQAoECfb2M/vsN7FyGfTBrbR95kvog9soX1i9lt+rY5MT6HoLPd330N52gIAWW+bdKSPLKpoaJhxqoyW1E8PIMzN7lsnp41SrGT7KiLCqhmlt2UNX52Gike4FA3KZd7ykoChBgoE40Wg3He0HqNXyzKUvMDV1nHJlblPnKoVCCFlprIQQAqEoyHJ408baDMTjAxzY9ysb2tfzPCYm3+XKte83/V7IAr1Fp3V/B32PDpDckcLIG1z//hVGXlp/aevt0LQoba176ew4TCTciSQpq98HwQSxaA8d7Yeo1rLMzp1javok1WqajdwHgWCcPbt+nmCg3lHyPI+R0de4MfLSR+Jsa1qEXTu+SDxeL77neR6Z7FXOXfgz4KflWDgOpTfepfLB6aZfu4bhl/WsAnMyjTWZRo6F635YocikvvIwnmVTePVM0ybv5SAUmdChrbT+8qeQY6EVt4s/eTdqR4r8i8cxhmfwLButp5XUVx5G7Vhexl1JRJAT4abie6vOL6Ci9bU1fO55HtZ8fn0NbZ8gHDiqM3TJ5Mz7VRwb3n2lwv1PhHn3lQqm4ZHLOA11qh9LCPFT1Uj5qUOSN0+LRUjNF3zPA8dBVXR6Wu5CVfzn3MPFsiuMz51kfP5kU64sORIluu8w+VPvUfjwBAiBEondikxLEvFD96C1tDPz/W9g5TKoiRQdn/8F4nffR/rVHy1Gw4NdPdQmRpj+3td99XItUEdOkD/xLvlT79P7a7/ZeGqqSvK+R5CCOtPf/Tp2MY/W2kHHZ7+CXciRfe+NO79+mwi7lMcuFxCygpAkqlOjONUKatR/MUqBIOH+7VRGr1EZH8Jz7IW/3yDY0QP4Tl1kcCfG3BSl6xdwLZNqpURp6CLx/UdvG1FgFbJkz7zTlG453LcNORCkeOUsrukb7qXhSyQO3UeoZxAzMwuui1Mto3f2oiVbqU6NYWbnbssCejiVElIwRKC1k8r4EGZu/XTJSiJFoLuX7GsvUhtpbvx4loWZnvMzYeEwkh4C10UO1xuNnutSOPk+5qxPM3t7ZsqplildPLf4eeHMCbp+6WuoyRZcyyK0cw+Vq5eojQ0DYFQnKF08S+zwPeTfjdy8vBTPn8GYGgegOnwdp1JCjS//3qubo2fjeg5CSCST29g6+CTRSHdTYcjlIIREMJikv+8hkomt3Bh5iUz22qYbVEJIxGMD9Pc/QjKxBVlqXomw2jF0PUlfzwO0pnYxOv4mM7NncDaBPQ3AnJoksu8g0SP3UL1+FbdWRdICBAe3oG/bQfb1lzdlnI87Aokge355P533dCOrEnNnZznxr94jfXEes3BnPZRCyCQSWxjoe4REfABJWr85LIRESG9hoO9hWlt2Mzr2BnNz59fdE1epzJPPjxJo219v+wpBS2on45PvfiRZi1i0h1C4veFzz3OYn7+I42zsGm+OY+F5mCPjd3wYp1CmfOY6wR29dWJxQgikqE7rrz5JcHsv+VdPYQxP+2J3zTIYQiA0BbU9QfT+fcSevBs11Zjq8TyPm5LXQgjfCblrG/qefuxcCRwHORZGiugr0m1KoQDBHb0YQ1PLbrMc1I4kamdjQzmOiz2X29xSkp8hKCrYlrfo/Fum+zOZnfAb/n/25r1ZELLcoAa84WMpih/Fuw2e5+E6NqZZ4MbM2+haDJAwrCLZ4jCFyiTuMvXbrmFgZeYIb9+NXcxTHR/xMwwLxowUCBLavgvPNAl29xHs7gUEnusSGthKRpIX+z7cWpXCmeNYWb+x0imvvSZfCUfRewfIffAW5pxvQNbGhykPXSW8ax+5E++s40p99FBjSaI7DhBo60IO6EiahhKJLRL8S7KCEopSHrl2qy/G87CKWYLt3f6/hYQSTWDl0nUlUlap0IQW2cMqZJbVcFFjSZRogs4nv7LIIChkGSErSAuN/Z5jkz39FtI9j9Px2BewCjmK185RvHa+rn8if+EESiRG2wNPY1fLlK5foHj17LI9Is0gh3znwMrnlt0m0NtP6tGnfAapYgHwkIKNYnquafjlYcvAc5y6HhG3WvFfa4EAkqYtZDjqey6cUhGhqEjB4CK5gp1b0tzsuD4N+hqZEN2FjueW1G52bHuGYDC5YYpqISSi0R527vgi14deYG7+3KY5F5Kk0tF+kMH+x+5ojrfm6mdntm99hlCojZHR17CsO2fnqly9TKCnl+TDj5F44CE82/HvZ1WlcukC5Qvn7niMnwUE4gHCHRGufe8yM8enKE0V18261AyypNHZeZiBvkcJBJbLqK0dQkiEQ+3s2P45Qnoro+NvYttrJyNwHIN05jKtLbuQ5XqJhVColVi0l/n0xTuaY+OcZVKpnShy/ZrjeR41I08md33Dx95cuVchkEI6cjSCB7ilMm6lsnbj2PUof3CZ2COHULtSDZ6b0ANEHz1I6PB2zNEZakNTWNMZnFLV728QAimooSSjBAY7Ce7oRW2PL8vm5OTKGGOzhPYOLDoyQghEUEPrXJu6KQCyROSeXRTfPLs+pXBJInRgS1MKXKdUxZrNrf1YnzBcPWfwzC/F6OpTqZRdDhzVOX/Sv7aqJggEJWQFArqEojrcJAsK6sL/PCihauInpnC6HCQ14NPH/SWFkGQkbXO0aCRVQyhNdGgc2+97sMuMzLy9rmO6tSpzLz1H/K5jJO97lITrULp8jsKZE7jVit/0Go7gaRahwW2L+9m5jC/8tyQL4tSqdY236zq3oC9MZ9/mjDjFPHJwp98T0AyblQ1aB6RAkPZHP48SjpI98w5mZg5J1eh6+hcWt/E8P9Iubusda4hgu47fX7aE9GPZ52WF7K3nutjlIpkTby72eICv6GJmb/WymJk5pl/+DsHWTiLb9pI68hB61wAzr35v8bezy0VmX38OLdVOZOtuYnsOE+rbyvSL38Yu5RvGbjrVBWNd1pdhK5MkEvc+jBCC2We/gV0sIOshtLbOZme3YsZESFLdMyY0DQF4toVn23iWiRSqz9ZLQR1ct77n5Q6Md9dziEa62LrlaYJ6kqWqT57n16a7rn2rQVsIZEldtvxICIEeTLJt69M4To105ip3WmokSQpdnUfYMvAEmtac1tXzPDzPwXGthXLuhXtS+GVbQsgN8xVCoCgBerqOIUkKN268iGXfGcW2W6uReekFyhcvEOjpRdJDeEYNY3KC2vjYrcb9jwlc18Iwi0hCRgip7s/t9NbrQXGiyHv/y5vY1c3T/JAklZ7uYwz0P4qqNq9iWbwPHGsJqYBASNJCU3/z+0BVdPp6H0CSFIZHX8G21/4+yOdHqFYzRCL1a4Asa7S27CGdubJugoOVEAwmSMQHm/42udwNarWNE51smmMhVAX9rv1E7r8HOe5nB9ximfIHpyh/cHrN7BLG+BzFt86S/PJDvnbE7eMIgRIPoxzYir5/C7ier1ztuv5ipkgIdfkauZvwXJfSB5fIPf8+Hb/5eYK7+tZ187umjZD8LIcQguCuPiLHdlN49cya0+ZqZ5LoQwd8utnbYKcLf6kdi/Mna/Rv0/jl30rieZCZs3n9+RKKCk98IcLug0HiSZkv/1qccydqvP1iiSMPhrjrXp1YQuapL0fZslPjhe8UqJZ/Ws6FQNZDt2Ra/xJCUhTk4PIliOuBEoo0aFjAAlX1BmmLAazMPPOvPo8SixPeupPkfY8ihEz2nVcXymeqVEeuk37jpXrjy/PqI+uet+Heetcw8FwHOVhviMqhMK5p+oxYNzOsSwIlcjC4PA32RwQlHCPUM8jsm89TuHgKgGBHb53T59kmZj5NoKUDSQvgmobP/pRqX3SGPNfByMwSbO9B1sN+1kCS0JJtTTNTK8GYnwbXxS7lqYwP3fpCSPXrsSThWSbVqVGq0+NY+Qwtxx5HjSYwjOlb2zg2xtwkxvwUxtwUHY9/iUBLx5odCzuXwc7niOw9hDEzhVMu+YaWqi5mH+RQCKdcwllwYAO9/aipJtnrVSDpIfTB7Vj5HAII79iDUylh57K4pkH1xnVCW7ZTOnsKu1BADocJbduJMT2JUy4hh9amnbASNDXMYP/jhPTWRafCdW2q1TS5/AjF0iTVWhbbquJ5LrKsEQwmicV6SSa2EtJbkZpkNoOBBFsGn6RSTS/Ur28MQki0te5jcODxpk6F57nUjDz5/AiF4gTVahrLKuO6NkKSUZUwIT1FNNZLIjZAMJhocJJlWaWr4zCWWWZk7HVc986EBz3LojZyY9lSuo8TcvlhTn/4ByhKEFUJoshBFEVHUYIoSgBZCaIpIeKJQTR17f0hnu3iuB6BZBAloDQk/62yiVlYe9mREDKdHXfR3/9IU6fC81yqtSz5/AjF4gTVWgbTquC5NkJS0NQQut5CLNpHIj6wkO24/T7Q6O46immVGJ94Z83NzzezBOFwe8Mxk4ktBANxqrXN0ZkASMQH0YONpY6uazE3f/6OsoSb5lgE9+wk9uQj1C5exRyfBA/Unk4ij9yPa1pUjp9em8FtO+RfOom+ux99/5YVjX0hBMgCIa8vIup5Hub4HPkXjmOOzpD++iu0/50voHasLTXqOS7FNz4kuK0bbaDDL9XSAyS//BB2pkjl7I1VeyOkaIjkFx8g0N/RdH61q+Pr4vX+pMGoeXz/T/MkWmQkWZDLOJg1DyHg+JsVPvzgViSgVnGxbbj0ocHokMX3/tSvj7ctD6O2UafiziPBQlFQwtE7TrP+LEPSAiiRxjLEjUBLtTYnOahV19VYuxRC1VAiUZxKGadUonTlApE9B9FSrQC4Ro3qyHX0gW0ELp9fbMSWgjqeZW2IgtQfuP6fdrmIMTVBePtuKov17Sn0we1Uhq/hWSauUcN1LPSefoyZKYQkEd62y48+/wThmgZ2uUi4fwdWLo2kBYjuPFjnWLimQfHaOdruf4rkkYeoTY0RaOsi0NKBd1MowHUpXjtPZMtuWu55jPLIFdR4C6HeLaw3Ol0ZH6I2M07rA09RuHgau1JEDoZQInHy597HLheR1ACJQ/fiVCtYxRySohLq3YpdKiw2gSMEyUP349k2ViEDQiI8sBPXrGGX195D55TL5N56ldRjT9Px5a9iF/IIRcGzLOae/x5upUL50nni9z1E22e/4jfr6yHs/PqjhE6xgL5lG4Fu37kLdHSSf/8tv/zJ88ifeBc11ULb538eO5dFjsYQkkT6ref9gN8m+P1aIIoWiC6o0nuYVomp6RPMzJyhUs3gNRGQzBdGmJ07S0hvobvrHjo7DqOq9feyEIJopIu+nge4ev25DUdso5Fu36lQG50Ky6owM3eWqekTlMuzyzoEmSxI0yrhcDs9XcdobzuALGt1a5Isq3R330OxNMV8+sKG5rp4rGiMQE8vcjjSkJm05ueoDQ8ts2c9dDVBV8QnrnFcm6nSRQx7c+v1HcekXJ5e9nshZDQtwr49X0WLr6PxXED/44Ps+Lk9BBMBJEXGsR0UTcGqWlz9ziWufuvSmg8Xj/Uz0PfwYh/eUphWmZmZ00xNn6RSTa/oGMrSCcKRDnq776WtdV9D5k1RAvR230epNE0muzY6XM9zyGSu0Nl+F5pWf42CwQSJxBaq05vjWMhygFRyO9Jt/UWe51GuzFIo3FlrwyaxQsmEjhygeuYC+R+9cotq9vQ5vEqV0MG9VM+cX3PWwp7Lk/7zV2lPRNB62zbXMPM8nGyRzDffwBiZBg8q524w/59eoPVrT6N2ruxceK5L5ewQmW++TuLz96EN+I6BEAKtp5X2v/VZcs+9T+mDS9iZYqODIUtoXS0kv3A/0YcPNs1WeDWTytkhPOtnoTv5o4Ntw/xM/TXwPEjPONSzh/vIZxzymfVcs+VKDMSmRIGlQBA1sY6Suk8gfB7/lg3r2yxCkgi09zT9yspn6qhf1wMlFqf9M1/GM80FlqAQclAne/E1wK9fz598DyWWoP3TX/Jr4QXIeojsu29Qury2WmclGid28AhyKIKWakPSArR+6rPYhTyFsydxa1Wy779By6OfpuPzv4BTLqHGE9iFHPmT7/l1+IUc5cvnid99H8HeQX9tEeCUVzYSbKPM5MWXkReMNte1qBZXoHZcBXa5wPw7PyZx8D7aHvo0drnkN1+bNZwltf6la+eRAzrR7fsI92+nNjtJ5tSbhAd2LmZ+qhPDzL39AvG9d6N39mGkZ8h9+B6RrXvqNEusYh57hfN0qmVm33iO+P57iO0+hKQGcC2D6vQY7sJxPM9FUjUiW3b7TpDrYuYzzL75/K1jewCC6M4DPrWr62KXC8y99QJGZvbWeLbJzPW3yU5eWNjNpZheqojrURm6ipXLEOwdQA5H8CwTY2Z6oR/Co3D6OFY+i9bShlurUR27gRKJ1Z93Jk32zVeWPXdjaoL5F5/Dmp8j2D+IFNQpnHjXb9ReeN7sbIa5576DPrDVF1gbvk51dHixp8KtVsi99SrGzC3D0HNs8u+/hTm/tvvkZpbC8zxMs8j1Gy8wO3du1ai95zmUK7MMDb+IYRb88hTldudCor3tADOzH5IvjKxpPkuhKEH6+x7ysym3vdsNo8jwyMtMz55eU+O161oUixNcq/yQWi1Hf9/DKEpgyRYCTY3Q13MfxeI4hrkxNXsl1ULb576E1tnll7PdtnaWz59ds2PheS4eDlGtk6TeQ7Y2fkeORVhNgRCUzbVnkPyyInPd5XZ6S4hdv7SX7LUss9kqHUe6uPqdy7QeaCPcEWH6g7VT7mpqhP6+hwgGUw33Qc3IM3Tjx2u6Z8EXLC0UxrhSmccwCvT2PoAslhrpgkAgTm/PfRRLk2vuuymWpiiVp0hq2+rKCf2M215mZs9siP71doT0VuKx5lU68+lLd1zKt0nK2xJyJELl9Pk6/QocB3NqluDeXdDEgF4J1YujzP3hj2j79U+j9W2Oc+F5HnamQObPX6X03sVbvR+uR+mDSzilKqmffwR9dz9SQL19Z1zDonzqKumvv4o1k6X8wWXijx9G6P7CIoRA7Wqh9deeJPbYIapXx7HG57ELZXA95IiONtBB6MAWtO7Wpk4FgDE6Q+3KnTfDN+CTFDi/eS5rtVUF9BztwLFcpk/7L0vPdZsL9AmBrN85nZ8aS6DG/5I7FkIi2NGDUFQ8a+OMKUooQqBJ/bnneRhz0w36CGuFnc+SeeMl1FQrkqriGjVqU+OLmQkAK5dh9kffJdjd5zuKnouVy1KbuGVI1iZGyLxlLdtj4XkuTrWCa1lk3n5l8XOnVl00AI3pSWZ/+C2CPQPIoTDFC3lqE6OLTeCebZN+4yUqw0MLCrwlalPjBNo6MdPLG4C2WWFm6N1lv18Wkt+zJgIaQlV9EU/JF6+rVWeZPf48eOBWqtj5AsVr5+poxl3TIHvmHb9cSpJ8589zKV7+cNER9BybwqXTlIYuIWQZ1zLxHIfi1XM4S67lzGvPrtqrZxWyzL/7ErIW8MvFXF/1/eYz7tkW6fdfJXvqbf97z/PHu3nvyBKSHqQ0eZFqftR3PjwX1zBwKhUkPYBbM8Bx8Vyb+dFTK18/z8NKz2OlmwuvepZJ5cpFKtxqyrRuM+TtUp7ytXPIcR05EcazbdxSFbdaAw/MuRnMOZ9GuZkuyk24RpXq1A2kjOb/hpqHFNVxy35fUOHEe/U7OA7FMydWPr9m47gWYxPvMDP74bqyC45jMDH5PgEtRk/3vQ1lUaoaoqvzCIXC2Lr1AlqSO2lJ7WqwIWzbYHTsdaZmTq7bWLOdGmMTbxMMJujqPFJXuiKEIBbro6VlF5NTH6zruDcR3rkbpaWV9I9+gDE12RCgXE8vV80ucCP7Pm3hbcSDzXp41gNBd2wfllOlbH60dMDgN29Lqszlr58nkAwS648z/MJ1Jt8Z467fOkpqdyvFsbU4b4LW1t0kE1ub3Ac1hodfXvc96+9bZWTsDYLBFO1NGJ0S8UFSye3MzK6NCtyyKqQzV/3eh9tYqmLRXkKhNkql9ZME1UOQTG5F02KN49sV0unLd3j8TVPedrFzeQKD/dTOX1oUihOKQmCwDydfYN3coJ5H5fR1ZsrfpeWrjxPavwWhbDyK7DkuxtAk6W+9QeXU1cZsgOtRPT/M9MQ8oUPbCB/ahtbTitAUPMPCGJ+jcvo6lQ+HcAq+91m7OkHt6gT6gVslWzebv4Pbewhs/f+z99/hkt33eSf4+Z1YOdwcO+cANNDIkQRBEkwiKVmmJHstR43HXs+MZx+P55n17s54PGOPw+56ZlaybFmyLJuiKFKMIgkCBEgiA0QD3UDncLv75lC3cjjxt3+c6rq3btW9t25osCnq5cNudNWpk+rUOd/0vu8Q0vWWjl0J+B+3VKjawbcdii+9F6hSbfZY/fbnWlG1PzPz/oP39GEVbBav5Dr+TDVr4btLN2jpuk3Byy0IRWmMwmwF4ZHdAcfi5xyhgRG0WAInu3rgs+46+ofbdn9826I2O7FpWWbpulTHx3CsHEqoPlIZERj1EUW/ZuPOZ/GrFSpXV7/h2gtzTckIgJKIoqWXxsCqmeZqq5cv4+WaK4duIU+psLpvgF+rUr5yHq03hRI2UZImjp1FxDWM+AB+uYabyW3uea+paOk4+kA3xs5B9KEetK4EajyKEgkhTA2hqkH11PORtoNfs/CKVbxcEWc6g319CntiLpDe9vyAo1Jrrn553opqmJRNhGug5TMrnbEbUARaT3AuVsKZy7YUDqTn4i17Tegaxo5+Qgd3Yu4dRutNoyZjKCEzEPSQPtJ2kZaNly/j5oo4k/NY1yZxpheWjrMTCNB60y376uVKePkV93tVwdw7QuyR45h7R1DTcYSi4Ncs3PkctQs3KL95FmdqYW1it2kQPraH6ANHMXb0oyaiAYekZuFmi1hjU1TevoB1eXxzBq/LIKWkWJpiZvadTY0seZ7F5PRbpFO725qtdaX3EQqnN8S10LQQg4MnUdXWkY/M4iVmZt/ddAXY8yzGJ1+jK70P02z2olIUnd6eI8zPn91U9VdLprDGb1A+f3bJIG+LWN8TSxDSYmiKiS9dam4Jf9kIm66ECetJ0uERitYcCbMPKSWetKk4uW3Zx7b77fn4rodbdVHDGlpExyk7lOfKpPemufHc+uswjCgD/fe0vQ7mF84yO//epsfsXLfK+OSrpFO7W/g7qmrS23OEhcyFDqVbJdnsFayhBwmHm593uh6hu+vAlhMLXQ/Tld7fVgq6UBive7JsDdvmY1F5+wzpX/wUajKOPT4JgDEyhD48SO6b3+vIx6IFUlK7NMHM//k1Eo/fReJDJ4JgfwMJhvR93Pk8xVfeJ//COzgzi2veiL1cieKPT1N67WxAAtdUpOsFBHG7+QbkVy1y3/8JoQMjiFArz0Mogextp6dZSkn1/E1Kb1zYksystK22gYUajgTk1ztLUGJDUHSF5Gicg5/czcLlLKqhUJ6tUMnU0CMaelTHd3yivWHsskNxuoxQBKmdCVRdobq4lEj4joVXKSGlbE70FIXQ4GhQZV9F3nI9qNEY8X1HNkxC/bMIPdVFdOc+cpvwA4BANjRx9N6259It5KjNbLG7pwjSv/RhIicPtbxlX59m7v/445YEYP11KiSfeYjExx5q3ymUUHrlNJnfa28KteaqIyY9f+tzmHuGWt4r/uAtFr/8g86NRFUVvS9F6NAuwsf2YOwcROtKBPcttVX5ZDU0kg3HwV3IU7t4g/LrZ6ldvom0ticwagclZNL1qx8jfNe+lvcWfvtrlN9cZc5dUwkd2EH8yXsJHd2Nmogh9PWPd3lS5S4WsK5OUHr5NNX31pdmFLpG1196hvCxPUsv+pLC82+R/aOl6EiEDBJP30/i4w+hdScD+fRl+6UP9hA+uofYI8fJfftlyq++1zYpULuTpH/pw0QfOIoSDa04tjj6YA+hQzuJPXoXpVfOkP/WS3hbKWhJj/n5s1vS269WF5hfOE8k0tfUtRBCYBhxUsldG0os4rFhEolRVv4IHbfC9OypLY98lMtzZHPXGOi/p+l1IQSx2CCRaC/5/MbHt9xiATWZ/MAKgarQ2ZG6h77ofhQRnPd8bZpr2depuUU0xWBX+iTp0AgJs5+wliRpBslfwZrl3Pzz3I7uhZW38F1JbChO7loOI2qw8yO7yV/L0nO0l4WznQXBycQO4rEhVl4HARfo1Kb9Gm6hVJoil79OX++xpteFEEGnIdxNsdTZ2FalLnjQKocs6Ok6yOTUmxuSsl2JWHSQWHSg5V7n+x5z82e3LDoA20jerl26QvZr3yH26P1EHzwJgDu/QO4b36V2cfN6uABetkT2269RfO0skaO7idyzD3NnP1oqFlTSFNFEbpKuh5sv40xnKJ+6TPnUZezpTOcPW0lQpbLXr2SU37lM6fVzxJ+8e8vjWu58nuzXX96U0d5yOKViECyveF1LpNHjqXVnsu9kGDGd0YcG6TnchRbWiHSHGX99mkqmRs/BNEd+cT/l+SpaSKWWtXj7d99H0RT6j/Ww56lRbr42xft/dAkIqtX2Yt0ga0ULMzy0E7N3gNr0+MZ3Ugji+48THt75c03cvgWhaiTveoDStQtNjsGdIjy6h9je1qBfSp/yjcstGv0bhufjLuRRwmaLPKo+2IMaj2w4sVDCJuaeYdRYe2K1lBJj5wBKJIRf2ZhErZqMo/d3oUab1y19H2cu29F9TomEMA/uIPbQMUKHdqF1JUDrPJFYCSFE8HlNxRgx0Yd7iT54lMo7l8j/6SvYN2fWjDs0LUxv71Hm5s40Zt11I0Z31wFmZ0+vXk2sS4yvPBcQdAfaQe1KkPzkI8QeuztIKDYgB910nJEQ+nAvzsxiR4kFtO6rlDLgEZo60nIQhkbyk4+S+vSjiLC5qhQrmoo+0kf3r30cYegUX/hJU+dE607S8zd+gfDd+1cduYWgO6ul4iQ//hBaOs7C730bv7i5YNtxKmRznc39rwYpfTKLlxgavA/TbB7VCMz39jE9c4rOglhBb89hVKW16FcqTVMsbse4cbC/A/0nWBm06lqERHx0U4lF5eJ5Inv3k7j3PsoXz+NbFsuPWbpux5zVTjCSOM5Q/BjXFl+jYM8R1uLs63qM3emHuLjwIq7vcCN3ilntMsf6nmGhMsbN/LtIZL2rcXtGomqLVa595zK1vIWVq3Hzxevc9TfuQdEUSlNFpl5d//kshEpP9+EWojIEFfpSaXXSeafwfZfF7BV6e462/GYNI048PtRxYuH7DpnFi/T2HGni7wghiEb7iceGyG7SY0IIla70vraKWLVallx+exTItiexEAK9vxd3bp7Mf/pq0FGQEr9W6zyYXw++xJ3PU/jhuxRefg81FkbriqMmIqjxCIoZzI76VQs3V8JbLOJkCkG1bCuk0XUgazaZL/8QrS9N+PCOTT2YpZR4+TKZL79I5ez1Le+TW8zhVcso8WZ7eC0SI3bgKLW5qUA//mcQtazFhW9epXt/iqvP3WT89elGi1coguTOOKf+w1nyNwoIRSA9ied5XPrOGNHeMKrW/JCtTt7Ad2xUs9kkRoslSJ98lNnnvr4xbwIhiOzcR/dDH0Ks5j3wcwYhBOHBUbof+jDzP/xuwxm5E+ipbnof/zhKKLLityXxyiWKF99rz5PZIOzrU0FgtiKxUEIGWn8X9vjshtanJqLog6uP0wkh0HvTqKn4hhMLrSfZNmHxKxbOzDrVXFUhev8REh99AHPPcKPTuq0JcL3CrsajxB47gblnmMUvPUfl1OqdWEXRiMUGmZ8/B9Q9IBSDZGoXc3ObG1PQulpniI2dA3T92scJH90D6ipO7huAtB1qF65v+vNC1Ee5omE82yX6wFGSn3h41aRi5WeVRJT0Z5/AmVqgdjYI6kXYJP2FjxI+sb/j4xOaSvTBozgzGbJfeWHDHXMpJZVqhpqV29Dn2qFazVCuzGEYrYp60UgPhhHFttfvrOhamGSytbgjpU8+fwPH2R7VxUplAdettQRrQijEon0oir7hKnBo12703j669x0g+diTQSy1LHgvnztL9oXvb8fuY6gRBuKHmC9fYaZ8CSl9KnaWqHGBncl7uKHFqThZbK+CQODj4/oWNbfI7UoobkH6kqvfvtTYzOWvX2D+zCx6zKA0WaQ8u/51YBgxEvGRttdBLn8dd4vdilsoV+bwPAtNa44lhFCIRgcQQu34PpYv3KRSnSceG16hOhaMVgUJ/MbPvWHE6Ora1+ZcSBazl7GsLRbp6tge8raqknj6SfSBPvyahTMzhz0xhTs7j5vN4RdLW57fbILrBXOpW2jbbiec2Sxz//bb9P61Z4gc3dX5A6uue+/MLpL5oxcpvnq283ndtfankMNenEeLrXCUVBRSdz2ANTNJ8cq5n9nkQvqybsAlA3fYZSjNVChOlvBdSVOFR8q2M6a1mQnsxXlCAytuPEKQOHQiMN16/YcdyZkqhkls31F6Hv8Yerq9NOrPK4SqkjrxECDIvPaDhtPw6h8QmD399D31GcLDrSY+0pcUL5+lOrXxamA7ONMZ/EoNNdk8IysMHX1w494C+nAPSmxtfo0Si6APduNMbWCmVYDe39UQjFgOv1jGnVtbrlQoCqFDOwkd3tXSnbkdEIpAH+6l569+igXPo/Lu5ZZCTzTaT3fPIaKxAQaH7sP37CBBj/Tiefam9dTV7ubCirl3mJ6//hmMPcPb9tt0Z7PYk1ubSVa7EqiJKMLQSX7yEZRYuPOEQAjU7iTJjz+EfX0av1Ij/sQ9RB88EnRhN3CcQlWJf/g+ym+ew76+8TnuajWzIUOw1eC4VcrlWdKpvU2vCyEImSkMPd5RYhEKpwmHWnlZnmdTKs+yXUGx41ZwnEqbxCJw5VbVjScWbj5H8Z2frPq+Nd25GtJ60JUQIS1BX2w/iWXkblONoCoGmtJ6r/lAsexr8h2fxYsb8zOJhLsJhVItr7tujfJ2Xgd2GcettkksRN2nRcPrkGtsWQUWs1fajm+l6p4Wm0nik4kdRMKtBS/Ps5hfuLBtDvfbQ952XbJf/TZqMoHW04U+PED48AGUB+5BMQ2cqVkWv/wNpLV9rbs7Dfb4HLP/59dIPvMAicePB9WyVRIMKSX4Eq9UpXL6Ctlvv451bXrbOivSsSldPktkdE/LiI8WT9L/sc9j9g5QvPw+Tr5OcJSNhYKKo6qhmiaKGUYxQzi5DG5xe7LZLUMCUrYdYfBdf0On0S0VKV44TahvEJbN8AshEIZB1/1PEuobInf6TWrTN3Er5SWisBAIRUWLJwj1DZM4cjeRXQca3Q8pJW4xhxqJo7Qxdvt5gO/YCFUNHLg1nfS9jxAe3kn+zJtUxq/h5HP1608GogaKhp5MEd1ziNTdD2J097WtrtiZObJvv7JtxEY3V8RdLKAkos3bUxX0/u6AyNtp91UIjJF+lPDaHSuhqZh7hqm83bkOO2owAtPuvuLMZ/HWGWORjkv5jbNEHzyKlm6t6DctK+tyzJ4fqD15fiBGISXoGkJVAlnmdQopt6ry6S98FGdmEWe6mcTvulU810IIBcOI4XsOIKlU5lmYP79pUqWajDW+N32kj+5f/9SaSUXjeJcXK+pjtqt9pnZlHL+0tTl9xTQwRvrQelIYO4LZZykluB6+7YAvEYaOMNobvwohCB3Zhbl/FHdukcRHHwiWv7Ue31/iCGoqiqGv+p2pqRixR+5icYOJhcSnsgUDu5Vrq1Qz+NJdIeEZkKJDoSSl8vr7Fwn3oLbxuPI8e1uNxjzPxlslcdD1aNsRnPVQvXKZ6pXO/A+2C7naFNlq83iYLz1q7tZGs7cCPaoz9Mgos6emqWU212GKRHrbfgeuZ1Hbpgo9BNfBakIAhhGrJxaddkckmcxFBgdOYhpLAiCBI30XqeQuZube3dD+KYpOd9eBFgI7BDK3xdLkhta3FrYt2pG2jVcsIQwdxTRxDQMjHIKw0iRB+GcZ7mIx6Dy88j7Re/cTPjiK3psKKlCaGqgbVGq4mQLWtWnKpy5RuzZ9W8iNxYvvkbr7gbpEZ3NyoSdS9Dz+cVL3PIyTX8QtF5GuC4qCohuoZgjFDCF0A0U3EIrC3AvfJv/e5qTzthue61NZqDJ0Xz+e45GfKFGaXr2joEc1kiNxon0RPMena2+S4nQZpxLMhubPniK2/2jbyriiacT2HCKyYy9OIYdbzDWSC0U3UGNxtGgCPZZocoWWUmIvzLLw6vP0PPYxzO6+23U67mgUL75X7+QcRigqQlEID44S6h/GLRVwS3ncUrHhzKzFEujJNFosjmjjxCulxKuUybz+Atb8VmX3luCXqjhzWYxdzWo0Qgi0vjRKyMAvdfZgE6aOsXNg/Y6AIjBG+xC61nFHV2gqxnBvy+tSSuzxuY7WY41NUX3/GrHHmnlhtwJraTm42QLOdAZnah5nagE3k8crVYLkSgK6ipqIYYz2EzowirlvFDUZXfOYjR39xD9yH4t/+P2mzqxlFZiZeSeoms2f2zKR8haUiBnwZlSFrr/4NOa+0dbj9Ty8YhV3djFIzBYLeOUq0vUQmooaj6B1JdF6U4ESVzQciHoIgXS9gFuxBaENAKGrRO4/jDHYi9BUfNuhdv46pdfew7k5i/Q89IFu4h8+SfjY3rbiJUo0TOTEAfyqhT7QHeyfL3FmM5Rfe4/q2TH8YhkRMgkf30v8Q/ei9aTaJhfhY3tQ4pGNcS2k3LYxCgh8BaTvwYqAUAiFkJnqaB3RaD/tlBOEUEin9hCNbM89WVX1lip14z1FR1U3V/EXmobRP4De2w/Sp3zuLNJzUaOxwL19o0qbq8D2qlSdHJ5vM108h78skRcI5PLOPwRFPaEi4DYPQkGkN8qxv3I3pYnCJhMLQTTSvhCjCJWu1N56V2Dr0LRQ20QWbl0HRsd+FgCl8izF4iTGCqlkRdHo7j7E3MLGiNbhUJpUchcrfxNS+ixkzm9Lt/EWtiexUFWSn/oo5r7d+LUaXr6IMz1L4fkf4S5k8YqlP9PdiiZ4PvaNWewbs+RMHTUWRph6QKDzJb7t4Jdq+NXbK83k5BfJvPYC/R/9fFvJU6Eogc9CIrXuunzH2RDB8XbDd3wufPMae57ewdDJfpyKS2m6THmhyuSbM0hvxahFb4Qdjw3jWR5Swo5Hhxn74Tj5mwEh1y3kWHjpWQY+8RfRk20MEoVA0Q3M7r6OEgRZNzObf/n7VG5cJnn8/p/bxMKzamTe+CGKbhDZua8ReG7k+rsFKSV+rcrimz+kcO7d7eVOSYl9Y5ro/UdaYhGtNxWQrDtMLJRoGGO4+fuWroe0nabZeSEEWn83SiKCl+msKqjGI4FS0Ep4Ps7EXEddFVmzKb/2HpET+1Hj0WBMsGphTy9Qu3CD2tlr2BNzeLnSump+1XcvUTB0jN2DJD/6IJH7DgVSrW0gFIXog8covvB2y/iX51nMzXVmTtUplHAINREl9tjdRO492LiHSSmRtoN9Y4byW+eovn8NdyEXfL/trilFQYmF0dJxzH0jhI/swdw3gvT8TY0MtVt/9L7DIJRAbvz5t8h948dNErT2jRlql27S/eufIvpgK0FUCEHs4WNBsqQqgb/LlXEyv/+nWNemmo7LujKBMzVP969/Ci0Vb1mP1t+NPtCNtYHEQiJxnK11bpbDsUttxzKEEOgrJD1XQ8hs8zshqB7v3/vJLe1fxxCixZOjo4/pOsmHHyNx34Oo0SheuUx17Cr4Pr2f+Tz5N16lerWzjoammKhCx9SiCBRCWoyaFsPzHVzfwvGrTBbPsjv9ALtSD5CvTSGRhLQ4EslM8ULDO8TzHapuge7wTvKRKRzfwvc9ivbcOnuxSSjgWS52aXPxYzA+1/46MM0EB/Z/Zit7t4H9UBpqW53C8ywymYukU3ubugxCCJKJUSLhbkpruJ2v2ANSqd2Ybc6FZRXIZjfH2VgN20beVmJRhK4jF7MBt2JmHncxh1+ubNu4ws8ClHgQxPvFSlD5u41Si+uhcOE0ajRO90NPoUaibbP2n1UUJku8+/vNUpL5G0XyN1rVe3LXC5z692s7JJevX2buB9+g90OfwujavCGj9H3sxTkWXn6O4sX3AImTX2yVtP05gRoK42QXmHnua/Q+8Ymgc6G2H+lYC8FYWZ7MGz8k985r20LYXgn7+nQw5rYiEFCjYbTu5Lr8hVvQ+7tQU83Bj1coUT13ndhDx4LxnDq0rgRaV7LjxELrTqLEW80b/UptfeL2MtQu3qR2/jrGriFq58Yov30B68pEoH61wYRN2g7WxZssTMyTnMmQ/NSjbX0lgv1PED66uy2vxDDipNK70ZZVeGtWnszC+U3N/irRELGHj5P4yP2NKr+UEndukcJzb1F67QzeYmH956nv4xfK2IUy9o0ZSi+dRu/vQhvowpnv7JpYC0IIqPuD1M5eI/etl1p9LQAvWyT3jR9j7h1B7021vL+cH+QuFlj84rNYV9uMN/g+lVMXCR/fR/xDJ1uKRoqpY+wYwLq8AUU8KbeNBAv1sZK2I3CixZm7PQS6vnWT061CINr6BayH0K49xE+cJP/6K/jVKqnHPwRQJ3FDePeejhILgcq+rkeJm711roRkd/pBPN8mV5vi2uLreNJhungOKX0G44fpj+0HwPUtZkoXWf4D8aTNzfw77E4/wP7uJ/Cly2L1JsXM7UksqgtVStMlkrtSFCc6+K2ugBDKHXEdBOOUG78OFnNXsawc4UhPkxO3YcToSu/rOLFQVZOe7kMtSa6Uklz++oYknDvB9iQWrkvua99BTSbQh/rRBweI3HscJR5DOg7WtRuUfvTqpgjchgihsHQybFnDZ/MtQA0DVWh40sVlm7soqkLiyXtwc0VKL69ucvVBQbou2bdfwS3mSd/3OKH+IYSmbyLAlbdTWOvOgJQUL72PWyrQ9cCTRHbuD3w/NqDj71crlK5fIvvWS1SnbkI9GHKyCwFR/ufQ00INhUEo2AuzzD77VazZh0gevx89lW476rQSUsrAoXjiOotv/ojy9cu3TXTAmcvil6otSYEwA2Uozl/vaD3GSC9KtHk0ws0WqZy6SPS+Q02jLGKDQZzWm0aJtAbtXrGCO5/raB0AfrlK9qsvghA4Uwub8xlqs878d15FTcWJf/hkW5lToSiEj++lsEIeVVUNRkcfRdUMDCMg5xp6jFz+OpllztQbgRIONSU50pdYY5Nkv/Qc1XNjmxbKkLaDPT67YaWwdddbtSj++B287OrSxs7EHNUzl9Geum9Nrkjp1TPU1rimpOVQPXOF2MPHW4UAFAVjpHXcbs19l3JVY9bNwJfe6kavyvr3UUVRUZSNFzDuFIRGd2LPTFH4yRsY/QONZF/6Pm6piBqLr7OGABKP67m3UETrOfOkg1c3wPOlx1TxLPPla2iqiQBc38bxak2jUADZ6jglax5dDSHZ3oRyJdyay9TrExz4pcNEB2KUZ8tNhY/iRIH8WG7VzytC6+h6uVNRq2XJ5q4TDvc0ddKFUOnq2s/UzCncDrxYotHetiNft6RtPX97Y+Ht41h4Hn61iruwiFAUhKaihELovT0IVaX08huwwcRCQeWgeT8pre6CK13O1l4l520uO06qvewx7iKiJKj4Ra5Zp8n7W3cZhGCeV+tKErl7H9VzY2j9gYa6X6w2y0mqSqAAoqn4Nbul/a7EI+D5+JaNGo8gdK2+XAWhaSgRE99yUKMhvGIwmqHGI3iVGrLNeJV0HQrn36U6eZ3onkNEdx8k1DeIEoqg6HpgOnbr5it9pOchPRffcfCtKnZuEWtumtr0zU2fGyl9nGIee4XzsnRdfPsOcuuTkurkDaa/+8dERnYT23uI0NBO9Hgy4Jto+pIcqQyIrL5j4ZYKVCdvULpyjsrEWItLcG1uGiszh7JMftYtFdauDEsfp5BHDS87Z1IG/I71DsP3cQs57OUSulJ2pGwlfR+nkAtIucvQyWfbQTFCjYqoWy6y8NoPKF45R/zAMaI796Onu1EMc+nc1gMU6Ti41TLWzATFK+coj1267f4rXraImy20JhaGht7fFfxO1smwAyfnwZbz50wt4EzM4RUqTaNCQtMwdg4EJOH1ZvUVgTHS15bH4Mxk8Mobm0G2b2xdv30l/EqNwvNvEj66e1W5XX2wBzUWaarKK4qBqoW4PvY83d0HKZVn8TyL3p6jtHcYXB9CEY2gOeCgzLD4H79L7dLN2ypBvlk4s4trJgMQkO+r718j/sQ9oLd/fPulKuW3zq2bONnjs3jlamt3SYDWkwJV2UDy1azCtx1YGdDeguhgpCQYPflgzOVuB4Sq4Dtuyz1BCAXFMAOORYcIZGE7g+NXcfz17yOOX8Pxt28mfzVE+6Ps/vheogMxDv7yETzba7rMrn338pqJhRDKpjoFdwoC/sM5+vuON/F4hBCB0V1sgNy63jGC7vT+tp2bSmWefH7zsd1q2J7EQlNJfvJpjB0jCEXgFUq4mUWqZy/gzC3gzmeQ1mYCSIGpRIgoQXbuSRd1k7usoDGqH6RXCwh8USWJI2sUa4tb6oAAQafiI/cTPrYbc/8IWk+S8PFAKi9ouQdjOEo8QvLjDxI+tCNIGMo1iq+8R+mNs8FstCJIfeKhIGAt14jcsx8lFsYZn2f+97+DMdhN6rOP487nCB3cQfX9a0jXI3L3PqyxaRa//EJ7TXwpcfJZcu+8RuHcO2jReJ0gmwhI2qoGUtLdLfnkZ3W+/cV5Ji9nccsBqda3rSUlpFvnU4WPfjpCPuvz+o+bt5lMK3zml2OkuhSqVcl3v1Zh9rmvLzknCzhwxOCjn44gf63Czcsxvvf1MrVq64NEUeFjvxBlccHjzZdu/40MwK9VKdWDWTUcRU+m0OIp1HCkkRxIz8WrVYMAPreIVy2v6tJduXGF8T/6dywPkKTnrjnO41UrzDz7FYSiEe2PcODzB1F1hfS9NayxOMXx1R8WvlVj+rt/3NIR6CSJ86plpr71xTafrW0qGBO6TpN7rO9jzU5izU+TffsV9GQaPdmFGomiaDpS+vi2hVssBEpkpcIHlnzeGicydzdXdoQQgcSrqSNra1d2RNgMEoVlkFLiTMzhZvK4Czm03iXSrFAExlBPRxwOoaroo/0tr99a/3Z0HbYDztQ81fevotVJxCuhJqIoieiKcR8/UH8SAs+ziUZ6KZWmMcwYQiibVoZqrL1YIfe1H92xSUWQ+MziF9YPGJ3pBbxipa1PR/B+BqcDCVy/XMXLFtF7Uk2vCyFQomEU09iAx4pgswng6mtcpSPD1sRgPM/BtovbJq25FmynvKpS0FqwpqdJP34Ac2QkCIwFCE3HHN2BOTTE4gvP34a9vfNQni3z5r94dVWOp13o5NnQ/vfueXb9Orj99wPLLqwy2rc+CsUJyuU5Eolm8QldD9PdtZ98/vqa17KuR+juOtDWxyOTvYJlb3/BbnsSC19iXb5G7exFnIVF/EoleMhtk2rBdkBBIawsGe4IIYgoCRTUrScWnk/xpXepnr1G33/5eYqvnKH0ynvBW7eCBVUh9amHMfcMk/vWK3jFCuFje0h/7nG8XJHq2TEguKFHju+h/PZFcn/6GtLzUHQtIH7qGqG9w+Qu3qT0+llSn3yY4stnyD/3FqlPP4o+1I11ZW3JMN+qYVu1wHF6BboO6Tx9dx/P/5t5atNrB1CKAofvMpmecFsSC9eRzEy5dPeZfPovRHj7tRpTN5tnhvNTGuPnKzz6VJgDByO88N1K28RCVeDIXQbj1x3efGnNXdp2SM+tqxblgc37JUjP3bhUrwwM4ABqapXCtSm6DnSx75M7mXzl2pqJRfDZTd4s6p8N94RJjCSYOzPX4hWyEawWHOD7eJUSXqW0OXfz2wEpA57Fw8db3tL6ulBCBt46iYXWnWwhV0vbwZnJ4JerONMLhA7valm3moium1gokVDb2XrpuNhTC9vigbMdkLZL7dI4sSfuQZitKikiHGoZ53Jdi8VMYIRVKIyza/dH6Ok9wmLm8paTCun7lN88R+XUxTsyqQDAlzgzmUASdh142SJ+uQqrJBb2jWn8da5TAN9y8FZJZJSwiTA06JCPLdaQ5N0M1qo0yw4CdSl9/FWCrVJ5houXv7GtZPO19mMz26levUxk/wF6f+GX8CpltESKnk/+AnpPL9b4DapXL92Gvb3z4NsexfHNy9360lv1OigUJ7h05dvbqoa0GoLrYHNdf8epkFm8SCIxwkqFz3RqD4YRX1ORLR4friukta53Mbv1+2s7bFNi4VN9b3NzsB8UJBJXNt9sbVnbcvXjFrxcKRjjcD38NvPOWleC6P1HKL10GrdQBgnWtSkST54gfHxvPbEI4Nds8s++gbvQerH4lhNIHApB4sl7qJ4dw56aJ/n0fajrGHJtJ1wHfvtf5drmjuWS5PlvV5iZdHnoifYyfJM3Xb7+hyViCYUHHmu/DIDjwG/9i/bb+XmBlbO4+NWL9N3Vx8gjIx/INvvv6Wf4oWHmz80j7Ts0GLsNsG7MID2vZZRJS8dRE9F1TTn1oR7UePPv0C/XcOrEb+v6NHHfh2XrV2Nh9MEenKnmUcGVUNPxFgM/uOW4vfZnP2g4Mxn8qoXSLrHQlBblKCk9FhbONaqH164+i6aFqFQyW64se7kSxR+eumM6Ou0gHbdjjoxvO6v6lUgpsSfmOivquV7b8VkIRvrEhrx3xKpSm5uBquircLA6m+n3fQ/fd9qKZgihYNsl7BWVWk0YKEJD4mMqERzfwvLLjfdMNYqUPjWv1ChGKkIjpMRQhFJfvgLIQH1JjaEKHYmOgwcIwmoM26/iSRcFFVONUvOCe4qhhPGkE2zH9sk+9yyRI0eI7DuIslAirndTevsc2Xdfxq9uj2v4n3VI31u1YyRQsO3iB5JgbhULmYsMDz/U5GkBgfFeMrGDufn32n5OCIXe7sNtfTyKxUlKpe0fh4Vt5Fjc6fBwmXGuk1C7MUSYmiwx5VzFY/vVZdpBjYXRUjFij99F5L6DQF0j2peBh8Sye58zl13qdKyAtB18x0MoAum4gWztLQfq9SRh67OzaqI+a+d52DOLTeMdUgbdiMERlXhSIZ/1mZ/xmiahhkY1UumgmpSZ95idvj1R//LtLMx7zLXZjmFC/6BGJKpQyAfL3HqmhsKCgSGV6UmPdLdCMqVSKfvMTLk4y3NMAVpXEjURCUiwmfztF+heBtVQifZH0SIaTsmhPFvGd1uDqfU6B0IRRHojmEkT3/EpzZRwq63XtxbWiPRF0EIavuNTy9ao5WogwYgbRPoijDwyQqQ3Qs/hHnzHx7M98jfy+M6dURW/XXAXcniFClp6hQxnyETrTWPfXIOwqyqYOwebVJ8AvHwpUB8C7JuzSKc5cbnle7GeUZ7WE/gorIRXKLUtQvw04RXKa1bfhdH66FEUnVRqD7H4IEifQnECKltLmKSUWJfHsW92Lgsr6v/zt6no1Amk6wWKXJ3A91fvbrke7mJn9y/p+YEBXxsILTA+7BRCiBbn6a1A1yNtOxZSdiprK1sSh8a6tTBqm0ArafQzGD6A7VXQFIOKm+dG+TSmGmN39B5UoaEIjaIzz43yeyBgT+wkphIBJI5vca10Ck86jESOkDYG8aQDKNwon6bqFdgXf4Ab5fcoOHOE1Dj74vdzofAyqtDZF3+AmldEEyY+HmOlUxTfepP4hRKJyF5sr0K361OsKmwmRdZiSRIH7iZ39i18q0PpbDNM+viD6MkuCpdOUxm/2nwu4ylSxx5ANcOUx69QvHp2E3u2OqKDMfZ8Yh/nvvg+Xm3pfiJUwY4P78LKW8y8tboLucRf1aVd18NtSe13IsqVeQqFCXq6DzUlyqpq0pXez0LmQlupbsOIk07taUmufd8ls3j5tnVrfjbO6rZAMuOOUarkMJUwNb9M2c99cFv3JdJxyX7lh1QvNI/VSMsOHgS3vnvfX71lL2/9cYtw3XkELHSN9C88SuJD9wDglSrM/OuvULuwRN6RwDOfi7Jzj040oYCEL/9+ke9/o9wI2B/+UIjHn46w/5DOn361zG/+81zH+7ARPPpUmEefCrP/kM43v1zit/9Vc/DU06/y638nwbETJr4fcGtfer7CH/1ekUpZMrpL43/4Z928+XKN4/eahKOCUEjwgz+t8J/+baExehU+spveX38GrS+Nu5Bn/j98l+r76xGitgfR/ih3/bW76Dm2JCc3/so45/7zOayO5kcDaCGNg790kF1P70LRFRRFIXc9xzu/9Q6FW61kAT2Hezj2V46R3pNGElTzcmM5Xvtnr1FbrLH3E3sZfXyUrgNdCEXwwH/zAFJKKgsVXv/nr1Nd+LNdKfMWC3i5YktioYQMtL6uNT8r6n4OK2/izvRCYzTFW8zj5YooA93LVq5gDPchDH3NqnpA3G7juD2d2cAs/AcD6bhrVs1XEtAVRWNk9BFisUFKxSmEUBgZeYRIuIfJyTfYdKbv+VTeu9LRiNEtdGsjGEqIKfsDdD72vHVd0xuQctWEwLfsjv1W8P3VfU+Utd3UWyEwjbWd3DcCw0isovsvsazORmOqtfZSwKoaKI+tdN9WUIhpXZwuvoXllRuiJgOhvbjS5lLxNUwlysHEIyzak9S8Ekm9l7HSO+SdWQQKrnSIa110myNcKb5JxSswHD7EcOQQY6VTqEJv3OeFEHVn8eDfES3JTPUKGWschMCXLmE1waC2h8uZ1yk6CwihbHpWXzVDREZ2U7j0bseJhW9bFK+epef+D2OkeloSi/RdDyE0nfyl07i3QVzDSJgM3DfEhS+fax5YF4LU3jRI1k4spKS2isu6poUwjBiW/dNzFu8UUrrMzb9f50osK0oJQSq5k1AoRaXSOt6eiI8SCqVbXq/VcmRzV7ldFdSfo8QiyF6LfobibSpEST9wrlVCJittKb1sEWc+h7l3mPLbF4IHnQgImR8EeegWhK6hhOoEZLvV+M4wBKlulX/x/1qkVpV86i/E+Et/K8GV8zaXzwcPs6/95xJ/+pUy//zf9qK1Fn62DV/9gyLf+nKJf/k7vej6yv2EX/lrcfYe0Pl//0+LTE947Duk83f/+zS5rM/Xv1hCUWBgWOPAUYN//U+yZDMeT30ywi/95ThvvFTlvVM2CIg/fhfGroGAtBgxSTx59weSWGghjbv/xt3ER+K8+S/fpDxXpvtgN/f8F/dgF2zOfelci9lfWwjY88we9n1mH2d+7wzz789jJkxO/t2T3Pt37uXlf/wybtUlPhzn/r9/P27F5Y1/9Qbl2TJ6REeLaNiFIPC98u0r3HjxBg/8tw+gaAqv/4vX8WwP6ctNmxRtF1QV9h01CUcVfA9uXrXJZba3W+bXbJzJ+RYCN4pAH+ha0yVbS8UD9ahlCEZT5htePl6uhJvJo/V3NfG99KEelFgYb3GVxEIRASm8hYAncSbn7kgD0o3c11TVJBzu5trVZ6lWg0AgFhtgZPRRlOm3N22c59fsNl4Oy8/hCtUdFPqMHVh+pREAtlcnurWO7bl3S8ddVxhgaWFWTdqk7W7IfHW170goouVaWwtCKITDayfeG0Ek3NVWJtT3vZaEYDWUSjNI6beoSKmqSTTSS77QypuregWqXj3QlKAKjZjeRURNcTgZRUHBVCNoiontzDNVvcSO6HEsfw9TlYvknTnCagLXt6l6BXzpUnDm6A3tXNcgzfEtim4mGLOqfy2mGsXHp+jcen1r9zuBQI8l0RNd+FYVqy6FLjQdI9WDaobxrAr24nwg9yt9nMIiXq056VXMEGa6j/DgTsrjVxCKEgh8bCcEy0QuaPrZqpqCkTBxiuv9ZmT9OmgdidO0MOFwN8XS6onJnYRcfoxqbZFopFkK2jSTpJO72yQWgt6eQy2dPykl2fq6bhd+rhKL2w1pOVjXp4k9flfgfuq41C7exLo2hVcok/vWK3T/ykdQUzHs8TmUiInemyb7zZe3x8F1G+B7kue+WebG1SB4evbrZT7yyQhH7jYbiYXvg2PL22UnsLQvt7bTJhFMd6vc92iIb3+5FCQIBGNZ9z9W5SOfjPDdPwlmYz1P8t0/KXHxbLDMKy9U+YUvxOgb1AA7MHcMN88GKyGjI2nRrSKxI8HAyQHO/O4ZFs4FIx9TuSlGHhthxxM7uPzNy9jr3jiD8aWdH97J7DuzTLwygW/7VOerXP3OVe7/r+8nPhwneyXLwL0DRHoj/Pgf/Zj599urxjgVB8/x8BwvGCPJWYHE3x0A3RA8+tEYh06E2X3Q4Df/8TwvfntzVTJVhVBEoVLym79m6WONTRF99K6mB5EQAn2wJ+gqrJJY6APdqIlmDoS03YD/UB9jk46LPT5L6MjupuW0rgRad7IxMrUSSshsSVoguOc4U0vr/9nDLdKvxHUqqJrZeBBqWhjLKmyJY+Hlig31KVNEGDT2ktL6UYSK5ZeZscfIuFOAZMDYQ5++g25tBFfaDZnzOecG41bAIQwrMfr1PSS1HlShU/NLTFlXyHlb87TwLQe5ESLZag3tusP7VtezGYTDPSiKvmX3dFU1iER6aacyZTulVUdbVqJSXcBxyphmcydFUTTi8RGUuXdb5u9XdgOklLi+xaI3wXT1csCjBCy/jEQyXb1Exhqn2xxhf+JhzuZexJVOIAuLioeLppi4db4HsHR9Cx112SiOlK2TCr50UVBQhYYvtz62rcUSdN37OF6tgtnVT/bM6xQunSYyuJPk4XvwHQezu5/8hVPk3n9r1fWo4SjhoV2okRhmVx/IQE58s7LkKxEfTbDnU/uJDyWIjyS45+/c3zSGa6ZCdB3s5t1/85N111WuzuO4FYwVcquKopOIjzC/cO62EJi3G5ZVYHHxMpFwT9OzSVE00l37mJk7g+ctJXemmSSR2NGyHterkclc3JRaWaf488RiGyFth+yf/Ij44ycwdvYjqza1KxON98tvncfN5InefxhzZz9+1aZy5uqSo6+UWNeng8C2TTTtFStU3r+KrNlIRaHy/jW8UjVQYTl3fU1jpU7hS8gsLG27UvapVmSD63CnIJ5UMAzB/OzSDUFKmJ3yeOBRlXAk+OH5HkxPLv2AbFs2eCTBApLalUmi9x6Eupxo5dz1D0Q9d0c4AgAAVplJREFUJtwTJtwd5vCvHGbvp/c2Xo8NxLBLNqqxvl47gB7RiQ5ESYwmSO1KNSqsRsxAqAIjHvwdG4pRy9YoTXf2YL7TUKtKfvdfZRjcofM//ubgltQt9x4xeeTpGF/6N4vNamQS7Ik5pOMijOZ2nNaTCmRh2/lFKAJjZz/CbP6MX6nizjZXhqxrU82jj9Rlakf7VzXKU1Mx1FSrKZZftQJFqNsFIUBVgtElVUExdISh1cm9KqgqQlMDMzxNRajBf6upWAtBux3i8WEGB+8DAaFQigMHPkulMo8QCtFIH/MLZ9lK9OuVKvjlGgoKu0LHSaq9TNmX8fCIKSlMJdxoLpe8LI5vEVO6KHgLjVGomr8ULJkiSliJs+hM4eLSq+/gcOQR3il9n5rcfFAlHRfZroKyUXjepoxotwohBJFwN6aZpFrd2vVoGgli0f428piSanWx48SiVstSrsy1JBa3xkeCfV3bcdjHY8EaZyh8kKiWwvUdNMXAssroSohuY6ROxvaC7giCoruALz0GIwcouzkGQvvI2OPYfhXLq9Af2o2CWu9irB2CVdw8ll9hR/Q4i/YkmtApupkG4XvDkJLFd16hOn2D9F0PEx7aSfHqWSqTY1RnxpFIEvuOEd9zdM3EwsllWDz1Y8IDo+Qvvkvp2vaK91i5GvlrWeLDcRRNIdwTaUosPNvl7H88w+SrE2usJUC1mqFSWcBINicWS6pKsTVVle4cSOYXzjE4cG+Lp0UiNkIk0k2xuNSdTcZHCJnJpt+RlJJyeS7gr91G/FQSCwWVkBIlLOLowgAEHjZVv0zVL+E1qEmrWeSsv/7lbt2rwcfbutTsCsiFMtY33kERMTRh0CUMfG0XjqxR9UtYV2dYbGnN3/qwpPjiqVXX7UxnWPzDJf3qxS8t+++vvLgt+y8ERKJLF6KmC3SDtlKwP03UqhLPg2isOeGJJRRsS+LUlYwk6xs1F158BzwfY7SP2tUpiq98QK7pEjzbY/ylcQo3myvVTsnZ0OiRlJL5s/NMvDrRFIdJT1K4Eaxb+jIwDVuP5F/ft+2GqoIZUlDU4DuxLR93RQykGwLDFEgJVs2nrdXHKvsmBISjSrDeZUXTcFTguWBbEkUFMyS4+8EIO/cbJNIqmuHju0ESDQGB2y+UUVbo+6vREFpPEne+dXZbqCrmnpGWYMgrlHFXdCGcqXmkZTc5HgtdwxjpW9WUTOtKtKhNAXjZAl52G2eENRUlbKL1pND70mh9afS+LtSuROA/ETKWEgpVaUo6hKIEs/mqEghJdDBKY9tFstkrbd9b4ByOW910ji+lRFbtYOQTFUOEqfgF5p2bdUXA5hWXvCxl8rjSpuIXWHRbu8g5b5ZCdR6BgkBQ9YrcFfswISVKzdtCtdbztqXrJH25PQnKJmAYcZKJ0S0nFsnkDkwz2eYdSaFws+OOiO+7LGQu1Mmrzc+JcLiLnu5DTEy81lCGrHllcnbrd56xJpDSp8scQaBQcjNIJFJKQmqMlDGAJz2ul96h6hWQSK6V3mYgvI8eY5RFa4I56zoSn+vldxmKHKLHHCVvz1Bx8/VOhGTRnqyTvZfgSpvLxdcZCO2jL7Qb17cpupsfYXErJZxiDgCvVkYoA6AohHoGie85AqqKEU+1qOJ90LCLNte/f43FCxlUQ+O1/+WlZd17uaHnk+taLC5eJpkYbbkOIpFeutP7mZp5mw9UsWWTKJWnKZamSaeaO96GESOV2EmxGHRfBQrd3QdbxgCl9FnMXuk4Od8sPtDEQqCQVvsY0veT1vowRKhueCfwcHGkRcHLMO1cZcGdwsdDSi8gmW6gPDmo72aHcYT1Sprj9nkmnMtsxwWlC5NudYh+fScJtRu9fmwCgcTHw8Xyq+S8OWacMbLe7LYnNdsBVRXc/2iI9962cF04dsIgFFK4dnnFzbzuh9TJt7LeMoEG+jofXvH+4oLHtUs2Jx8O8dqPqpQKPt19Kvc8YPLeOxbVSuffqV+qkvvO6x0vv10ozZSoLdawchZjz40t8SlEMOPcEb+C4CZcuFFA+pLxl8ZxSkvfldAE0g3WU7hZIPSpEKm9KSoLlcZlLxTRojglfYmqqwh1e7Tp40mFj/1SgrseCBOJqVQrPu+9VeVb/zlHrSIRAnbuN/jYLyXYfcDE9yXnTtV49qsFFmY6q8Cme1T+3v/Ux59+Kc9PfhzMBOuG4O/9j32891aV7365wJF7QnzyC0mO3x8mElP47//VAJ4H49dsfuufzOPYsu7AXQzch5dBhE203hS0Kc4p8Qj6UKvTtDOdaZl5dxcLuNkixvLEQgj0kV6UsNmWfKuP9LWoTUkp68TtLRoIKgpqMoq5d4Tw4V2YB3agdSdR45EgidhGf4KVsKw88/NBtVAIlUi0l5CZpFicwnVr9UBg84GybzsB2RmXKfsye0InOBZ9kkV3igVnkpKX3ZDkeEiJ0a/vIqam0YSBJnQ0YWzZ3Vd6awh2bGxNWzldW4KiaPT2HGF+4XzTSMZGoGsRenuOtJXHdD2LxVWS0NWQWbzM6HCuhf+hKBqD/feSzV6lVA4kN4vuAkW3NSmS+GTsCTJ2c5XXx+V6+d222616BcZKrUXCqlfgavHN1g9IuFE+3XZdNa+06nY2imCssPk6U40Q3fc9SWnsPKWxi8R2HSS+9+i2bG+rqGYq3HxxDM9yt/D7kCwsXmRo8D5CoVTTO6qqMzR4f8A5WKd7dSfAdS0WFs6TSu5suucoiko6tYfpmVO4Xg3DjJOItxa6HKfM4uL2xLxr4QNLLFR0Ro2D7DSOYIpIK5EGHU3ohJQoXdoAU84Vxqz3cHFaxgbWgyFCxJX0ujd7Q2mVbtwM4koXe8y76NFG0ETrDVHUOyi6ahJVkvRpo0w6V7hhn8OSd5aGcrnos3OPzn/9j9I4tuToCZM3X65y7kwQvKS6FB79cJhkWmFoVCMUFnzhr8VZXPB49cUqlbLk8F0Gh48b7Nynk+pSefozUfYc1Ll6weH0Tyx0HR59KkLfYJAIDAyr/OJfirEw5/H2axZT4y7pboVHPhwmmVIYGtHQdcEX/mqcxYzHKy9WqZQkf/z7RX7jv03xD/7nLmanPHbu0XBsyde/WPyZ8L0oTha5/sJ19n1mH4oWqDgpmkJ8OE7+Rp7J1yYDCdiEgRE1iA3FUDSF2GCM2FAMp+Jg5S2cssPV71zlxH9xghN/4wQzp2bwPZ9ITwTVULn0jUv4js/MOzNkr2Y58TdPEBuMNcjbZsJk7PmxBoFbepL8jTz7P7OfXR/ZRXGyiPQlmfOZTfMtHv1YjGd+OclXfzfLwoxL76CGERKNblL/sMbf+oc9lIs+f/qHeTRD8LFfSjC4Q+e3/sk85Q4UFzRdMLrHIJZYCsAVBYZ3GYxfC45t4rrDN/4gh1AEfYMav///zVCr+tQqEtcJbra+7WBPzhHaP9q0fqFrAc9BUVpGFfW+NOoKJSkpZdCdWKFI5BXKuPNZjBWJiN7fvapRnrFjoOU1pMSemkfamyRuKwr6QBeR+48Qvf9woEwVMrbV6KxTCKHQ13ec3r7j6HqEmzd+iG2XSaX3MDH+8uZ5FstuBBl3kkolT5c2TK8+Qr++m5vWOabtKx31xjV09oVOYiphxq3zVLwCphLhWPTxze3bcsiNVWFXX0/jjw8cwYjRLrq7DtR19Te6H4Lu7oMkk7vajkEVi1OUyhvjstRqi8zOn2Hn6BMt8UA02sfOHU9w5er3fiaUgW4XpPTxHRstmiAytIvIyJ6AuA2o4Rih3kH0RBqEIDy4Ayszi29vsZjRIZyyw9j3rq6/4DqoVOaYz5xnZOjBlusgHh9i5+iTXB17dtMmdh8cJIu5K1hWoSVJisUGCYXTlErTxOPDLe9LKckXxilX5m77Xn4giYWCyg7jELvNu9DQEUIEbWp8HGnh4SEQqKj1KpDBqH4IZZO7V/Mr5P0MOgaq0Opt64AApa6jzLBRJNVeDoceIqF0B8dVb5G60sbDRSJRUAKiVv3YDRFmp3GEkBLlYu2tOya5yGY8/uC3C7z9Wo277zcZGNb40u8WeePHVcrF+ty+IejpV4lEFV78brDfXd0qigKqJhBCEk8o9PSrVMuSb/5R0HLr6VOZn/EQAhRV0N2rkO5WuXTO4dI5h1BYoadfEAoHQZJuCHr7VcIRhR98N6iup3tUhAKaFkxFn33X5l/+Pxe575EQXb0qL36vwluv1JiZDG6KmXmfr/x+sYmHUS76fONLJcZWdmB+CvBtn3NfOoeVtxh5ZIRdH92F9CW1xRq5a7lgIQFHf/UofXf1oYU13KrLgc8fYM8ze8hezvLu77yLXbSZeGUCKSV7ntnD8b96HKEInJLD+MvjjW5EZa7CT/6Pn3DwcwfZ+4m9qIaKZ3tkLjZXaqQvGfv+GPGhOAd/8SC+65Mby5Efy286sTDDCp4rGb9mc/W81ehS3CpCnXg4Qne/xm//0xluXqmT8Wdd/sE/72ffEZPTb2yPzG1uwSOf8cjOu0Sigitna1TKKwIgz8e+0aok0iBw61qLCpM+0ocSaTZ6lJYdmJWtHE1xPayxKSJ37296WVnFKE8YGvpgazckIG7PbyqOVGIRYo8cJ/7UfYGMrfbTHX1Q1RDp9F7Gb/6Yrq79gILrVolEehBC3bJJXgBB1S8xaV9k1hljX+heho0DzDk3msxTg3t26/nQlRBJrZfrtfeYcwJFIUMJbfo59WcRmhZm5+jj1GqLG57jTiRGGB15FE1tNUyV0mN27jReB+Z4zZ/zmZ45RXfXQeKxAZqdixV6e47i+x7Xb/5wWyrWiqIRMlNEo31kc9c+EFfnTuFWyxQvvddICqzFOXzXxa9Vybz1Q6I79qFGouTefxM1FIxdapEoZu8g1kKgsBXqHcIp5hvrKF59Hzt7Z5lztoPvu0xPv01Xai/RaLMwgBAK/f13IaXHjZs/ombltrw9RdEJhVJEIr1ks1fwvO1T7atWF8nlr9Nv3t30fDKMGPHYMOXyLF3pfS1dP993yCxe3PBvaDP4QO6I3doQO40jTUlFyc8y6QRqGrZfQwiBKSKk1D4G9N3ElTRD+l68TSghzLo3WPSmG8mEhoEuDIaM/Qzqu9dfQYcIiziHzAeWkgrpU/LzzDrXyXlz1GQZX3poQieqpOjVR+jVdqChowiVfm0ntlHjsvX21o366lKpSsgM5rSlRNZsvEqt7cx2O2Tmg6AbYOJG+/2Zm/H4j/+ughIxEYZeH6PxkZaPXxFIH954qcYbL61+Q61VJV/5g7Vn/OamPf7D/6+AEjYRYWPJBdYT+I4BwkJKyc0xl5tj7de1MBckSstRKkq+/B+2X297TdSVp5SQ2Rhnka6LrNrYRYsLf3yBa89eQwtpIANlJrtkNwLG8398nsvfatXU92wPp1xX6nJ9xn88zszbMxgxA0TAY3A9BbUrGYyz+D6ljMupf3caPaSgaArSC2RkVxrplaZKvPn/eTMgfisCt+piFTd/Q3r1uRK7Dxr87f+hl/FrNm+8WObUKxWKeR9VC7oKi3Mui3NL+zE97lCrSEZ2G9uWWHQEKXGmFgIexAoCstbfhTD15sRCVQjta207+6UazmR79S17bArp+QEfoQ4lZGKM9FI5daEpWVATMbR0vHX9VWtdt+520Pq7SH3uSWIPHdtQh0JKCZ4fEI1dL1Ax8vxgpt/3kU5AHJa2E3hz7BxAMTrTo761D5ZdbKiVqKpJcCK2XoFX0Rg2D2D5VWxZRRMGYSUeqPssS1okkopfoEsbpEcbwcPD9iuU/TyedLH9Kmmtn5KXRRcmQ+a+DY3proo7f7y7IwghiMUG2L/vU4xdf5Fc/tq66jNCqCSTO9mz6+m2pG2AfGGchczaBpKroVpd5Ob4SxzY9+kWEz9F0ejvu5twqIuJqTfI5q5usGot0FQzCOriw6SSu0gldyGlT7E0fUclFl6lRP7C0niWtTCDtRCMgVmZGaxMqwuzlZnFyqzeJSpcbD++dSeiXJllfPJV9u75OLrWPK2iKjqDAycJh7uZnHydbP46rruRgq+o+2LEScSHSCV3k0zuxHMtCoXxbU0sfN9hIXOe3p4jTW73QlFJJkbJ5q6RiI+0fK5ay5LLjQGghA20eChQ8yrV8KvbK1d+2xMLXYTYYRzGEOFGUpHz5jhfe52in6VxR5VQoUjWm2PBneCAeR/d2jBqGy3r9eDjYclqY70Q6DenvD7YJt8FBZVd5jGSak/juBa8SS7XTlHys82tdQlFP8u8O8GwscA+8150DBShMqjvYdGbZs69ufrG1twRgTHcS/T+Q4QPjqL1plFCOtLxcBeLWNemKP/kArUrwViNXM0QqQOoqRiRY3sIH92FMdyLmow2dP29XAlrYo7qe2NUz43hFdb/UQpDI/mx+9HSCaTjUnz1/cDZWASeAdGTBwkf3IHWn0aNBlUsv2rhLuSpXZ2k/PYlrBszHSdOaiJC4iP3ocZWH4GTvk/5rQvULrVX59kIhK5i7OgnemI/5t5h9N4kSjgUBP3lGs58jtqVSSrvXsYan8PKtQ/ca4utDyd9oIv4U3cTNQ28Qpn8c2/hV4KxKNcVhI/sJHbyIOaO/uB70tTge8qXsWcXsa5MUv7JxRZi8XK4Vbetc/dmMD/t8tv/6zx7D5vc/2SUv/gbXdz7aIR/+88WqFX8IGgVzaQdUef/boTTems1t6Bpgs3wEN35wIF7pbKRmogF40qFpeBDCRkYo62jSs58FncVpTZnJoNXqqAll+RphSLQh/sDSVtrqaOmpmKoy5Zr7GMm35BS7RTaQDfdf/kZIicOrNulkJ6PV6zgZfLY0wu4s4u42QJ+MVBa8i0baTlIxwkSCs8HP+jY6n1d9P/9X0HpbkfCbYXr1qhU5tkx+jimmcA0kyiqTi57DX8bdK0loAmTHnMUFRUfn7KXZ8K+sKKoI7lhnWW3eZzdobvxcJmyLlP289iyxljtNCPmIfaFT2L7FWbt6wCbKoD9WYGUsiGFqio6Qigk4qMcOvg5FhbOs5A5T7kyj+vW8H0XKX0URUVVTUKhFL3dR+jvu4tQKN02qXCcCuMTL29hTEWysHCOSKSHHSOPNQVjEMynJ5M7icUGKBQnyeXGKJYmqdZy+J6NlH4wjS0EQiiBwZ4eDyrS4W6i0T4ikV4MI4aqBIl6ZYuO8WtBCKX+f7Wtg3iwkIKmmiiKEfBU23ArPigIoSKEgqaZLWTixjKKhqqawblu7O/2Qkqf2bkzRMI9DA89iKo2n7tbPIV4bHDZdTBFzcrhe87SPgmBItS60WKMUChNJNxDNNLbuA4UJSiil0qtydp2IF8Yp1JZIB5f8lsSCOLxIZKJUcKhLprVoHxyuTFqVg6jJ07fZ+9DjZgIVaF0fpLMD95Dutt3zm97YtGl9pNUexsH6UiLK9Y7FP3VlA0kRT/LFftdImqSiGiVWLwTkFR76dd2QqMDk+Ny7e16stQeHg4T9iViSooR42BgViNMhvS9LLrTAZ9kAxCGTvyx46Q+9XAwr602u6Uag91BgPnoMYo/fJfcs29uyDypAU0levc+Up96KKjMtqtyDvUQOryT+KN3Ubtwg+y3XqV6/vqaUaHQdRJPnsDcNYjvuLjZIs7UAtEHDpP+7GMYo8GIxsptGTv6iZzYR/yJu8k/+yaFH7zdUcatxMIknz6J3tfqRHkL0vNw53NbTiy07gTJjz9A/JHjaN2Jlu8GwNg1QPTeAySeuofij06Tf+4tvHxnD0+tN0XqmQdR4xGcuSylty7gVyy0niTpzz9B/KEjKPFWLhPDvYQO78S79wDOXG7NxGI7oWpQLUve/0mNC+/WuHLW4m//33v5xh/kuHbB5sZlmwc/FKV3QKOUD77L4V06oYhgcqyzaorrBmpgXb1qY8yqf1Qj1dN8m5MyGL3XDaWukNV6jXq5It5ivuVaUerKUM7E0pyq2pVA7WqWtJRSYo/PruqI7WbyeJl8U2KBCIoESjiEtyyx0Ae6EcbKY6gTt8udV0SVWJj0558kcs+BVVVfpJRIKzCVq5y6SO3yOO7sIn7NCmRMO8zy/Fi4RRBgLUjpMT39E7q7D5FIjAbqJZlLZDIX2I6AyMfleu1MfTQ2GFn1pNtWQKPkLXKu8gqq0BrL1feSBXeCnDeHghJIckiHjDv5c51YAGQyF6nVcowMP4SiaAghCJlJhoceoL/vLmpWnloth+vWkNJDUXRMM0Ek3I2uR1GU9tej77tMTL2xYdL2Sni+w8TEa2iqydDg/S3JhRBBxTmd2kMquQvft/E8p54MOUhAESqKqqOqBorQUBStYeK3Xbwk00gQCqVQVRNVNVBVE001UDVz6TXFQFV1FEVvMUu7BUOPsX/fp3CcauNYPN/B8yw818bzg79dzw5e82wq1cyGqvRCKETCPeh6pL5vJppmNO17sL/BOdNUs+5P0oru9H7Mw3E8z8H3HTzPXvZ/q2k/Pc/CcapUqgsb9p/wPIub4y+hqgYD/fe0JBdCCHQ9Qld6H+nUHjy/vg9uDa/eeQuSiuCYxLLr4IPkptl2kUz2ErHYYNN2TSNBf9/dLde361osZM4H42wj3Zi9Caa+9CpOLog3ZIfF2U5xWxMLgUK3NoS2rE2w6E2T89YnjxS8DBl3krB+8KdCJlwLAsGAvhtDhBAIfHymnWtrJhW34OMx5VxlQN+DLoIAPan2ElGSFPzOqxxCU0l85CTdf+HJpgBS+j5+zQbXD/TmTR2tK0Hq04+gJiL4NbutC+Wq29E1Eh++h/QvPoHWlWjdjucHmvZmkKGr0RCRew+gD3aT+cPnKb15vqNgRGgqxlAPsceO0/MrH0Gtb0t6Pl6tBr4MjscItoOqovd30fUXPgRA7ntvwjrdGOn5uNkiwtRR9ECPv13Av1Xog930/OWPEblnP0pdVUdKiW87dfMqsSTbqQXHkf7c4+gDXWS++PyGg31h6KjxMLInSe9f/QTRkweDEZv6dm+V8Zc7PXvFCs70BzMbKwR84gtJ4kmV8Ws2igIPPhUlM+tSzAU3tHdfq/Dw0zF+/e9389J3S+iG4KOfT/DOa1WunAuS4VhSoXdAY3BUJxRWGNqhs+ewSSnvMT8TrOvy2Rof+6UEtYqkWvV58EPRFtd2gIkxmyc+EeOTX0gyecPGqkneeaXSoENIx8GemCN0aFfT55SQ0aIWpfemURMrpGBdD2didtVr0q9a2BNzmHuGm15X03G07gRebqnToQ/3tioz+X5ADO/Us0ARRB88RvTBo2smFfbNWfLffpnK6cv4pcptN95TFA1t2VjC4uKVRrve9z0URdu2MQIfr8UAbTV4uKsmC8v5GO3+/fMHyULmApnFS+h6mP6+E41EQQgFXY+g6xHiscENrdX3PWZm32Vi8rVtMfNy3ApjN17E9SxGhh5C18OsVIUJuhIqihJG08ItHhi3E0KojAw/xNDgA8G9WggEok42vnX/Fh09r1RVJ53a0/j3ksO6rHdggudC8Hrw9+Wr32Zm9t2O99cwYhw6+Hkikd5V9lOpH9fa+yuEIBRKNZGNl+9X89/BvlcrGd4/94eb4kPYTolr15/H9SyGBu9D10KsdR3oWhjayh//9CClz+LiZYYG7sMwlopTQVK0t4mgLqWkVJ6hUPe4qFyfx5rNM/BLD1K+OEX21Uvb3sy6rYmFIUwSavdSMColc87NjmRWJT4L7iRD+r66JO2dA0OESat9jX870mLB7ZyoVvbz1PwSuhpI4On187SRxCJ8bA9dn32skVRIz6d2dZLiy2ewxwODLyUcwtw1QOyRo5g7Bog/cQKvuIG5QUUQe/AIXb/84WCcRgi8co3KmatU3rmEM59Hum4wCjLSR+zho4T2DCE0FX2wm+5ffRo3X6Z2/sa6mxJCEDl5gOgDh1C7EvgVi8rpK5RPXcJdyCFdHyViEto/QvzR4+iDwXWlREKkPv4g1Qs3sa6s4g9Sh5spMPubX0eNhhAhAyVkoIRNovceIPbQ0aZ5981CTcXo/rWnG8G99H3siXnKb5yjdnUKr1wNErBkjMjxPUTvP4SWiiFMnfgjx/CrFpkvPr+hztIttaLEh+4hevIgALWxaarvj2FPzOFXLYSuofWmCO0dxtw9SO3yBG5u+7SsvVqV6vR44GWwDHZmHul5zE9Ljt4b5u4Hw/gSJsdsfvN/nmdhNggYMnMev/O/zfP05xN8+DNxfA9ef6HMD75RoFIKov3DJ8J87q8kMUyFfM7j5GMRjt0X5tw7Vf74d7LUKpIv/VaWz/zlJI9/IkYp7/PqcyWmbzpk5prvOa8+VyLZpXLi4TD3PBLmvbeqvPvq0m9Duh72zdmG90fjXCsKel9Xk9+EsXOw5bj9ag375hoFFN/HujZJ7PETTQ9eJRpCH+zBuuV1UyeMr0wspB0kPp1CTSeIP3USYRpt35dSUrtwg8zvfQt7fG6bpE/XRzwxwujoY0CQZKiq2ZhL1zSTfP4GY9ee/5lwxgVQozFix09QPH0Kv3pniHLcbjhulVJpGscpc3XsOXzfY6D/REvVdCPwPJvpmbe5fvOH26rU47pVbtz8cX3s7ok6p2N7zV+D0TBvWTDfORRVryc824ule4xY9XjFhsfOBZoaauErbAeWkpP27zuauSUZbMcpc/3GC1Qqc+wYeSxIjm7TdXC77qWl8iyF4iQ93Qcbr90ak2veD5/M4kVcN6AHuLkyU198hdCOHroeP8TgFx5m4ndfxLe2r+t6mxOLMKZYcjt0pEXJz3X8+bJfwJF2k+39nYCIEiekxBo/1posbch11ZUOlqxya8hLQSWidD7ypcQjpD7xIGpXvJFUlF57n4U/fB53Pt90IVfOXKH02vt0/8pHiD18DL2n88zbGO4l/fnHG0mFk8mT+WLQhZC15ipd5fRVSq+9T9df+BCJD93TSC7Sn36E2Yl5/A4SmltjJ26m0Oh2tGznzFXKpy7R9zc/Q2hP0AbU+lJETx7EGptem2/hejhTCy0DZ0rEJPbgkY7OyZpQFRJPnVxKKjyf0pvnyPzRCzgziy37Vv7JBcpvX6Dn1z+BMdiN0DXij91F9fwNSq++3/FmFVMn+bH7MUb78EpVst98meLL7+EVys3bVARC09D7UkjPb5rj3wyEohJO9uNaZaqT17n5xX/TupCUSM/ljRfh7Zcr6GYII5KinF3EWaEwNTPh8sXfXKyrfoHryCZBpVMvlznzRut15Ps0DBGnxx3+/b9YQNUCIQHXkaha6729mPf5yr/P8vXfz4EAz5XNEsUy4EH4VavB77kFrS8dcFY8HxSBuXuw5SHnZos4bYz0lq/fnphD1lYY5Rl60KGoS9oqETPoFK485oqFM9O5ik340E6M0fbEWAB3dpHMf/xOwHHaDiiddQJLxWmuXX0WRdEYGLiXanWBfD7gm6XTe+tctZ8dZrNvW9RuXkc6Pz9djFotS62WA4IRjavXnqVcnmVk5JGWWe/1ELhrZxiffJWZ2Xdvi4KN7zvMzr1HoTjJ4MBJ+nuPEwqlthxYSuljWUVy+evMzr2LbX/AIiF/jg0hSF7fIV8YZ2jwPvp6jmGucKreDKT0qVl5crkxZudO47i3R3jEdWtkFi/Sld7bGMlrB9spkVm81Pi3OZRGT0dxC1Vq4wsk798bFMq2Ebc1Yg8p0aakwJEWtux8JtiVNo6sEaLVcfaniaiSbJEjTCjdHfuE35LWbfxbBFyLYG53/Vm38OGdhA/vbJDGrRszZL78Iu5crnVhX+LMZsn80QvoA92Ye4c6+uEITSXx4XswRgJ+jF+1yH71RxRfea998C4lbqbA4ld+hD7U09i/8LHdhI/sovzGufW3Wd/O4p+ssR3Px7o6Sfbbr9D/G78QqEYpCuHDO1FCxoZmzpf2vfHHlmCM9JJ86h4UXQsqwJdukvnPz+HMtg8wpeNSfucyaiJG71//ZNBBiYZIfOgeKmeutvUzaAtVIXRgFL9cY+EPvh84h7c7d76sV7rbKxVtFJoRYc9DXyBz8wzTZ3+AdFdPVKQMgv/kyDGGj32USz/6XRy7ldjme2CvYgzoeeB1YBrouUGicAur7dZa2wJw5rL4pUpLYqH3pRF6QLBWIiG0vmbzLSklzsT8ut+fO5fFy5dQVhjlGcO9gfJU1UKJRgLi9srEZT4bJI6dQFMJHd2D0Nvf7qXnU3j+Lewbra7Dm4ViGh09rDzPolKZD+bsVZ35+fPYdU8Bz7PZsePJbZSbbYbQDbREEqHr+LUqQlERuo49NwMI9HQaNZ5Aeh7Owjx+rYoSjqCGIyBAjcXxSkWcxQxIiRqLY/T24Ts/fSnr2wVJ3fdgGaG+WJzCXWaI53q1Oi/iKv19d9HTc4hwuLtONG737JF4vkO1kmE+c57ZudNUq4vc3oQySGDGrj/P9MzbdKX309N9kGikH8OINsZ61vq8lBLXq2FZBcrlGRazVygUJqjWspvvsEm5LWIFm932hj+C/1PZ3810g1ZZE5XKPFevPcvU1Ft0dx+ku+sg0Ugvuh7p/Dpwq1hWntKy66Bm5W9zp1WSzV2jWlskHOpedal8/nqTmIAS0ul64jBq2MQt15j56ps/W6pQQbC89KW4OLiy85uuJ90NLf9BwRSRJonBhNLDycjHtrTOIFHpIODXNaIn9iFC9Taz51N8+b2gIr4GnNksxZfPYO4aaHHwbQetL030vkMIRQmC5MsTAV9iHZKPu1ig9NpZwvtHQNeCUaN79lN551KLUdhKSCmpXrwZJCFrbUdC7fwNnLkc5s7+YH+7E6ixyOYSi+2AohC97xBab9B1kZZD/oV3Vk0qGvAl5XcvkxyfI7Q/kCw19wxh7uineu56R5u+lWAWX3mP0htnO1bJ2g4ErdfOKzzV/CzZifdxand+Nc8vlHHnc4Ep3jIosUjAVypVUNMJtBXGePg+9vhsi9fFSnj5Es7sIvpA80NBG+hGCZl4VQs1HkGNNxdWpJRBN6XcWeKpmEYwrrXK9+RlC1TevbStfAo1GW0hnK8F33cRCPr6jpHLXUcIQVfXATzfvi1JBYCeStPzyV/AzefRu7qxZqYw+weZ/+438SsVkg8/jgDUeAKvVCTz3Hcwh0foevJpnIU5pOdhDAyx8N1vYk2Oo4RChPfsJ7x7L7Nf+SJubn3O3c8acrnrnH7vPzZV99vPuUsq1XnGbvyAianXiUR6iEUHiUR6MPQIiqLjew62U6FaXaBYmqZSncdxPtjxMSl9qtUMk9UMU9NvEQqlCIe6iER6CJkpDCNaV/hRkNLDdS0cp4JlFajWFqlZOSyr0Bgz2dq+eIxPvsbc/NltOLL1oUQjGP392DMz+JVqZz4eioIxPIxQFJzJKc5d+OrqylS3Eb7vYFsbf4YooRDGjh0N+XqvUMCemkL6PpXqApWJBSan3iBkpgiHu4iEewiFUnWBgYDf6ftenUBepmYVqFYXsawcll34wOWFq9UM75/7UlvvlwCyJcGpXpvj5m89d1v367YmFuqKYDkg3nSewUn8jir4HzQ0oTclFttB/q3TtNZdTomYmMs0871COVBfWi+Dl5LapXG8YqU1EGqD0L5h9N5U8A9fUnn/WkcSskiJNTaNV64F3IF6oKyETbx1Egs8n8rpqx3xQPyqhTOfbSQWiqGjRFf7cd1+KGGD6N17G/P4bqZA7cL63BIAv1Sldm2K0P5Ae1qNhzE2kFgA+MUKpdfObnm8qR2EqjUCCen7yHZESqEE7VgB0vcazq1Lb6sIRaOan2XizPfw27QRRH1mSfo+iqrVyec+0mt/3TT2S0p8z6VdhVMIJVhvsGNBda3DQNW3HeyJWUJHdzfzIMImajKGM7WA3ptCWSFf7Nds7JvrywxK18O6Pk34rn1N61cTUbSeJF62gNabau00eAFvp9MEUomF15RYduayuJl8R+vqFFpfF0qo8xl7z7OYnHyd4eGHSHftA6BWyzEx/sptrfpJxyX74xfoeebTlN57F2nb6F3dlGenWXz+u0hfonf30PPMZ1DC9QRPCBZ/9APcXJbuj3+K8M7dWJPjOAvzFE69iTmwMZLyzxJct0JhIzw9gnn2fL5MPt/Z/fCnBSk9qtUM1WqGxWyrb9AHgWCs7INJSKP77yX26Scofu1rVM505hEiDIPURz+KYhrM/u7vUSpN3ea9DLYJIO2tV9WVeJz4Qw+id3Wj9/VSvXCB+S/9UdO6fd8NkozqAhkurbG2zUOYZt37Z/PPayEgZEqs2izlO4yCdpvJC4KmxKLjYaFbyy/9eSdB0My4vyU7uBW42B2dHa0rgZZc4q24mQLuQmdBgTOfw8uV1k8sNLVBwoZ6oDQ+33Gr1M0Vm6q1ajyCmoqtK6XqV61gxruDzUhPNhOcFbEt5OvNQutONkmTOjOZjony0nVxM4WGWpdQFPT+dNBZ6tB3xFnIY69ixrZZqLpJaugwqeEjGOEkvvSwShlmL75MNb80i6/pIQYOPkaifx+KplPJTjN35XVqhSVycXrkKL17H0TVTDzX5vqbX8EqL3XZhKozdPQpfMfCruRJjxxFC8Vxqjnmrr5JcfYaty4MoWgkBw/SteM4RiSFZ1fITp4nO/4enrNUMTJj3fTufYBo1zCKquPaVUrz15m78gae00GF0fWWnLOXKSkpYQM1EfwGjdH+gA+xDH6xgt2JcV3d4RvPb+oiBuNVaazL48GYldJccJCOgz3eORdCMQ2EvnqX0l0sdHyddQJhGph7hlZVn1oNpdI0ly59E00LCgSuW71t3Ypb8K0avmPj1Wr4loV0HYSqoiWSxO++FzUcQegGajjcSP7cXBavEvy2vXK5Efj8Of4cP0uwJ6covvEGzvTt8VrYLiQefxyvWKD05ltbXpe7sMDCl/4ILZmk51d+ZRv2bnNIPfUU1tQUldObNxjs71X5x/9dN3/ynRLfe+HOEoq4rYlFoP60FCUKodQ1xDuDWPbnnYSl4wr2bcGd5Ip1as3PrAdH2h2pZanJaNNMtpvJd1yllo6LmytisnZFTagK+nDP0r8VQfjwjo46HRAo2yxXn1EMrWmfV4Nv2TgdV07litENsSWViK1C64qjxJZGVpR4hPgTd0OHpjPm7ubvRI1HgjG0Djt8zlw2kP/dJghVY+DQE/TueYDi/Bi5qfMIVcMIJ2E5yVEIUsNHqeSmyE1dQDPC9Ow+iR6Oc/3NrzYC/cLs1XrCcIzu3ffWuwjLVyMwY13Ee3dTK8xTmLmM7zl07bibXSc/x6Uf/V6QiAhB9867GTz8IfIzlynOjRGK9zB05MPooRgzF36M9D2EqjF64pOY0TSZ6+/guTZmrAs9HG9RcFoL7uwifsVqHkdS1cC3QhHoo/3NH7g1plTsjP/g1hPQ5b8toWtBkqoI9L5US+LiFau4cxuoaipr/zak427jzDJofSlCB3Zs6rNSetuqAtTBFpf9fStxVYjddQ9aMk32xy+gxmIY/cu+55+i2djPAxShNRSlfN/D81sJ3EKoaIpR72p6uJ7Nn38nG4MzM0Pue3d2UqGEQoQP7Kd68eL2rFBKpG3jVSpI76dT5lciYUIH9uPmcltaj2VJzl60mVu4w9oV3ObEwpUOctkok4qKKrSOtcQVoTaRnO8U2LKGRDalPBtRu9oKlLCJMJZmGr1StWM3ben5HXEQhKahLuuKKGGT9C88tvGdbaxAWdflF0DabosK1M8K1HikaaY8fGCU8IHRTa9P6NqGcmq/UqNJQmmLiCQH6Nl9HwvXTzF19gf4bvC9CEVFrtiO59S48fY3cKqF4EHve/Ttfxg9nGgkFq5VpmSVMWPddK/x/FcUjalzL1CcvQoEnIz9j/864dQAVnkR3YzTt+9hclMXmDjzLNJ3EXXN/J5d97J48wxWKYOqmYTiveRnLjF7+bXG+JZQtVVHq9rBmcvilSpNiYUQIhiBioZbDPSklIHEb6UzNRtnIReMPC1PLOoSs0okhJpeoaMv5caI2wQjV2uNTSlm4KezLWGZqhC970iL18edj2U/NimRloVimpjDI5j9g41rbPWPC4zefszBYdRYnNCOXdi6gb0w3/Ho3Z8DImY3o/0PEgsHcu6l6hxXJ19oIocbeowdfQ+RjA0jUKhYWa5NvUjN3t5xPqiPKAu14SzeFppG9K7jOLNzeOUyoV27UKIRvFye2vXr+OXm36o+OIgxOEjl/ffRUinMHaMIM4RXyFO7dg2/vKz6rKoYA/0YQ8MI08DL5bFu3MArruAXCIGaTGKOjqAmA+VHv1jCnp7CmV9YmjYQAnP3bszRYOxWeh7V8xdwM+35FWoigblzJ2oigVcs1Lsb7e8UaiqFuWMHaiKOrNWwJiZw5uaXnkuKQuTIEfxKBXtujtCunWipFL5lY02M48zONZZVYjHM0RHMkRGMwUGk7SCfDBJ66XlUTp9pPgeKgt7bizEyghIO4RdL1G7cwNtK8C4EWjqNuWMUJRbDr1axx8dxFjKtz1ohUFNJzOER1GQCEPilEtbkZHBupUSNxzFHRzFGR9H7+ggf2N+I5aTjUD59puVaWQvZvM+//ndbOL7biNuaWFiygi/9xj1bEya6MHFkZw9dFR1d3Hlt5opfaIwtCSEwRRgNA5fbHxQLTWsajZCO2xLorQpf4q/HcwCEoTbITduH9aNk6W5O+/tOgBI2t9dob4Prkq63rQW7cHIARdPJjr/XSCqAFu4EQGnhRpBUQMCxqeQAULX1u1QrUS3MU80tVdHsSh7PtdGMgCNgxrsw493Y1RyDhz/UWC6U6EULxTAiSaxSBteukp++QHr0LhRFJTt5nsriBK69sZaxX6rgzmYxBnuaXte6k6ipGGo63vS9S9sNxps6vI5lrb1Rnj7QjZqMoSaizesHnNnFVR292x5D1cJfo6up9SQRht652d4aMHcPEX/iREeFhJ82vEqJ0vmz+LZF+cJZvHKZ6o0xvEoFt1jAdxy0RJLa+HWsmSm8WhUWM5TOn21UO2vjN+odMIHe04Mai1G5dAEtnkDaNs5iZttdbf+sQgiVod576Irv5ubsa1huGSl9PH/5tSvoTx9hoPsYN2dfp1JbDKTQb5OkZyI6TCwywNTCqVXH8hRdJ/nkk7iZDBLQEgmEpqHEYlhjYyx+5zt42Vxj+dDOnSSefALF0ImdPIkIhYKCh2Oz8JWvYNcTC6HrxB96iPhDDyI9D+k4KNEo7tw8i9/5Ds7M0n3SGBqi69OfQk0k8atVhKqghMPYs7Ms/OGX8GtL9ws1GsUYGkbv60Xv7cXN5tomFlpPD12f+QzG8FAQxPsSr1hASyTwreYYLrR3D6lnnkGNRAP1NNNE+j75H/6Q8runwfcRqkr8wQdBVfHLJfTeXqTnocYT+FaN7J9+h+qFgOuh9/QQvesutK4uFNNE6+kmLAj4dI5D9cJFuJVYqCqxe+8h8dhjoChI20aJRPBKJbLf+jbWzZsb/+KFIHzwAKmnn0YJh/FrNZRQCOk45H7wAypnzy0lF0IQOXKE5EeeQo3HG3wNoeuU3j5F7vnnwfPQ+/uJ3H0XWjqNYhjovb2NOMuv1aiev4BfLtOVUnji4TD7dukYRp1L68NLr1d59a0ahg6/8vk4wwMargvfe7HMe+eXntH33mVy4pjJl79RpFS+FafCow+E2DGs87XvlKjWJOGQ4L4TJieOhVAEnD5r8capGtXa1gOJ25tY+BVsWcMgmJk1hElYxKnQmbOwqYQxlO03X9kqyn4eW9YIi8DxMKzEiShxCn7nuvKbhlgRom/oGpAdBjzNG/Eth9rFm2sGJ2vBr9mdVVh/RpOKgErUnAjY05mA87DJQ7KuTm5MpWdbT51ANcL4novrrBPASoljlVteq69mw/CcapvkZWnsUNXMwETKjBNOLh207zrkJs/hWvXEQfpMnXuRamGertHj7Dz5WaxShrnLr5Gfvtjx7L5vOTiTc8i7VxCs0wm0riRqPNq8fLW2If6DdDzsG9NI/0STEZ+ajKH1phtcjgY8r85D6vwL9ys1vHwJhnvbvq/1daEPdmNd6dzks+16etOkfvFDaP2rSx/eSfDKZcrn3gNo/F0dWzKNLL7TOtPtV6uBvGwdtRtjjf8un+vce+bP0QpV0YmFesmVbjKdOdO2SyCEQizcT7m2wNTCO7i3wedi2dZIx3cRCfUwtfDOOosqhPbuI/v971N5P7gOIseOkfro08ROniT/wotNVW4tmSR670kKL78SBL5CoMbjQYW/jtD+/SSefILyqVMU33gTadsYQ4N0fe5zJD/8YTJf/WoQxApB5NgxtJ5eFr78ZZyZ6WB9iWRQvV+WVCAllbNnqV64QPTuu0l/+lPtj0dVSTz8MOaO0SDgv3QJoWnE7r+f8IEDWOPjS4sm4qQ/+UmkbTP/pT/Ey+VRohFSTz9N6iMfwZmdw55cMq8N7d1D6c03mfvPX0TWauiDA/T84i8Sf+ABamNjSMvCGh/HmZlB7++n76//NcrvvkvhpZeD+56UTYmNuWMHyaeeonblKoWXXsKvVtG6uuj+/OdIPfNx5v/gP+FXN5Z4al1dpJ95BrdQIPO1r+MVCqjxGKmPf5zURz+KMzuHMxdwCPW+PtKf+TR+qUTmq3+CXU/4tFQSv1LllkFSbWwMe3ICY2iIvr/+1ym+9VaDNyLrXdJoRPAP/16au4+avPaTGqPDGp99Jsa3ni3z3I+CZ5sEbBuSCYUvfDbO7ILblFhEQoL/299Oc/GKzStvBt99NCL4r/5mmulZlz/+VpGQKfiNv5Lksx+Pcu2mi6LAr/5inD/+ZpH//d/l2GqN6bYmFra0KPs5okpgOqIIlW5tkIw3RSeRUErtveNctwFqfpmit0hIRBseFL36KAXrdmtvB4HILZIvBCMzQlE6q4qJzgjO0vWauAF+ucrCHz6P0wkhte0K2XRS8jMBGfBDln8vldNXyPzRC5seT5Kuvy0V5M1B4jlVFFVH00Os/+jexmt+nYDZc21812Lh+ttkbrzb8r7vLV1nnl1l4dpbZCfOEk0P07f/YUZPfBK7kqeS61DNxPWwp+YDcvMydSYlGgoIyisq8+5cDi+7ARlEKbEnF5A1CxFZUjVTwibGSB9KtLmwIh0Xe3xjc9HSdrHHpggd3tW2q6YmosQeOY59Y2bT15w+2E36Cx8lcvf+pgTp5wG6FsHz7LXHZX6OIYRKIjpEOr4TTTEpWxky+SvYTpDEmXqc3vQhImYXsUg/pptg/8jTSCSZ/BUyhWuoikF/11EioS5S8R0oQmPv8FNI6ZMvTzKXPdcoFphGgu7EXiJmF65nsVi4RrEy0zSWrQiNRHSIZGyk8f0VKzMsFq7iS590fCep2A76u44ihMKB0Y8hpY/tlpmYe6s1oRHgLMxTfucd/Dqxv/zuu0SOHiV88CDFV19rvA7B5EH59GnKZ8407nnu4mLT+9G77kLWahReeRUvH4x5VS+XqZ6/QPTE3WhdXUHXQkqk4wTcrK4u7Olp/FIJr7DKfcj3A3U/x1n1fqtGo4QOHsC6foPymTONKnzpJz8hevddTcuau3ZjDAww/8U/xB4PihNesUjp7bfp/ZVfIbRnT1Ni4ZfLFF5+BXc+SKL8Wo3ajRsYg4MooRCeZYHn4XsevlVrHN/y87f0RQbjVUJVKbzySiPY94pFSu+eJvXRp9H7+rBubEyRLLR3L1p3N9nvfLex716xSOnUO/T8hV/C3Lmzsa3I0SOosRiLX/sa1YtLKlItY1ieh1/18GtWnevhtCQ8I4M6H3kiwr/8zSxf/kaJVFJhdEjnynWbd98LrjnHgS99vcjLb2o8/USrx9uZ8zZjNx0+8VSU135Sw/fh4F6Dg/t0fuc/53EcuPekya9+Ls7/+q8X+cFLwXn91c/H+Qd/N823v1/m4tWtxWu3NWr3cFj0ZunRRlFRA51ybQcTzkUq/toPX12E6NVGmxSY7hR4uMy4Y3Rpg2gE0rND2l4W3Eny3vYq86yEX7OQttvwsVCiocCIqoPrQChKRyRqabt4peVzngFHotO58Z9H+MVqU/CphIxgLrSD0bM7EdXcLL7nkB49TrUw18SxgPYjUR8ErOICVilLon8f2fH3l0abhIKi6Y0H5S2ZWd+18ewKhdnLCFVl132/iBFJdp5YAM503YF7eWIRCRE6vLt5LFFKnOn55t9OB3BnM3iFMsqKxCJ0cEeLmpOXL3esArf0IY/qhevEP3IfItT6+xeKIPb4PVg3Zii9fHpDPijC0Agd2UP6c09i7h/9qSqzfVDQtTBCqI3AeKT3JPO5S5Sq2+Ra/mcIQigM9ZxgpPckldoijldjJHEfvckDXLj5HWynhBAKSp17KaWPlD6uHxRqbvExhRCoiob0PXzfQyhKPZnz8ZfJX0dDPewf/TiqolGuLhAJ9TDQfYxrUz9iLnseAEXRGe17gKGeE1h2EcspoofDRELdZIvXQfroWhhFqHVzxoAcLqWP5zmrjut6xWJToOjXariLGcL796OEQk2BsXRd7ImJVQN7EQqhd3ejRCKkP/6xJaKxEBhDQyimGXQ46tXx8unT6P19JJ/+CNGT91K9dJnqubPYM7ObKm4p0ShqOEw1s9AsxVqtBEnOMkEJY2AANI3YyXsJHzrYeF2NxRGmGXA+li3vFYu42SXxCen7+DUrUJHb4AiwqI8UKaEQyQ99qMnxXu/tRdGNBuek85UKjMGBoEPz4ANEjh9bOqZkEmEYaMlksK9SYgwOBX4Y26Cu5cuAkqXWnyuKEKv7jK5SgysUfb79XJlf/4sJ/vffybGw6PHU4xFm5z1OnQk6GPfdZbJjROMXPxXjYx8KkpO+HpXhQY2RIe3OTiwAMu4kVf0gMTUFQERJsMs4zqXaT1blJChojOoHSal92zu3vo1YcCbIajP0aIGnRFiJc9C8n0vWT8h78x1Jx+rCJKakcWStY/K3VyjjV62GRrzWnUAxdbwOSM9CV1E7UHaSnoc9lSFybA8QBMl6fxe1C5uYVfw5gbtYwCtVGyRcvb+rM++OOxSV/DQL135C794HCMW6qeSmEYqGGU0xf+0tinPXOl6XUFTCyX40I9KQfk3070UPxXGqBWqlzjthTq3EzMUfM3LXM+x5+AuUFsYBiRnrwqmVmHr/eXzPwYimGbn7E1ilDHYlh6IaJIcOYlfzVJfJ4HYCdz6LV6w0jSWpiRihQ+HmB6HrYV2f2bBBoZcvtxrlaWrgb7FMqEFKibuQC8aaNgjrygT2jRlCB3e2fV+Jhen+tY+j96YpvvQu7nxu9YBECNREFGPXILFHjhM5cQBlBRfEK1fxy7XAh+MOvIdrqompJ5BIalYOicTQIg0TrKqVQ0oPXQtj6nFst4LtlNC1MANdxwHIFq9TqS2iqiaGHiOGxHJKOO6dJf3400Q01Mto3/1ML5xhYv5tpPSIhns5vveXGeg6zs3Z16jZecZnX0fTwsTDA1SsDGPTLwV+OHW1LterMTH3FkLRCJlJNDXM2PTL+L7TWEYIldG+B1CExrnr38KyC6iKzr6Rj7Cj/2FyxZvYbplUbJSR3vuYWjjFxPzbeL6DEAqq0PD84Dk6l73AYuEa0UgfnmdzffrH+Mv2py0CW/Lm13w/uEes+A1I319TlUgI0XCuV8LhJh6lm83izM01EX3dTIbFr30dc8cOwkePELvnBPH776PwyqsUXnmlMY7TKcQtJbmVn/MD8vRyZT2hBf5DwjRRlh2/9D0qZ882cUEgiC9a92dzXW8BQUIiJUo4hFxW/PHKZcpnTuMVOxu9b1qvqoEExWwuxEjHofL++zjzS88QoamNLtBWMTHl8q3vl/mv/maKxx8Kk4wr2I7km98rb2gy+gc/rvB3/lqSB+4J8epbVT7+4Qjfe6FMJhvsYyKhUKtJbkw4lCvBim9OuvzktMXYza1Pl9z2xKLiF5hyrrBXOYEqgs0N6XtRUblhn6fs5/BwAYGGTkSJM2zsZ1Dfg0DBky4K6qYeToHlnIpCcNNQRbNDpIaBKcJ40q2b8XkdJQQADjZX7dNE1RRhAiO4lNrH8fATzDhjLLgTVP1S/diCfVHQ0IVBRImTUvtJqj2ElThXrFMdJxZupoBXKDcCWK0nidadWNcjAkBNxTqTjHU9rCsTyKfuRWgqwtAJ7R+h9Or7P8XxnDsbznwOZy67lFgMdKEPdHf0vdyJkJ7L9PkfUc3Pkho+QmJgP77nUMvPYdeJ2tL3qORmsCvNFXTXqlDJTjW6HJoZZfDwk+jhJEJRqZUW6N55Aikl5cw4k+89h5Q+VjGDoupN/Affc6hkJ3EbPA5JduIsTq1E1467SfQHya9VylKcGwsM8AhUqKq5aaLdO4j17ET6LpXsFJnr72CV1napXwm/XMOZzWAs4ygIVWmpzvu2g31jekPrbnzu5myTUZ4Qokmy+Rbs6cymlNO8XIniD09h7Bxsa1wnhEBJREl97kmiDx/HujqBfXMGN5PHr9mNbqfWnUQf6kEf6UMf6EYJh+pKz0v3Z79qkf/Wy/hVi65f+zjC/OCdeddDPDJILDxA2ExSKE9RKE+yb+Rp8uVJDD1KoTRJvjzBSN8DOG4ZXYswu3gWz7OJRQbwfBvLKVGzCyhCpS99mKqVxdAijE2/1KRi9POMZHQYTQ1hOSWi4UAAQQgFz7NIxXdwc/Z1bjlc3frdSynrZrrNgZokKOcGsatE0ryMoUVJxXeQL01gaFF0LRgjrNkF+tJHMY0EtlshGR3B8x1mMu81JYFe09CnDIRnpGz898r9WQklEkGYJrI+/y80DTWRwK9WW8jOt7axGnzbDgjTUpL52tfwqyuuJylbEhO/VqN66RLVq1fR0mlSH/soyQ9/iOrFizizG+um+dUa0nFQE4mg21APmoWuo0SiTZ0BdzGDdF3yL76IdaO1+Cg9r8ULqOMYubGgaHQImt52Xdx8Hq2UZvHbf9pGBUp2rJq59BGJu7iI79jknn8ee7K1uy09b2mELZvF3LULNR7HL22g6NMmpq1ZkqvXHcanXH78WpXFrMf7F20mpzcWd42NO7x5qsZnn4lSrvj0dqs8+2KlcfrmFzwKJZ8v/kmRK9eaE4nt0Jq47YmFRDLpXCah9tCv7QQBilQZ1PfSrQ1T8fM40kKgoAuTsBLHECYgyHiT1PwKw/r+jrZlijA7jCOBSpPQAz1sVJS6zK0pmufRhvW99GhDeNLDx8XHw5MerrRxpMWkc4WSv7pefN6b50LtDQ6HHiJEULELE2O3cYxR4xC2X8UlqKgoKKhoGEoIFS0Y8RLgS68jx+1b8Ms1alenMHb0I4RAS0QJH96FNba+Ek1o73CTjOxaqF2ewFnIYwx0IYQgcvdejJFerLGNB04/D/ArFpXTVwjtH0UoQUU39tARrGtTP7PJmO9aLN48TXbi/fpNneDhXw8AXLvCtdf/qIUIXZi7QnF+rDEu5VQLXHv9j9u3uaXfWG7q7A/qLy09COxKjssv/UGT+7L0PYpz1yjNX1/y1JCyaRnPqTF17gWEUIOy1op939B5sGycqQXkPXLNAoe3WMCd34RrruthT8wiXa/VZbtpAz729U063UpJ+a1zhI7sJvboXW29PIQQoKlB4jDUEwQDvlyizguC860sJT/NmwjmhgvPvk7+2dfRB7rxy1WUOzCxKFZmcT0Lzx8gFu6nWJ3F910m5n5CLNJHb/IAvvRw3DI3Z16nN3WAdHwX47OvU6xMY9lF5nNLbsVz2XPkSxPsHf4whhb588SiDl2LYGhRdg893nSfEELFdWuBzPE2iXaoioamhulJHSAZWy71LajZubrGhoKuRXDcCq6/vSqOxkA/oT27A8UiAlKxOTpK+f33kbWNXQ/SsqheuEjqYx8lfPgI5XdOIe0gAFQiEZRQaGmcSFHQkkn8Wi0YxfI83EwGe3yCyNGjCH3jvz+vWMSemCS0ezfG8DD2+HhDqlbv7cGeWroP1a5ew69UiN13XyC5W1drErpel6ktbto1W3ou0rbRe3sQqop0m5+l0nWpXrpE5MhhosePUXj1tca5FqEQaiwWcFfWusba3NOrV64Qf/RRYvfeS3Yh00gYhGGgxuN4hUKjQ1E5f57YAw+QfPwxst/7XoPbIkwToetBZ2l5J8d1kI6D3tvTlLQBGLrgwZMhPE8yO+9Sq0n6elTKZZ9svvnZpShtm2EAuC589dsl/pf/IUjmz16wubRsvOnlN6r8jb+U5Df+L0n+ze/nyRd8EnGF3m6Vn5yusQVDcOADSCwg8H24VHsLERL0aiMIlIZMq6GEGllpoKUukVKS9aa5UHuTmJJmSN/XUfCtixAj+gF0sdS+WisQMJQwBkvkyKAiEvy3h0PWm10zsQCYd8dxqzb7zHtJqb31Y1PQMdDV1aVyb20r8O3uPKOWjkvl3cvEHzkW8Cw0lfhjxym/fRFnZvVKrJqOE3v0+NqByzI4M4uU3zyP/umHAyfovjTpX3iM+d//Ll5uA1n5ih/On1n4PqU3zxN/4gR6fxqhKsQfu4vapXFKb5zv/ByIuiLXRvqetxlr8Smk3yZpkhK5gsjadrkOt7PaZ9dNFNrsx6bg+TiT80jHbRpNat5UYIy32Q6VM7WAX6qirNFRlI4bKEJtEn6pSvarL6ImY4SP7VnVKLBxz1RVUDsT95JS4ldq5L/zKvk/fQVZs3EzeZyZDFpXYv0VfIBQVZOdAw9Ts/MoilY3bgXHq+H7TtD1unUOZL2aDkvmrlI2PY+CBKTa4Af8NI067zS4Xg3LKXLhxp9SqTWrJt7iVGwXfOnheRZzuQtMzr/dsm7brdR5EhaaGkIRnYY/HXyfUuJVKqSefprYyftA+pg7dgaE3zfebAmIO0H53XfRB/pJf/xjxO87iVsoohg6ajKJPTFJ5k/+BOm6CF0n9dGnMYaGcBYW8Ks11HgMc8cOqucv4Mwv8T7VeJzQ/n2o0Rjmrp0opkn07rvRu7rwq1UqFy7gl0pIxyH/8sv0/MVfpvfXfhXr5k2EpqNGI038CABnYYHs954l/czH6f+Nv1X3bQA1HgNFYeHLf9wyDtUpvHyB2tVrRI4fb0jICkUh99zzDbJ79cIFim8MkHj0USLHjgVdC7XeLSoVmfuD/xQkNopCaM9u9L4+1EQCrSuNjEZJPP44frmMPTuLNTYWCGpMTZH/wfMkP/IRzF27cDOLIILzhy+Z/9KXGhK9tbHrFH78YxKPPYa5YwfOQjDaqyYS1K5eI/fss03fv5vNYY1dJ3bffWipFF6lAlKSe+55IhQpFn2efjzCP/1HQVIQMgU3xl3+y384x8SUy+MPhfm//o0kPWmVnSM6/81vpPncJ2K89W6Nf/1vc43RpjdO1SiWfJ55Ksrf/3/MY9lLMcWlaw7/6J8u8N/93S6+9NsDePVb3plzNqfPWjjO1uKPD0xyqSpLnK29wqh+kEF9L2ElTnA7b75B12SFGWeMm/Z5LFlBQcWRNTSM+sjS2gfs4zU7WG/y/ASksc4+nPVmOV19kQFtNwP6bmJqaqkrsQLBQ8qj5lco+ovMOjfJuJNt1ro6queuU7s0Tvj4niBB2z1E1y9/mMyXfhAQO5dn50KgpeOkf/EJIkd3dbwN6XrkX3ib8LHdmLsHAzfah46AIsh+42Xs8bm6d0LztlAEQtfQuhOE9o1g7hxg8U9+hF+6PTrj24KVz41NBgb2xDz5596i+y8+hTB11GSUnr/yDGoiSun1s3jFamuCoYhgzCQawhjuJXL3PqyxKUqvn9vcsfw5bgucqQVk1YJVEgt8uSVVJXc+i5ctrjmq6GaLuIsbnxduWsdMhoXf/RZdX3iayMlDgarcFgJhWZd/dGYXyX3tR5RfPdMYPfDLVezr06uqUf20IBAoQkMRGroaxvOdJqIwBN2vYmWaVGyUHf0PYRpxZhfPApKKtUhPcj+KorKQv4KUSyO0wfjMT+3Q7jjky5P40iURHaZQnqorZwk0xejYKPf/396dPMdx3Qcc/3b3rCA2YiFFiQBpUQxJyVrKsuRNXuJUWbZvqVRySZWrslTlkmPyB+RP8DVVcZUrsSuOL5YtkZa5mZIo04JBijJlAORg35fBLD3Te7+XQw9AgsQyMECLtH6fI9DT3dPTwPR777c0KwjrlOvTdLb2M7fyIX7YmDludOleW9Gs1Gc50vMihw6eZm7lw/Vzssx0o9pT4wPUmliFpFN5UlaWKEpmwjcPiTIIZueovvsuB156Eau9ndr1Qeo3PlyvHrQmKpWSngX3hzfdR7kupTffwh0aJn/6FKmODmLXxRsfxxkaXn9Y1UGA/dvfkj/zLOmebqy2VpTjUjr3S5yPP14PzYLkwbjlzBmMRu6AWyhg5rLkTj4DSuHPzq7PzvsTEyz/z4848NJLpLoOEhWLlC9cIHv0KKnurrvfZVpTv3GDcGGelueeI334CTANvIlJvNHC+gO4Vgp/ajI59r3PDVo3Ep+NpFLVPXQYUjp7lmB+nmx/f7JSs7KCumcFRAcBlYuX8EZHyZ8+TaqrG8IAd2gId3h4fZ+GZZE9fpxsf39yvzRWXbL9yeqWmc/hT0wk56YU9gcD+DOztDz3LOlDScNGb2wM705hvUpX8oFGlC9ewhsdI3/mNOmuLrTWeIVRnFu3HghZ00FA8Y03aH35ZTJPPYmZzREuLmLpiH/8+3ZOPZPhb/95nsXl5L483pfiB98/zGuv5vjfn9UYKQR8/z/LD9wvFVvh+3ev62pZ8S//tkh7m8mtkY0rRkrBxXddrn80T//RFPmciV1TTM1GOO4j3sfifqH2GQs+Yj4co8Pqpd3qImO0YJCsatiqRDlexr2nAV1dVRh0zmNiotE4ausvVkdVue5cbAxY9iY5VvNlIwPtMRUOMR+NcsDsoM3sosVsJ21kMQwTpSNCHeCqGnVVwVE2vnZ2jNvcTFytUz53jUzfIazO1mR2/CvPk36iC/u9j5KH/jDGzGfI9B2i9QvPkjvxFCoIiYurpJ/qbaokZDhXZPX/LtP7D98hdeggRsqi9UvPkT/Vhzs0iVeYJSrZSfObdBqrvYX04S4yR3tJH+ki1dlGuLBK6efv7fo97re1/BIjk8LIpDHTKYxsGjOXIX/m2N2QGsMgf+ZYUgrOC9BBhGpUd9JBSGw7RMXq5kursaJ6+QaZJ3to/9qLSfm/ng56vvc67V9/EecPE4QzKyjXB8vEzGVI9XSQOdJD5mgvqd5OzJYsK//99p/24ogdRcUycbWO1dG66e91FOGP7W6C4F7KbTTK+8yRTQe2a4nbahcdt7eyNrhoK8zQ9pefI324G1K7zGPTGq00cc3BvXGbytn3kzK49/5ZxAp/fA7th+tV7B4FUewxuXCVbCZJytZKEcUe04vX0Cjq3gozy4P4QZWJhavkMu0EoYMfJt89JXsCL6gmuQIqZGZpkDB2UTpiZnmAMJTk7TU1d5HpxQH6Dr1CZ2s/XlAhZWXIZToZn7vCqj2+806apHTE1MI1TvV/m88+/TfUGiVmc5kOXG+V2zPn0TqmZE+wsHqL/sNfpKv9BH5QJZVKKrKNTJ1bz7tQjW2ffvIbnOr/Np5fSe6TpYH1JO8NDAN/cnLH0qbuyAjuyEhT70mHIe7w8HrjuM030viTU5vmN9wvmJtj+Uc/burYSSns2Q2lYgHC+U3CobUmmJsnmNsmVDqOKZ+/8ODPlaJ27drWL7Ntqu+8s/2pRhFeYRSvMLr1NmFI5cLFbfdz/3kFMzNJ9a6dxDHe6Cje6NbH37B5pULl0qUNP2vJG5w52cv8YsT4dIjnakwT6j0WSiX5FwBLKzFLK80NyocL28c0lSqKUmX/Gzt/Ik0iXF3DjWosRDv/U1HE2Kq5ZMtk2z9Bk7pthDqgHC9TfphlZzU4N0cp/eIqXX/9NczWPIZlkv+LPnLPPIXyAohVMhvZiG/Wfkj1wu8I5lfp/d7rGE2UnU1mIu6AZdL9d98kc7QXwzJJdXfQ9toLtL32Alo1qmQYxhYPJo/A9F3KouNbr9DxVy8nyegpK3mQSlkPnLdhJoO01i9/NglVi2KI4qTzaRTj3Bxl6b/e3DKBVtkOxZ9cQkcxbV99ATOfxcykyZ3sI3eyL5nhVTpZqdjiAfJRuGRio9h2sa9cJ3P08Ka/V66PP/HH5x/pIKQ+8PE2IXMad3hy3/J1lO1QOfs+zvVhWl4+Q/75E42+Gbmkyopl3hMOxN1k0VihHI9wcRXv9hTO9RGC8a3ziLyRSezLgxvKXGutk6pT+0BHEc7vR7cIQdN4WzT9C6I6QbTxNV6QzEIqFeI34tnDyHmgypPWCse7W8lsbcAB4AdbT3xppXA/Kmza5yRcKKKC5gKbtVJ4I5s/vEalKnoXPYP8wjT2rx8c9MU1Z8cZ9WZorZhdGcR2F+huP0E23UYYeaxWb1B1NobHKB1TrI4mZXy3CpHSmnJtEsvMbBpGVfeW+Xj8DXo6T9KWPwyGSdmeolgtrK9YxCpgfO4dSvYkB9uOkbbyeEGFSm36vv4UOknYVyGdrX2kUjm8oLJl1MSjsyYnHkeer3nnmsu//lMn//Hv3UzPRnS0m3z5lRyF8ZBrg49P3taj131ONEWHEZVfDaC8gM7vfpHME91JvwnTxFqrh6+TfJWoWKV6cZDy2x+QPtyFcoOm+lkAoBT1gWGilTIdr7/KgZdOJgngZpInk6x83F9KL0nijIpV6oO3k4HOJ8xqze8q1tto5DoYmRRk7v6ZWB0tjVygrcUlm+KPL+CPz9P+zc+R7TuEkcsk18swwHow6XXtgc2fXMSf3Hs9bLG/tB9QefPqQzwAOANDOANDD+8YDxxTE84Xqbz5Hval32F1t5M+0kO69yBmW0sj6dpARxHaD4krNaLVKuFSEral6u6OBSOipRLFH7718N6CH1I9+/5D2/++imIqb+3DPRQr7MuD2JcH97yr2ns3k94lD5HWikptmkptetvtlAqZWvzN9vtC7dgF2w+rzC5vf21iFVCs3KFYubPjdourt1hcla7q4uFSCn768xrzizFfeTXH08fS2HXFD39S5fJVl8XlT6Z31B9DBhaPMe2HVC9ex7s9TevnT5M71UeqpzNpzhZGRKs2/tgctYEh/MIsOooJ9Srlc9ew2ltQXkBYbCJmW2v8sXmWf3CO6mdu0PL8CbLHnyDV04F1IAemiQ4jlOsTlWzCxRL+2Bze6CzRUnnL2UwdhlSv3CT1+6QnQlSy0W5zgxAdK+o37hA3QkOUGyRhWZtRCufW+O7Lzm0imF1pKhFPOR7VS9dxbhbIP3uc/OljpJ/sJtXRmqwiKYUKIuKqQ1SsEEwv4RVmCKaWiO2dw12i5TLltz9Yr7jjjUzvSx1t8emkHC9ZiZjeXY8PIT7ttNbENTtJwhViD1xPc/6Kw/krj/e9ZOgma709Ssl3YhOGgdmSxcxnMSwzWTXwAuK6t/9VmQwDM5dJZuHTqaQSqUrqRWs/QHnhp6MS1C4YKQuzJYuRSSefjwZihQ5DlBeulxIUQgjxGDGMpLtzHK+XWhXiz1GzpaGbXrHYr1rTQgghhBBCiD8/mxcyF0IIIYQQQohdkIGFEEIIIYQQYs9kYCGEEEIIIYTYMxlYCCGEEEIIIfZMBhZCCCGEEEKIPZOBhRBCCCGEEGLPZGAhhBBCCCGE2DMZWAghhBBCCCH2TAYWQgghhBBCiD37f7aEWN7HFqDEAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Filter the DataFrame for positive sentiments \n", + "positive_sentiments = df[df['sentiment'] == 1]\n", + "\n", + "# Concatenate the text from filtered rows into a single string\n", + "text_positive_sentiments = ' '.join(positive_sentiments['clean_message'])\n", + "\n", + "# Create a word cloud object\n", + "wordcloud = WordCloud(max_words = 200, width = 1600 , height = 800, collocations=False).generate(text_positive_sentiments)\n", + "\n", + "# Plot the word cloud\n", + "plt.figure(figsize=(10, 5))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis('off')\n", + "plt.title('Word Cloud for Positive Sentiments')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a204956c", + "metadata": {}, + "source": [ + "### Wordcloud for Negative Sentiments" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "fa805412", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Filter the DataFrame for positive sentiments (assuming 'sentiment' column contains sentiment labels)\n", + "negative_sentiments = df[df['sentiment'] == -1]\n", + "\n", + "# Concatenate the text from filtered rows into a single string\n", + "text_negative_sentiments = ' '.join(negative_sentiments['clean_message'])\n", + "# Generate the word cloud\n", + "wordcloud = WordCloud(max_words = 200, width = 1600 , height = 800, collocations=False).generate(text_negative_sentiments)\n", + "\n", + "# Plot the word cloud\n", + "plt.figure(figsize=(10, 5))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis('off')\n", + "plt.title('Word Cloud for Negative Sentiments')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0b02f741", + "metadata": {}, + "source": [ + "### Plot Top Frequent Words" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "1f50733c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot top frequent words\n", + "\n", + "# Set the figure size of the plot\n", + "plt.figure(figsize=(12, 6)) \n", + "\n", + "# Specify the number of top words to display\n", + "top_n = 10\n", + "\n", + "# Select the top 'n' words based on their frequencies and plot a bar chart\n", + "word_frequencies_top_n = word_frequencies.head(top_n) \n", + "word_frequencies_top_n.plot(kind='bar') \n", + "\n", + "# Set the x and y-axis labels, plot title and rotation of the x-axis label\n", + "plt.xlabel('Words') \n", + "plt.ylabel('Frequency') \n", + "plt.title(f'Top {top_n} Most Frequent Words') \n", + "plt.xticks(rotation=45) \n", + "\n", + "# Loop through and add precise counts above each bar\n", + "for i, v in enumerate(word_frequencies_top_n):\n", + " plt.text(i, v, str(v), ha='center', va='bottom', fontsize=8, rotation=25)\n", + " \n", + "# Adjust the y-axis limits to provide additional space for the text\n", + "plt.ylim(0, max(word_frequencies_top_n) + 50)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8c6c272f", + "metadata": {}, + "source": [ + "### Text Frequency Distribution for Each Sentiment" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "55e3c79d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentiment -1 DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentimenttweetidclean_message
28-1355491salli kohn latest evid climat chang prove not ...
46-161141carbon tax globalist idea enslav world popul w...
48-1719523wind close 100 mph area afternoon would blame ...
56-1911385lmao snowflak complain snowflak winter global ...
57-1768263one arnold schwarzenegg vehicl whine climat ch...
\n", + "
" + ], + "text/plain": [ + " sentiment tweetid clean_message\n", + "28 -1 355491 salli kohn latest evid climat chang prove not ...\n", + "46 -1 61141 carbon tax globalist idea enslav world popul w...\n", + "48 -1 719523 wind close 100 mph area afternoon would blame ...\n", + "56 -1 911385 lmao snowflak complain snowflak winter global ...\n", + "57 -1 768263 one arnold schwarzenegg vehicl whine climat ch..." + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create separate DataFrames for each sentiment value\n", + "sentiment_minus1 = df[df['sentiment'] == -1].copy()\n", + "sentiment_zero = df[df['sentiment'] == 0].copy()\n", + "sentiment_one = df[df['sentiment'] == 1].copy()\n", + "sentiment_two = df[df['sentiment'] == 2].copy()\n", + "\n", + "print(\"Sentiment -1 DataFrame:\")\n", + "display(sentiment_minus1.head())\n", + "\n", + "# print(\"Sentiment 0 DataFrame:\")\n", + "# display(sentiment_zero.head())\n", + "\n", + "# print(\"Sentiment 1 DataFrame:\")\n", + "# display(sentiment_one.head())\n", + "\n", + "# print(\"Sentiment 2 DataFrame:\")\n", + "# display(sentiment_two.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "daf8d0c8", + "metadata": {}, + "outputs": [], + "source": [ + "# Word frequencies for each sentiment dataframe\n", + "word_frequencies_m1 = sentiment_minus1['clean_message'].str.split(expand=True).stack().value_counts()\n", + "word_frequencies0 = sentiment_zero['clean_message'].str.split(expand=True).stack().value_counts()\n", + "word_frequencies1 = sentiment_one['clean_message'].str.split(expand=True).stack().value_counts()\n", + "word_frequencies2 = sentiment_two['clean_message'].str.split(expand=True).stack().value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "7c7f72d8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the number of top words to display\n", + "top_n = 9\n", + "\n", + "# Get the top words for each sentiment category\n", + "top_words_m1 = word_frequencies_m1.index[:top_n]\n", + "top_words0 = word_frequencies0.index[:top_n]\n", + "top_words1 = word_frequencies1.index[:top_n]\n", + "top_words2 = word_frequencies2.index[:top_n]\n", + "\n", + "# Get the frequencies of the top words for each sentiment category\n", + "top_word_freq_m1 = word_frequencies_m1.values[:top_n]\n", + "top_word_freq0 = word_frequencies0.values[:top_n]\n", + "top_word_freq1 = word_frequencies1.values[:top_n]\n", + "top_word_freq2 = word_frequencies2.values[:top_n]\n", + "\n", + "# Create a list of all top words\n", + "all_top_words = list(set(top_words_m1) | set(top_words0) | set(top_words1) | set(top_words2))\n", + "\n", + "# Initialize the arrays to store the word frequencies for each sentiment category\n", + "word_freq_m1 = np.zeros(len(all_top_words))\n", + "word_freq0 = np.zeros(len(all_top_words))\n", + "word_freq1 = np.zeros(len(all_top_words))\n", + "word_freq2 = np.zeros(len(all_top_words))\n", + "\n", + "# Populate the stacked word frequencies arrays\n", + "for i, word in enumerate(all_top_words):\n", + " if word in top_words_m1:\n", + " word_freq_m1[i] = top_word_freq_m1[np.where(top_words_m1 == word)][0]\n", + " if word in top_words0:\n", + " word_freq0[i] = top_word_freq0[np.where(top_words0 == word)][0]\n", + " if word in top_words1:\n", + " word_freq1[i] = top_word_freq1[np.where(top_words1 == word)][0]\n", + " if word in top_words2:\n", + " word_freq2[i] = top_word_freq2[np.where(top_words2 == word)][0]\n", + "\n", + "\n", + "# Plot the grouped bar plot\n", + "plt.figure(figsize=(12,7))\n", + "bar_width = 0.2 # Width of each bar\n", + "\n", + "# Set the x-axis positions for each group of bars\n", + "x_positions = np.arange(top_n)\n", + "\n", + "# Plot the bars for each sentiment category\n", + "plt.bar(x_positions - bar_width, top_word_freq_m1, width=bar_width, label='Sentiment -1')\n", + "plt.bar(x_positions, top_word_freq0, width=bar_width, label='Sentiment 0')\n", + "plt.bar(x_positions + bar_width, top_word_freq1, width=bar_width, label='Sentiment 1')\n", + "plt.bar(x_positions + 2 * bar_width, top_word_freq2, width=bar_width, label='Sentiment 2')\n", + "\n", + "plt.title('Top 10 Most Frequent Words by Sentiment')\n", + "plt.xlabel('Words')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(x_positions, top_words_m1) # Use the words from the 'Sentiment -1' category as x-axis labels\n", + "plt.legend()\n", + "\n", + "# Add precise labels above each bar\n", + "fontsize = 7 # Specify the desired font size\n", + "for i, freq in enumerate(top_word_freq_m1):\n", + " plt.annotate(str(freq), xy=(x_positions[i] - bar_width, freq), ha='center', va='bottom', fontsize=fontsize, rotation=25)\n", + "for i, freq in enumerate(top_word_freq0):\n", + " plt.annotate(str(freq), xy=(x_positions[i], freq), ha='center', va='bottom', fontsize=fontsize, rotation=25)\n", + "for i, freq in enumerate(top_word_freq1):\n", + " plt.annotate(str(freq), xy=(x_positions[i] + bar_width, freq), ha='center', va='bottom', fontsize=fontsize, rotation=25)\n", + "for i, freq in enumerate(top_word_freq2):\n", + " plt.annotate(str(freq), xy=(x_positions[i] + 2 * bar_width, freq), ha='center', va='bottom', fontsize=fontsize, rotation=25)\n", + "\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "50fab4dc", + "metadata": {}, + "source": [ + "**Observe how the postive sentiment(green bar) has the highest frquency for the top n words in the tweets. This could be intrepreted to mean that more people believe in climate change.**" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "c84adc17", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABTUAAALiCAYAAAAIFTKMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC4RklEQVR4nOzde/zX8/0//ttb9e7c+x060qqZQ2GSJiELUeS4sKYRS/bZp2YObZ9hC5sNOdtG8/lYNYexzGIhYsrQHHKoGTGrtdEBqSQq9fr94dvr561Qb++8e3G9Xi6vy6XX43l/PZ735+tg7dbj+XyWFQqFQgAAAAAASsRmtd0AAAAAAMCGEGoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAMAmbvbs2SkrK8uYMWM+8VwnnHBCmjRp8smbKkE1+T4CALVLqAkAbJCysrL1ekyePHmj93LNNdfk6KOPzhe+8IWUlZXlhBNO+NDaRYsW5eSTT06LFi3SuHHj7LvvvnnyySfXaz+9evVKWVlZtt1223VunzRpUvG4b7311uocyse66667cu655653/Zqe1/V4/vnnN0qPm6Jly5bl3HPPXa/v42OPPZaysrJcfvnla207/PDDU1ZWltGjR6+1bZ999slWW21VE+1+pqxYsSJXXnlldt111zRr1iyVlZXZcccdc/LJJ2/07+BNN92UK664YqPuY2Pa0N87AHwe1a3tBgCA0nL99ddXef7b3/42kyZNWmu8U6dOG72Xiy66KG+++WZ23333zJ0790PrVq9enX79+uWZZ57J97///Wy55Za5+uqr06tXr0ybNu1Dw8r3a9CgQf7xj3/ksccey+67715l24033pgGDRrknXfe+cTH9GHuuuuu/OpXv9qgoGPrrbfOBRdcsNZ427Zta7CzTduyZcty3nnnJXkv6P0oXbt2TaNGjfLQQw/ltNNOq7LtkUceSd26dfPwww/nxBNPLI6vWLEijz/+eA499NAa773U9e/fP3fffXe+8Y1vZMiQIVm5cmWef/75TJgwIXvuuWd22GGHjbbvm266KX/7299y6qmnVhlv37593n777dSrV2+j7bsmVOf3DgCfN0JNAGCDfPOb36zy/K9//WsmTZq01vinYcqUKcVVmh91Ou2tt96aRx55JOPGjctRRx2VJDnmmGOy3Xbb5ZxzzslNN930sfvaZptt8u677+Z3v/tdlVDznXfeyR//+Mf069cvf/jDHz75QdWgioqKDfpc3nrrrTRu3HgjdrRpq1u3brp3756HH364yvjMmTPz2muv5dhjj81DDz1UZdu0adPyzjvvZO+99/7E+1+2bFkaNWr0iefZFDz++OOZMGFCfvazn+Wss86qsu2Xv/xlFi1aVCt9lZWVpUGDBrWybwCgZjn9HACocW+99VbOOOOMtGvXLvXr18/222+fSy65JIVCoUpdWVlZhg0blhtvvDHbb799GjRokN122y0PPvjgeu2nffv2KSsr+9i6W2+9Na1atcrXvva14liLFi1yzDHH5Pbbb8/y5cvXa3/f+MY3csstt2T16tXFsT/96U9ZtmxZjjnmmHW+5qmnnspBBx2UZs2apUmTJtl///3z17/+tUrNypUrc95552XbbbdNgwYNssUWW2TvvffOpEmTkrx3DcRf/epXSaqe/v9JrLmu4ksvvZSDDz44TZs2zcCBA5O8t7L1iiuuyI477pgGDRqkVatW+fa3v5033nijyhyFQiHnn39+tt566zRq1Cj77rtvnn322XTo0KHKpQDOPffcdfY7ZsyYlJWVZfbs2VXG77777vTs2TONGzdO06ZN069fvzz77LPr7P/ll1/OEUcckSZNmqRFixYZPnx4Vq1aleS96ye2aNEiSXLeeecV37ePWv229957Z/78+fnHP/5RHHv44YfTrFmznHzyycWA8/3b1rxujauvvjo77rhj6tevn7Zt22bo0KFrhXi9evXKTjvtlGnTpmWfffZJo0aNiuHfokWLcsIJJ6SioiKVlZUZNGjQOkPAefPm5cQTT8zWW2+d+vXrp02bNjn88MPXej8/zD//+c/06dMnjRs3Ttu2bfOTn/yk+BstFArp0KFDDj/88LVe984776SioiLf/va3P3Tul156KUmy1157rbWtTp062WKLLaqMvfzyy/nWt76VVq1apX79+tlxxx3zm9/8pkrN5MmTU1ZWlt///vf52c9+lq233joNGjTI/vvvX+Xz6tWrV+68887861//Kn7mHTp0SLLua2qu+S7NmTMnhxxySJo0aZKtttqq+JubMWNG9ttvvzRu3Djt27df5z+CLFq0KKeeemrxv3lf+tKXctFFF1X5b8WafV9yySW59tprs80226R+/fr5yle+kscff7xKPzX9eweAzyIrNQGAGlUoFHLYYYflgQceyODBg9OlS5fcc889+f73v5+XX355resVTpkyJbfccktOOeWU1K9fP1dffXX69u2bxx57LDvttFON9PTUU0+la9eu2Wyzqv+eu/vuu+faa6/NCy+8kJ133vlj5zn22GOL12fcb7/9krx3muv++++fli1brlX/7LPPpmfPnmnWrFl+8IMfpF69evn1r3+dXr16ZcqUKenevXuS90K/Cy64ICeddFJ23333LFmyJE888USefPLJHHDAAfn2t7+dV155ZZ2n+X+UVatWVQngkvdOo1+zqvXdd99Nnz59svfee+eSSy4prhL89re/nTFjxuTEE0/MKaecklmzZuWXv/xlnnrqqTz88MPFU3dHjBiR888/PwcffHAOPvjgPPnkkznwwAOzYsWK9e7xg66//voMGjQoffr0yUUXXZRly5blmmuuyd57752nnnqqGE6tOb4+ffqke/fuueSSS3Lffffl0ksvzTbbbJPvfOc7adGiRa655pp85zvfyZFHHlkMtb/85S9/6P7XhJMPPfRQvvSlLyV5L7jcY4890r1799SrVy+PPPJIDjvssOK2pk2bZpdddkny3md53nnnpXfv3vnOd76TmTNn5pprrsnjjz9e5b1Lktdffz0HHXRQBgwYkG9+85tp1apVCoVCDj/88Dz00EP5r//6r3Tq1Cl//OMfM2jQoLV67d+/f5599tl897vfTYcOHbJgwYJMmjQpc+bMqfI+rcuqVavSt2/f7LHHHhk5cmQmTpyYc845J++++25+8pOfpKysLN/85jczcuTILFy4MJtvvnnxtX/605+yZMmSj1wF3L59+yTvXZphr732St26H/5/O+bPn5899tij+I8cLVq0yN13353BgwdnyZIla51CfuGFF2azzTbL8OHDs3jx4owcOTIDBw7Mo48+miQ5++yzs3jx4vznP/8p/vfm426MtGrVqhx00EHZZ599MnLkyNx4440ZNmxYGjdunLPPPjsDBw7M1772tYwaNSrHH398evTokY4dOyZ5b4XtV7/61bz88sv59re/nS984Qt55JFHcuaZZ2bu3LlrXdvzpptuyptvvplvf/vbKSsry8iRI/O1r30t//znP1OvXr1q/94B4HOnAADwCQwdOrTw/r9SjB8/vpCkcP7551epO+qoowplZWWFf/zjH8WxJIUkhSeeeKI49q9//avQoEGDwpFHHrlBfTRu3LgwaNCgD932rW99a63xO++8s5CkMHHixI+c+6tf/Wphxx13LBQKhUK3bt0KgwcPLhQKhcIbb7xRKC8vL4wdO7bwwAMPFJIUxo0bV3zdEUccUSgvLy+89NJLxbFXXnml0LRp08I+++xTHNtll10K/fr1+8gePvg+f5yvfvWrxff3/Y8179GgQYMKSQo//OEPq7zuL3/5SyFJ4cYbb6wyPnHixCrjCxYsKJSXlxf69etXWL16dbHurLPOqrKfQqFQOOecc9bZ++jRowtJCrNmzSoUCoXCm2++WaisrCwMGTKkSt28efMKFRUVVcbX9P+Tn/ykSu2uu+5a2G233YrPX3311UKSwjnnnPPRb9j/s2TJkkKdOnWKn3GhUChsv/32hfPOO69QKBQKu+++e+H73/9+cVuLFi0KBxxwQJX35MADDyysWrWqWPPLX/6ykKTwm9/8pji25vMZNWpUlf2v+f2MHDmyOPbuu+8WevbsWUhSGD16dKFQeO+7l6Rw8cUXr9dxvd+a9+673/1ucWz16tWFfv36FcrLywuvvvpqoVAoFGbOnFlIUrjmmmuqvP6www4rdOjQocrn/kGrV68uHmOrVq0K3/jGNwq/+tWvCv/617/Wqh08eHChTZs2hddee63K+IABAwoVFRWFZcuWFQqFQvE31qlTp8Ly5cuLdVdeeWUhSWHGjBnFsX79+hXat2+/1r5mzZpV5X18//vx85//vDj2xhtvFBo2bFgoKysr3HzzzcXx559/fq3v009/+tNC48aNCy+88EKVff3whz8s1KlTpzBnzpwq+95iiy0KCxcuLNbdfvvthSSFP/3pT8WxDf29A8DnkdPPAYAaddddd6VOnTo55ZRTqoyfccYZKRQKufvuu6uM9+jRI7vttlvx+Re+8IUcfvjhueeee4qnEX9Sb7/9durXr7/W+Jpr67399tvrPdexxx6b2267LStWrMitt96aOnXq5Mgjj1yrbtWqVbn33ntzxBFH5Itf/GJxvE2bNsVrMy5ZsiRJUllZmWeffTYvvvjihh7aR+rQoUMmTZpU5fGDH/ygSs13vvOdKs/HjRuXioqKHHDAAXnttdeKj9122y1NmjTJAw88kCS57777smLFinz3u9+tcmrsB1fVbYhJkyZl0aJF+cY3vlFl33Xq1En37t2L+36///qv/6ryvGfPnvnnP/9Z7R6aNm2aL3/5y8VrZ7722muZOXNm9txzzyTvnU695pTzF154Ia+++mpxdeea9+TUU0+tsip4yJAhadasWe68884q+6pfv36Vmw4l7/1+6tatW+VzqVOnTr773e9WqWvYsGHKy8szefLktS4LsL6GDRtW/POaVZIrVqzIfffdlyTZbrvt0r1799x4443FuoULF+buu+/OwIEDP/KU6LKystxzzz05//zz07x58/zud7/L0KFD0759+3z9618vnk5fKBTyhz/8IYceemgKhUKVz71Pnz5ZvHhxnnzyySpzn3jiiSkvLy8+79mzZ5J8os89SU466aTinysrK7P99tuncePGVS4tsf3226eysrLKvsaNG5eePXumefPmVfrv3bt3Vq1atdblNL7+9a+nefPmNd4/AHzeOP0cAKhR//rXv9K2bds0bdq0yviau6H/61//qjK+rjuPb7fddlm2bFleffXVtG7d+hP31LBhw3VeN3PN3cobNmy43nMNGDAgw4cPz913350bb7wxhxxyyFrHmiSvvvpqli1blu23336tbZ06dcrq1avz73//OzvuuGN+8pOf5PDDD892222XnXbaKX379s1xxx33kadJr4/GjRund+/eH7q9bt262XrrrauMvfjii1m8ePE6T6dPkgULFiT5/z/HD35+LVq0qBLYbIg1oe6aU/s/qFmzZlWeN2jQoHjNzDWaN29e7ZBvjb333ju/+MUv8tprr+WRRx5JnTp1ssceeyRJ9txzz1x99dVZvnz5WtfTXPOefPAzLy8vzxe/+MW1vvtbbbVVlXBuzRxt2rRZ63TpD85Zv379XHTRRTnjjDPSqlWr7LHHHjnkkENy/PHHr9dvZrPNNqsStifv/e6SVLkm5/HHH59hw4blX//6V9q3b59x48Zl5cqVOe644z52H/Xr18/ZZ5+ds88+O3Pnzs2UKVNy5ZVX5ve//33q1auXG264Ia+++moWLVqUa6+9Ntdee+0651nznVvjC1/4QpXna75vn+RzX9d3qaKiIltvvfVa4W1FRUWVfb344ouZPn36Wq//NPsHgM8joSYA8JnXpk2bzJ07d63xNWNt27bdoLl69eqVSy+9NA8//HCN3PF8n332yUsvvZTbb7899957b/7v//4vl19+eUaNGlVl9VhNq1+//lrXGV29enVatmxZZXXe+31YcPNRPmxF3wdX4q65qcr111+/zmDug9dlrFOnzgb3sj7WhJoPP/xwHnnkkey8887FkHHPPffM8uXL8/jjj+ehhx5K3bp1i4HnhtqQMH1dTj311Bx66KEZP3587rnnnvz4xz/OBRdckD//+c/ZddddP9HcawwYMCCnnXZabrzxxpx11lm54YYb0q1bt3WG9R+lTZs2GTBgQPr3758dd9wxv//97zNmzJjiZ/7Nb35zndcNTda+BuqHfe6FD9yIbEN82Jzrs6/Vq1fngAMOWGsV9BprwuINmRMA+HhCTQCgRrVv3z733Xdf3nzzzSorGJ9//vni9vdb1ynXL7zwQho1alStAG1dunTpkr/85S9ZvXp1lRDv0UcfTaNGjdYKHT7Osccem5NOOimVlZU5+OCD11nTokWLNGrUKDNnzlxr2/PPP5/NNtss7dq1K45tvvnmOfHEE3PiiSdm6dKl2WeffXLuuecWQ81P6+7H22yzTe67777stddeHxm6rfkcX3zxxSor/l599dW1VpytWYm2aNGiVFZWFsc/uHJxm222SZK0bNnyI1eYbojqvG/vv1nQ1KlTq9zBu23btmnfvn0efvjhPPzww9l1112LN1ha857MnDmzynuyYsWKzJo1a72OqX379rn//vuzdOnSKqs11/U9St57z84444ycccYZefHFF9OlS5dceumlueGGGz5yP6tXr84///nPKt/9F154IUmq3GRo8803T79+/XLjjTdm4MCBefjhh9e68c2GqFevXr785S/nxRdfzGuvvZYWLVqkadOmWbVqVY195smn93tJ3vsMli5dWrL9A0Cpck1NAKBGHXzwwVm1alV++ctfVhm//PLLU1ZWloMOOqjK+NSpU6tcM+/f//53br/99hx44IE1thLvqKOOyvz583PbbbcVx1577bWMGzcuhx566Dqvt/lx851zzjm5+uqr1zp9eI06derkwAMPzO23317ldN758+fnpptuyt577108nfr111+v8tomTZrkS1/6UpVT5hs3bpwkxWsRbizHHHNMVq1alZ/+9KdrbXv33XeL++/du3fq1auXX/ziF1VWmK0r8FoTVr7/2oJvvfVWxo4dW6WuT58+adasWX7+859n5cqVa83z6quvbvDxrAkcN+R9a9u2bTp27Jj7778/TzzxRPF6mmvsueeeGT9+fGbOnFkMQJP33pPy8vJcddVVVd6T6667LosXL06/fv0+dt8HH3xw3n333VxzzTXFsVWrVuUXv/hFlbply5YVL5+wxjbbbJOmTZuu81IL6/L+32ihUMgvf/nL1KtXL/vvv3+VuuOOOy5///vf8/3vfz916tTJgAEDPnbuF198MXPmzFlrfNGiRZk6dWqaN2+eFi1apE6dOunfv3/+8Ic/5G9/+9ta9dX5zJP3fi+LFy+u1ms31DHHHJOpU6fmnnvuWWvbokWL8u67727wnJ/W7x0ASpmVmgBAjTr00EOz77775uyzz87s2bOzyy675N57783tt9+eU089tRhwrbHTTjulT58+OeWUU1K/fv1cffXVSZLzzjvvY/f1pz/9Kc8880ySZOXKlZk+fXrOP//8JMlhhx1WPG31qKOOyh577JETTzwxf//737Plllvm6quvzqpVq9ZrPx9UUVGRc88992Przj///EyaNCl77713/vu//zt169bNr3/96yxfvjwjR44s1nXu3Dm9evXKbrvtls033zxPPPFEbr311io3cllzM6VTTjklffr0We9waUN99atfzbe//e1ccMEFefrpp3PggQemXr16efHFFzNu3LhceeWVOeqoo9KiRYsMHz48F1xwQQ455JAcfPDBeeqpp3L33Xdnyy23rDLngQcemC984QsZPHhwMRj7zW9+kxYtWlQJvpo1a5Zrrrkmxx13XLp27ZoBAwYUa+68887stddea4XlH6dhw4bp3Llzbrnllmy33XbZfPPNs9NOO2WnnXb6yNftvffeuf7665OkykrN5L1Q83e/+12xbo0WLVrkzDPPzHnnnZe+ffvmsMMOy8yZM3P11VfnK1/5Sr75zW9+bL+HHnpo9tprr/zwhz/M7Nmz07lz59x2221rBXQvvPBC9t9//xxzzDHp3Llz6tatmz/+8Y+ZP3/+en0vGjRokIkTJ2bQoEHp3r177r777tx5550566yz1loh3a9fv2yxxRYZN25cDjrooA+93ur7PfPMMzn22GNz0EEHpWfPntl8883z8ssvZ+zYsXnllVdyxRVXFP/R4sILL8wDDzyQ7t27Z8iQIencuXMWLlyYJ598Mvfdd18WLlz4sfv7oN122y233HJLTj/99HzlK19JkyZNcuihh27wPOvj+9//fu64444ccsghOeGEE7LbbrvlrbfeyowZM3Lrrbdm9uzZa/0m1qf/ZOP/3gGgpNXafdcBgM+EoUOHFj74V4o333yzcNpppxXatm1bqFevXmHbbbctXHzxxYXVq1dXqUtSGDp0aOGGG24obLvttoX69esXdt1118IDDzywXvseNGhQIck6H6NHj65Su3DhwsLgwYMLW2yxRaFRo0aFr371q4XHH398vfbz1a9+tbDjjjt+ZM0DDzxQSFIYN25clfEnn3yy0KdPn0KTJk0KjRo1Kuy7776FRx55pErN+eefX9h9990LlZWVhYYNGxZ22GGHws9+9rPCihUrijXvvvtu4bvf/W6hRYsWhbKysrXe8w3tedCgQYXGjRt/6PZrr722sNtuuxUaNmxYaNq0aWHnnXcu/OAHPyi88sorxZpVq1YVzjvvvEKbNm0KDRs2LPTq1avwt7/9rdC+ffvCoEGDqsw3bdq0Qvfu3Qvl5eWFL3zhC4XLLrusMHr06EKSwqxZs6rUPvDAA4U+ffoUKioqCg0aNChss802hRNOOKHwxBNPfGz/55xzzlrvzSOPPFLYbbfdCuXl5YUkhXPOOedDj3uNX//614Ukha222mqtbU8++WTxezZ//vy1tv/yl78s7LDDDoV69eoVWrVqVfjOd75TeOONN6rUfNTn8/rrrxeOO+64QrNmzQoVFRWF4447rvDUU09V+V6/9tprhaFDhxZ22GGHQuPGjQsVFRWF7t27F37/+99/7LGtee9eeumlwoEHHlho1KhRoVWrVoVzzjmnsGrVqnW+5r//+78LSQo33XTTx85fKBQK8+fPL1x44YWFr371q4U2bdoU6tatW2jevHlhv/32K9x6663rrB86dGihXbt2hXr16hVat25d2H///QvXXnttsebDfmOzZs1a6ze/dOnSwrHHHluorKwsJCm0b9/+Q2s/7Lv0YZ9R+/btC/369asy9uabbxbOPPPMwpe+9KVCeXl5YcsttyzsueeehUsuuaT4O16z74svvnitOT/4vdzQ3zsAfB6VFQquSA0A1I6ysrIMHTp0g1ffsWnr0KFDevXqlTFjxtR2K9SQ0047Ldddd13mzZtXPKUfAKA2uaYmAADwod55553ccMMN6d+/v0ATANhkuKYmAACwlgULFuS+++7Lrbfemtdffz3f+973arslAIAioSYAALCWv//97xk4cGBatmyZq666Kl26dKntlgAAilxTEwAAAAAoKa6pCQAAAACUFKEmAAAAAFBSXFOzhqxevTqvvPJKmjZtmrKystpuBwAAAABKSqFQyJtvvpm2bdtms80+ei2mULOGvPLKK2nXrl1ttwEAAAAAJe3f//53tt5664+sEWrWkKZNmyZ5701v1qxZLXcDAAAAAKVlyZIladeuXTFn+yhCzRqy5pTzZs2aCTUBAAAAoJrW59KObhQEAAAAAJQUoSYAAAAAUFKEmgAAAABASXFNTQAAAABqxKpVq7Jy5craboNNVL169VKnTp0amUuoCQAAAMAnUigUMm/evCxatKi2W2ETV1lZmdatW6/XzYA+ilATAAAAgE9kTaDZsmXLNGrU6BMHVnz2FAqFLFu2LAsWLEiStGnT5hPNJ9QEAAAAoNpWrVpVDDS32GKL2m6HTVjDhg2TJAsWLEjLli0/0anobhQEAAAAQLWtuYZmo0aNarkTSsGa78knvfaqUBMAAACAT8wp56yPmvqeCDUBAAAAgJIi1AQAAACAT9nkyZNTVlbmjvHV5EZBAAAAAGwUHX5456e6v9kX9tug+ldffTUjRozInXfemfnz56d58+bZZZddMmLEiOy111411levXr3SpUuXXHHFFcWxPffcM3Pnzk1FRUWN7ae6TjjhhCxatCjjx4/f4NfedtttGTVqVKZNm5aFCxfmqaeeSpcuXWq8xw8SagIAAADwudS/f/+sWLEiY8eOzRe/+MXMnz8/999/f15//fWNvu/y8vK0bt16o+9nY3vrrbey995755hjjsmQIUM+tf06/RwAAACAz51FixblL3/5Sy666KLsu+++ad++fXbfffeceeaZOeyww6rUnXTSSWnRokWaNWuW/fbbL88880xx+7nnnpsuXbrk+uuvT4cOHVJRUZEBAwbkzTffTPLeKsgpU6bkyiuvTFlZWcrKyjJ79uy1Tj8fM2ZMKisrM2HChGy//fZp1KhRjjrqqCxbtixjx45Nhw4d0rx585xyyilZtWpVcf/Lly/P8OHDs9VWW6Vx48bp3r17Jk+eXNy+Zt577rknnTp1SpMmTdK3b9/MnTu32P/YsWNz++23F/t7/+s/znHHHZcRI0akd+/e1fgUqk+oCQAAAMDnTpMmTdKkSZOMHz8+y5cv/9C6o48+OgsWLMjdd9+dadOmpWvXrtl///2zcOHCYs1LL72U8ePHZ8KECZkwYUKmTJmSCy+8MEly5ZVXpkePHhkyZEjmzp2buXPnpl27duvc17Jly3LVVVfl5ptvzsSJEzN58uQceeSRueuuu3LXXXfl+uuvz69//evceuutxdcMGzYsU6dOzc0335zp06fn6KOPTt++ffPiiy9WmfeSSy7J9ddfnwcffDBz5szJ8OHDkyTDhw/PMcccUww6586dmz333PMTvbefBqEmAAAAAJ87devWzZgxYzJ27NhUVlZmr732yllnnZXp06cXax566KE89thjGTduXLp165Ztt902l1xySSorK6sEi6tXr86YMWOy0047pWfPnjnuuONy//33J0kqKipSXl6eRo0apXXr1mndunXq1Kmzzp5WrlyZa665Jrvuumv22WefHHXUUXnooYdy3XXXpXPnzjnkkEOy77775oEHHkiSzJkzJ6NHj864cePSs2fPbLPNNhk+fHj23nvvjB49usq8o0aNSrdu3dK1a9cMGzas2F+TJk3SsGHD1K9fv9hfeXl5jb/fNU2oCQAAAMDnUv/+/fPKK6/kjjvuSN++fTN58uR07do1Y8aMSZI888wzWbp0abbYYoviys4mTZpk1qxZeemll4rzdOjQIU2bNi0+b9OmTRYsWLDB/TRq1CjbbLNN8XmrVq3SoUOHNGnSpMrYmrlnzJiRVatWZbvttqvS35QpU6r098F5q9PfjTfeWGUff/nLXzb4+GqSGwUBAAAA8LnVoEGDHHDAATnggAPy4x//OCeddFLOOeecnHDCCVm6dGnatGmzzmtMVlZWFv9cr169KtvKysqyevXqDe5lXfN81NxLly5NnTp1Mm3atLVWf74/CF3XHIVCYYN6O+yww9K9e/fi86222mqDXl/ThJoAAAAA8P907tw548ePT5J07do18+bNS926ddOhQ4dqz1leXl7l5j41Zdddd82qVauyYMGC9OzZs9rzrE9/TZs2rbIatbY5/RwAAACAz53XX389++23X2644YZMnz49s2bNyrhx4zJy5MgcfvjhSZLevXunR48eOeKII3Lvvfdm9uzZeeSRR3L22WfniSeeWO99dejQIY8++mhmz56d1157rVqrONdlu+22y8CBA3P88cfntttuy6xZs/LYY4/lggsuyJ133rlB/U2fPj0zZ87Ma6+9lpUrV673axcuXJinn346f//735MkM2fOzNNPP5158+Zt8PFsCCs1AQAAANgoZl/Yr7Zb+FBNmjRJ9+7dc/nll+ell17KypUr065duwwZMiRnnXVWkvdO077rrrty9tln58QTT8yrr76a1q1bZ5999kmrVq3We1/Dhw/PoEGD0rlz57z99tuZNWtWjR3H6NGjc/755+eMM87Iyy+/nC233DJ77LFHDjnkkPWeY8iQIZk8eXK6deuWpUuX5oEHHkivXr3W67V33HFHTjzxxOLzAQMGJEnOOeecnHvuuRtyKBukrLChJ9CzTkuWLElFRUUWL16cZs2a1XY7AAAAAJ+Kd955J7NmzUrHjh3ToEGD2m6HTdxHfV82JF9z+jkAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUdz8HAKp4bodOtd1Cjen0/HO13QIAALARCDUB+FDCLQAAADZFTj8HAAAAAEqKUBMAAAAAKClCTQAAAACgpAg1AQAAAOBTNnny5JSVlWXRokW13UpJcqMgAAAAADaOcys+5f0t3qDyV199NSNGjMidd96Z+fPnp3nz5tlll10yYsSI7LXXXjXWVq9evdKlS5dcccUVxbE999wzc+fOTUXFp/wercMJJ5yQRYsWZfz48R9b+6tf/SoXX3xx5s2bl1122SW/+MUvsvvuu2/8Jj9AqAkAAADA51L//v2zYsWKjB07Nl/84hczf/783H///Xn99dc3+r7Ly8vTunXrjb6fmnTLLbfk9NNPz6hRo9K9e/dcccUV6dOnT2bOnJmWLVt+qr04/RwAAACAz51FixblL3/5Sy666KLsu+++ad++fXbfffeceeaZOeyww6rUnXTSSWnRokWaNWuW/fbbL88880xx+7nnnpsuXbrk+uuvT4cOHVJRUZEBAwbkzTffTPLeKsgpU6bkyiuvTFlZWcrKyjJ79uy1Tj8fM2ZMKisrM2HChGy//fZp1KhRjjrqqCxbtixjx45Nhw4d0rx585xyyilZtWpVcf/Lly/P8OHDs9VWW6Vx48bp3r17Jk+eXNy+Zt577rknnTp1SpMmTdK3b9/MnTu32P/YsWNz++23F/t7/+vf77LLLsuQIUNy4oknpnPnzhk1alQaNWqU3/zmNzX0qaw/oSYAAAAAnztNmjRJkyZNMn78+CxfvvxD644++ugsWLAgd999d6ZNm5auXbtm//33z8KFC4s1L730UsaPH58JEyZkwoQJmTJlSi688MIkyZVXXpkePXpkyJAhmTt3bubOnZt27dqtc1/Lli3LVVddlZtvvjkTJ07M5MmTc+SRR+auu+7KXXfdleuvvz6//vWvc+uttxZfM2zYsEydOjU333xzpk+fnqOPPjp9+/bNiy++WGXeSy65JNdff30efPDBzJkzJ8OHD0+SDB8+PMccc0wx6Jw7d2723HPPtXpbsWJFpk2blt69exfHNttss/Tu3TtTp05dz3e95gg1AQAAAPjcqVu3bsaMGZOxY8emsrIye+21V84666xMnz69WPPQQw/lsccey7hx49KtW7dsu+22ueSSS1JZWVklWFy9enXGjBmTnXbaKT179sxxxx2X+++/P0lSUVGR8vLyNGrUKK1bt07r1q1Tp06ddfa0cuXKXHPNNdl1112zzz775KijjspDDz2U6667Lp07d84hhxySfffdNw888ECSZM6cORk9enTGjRuXnj17Zptttsnw4cOz9957Z/To0VXmHTVqVLp165auXbtm2LBhxf6aNGmShg0bpn79+sX+ysvL1+rttddey6pVq9KqVasq461atcq8efOq+SlUn1ATAAAAgM+l/v3755VXXskdd9yRvn37ZvLkyenatWvGjBmTJHnmmWeydOnSbLHFFsWVnU2aNMmsWbPy0ksvFefp0KFDmjZtWnzepk2bLFiwYIP7adSoUbbZZpvi81atWqVDhw5p0qRJlbE1c8+YMSOrVq3KdtttV6W/KVOmVOnvg/NWt79NiRsFAQAAAPC51aBBgxxwwAE54IAD8uMf/zgnnXRSzjnnnJxwwglZunRp2rRps85rTFZWVhb/XK9evSrbysrKsnr16g3uZV3zfNTcS5cuTZ06dTJt2rS1Vn++Pwhd1xyFQmGDettyyy1Tp06dzJ8/v8r4/Pnza+WGR0JNAAAAAPh/OnfunPHjxydJunbtmnnz5qVu3brp0KFDtecsLy+vcnOfmrLrrrtm1apVWbBgQXr27Fntedanv/Ly8uy22265//77c8QRRyR577T7+++/P8OGDav2vqvL6ecAAAAAfO68/vrr2W+//XLDDTdk+vTpmTVrVsaNG5eRI0fm8MMPT5L07t07PXr0yBFHHJF77703s2fPziOPPJKzzz47TzzxxHrvq0OHDnn00Ucze/bsvPbaa9Vaxbku2223XQYOHJjjjz8+t912W2bNmpXHHnssF1xwQe68884N6m/69OmZOXNmXnvttaxcuXKddaeffnr+93//N2PHjs1zzz2X73znO3nrrbdy4okn1sjxbAgrNQEAAADYOM5dXNsdfKgmTZqke/fuufzyy/PSSy9l5cqVadeuXYYMGZKzzjoryXunad911105++yzc+KJJ+bVV19N69ats88++6x1w5yPMnz48AwaNCidO3fO22+/nVmzZtXYcYwePTrnn39+zjjjjLz88svZcssts8cee+SQQw5Z7zmGDBmSyZMnp1u3blm6dGkeeOCB9OrVa626r3/963n11VczYsSIzJs3L126dMnEiRM36L2oKWWFDT2BnnVasmRJKioqsnjx4jRr1qy22wGoEc/t0Km2W6gxnZ5/rrZbKBk+dwAANsQ777yTWbNmpWPHjmnQoEFtt8Mm7qO+LxuSrzn9HAAAAAAoKUJNAAAAAKCkCDUBAAAAgJIi1AQAAAAASopQEwAAAAAoKUJNAAAAAKCkCDUBAAAAgJJSq6Hmgw8+mEMPPTRt27ZNWVlZxo8fX9y2cuXK/M///E923nnnNG7cOG3bts3xxx+fV155pcocCxcuzMCBA9OsWbNUVlZm8ODBWbp0aZWa6dOnp2fPnmnQoEHatWuXkSNHrtXLuHHjssMOO6RBgwbZeeedc9ddd22UYwYAAAAAPplaDTXfeuut7LLLLvnVr3611rZly5blySefzI9//OM8+eSTue222zJz5swcdthhVeoGDhyYZ599NpMmTcqECRPy4IMP5uSTTy5uX7JkSQ488MC0b98+06ZNy8UXX5xzzz031157bbHmkUceyTe+8Y0MHjw4Tz31VI444ogcccQR+dvf/rbxDh4AAAAAqJayQqFQqO0mkqSsrCx//OMfc8QRR3xozeOPP57dd989//rXv/KFL3whzz33XDp37pzHH3883bp1S5JMnDgxBx98cP7zn/+kbdu2ueaaa3L22Wdn3rx5KS8vT5L88Ic/zPjx4/P8888nSb7+9a/nrbfeyoQJE4r72mOPPdKlS5eMGjVqvfpfsmRJKioqsnjx4jRr1qya7wLApuW5HTrVdgs1ptPzz9V2CyXD5w4AwIZ45513MmvWrHTs2DENGjSo7XZKxuTJk7PvvvvmjTfeSGVlZW2386n5qO/LhuRrdTdmkzVt8eLFKSsrK37QU6dOTWVlZTHQTJLevXtns802y6OPPpojjzwyU6dOzT777FMMNJOkT58+ueiii/LGG2+kefPmmTp1ak4//fQq++rTp0+V0+E/aPny5Vm+fHnx+ZIlS2rmIAEAAAA+I3Yeu/Onur8Zg2ZsUP2rr76aESNG5M4778z8+fPTvHnz7LLLLhkxYkT22muvGuurV69e6dKlS6644ori2J577pm5c+emoqKixvZTXSeccEIWLVr0kVlY8t6lJC+++OJMmzYtc+fO/dgFihtTydwo6J133sn//M//5Bvf+EYxqZ03b15atmxZpa5u3brZfPPNM2/evGJNq1atqtSsef5xNWu2r8sFF1yQioqK4qNdu3af7AABAAAA+FT1798/Tz31VMaOHZsXXnghd9xxR3r16pXXX399o++7vLw8rVu3TllZ2UbfV035qEtJftpKItRcuXJljjnmmBQKhVxzzTW13U6S5Mwzz8zixYuLj3//+9+13RIAAAAA62nRokX5y1/+kosuuij77rtv2rdvn9133z1nnnlmlXu6LFq0KCeddFJatGiRZs2aZb/99sszzzxT3H7uueemS5cuuf7669OhQ4dUVFRkwIABefPNN5O8twpyypQpufLKK1NWVpaysrLMnj07kydPTllZWRYtWpQkGTNmTCorKzNhwoRsv/32adSoUY466qgsW7YsY8eOTYcOHdK8efOccsopWbVqVXH/y5cvz/Dhw7PVVlulcePG6d69eyZPnlzcvmbee+65J506dUqTJk3St2/fzJ07t9j/2LFjc/vttxf7e//r3++ggw7K+eefnyOPPLKGPoXq2+RDzTWB5r/+9a9MmjSpyvn0rVu3zoIFC6rUv/vuu1m4cGFat25drJk/f36VmjXPP65mzfZ1qV+/fpo1a1blAQAAAEBpaNKkSZo0aZLx48dXucTgBx199NFZsGBB7r777kybNi1du3bN/vvvn4ULFxZrXnrppYwfPz4TJkzIhAkTMmXKlFx44YVJkiuvvDI9evTIkCFDMnfu3MydO/dDz/hdtmxZrrrqqtx8882ZOHFiJk+enCOPPDJ33XVX7rrrrlx//fX59a9/nVtvvbX4mmHDhmXq1Km5+eabM3369Bx99NHp27dvXnzxxSrzXnLJJbn++uvz4IMPZs6cORk+fHiSZPjw4TnmmGOKQefcuXOz5557fqL39tOwSYeaawLNF198Mffdd1+22GKLKtt79OiRRYsWZdq0acWxP//5z1m9enW6d+9erHnwwQezcuXKYs2kSZOy/fbbp3nz5sWa+++/v8rckyZNSo8ePTbWoQEAAABQi+rWrZsxY8Zk7NixqayszF577ZWzzjor06dPL9Y89NBDeeyxxzJu3Lh069Yt2267bS655JJUVlZWCRZXr16dMWPGZKeddkrPnj1z3HHHFbOmioqKlJeXp1GjRmndunVat26dOnXqrLOnlStX5pprrsmuu+6affbZJ0cddVQeeuihXHfddencuXMOOeSQ7LvvvnnggQeSJHPmzMno0aMzbty49OzZM9tss02GDx+evffeO6NHj64y76hRo9KtW7d07do1w4YNK/bXpEmTNGzYMPXr1y/29/5702yqajXUXLp0aZ5++uk8/fTTSZJZs2bl6aefzpw5c7Jy5cocddRReeKJJ3LjjTdm1apVmTdvXubNm5cVK1YkSTp16pS+fftmyJAheeyxx/Lwww9n2LBhGTBgQNq2bZskOfbYY1NeXp7Bgwfn2WefzS233JIrr7yyyo2Bvve972XixIm59NJL8/zzz+fcc8/NE088kWHDhn3q7wkAAAAAn47+/fvnlVdeyR133JG+fftm8uTJ6dq1a8aMGZMkeeaZZ7J06dJsscUWxZWdTZo0yaxZs/LSSy8V5+nQoUOaNm1afN6mTZu1zi5eH40aNco222xTfN6qVat06NAhTZo0qTK2Zu4ZM2Zk1apV2W677ar0N2XKlCr9fXDe6va3KanVu58/8cQT2XfffYvP1wSNgwYNyrnnnps77rgjSdKlS5cqr3vggQfSq1evJMmNN96YYcOGZf/9989mm22W/v3756qrrirWVlRU5N57783QoUOz2267Zcstt8yIESNy8sknF2v23HPP3HTTTfnRj36Us846K9tuu23Gjx+fnXbaaSMdOQAAAACbggYNGuSAAw7IAQcckB//+Mc56aSTcs455+SEE07I0qVL06ZNm3VeY7KysrL453r16lXZVlZWltWrV29wL+ua56PmXrp0aerUqZNp06attfrz/UHouuYoFAob3N+mpFZDzV69en3kG7g+b+7mm2+em2666SNrvvzlL+cvf/nLR9YcffTROfrooz92fwAAAAB8dnXu3Dnjx49PknTt2jXz5s1L3bp106FDh2rPWV5eXuXmPjVl1113zapVq7JgwYL07Nmz2vNsrP42pk36mpoAAAAAsDG8/vrr2W+//XLDDTdk+vTpmTVrVsaNG5eRI0fm8MMPT5L07t07PXr0yBFHHJF77703s2fPziOPPJKzzz47TzzxxHrvq0OHDnn00Ucze/bsvPbaa9Vaxbku2223XQYOHJjjjz8+t912W2bNmpXHHnssF1xwQe68884N6m/69OmZOXNmXnvttSr3pnm/j7qU5KetVldqAgAAAPDZNWPQjNpu4UM1adIk3bt3z+WXX56XXnopK1euTLt27TJkyJCcddZZSd47Tfuuu+7K2WefnRNPPDGvvvpqWrdunX322SetWrVa730NHz48gwYNSufOnfP2229n1qxZNXYco0ePzvnnn58zzjgjL7/8crbccsvsscceOeSQQ9Z7jiFDhmTy5Mnp1q1bli5dWuXSj+/3UZeSXHMd0k9LWaHUT6DfRCxZsiQVFRVZvHhxmjVrVtvtANSI53boVNst1JhOzz9X2y2UDJ87AAAb4p133smsWbPSsWPHNGjQoLbbYRP3Ud+XDcnXnH4OAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAfMomT56csrKyLFq0qLZbKUl1a7sBAAAAAD6bntuh06e6v07PP7dB9a+++mpGjBiRO++8M/Pnz0/z5s2zyy67ZMSIEdlrr71qrK9evXqlS5cuueKKK4pje+65Z+bOnZuKiooa2091nXDCCVm0aFHGjx//kXUXXHBBbrvttjz//PNp2LBh9txzz1x00UXZfvvtP51G30eoCQAAAMDnUv/+/bNixYqMHTs2X/ziFzN//vzcf//9ef311zf6vsvLy9O6deuNvp+aNGXKlAwdOjRf+cpX8u677+ass87KgQcemL///e9p3Ljxp9qL088BAAAA+NxZtGhR/vKXv+Siiy7Kvvvum/bt22f33XfPmWeemcMOO6xK3UknnZQWLVqkWbNm2W+//fLMM88Ut5977rnp0qVLrr/++nTo0CEVFRUZMGBA3nzzzSTvrYKcMmVKrrzyypSVlaWsrCyzZ89e6/TzMWPGpLKyMhMmTMj222+fRo0a5aijjsqyZcsyduzYdOjQIc2bN88pp5ySVatWFfe/fPnyDB8+PFtttVUaN26c7t27Z/LkycXta+a955570qlTpzRp0iR9+/bN3Llzi/2PHTs2t99+e7G/97/+/SZOnJgTTjghO+64Y3bZZZeMGTMmc+bMybRp02roU1l/Qk0AAAAAPneaNGmSJk2aZPz48Vm+fPmH1h199NFZsGBB7r777kybNi1du3bN/vvvn4ULFxZrXnrppYwfPz4TJkzIhAkTMmXKlFx44YVJkiuvvDI9evTIkCFDMnfu3MydOzft2rVb576WLVuWq666KjfffHMmTpyYyZMn58gjj8xdd92Vu+66K9dff31+/etf59Zbby2+ZtiwYZk6dWpuvvnmTJ8+PUcffXT69u2bF198scq8l1xySa6//vo8+OCDmTNnToYPH54kGT58eI455phi0Dl37tzsueee6/UeLl68OEmy+eabr1d9TRJqAgAAAPC5U7du3YwZMyZjx45NZWVl9tprr5x11lmZPn16seahhx7KY489lnHjxqVbt27Zdtttc8kll6SysrJKsLh69eqMGTMmO+20U3r27Jnjjjsu999/f5KkoqIi5eXladSoUVq3bp3WrVunTp066+xp5cqVueaaa7Lrrrtmn332yVFHHZWHHnoo1113XTp37pxDDjkk++67bx544IEkyZw5czJ69OiMGzcuPXv2zDbbbJPhw4dn7733zujRo6vMO2rUqHTr1i1du3bNsGHDiv01adIkDRs2TP369Yv9lZeXf+z7t3r16px66qnZa6+9stNOO234B/AJuaYmAAAAAJ9L/fv3T79+/fKXv/wlf/3rX3P33Xdn5MiR+b//+7+ccMIJeeaZZ7J06dJsscUWVV739ttv56WXXio+79ChQ5o2bVp83qZNmyxYsGCD+2nUqFG22Wab4vNWrVqlQ4cOadKkSZWxNXPPmDEjq1atynbbbVdlnuXLl1fp+YPzVre/9xs6dGj+9re/5aGHHvpE81SXUBMAAACAz60GDRrkgAMOyAEHHJAf//jHOemkk3LOOefkhBNOyNKlS9OmTZt1XmOysrKy+Od69epV2VZWVpbVq1dvcC/rmuej5l66dGnq1KmTadOmrbX68/1B6LrmKBQKG9zfGsOGDcuECRPy4IMPZuutt672PJ+EUBMAAAAA/p/OnTtn/PjxSZKuXbtm3rx5qVu3bjp06FDtOcvLy6vc3Kem7Lrrrlm1alUWLFiQnj17Vnue9e2vUCjku9/9bv74xz9m8uTJ6dixY7X3+Um5piYAAAAAnzuvv/569ttvv9xwww2ZPn16Zs2alXHjxmXkyJE5/PDDkyS9e/dOjx49csQRR+Tee+/N7Nmz88gjj+Tss8/OE088sd776tChQx599NHMnj07r732WrVWca7Ldtttl4EDB+b444/PbbfdllmzZuWxxx7LBRdckDvvvHOD+ps+fXpmzpyZ1157LStXrlxn3dChQ3PDDTfkpptuStOmTTNv3rzMmzcvb7/9do0cz4awUhMAAACAjaLT88/VdgsfqkmTJunevXsuv/zyvPTSS1m5cmXatWuXIUOG5Kyzzkry3mnad911V84+++yceOKJefXVV9O6devss88+adWq1Xrva/jw4Rk0aFA6d+6ct99+O7Nmzaqx4xg9enTOP//8nHHGGXn55Zez5ZZbZo899sghhxyy3nMMGTIkkydPTrdu3bJ06dI88MAD6dWr11p111xzTZKstW306NE54YQTPsFRbLiywic5gZ6iJUuWpKKiIosXL06zZs1qux2AGvHcDp1qu4Uasyn/ZWpT43MHAGBDvPPOO5k1a1Y6duyYBg0a1HY7bOI+6vuyIfma088BAAAAgJIi1AQAAAAASopQEwAAAAAoKUJNAAAAAKCkCDUBAAAA+MTci5r1UVPfE6EmAAAAANVWr169JMmyZctquRNKwZrvyZrvTXXVrYlmAAAAAPh8qlOnTiorK7NgwYIkSaNGjVJWVlbLXbGpKRQKWbZsWRYsWJDKysrUqVPnE80n1AQAAADgE2ndunWSFINN+DCVlZXF78snIdQEAAAA4BMpKytLmzZt0rJly6xcubK222ETVa9evU+8QnMNoSYAAAAANaJOnTo1FlrBR3GjIAAAAACgpAg1AQAAAICSItQEAAAAAEqKUBMAAAAAKClCTQAAAACgpAg1AQAAAICSItQEAAAAAEqKUBMAAAAAKClCTQAAAACgpAg1AQAAAICSItQEAAAAAEqKUBMAAAAAKClCTQAAAACgpAg1AQAAAICSItQEAAAAAEqKUBMAAAAAKClCTQAAAACgpAg1AQAAAICSItQEAAAAAEqKUBMAAAAAKClCTQAAAACgpAg1AQAAAICSItQEAAAAAEqKUBMAAAAAKClCTQAAAACgpAg1AQAAAICSItQEAAAAAEqKUBMAAAAAKClCTQAAAACgpAg1AQAAAICSItQEAAAAAEqKUBMAAAAAKClCTQAAAACgpAg1AQAAAICSItQEAAAAAEqKUBMAAAAAKClCTQAAAACgpAg1AQAAAICSItQEAAAAAEqKUBMAAAAAKClCTQAAAACgpAg1AQAAAICSItQEAAAAAEqKUBMAAAAAKClCTQAAAACgpAg1AQAAAICSItQEAAAAAEqKUBMAAAAAKCm1Gmo++OCDOfTQQ9O2bduUlZVl/PjxVbYXCoWMGDEibdq0ScOGDdO7d++8+OKLVWoWLlyYgQMHplmzZqmsrMzgwYOzdOnSKjXTp09Pz54906BBg7Rr1y4jR45cq5dx48Zlhx12SIMGDbLzzjvnrrvuqvHjBQAAAAA+uVoNNd96663ssssu+dWvfrXO7SNHjsxVV12VUaNG5dFHH03jxo3Tp0+fvPPOO8WagQMH5tlnn82kSZMyYcKEPPjggzn55JOL25csWZIDDzww7du3z7Rp03LxxRfn3HPPzbXXXluseeSRR/KNb3wjgwcPzlNPPZUjjjgiRxxxRP72t79tvIMHAAAAAKqlrFAoFGq7iSQpKyvLH//4xxxxxBFJ3lul2bZt25xxxhkZPnx4kmTx4sVp1apVxowZkwEDBuS5555L586d8/jjj6dbt25JkokTJ+bggw/Of/7zn7Rt2zbXXHNNzj777MybNy/l5eVJkh/+8IcZP358nn/++STJ17/+9bz11luZMGFCsZ899tgjXbp0yahRo9ar/yVLlqSioiKLFy9Os2bNauptAahVz+3QqbZbqDGdnn+utlsoGT53AACgNmxIvrbJXlNz1qxZmTdvXnr37l0cq6ioSPfu3TN16tQkydSpU1NZWVkMNJOkd+/e2WyzzfLoo48Wa/bZZ59ioJkkffr0ycyZM/PGG28Ua96/nzU1a/azLsuXL8+SJUuqPAAAAACAjW+TDTXnzZuXJGnVqlWV8VatWhW3zZs3Ly1btqyyvW7dutl8882r1Kxrjvfv48Nq1mxflwsuuCAVFRXFR7t27Tb0EAEAAACAathkQ81N3ZlnnpnFixcXH//+979ruyUAAAAA+FzYZEPN1q1bJ0nmz59fZXz+/PnFba1bt86CBQuqbH/33XezcOHCKjXrmuP9+/iwmjXb16V+/fpp1qxZlQcAAAAAsPFtsqFmx44d07p169x///3FsSVLluTRRx9Njx49kiQ9evTIokWLMm3atGLNn//856xevTrdu3cv1jz44INZuXJlsWbSpEnZfvvt07x582LN+/ezpmbNfgAAAACATUethppLly7N008/naeffjrJezcHevrppzNnzpyUlZXl1FNPzfnnn5877rgjM2bMyPHHH5+2bdsW75DeqVOn9O3bN0OGDMljjz2Whx9+OMOGDcuAAQPStm3bJMmxxx6b8vLyDB48OM8++2xuueWWXHnllTn99NOLfXzve9/LxIkTc+mll+b555/PueeemyeeeCLDhg37tN8SAAAAAOBj1K3NnT/xxBPZd999i8/XBI2DBg3KmDFj8oMf/CBvvfVWTj755CxatCh77713Jk6cmAYNGhRfc+ONN2bYsGHZf//9s9lmm6V///656qqritsrKipy7733ZujQodltt92y5ZZbZsSIETn55JOLNXvuuWduuumm/OhHP8pZZ52VbbfdNuPHj89OO+30KbwLAAAAAMCGKCsUCoXabuKzYMmSJamoqMjixYtdXxP4zHhuh0613UKN6fT8c7XdQsnwuQMAALVhQ/K1TfaamgAAAAAA6yLUBAAAAABKilATAAAAACgpQk0AAAAAoKQINQEAAACAkiLUBAAAAABKilATAAAAACgpQk0AAAAAoKQINQEAAACAkiLUBAAAAABKilATAAAAACgpQk0AAAAAoKQINQEAAACAkiLUBAAAAABKilATAAAAACgpQk0AAAAAoKQINQEAAACAkiLUBAAAAABKilATAAAAACgpQk0AAAAAoKQINQEAAACAkiLUBAAAAABKSt3abgAA2LQcc+Zn568HM2q7AQAAYKOwUhMAAAAAKClCTQAAAACgpHx2zi8DoMY5DRkAAIBNkZWaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUjbpUHPVqlX58Y9/nI4dO6Zhw4bZZptt8tOf/jSFQqFYUygUMmLEiLRp0yYNGzZM79698+KLL1aZZ+HChRk4cGCaNWuWysrKDB48OEuXLq1SM3369PTs2TMNGjRIu3btMnLkyE/lGAEAAACADbNJh5oXXXRRrrnmmvzyl7/Mc889l4suuigjR47ML37xi2LNyJEjc9VVV2XUqFF59NFH07hx4/Tp0yfvvPNOsWbgwIF59tlnM2nSpEyYMCEPPvhgTj755OL2JUuW5MADD0z79u0zbdq0XHzxxTn33HNz7bXXfqrHCwAAAAB8vLq13cBHeeSRR3L44YenX79+SZIOHTrkd7/7XR577LEk763SvOKKK/KjH/0ohx9+eJLkt7/9bVq1apXx48dnwIABee655zJx4sQ8/vjj6datW5LkF7/4RQ4++OBccskladu2bW688casWLEiv/nNb1JeXp4dd9wxTz/9dC677LIq4ScAAAAAUPs26ZWae+65Z+6///688MILSZJnnnkmDz30UA466KAkyaxZszJv3rz07t27+JqKiop07949U6dOTZJMnTo1lZWVxUAzSXr37p3NNtssjz76aLFmn332SXl5ebGmT58+mTlzZt54442NfpwAAAAAwPrbpFdq/vCHP8ySJUuyww47pE6dOlm1alV+9rOfZeDAgUmSefPmJUlatWpV5XWtWrUqbps3b15atmxZZXvdunWz+eabV6np2LHjWnOs2da8efO1elu+fHmWL19efL5kyZJPcqgAAAAAwHrapFdq/v73v8+NN96Ym266KU8++WTGjh2bSy65JGPHjq3t1nLBBRekoqKi+GjXrl1ttwQAAAAAnwubdKj5/e9/Pz/84Q8zYMCA7LzzzjnuuONy2mmn5YILLkiStG7dOkkyf/78Kq+bP39+cVvr1q2zYMGCKtvffffdLFy4sErNuuZ4/z4+6Mwzz8zixYuLj3//+9+f8GgBAAAAgPWxSYeay5Yty2abVW2xTp06Wb16dZKkY8eOad26de6///7i9iVLluTRRx9Njx49kiQ9evTIokWLMm3atGLNn//856xevTrdu3cv1jz44INZuXJlsWbSpEnZfvvt13nqeZLUr18/zZo1q/IAAAAAADa+TTrUPPTQQ/Ozn/0sd955Z2bPnp0//vGPueyyy3LkkUcmScrKynLqqafm/PPPzx133JEZM2bk+OOPT9u2bXPEEUckSTp16pS+fftmyJAheeyxx/Lwww9n2LBhGTBgQNq2bZskOfbYY1NeXp7Bgwfn2WefzS233JIrr7wyp59+em0dOgAAAADwITbpGwX94he/yI9//OP893//dxYsWJC2bdvm29/+dkaMGFGs+cEPfpC33norJ598chYtWpS99947EydOTIMGDYo1N954Y4YNG5b9998/m222Wfr375+rrrqquL2ioiL33ntvhg4dmt122y1bbrllRowYkZNPPvlTPV4AAAAA4OOVFQqFQm038VmwZMmSVFRUZPHixU5FBz4zdh67c223UGNmDJpR2y2UDJ87AABQGzYkX9ukTz8HAAAAAPggoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJSUaoWa//znP2u6DwAAAACA9VKtUPNLX/pS9t1339xwww155513aronAAAAAIAPVa1Q88knn8yXv/zlnH766WndunW+/e1v57HHHqvp3gAAAAAA1lKtULNLly658sor88orr+Q3v/lN5s6dm7333js77bRTLrvssrz66qs13ScAAAAAQJJPeKOgunXr5mtf+1rGjRuXiy66KP/4xz8yfPjwtGvXLscff3zmzp1bU30CAAAAACT5hKHmE088kf/+7/9OmzZtctlll2X48OF56aWXMmnSpLzyyis5/PDDa6pPAAAAAIAkSd3qvOiyyy7L6NGjM3PmzBx88MH57W9/m4MPPjibbfZeRtqxY8eMGTMmHTp0qMleAQAAAACqF2pec801+da3vpUTTjghbdq0WWdNy5Ytc911132i5gAAAAAAPqhaoeaLL774sTXl5eUZNGhQdaYHAAAAAPhQ1bqm5ujRozNu3Li1xseNG5exY8d+4qYAAAAAAD5MtULNCy64IFtuueVa4y1btszPf/7zT9wUAAAAAMCHqVaoOWfOnHTs2HGt8fbt22fOnDmfuCkAAAAAgA9TrVCzZcuWmT59+lrjzzzzTLbYYotP3BQAAAAAwIepVqj5jW98I6ecckoeeOCBrFq1KqtWrcqf//znfO9738uAAQNqukcAAAAAgKJq3f38pz/9aWbPnp39998/deu+N8Xq1atz/PHHu6YmAAAAALBRVSvULC8vzy233JKf/vSneeaZZ9KwYcPsvPPOad++fU33BwAAAABQRbVCzTW22267bLfddjXVCwAAAADAx6pWqLlq1aqMGTMm999/fxYsWJDVq1dX2f7nP/+5RpoDAAAAAPigaoWa3/ve9zJmzJj069cvO+20U8rKymq6LwAAAACAdapWqHnzzTfn97//fQ4++OCa7gcAAAAA4CNtVp0XlZeX50tf+lJN9wIAAAAA8LGqFWqeccYZufLKK1MoFGq6HwAAAACAj1St088feuihPPDAA7n77ruz4447pl69elW233bbbTXSHAAAAADAB1Ur1KysrMyRRx5Z070AAAAAAHysaoWao0ePruk+AAAAAADWS7WuqZkk7777bu677778+te/zptvvpkkeeWVV7J06dIaaw4AAAAA4IOqtVLzX//6V/r27Zs5c+Zk+fLlOeCAA9K0adNcdNFFWb58eUaNGlXTfQIAAAAAJKnmSs3vfe976datW9544400bNiwOH7kkUfm/vvvr7HmAAAAAAA+qForNf/yl7/kkUceSXl5eZXxDh065OWXX66RxgAAAAAA1qVaKzVXr16dVatWrTX+n//8J02bNv3ETQEAAAAAfJhqhZoHHnhgrrjiiuLzsrKyLF26NOecc04OPvjgmuoNAAAAAGAt1Tr9/NJLL02fPn3SuXPnvPPOOzn22GPz4osvZsstt8zvfve7mu4RAAAAAKCoWqHm1ltvnWeeeSY333xzpk+fnqVLl2bw4MEZOHBglRsHAQAAAADUtGqFmklSt27dfPOb36zJXgAAAAAAPla1Qs3f/va3H7n9+OOPr1YzAAAAAAAfp1qh5ve+970qz1euXJlly5alvLw8jRo1EmoCAAAAABtNte5+/sYbb1R5LF26NDNnzszee+/tRkEAAAAAwEZVrVBzXbbddttceOGFa63iBAAAAACoSTUWaibv3TzolVdeqckpAQAAAACqqNY1Ne+4444qzwuFQubOnZtf/vKX2WuvvWqkMQAAAACAdalWqHnEEUdUeV5WVpYWLVpkv/32y6WXXloTfQEAAAAArFO1Qs3Vq1fXdB8AAAAAAOulRq+pCQAAAACwsVVrpebpp5++3rWXXXZZdXYBAAAAALBO1Qo1n3rqqTz11FNZuXJltt9++yTJCy+8kDp16qRr167FurKysprpEgAAAADg/6lWqHnooYemadOmGTt2bJo3b54keeONN3LiiSemZ8+eOeOMM2q0SQAAAACANap1Tc1LL700F1xwQTHQTJLmzZvn/PPPd/dzAAAAAGCjqlaouWTJkrz66qtrjb/66qt58803P3FTAAAAAAAfplqh5pFHHpkTTzwxt912W/7zn//kP//5T/7whz9k8ODB+drXvlbTPQIAAAAAFFXrmpqjRo3K8OHDc+yxx2blypXvTVS3bgYPHpyLL764RhsEAAAAAHi/aoWajRo1ytVXX52LL744L730UpJkm222SePGjWu0OQAAAACAD6rW6edrzJ07N3Pnzs22226bxo0bp1Ao1FRfAAAAAADrVK1Q8/XXX8/++++f7bbbLgcffHDmzp2bJBk8eHDOOOOMGm0QAAAAAOD9qhVqnnbaaalXr17mzJmTRo0aFce//vWvZ+LEiTXWHAAAAADAB1Xrmpr33ntv7rnnnmy99dZVxrfddtv861//qpHGAAAAAADWpVorNd96660qKzTXWLhwYerXr/+JmwIAAAAA+DDVCjV79uyZ3/72t8XnZWVlWb16dUaOHJl99923xpoDAAAAAPigap1+PnLkyOy///554oknsmLFivzgBz/Is88+m4ULF+bhhx+u6R4BAAAAAIqqtVJzp512ygsvvJC99947hx9+eN5666187Wtfy1NPPZVtttmmRht8+eWX881vfjNbbLFFGjZsmJ133jlPPPFEcXuhUMiIESPSpk2bNGzYML17986LL75YZY6FCxdm4MCBadasWSorKzN48OAsXbq0Ss306dPTs2fPNGjQIO3atcvIkSNr9DgAAAAAgJqxwSs1V65cmb59+2bUqFE5++yzN0ZPRW+88Ub22muv7Lvvvrn77rvTokWLvPjii2nevHmxZuTIkbnqqqsyduzYdOzYMT/+8Y/Tp0+f/P3vf0+DBg2SJAMHDszcuXMzadKkrFy5MieeeGJOPvnk3HTTTUmSJUuW5MADD0zv3r0zatSozJgxI9/61rdSWVmZk08+eaMeIwAAAACwYTY41KxXr16mT5++MXpZy0UXXZR27dpl9OjRxbGOHTsW/1woFHLFFVfkRz/6UQ4//PAkyW9/+9u0atUq48ePz4ABA/Lcc89l4sSJefzxx9OtW7ckyS9+8YscfPDBueSSS9K2bdvceOONWbFiRX7zm9+kvLw8O+64Y55++ulcdtllQk0AAAAA2MRU6/Tzb37zm7nuuutqupe13HHHHenWrVuOPvrotGzZMrvuumv+93//t7h91qxZmTdvXnr37l0cq6ioSPfu3TN16tQkydSpU1NZWVkMNJOkd+/e2WyzzfLoo48Wa/bZZ5+Ul5cXa/r06ZOZM2fmjTfeWGdvy5cvz5IlS6o8AAAAAICNr1o3Cnr33Xfzm9/8Jvfdd1922223NG7cuMr2yy67rEaa++c//5lrrrkmp59+es4666w8/vjjOeWUU1JeXp5BgwZl3rx5SZJWrVpVeV2rVq2K2+bNm5eWLVtW2V63bt1svvnmVWrevwL0/XPOmzevyunua1xwwQU577zzauQ4AQAAAID1t0Gh5j//+c906NAhf/vb39K1a9ckyQsvvFClpqysrMaaW716dbp165af//znSZJdd901f/vb3zJq1KgMGjSoxvZTHWeeeWZOP/304vMlS5akXbt2tdgRAAAAAHw+bFCoue2222bu3Ll54IEHkiRf//rXc9VVV621UrKmtGnTJp07d64y1qlTp/zhD39IkrRu3TpJMn/+/LRp06ZYM3/+/HTp0qVYs2DBgipzvPvuu1m4cGHx9a1bt878+fOr1Kx5vqbmg+rXr5/69etX88gAAAAAgOraoGtqFgqFKs/vvvvuvPXWWzXa0PvttddemTlzZpWxF154Ie3bt0/y3k2DWrdunfvvv7+4fcmSJXn00UfTo0ePJEmPHj2yaNGiTJs2rVjz5z//OatXr0737t2LNQ8++GBWrlxZrJk0aVK23377dZ56DgAAAADUnmrdKGiND4acNe20007LX//61/z85z/PP/7xj9x000259tprM3To0CTvnep+6qmn5vzzz88dd9yRGTNm5Pjjj0/btm1zxBFHJHlvZWffvn0zZMiQPPbYY3n44YczbNiwDBgwIG3btk2SHHvssSkvL8/gwYPz7LPP5pZbbsmVV15Z5fRyAAAAAGDTsEGnn5eVla11zcyavIbmB33lK1/JH//4x5x55pn5yU9+ko4dO+aKK67IwIEDizU/+MEP8tZbb+Xkk0/OokWLsvfee2fixIlp0KBBsebGG2/MsGHDsv/++2ezzTZL//79c9VVVxW3V1RU5N57783QoUOz2267Zcstt8yIESNy8sknb7RjAwAAAACqp6ywAcstN9tssxx00EHFa0n+6U9/yn777bfW3c9vu+22mu2yBCxZsiQVFRVZvHhxmjVrVtvtANSIncfuXNst1JgZg2bUdgslw+cOAADUhg3J1zZopeYH7zj+zW9+c8O7AwAAAAD4BDYo1Bw9evTG6gMAAAAAYL18ohsFAQAAAAB82oSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlJSSCjUvvPDClJWV5dRTTy2OvfPOOxk6dGi22GKLNGnSJP3798/8+fOrvG7OnDnp169fGjVqlJYtW+b73/9+3n333So1kydPTteuXVO/fv186UtfypgxYz6FIwIAAAAANlTJhJqPP/54fv3rX+fLX/5ylfHTTjstf/rTnzJu3LhMmTIlr7zySr72ta8Vt69atSr9+vXLihUr8sgjj2Ts2LEZM2ZMRowYUayZNWtW+vXrl3333TdPP/10Tj311Jx00km55557PrXjAwAAAADWT0mEmkuXLs3AgQPzv//7v2nevHlxfPHixbnuuuty2WWXZb/99stuu+2W0aNH55FHHslf//rXJMm9996bv//977nhhhvSpUuXHHTQQfnpT3+aX/3qV1mxYkWSZNSoUenYsWMuvfTSdOrUKcOGDctRRx2Vyy+/vFaOFwAAAAD4cCURag4dOjT9+vVL7969q4xPmzYtK1eurDK+ww475Atf+EKmTp2aJJk6dWp23nnntGrVqljTp0+fLFmyJM8++2yx5oNz9+nTpzjHuixfvjxLliyp8gAAAAAANr66td3Ax7n55pvz5JNP5vHHH19r27x581JeXp7Kysoq461atcq8efOKNe8PNNdsX7Pto2qWLFmSt99+Ow0bNlxr3xdccEHOO++8ah8XAAAAAFA9m/RKzX//+9/53ve+lxtvvDENGjSo7XaqOPPMM7N48eLi49///ndttwQAAAAAnwubdKg5bdq0LFiwIF27dk3dunVTt27dTJkyJVdddVXq1q2bVq1aZcWKFVm0aFGV182fPz+tW7dOkrRu3Xqtu6Gvef5xNc2aNVvnKs0kqV+/fpo1a1blAQAAAABsfJt0qLn//vtnxowZefrpp4uPbt26ZeDAgcU/16tXL/fff3/xNTNnzsycOXPSo0ePJEmPHj0yY8aMLFiwoFgzadKkNGvWLJ07dy7WvH+ONTVr5gAAAAAANh2b9DU1mzZtmp122qnKWOPGjbPFFlsUxwcPHpzTTz89m2++eZo1a5bvfve76dGjR/bYY48kyYEHHpjOnTvnuOOOy8iRIzNv3rz86Ec/ytChQ1O/fv0kyX/913/ll7/8ZX7wgx/kW9/6Vv785z/n97//fe68885P94ABAAAAgI+1SYea6+Pyyy/PZpttlv79+2f58uXp06dPrr766uL2OnXqZMKECfnOd76THj16pHHjxhk0aFB+8pOfFGs6duyYO++8M6eddlquvPLKbL311vm///u/9OnTpzYOCQAAAAD4CGWFQqFQ2018FixZsiQVFRVZvHix62sCnxk7j925tluoMTMGzajtFkqGzx0AAKgNG5KvbdLX1AQAAAAA+CChJgAAAABQUoSaAAAAAEBJKfkbBcGn5bkdOtV2CzWm0/PP1XYLAAAAANVmpSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFLq1nYDAAAA8Gl7bodOtd1Cjej0/HO13QJArbBSEwAAAAAoKUJNAAAAAKCkCDUBAAAAgJIi1AQAAAAASopQEwAAAAAoKUJNAAAAAKCkCDUBAAAAgJIi1AQAAAAASopQEwAAAAAoKUJNAAAAAKCkCDUBAAAAgJIi1AQAAAAASkrd2m4ASsUxZ352fi4zarsBAAAAgE/ASk0AAAAAoKQINQEAAACAkiLUBAAAAABKilATAAAAACgpQk0AAAAAoKQINQEAAACAkiLUBAAAAABKSt3abgAAAAA+bcec+dn4v8MzarsBgFpipSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlRagJAAAAAJSUurXdAAAAAJ++53boVNst1JhOzz9X2y0A8CkTagIAVcyYNae2WwAAAPhITj8HAAAAAEqKlZoAfCgr9gAAANgUWakJAAAAAJQUoSYAAAAAUFKEmgAAAABASdmkQ80LLrggX/nKV9K0adO0bNkyRxxxRGbOnFml5p133snQoUOzxRZbpEmTJunfv3/mz59fpWbOnDnp169fGjVqlJYtW+b73/9+3n333So1kydPTteuXVO/fv186UtfypgxYzb24QEAAAAA1bBJh5pTpkzJ0KFD89e//jWTJk3KypUrc+CBB+att94q1px22mn505/+lHHjxmXKlCl55ZVX8rWvfa24fdWqVenXr19WrFiRRx55JGPHjs2YMWMyYsSIYs2sWbPSr1+/7Lvvvnn66adz6qmn5qSTTso999zzqR4vAAAAAPDxNum7n0+cOLHK8zFjxqRly5aZNm1a9tlnnyxevDjXXXddbrrppuy3335JktGjR6dTp07561//mj322CP33ntv/v73v+e+++5Lq1at0qVLl/z0pz/N//zP/+Tcc89NeXl5Ro0alY4dO+bSSy9NknTq1CkPPfRQLr/88vTp0+dTP24AAAAA4MNt0is1P2jx4sVJks033zxJMm3atKxcuTK9e/cu1uywww75whe+kKlTpyZJpk6dmp133jmtWrUq1vTp0ydLlizJs88+W6x5/xxratbMsS7Lly/PkiVLqjwAAAAAgI2vZELN1atX59RTT81ee+2VnXbaKUkyb968lJeXp7Kyskptq1atMm/evGLN+wPNNdvXbPuomiVLluTtt99eZz8XXHBBKioqio927dp94mMEAAAAAD5eyYSaQ4cOzd/+9rfcfPPNtd1KkuTMM8/M4sWLi49///vftd0SAAAAAHwubNLX1Fxj2LBhmTBhQh588MFsvfXWxfHWrVtnxYoVWbRoUZXVmvPnz0/r1q2LNY899liV+dbcHf39NR+8Y/r8+fPTrFmzNGzYcJ091a9fP/Xr1//ExwYAAAAAbJhNeqVmoVDIsGHD8sc//jF//vOf07Fjxyrbd9ttt9SrVy/3339/cWzmzJmZM2dOevTokSTp0aNHZsyYkQULFhRrJk2alGbNmqVz587FmvfPsaZmzRwAAAAAwKZjk16pOXTo0Nx00025/fbb07Rp0+I1MCsqKtKwYcNUVFRk8ODBOf3007P55punWbNm+e53v5sePXpkjz32SJIceOCB6dy5c4477riMHDky8+bNy49+9KMMHTq0uNLyv/7rv/LLX/4yP/jBD/Ktb30rf/7zn/P73/8+d955Z60dOwAAAACwbpv0Ss1rrrkmixcvTq9evdKmTZvi45ZbbinWXH755TnkkEPSv3//7LPPPmndunVuu+224vY6depkwoQJqVOnTnr06JFvfvObOf744/OTn/ykWNOxY8fceeedmTRpUnbZZZdceuml+b//+7/06dPnUz1eAAAAAODjbdIrNQuFwsfWNGjQIL/61a/yq1/96kNr2rdvn7vuuusj5+nVq1eeeuqpDe4RAAAAAPh0bdIrNQEAAAAAPkioCQAAAACUFKEmAAAAAFBShJoAAAAAQEkRagIAAAAAJUWoCQAAAACUFKEmAAAAAFBShJoAAAAAQEmpW9sNQKmYMWtObbcAAAAAQKzUBAAAAABKjJWaAAAAfO44EwugtFmpCQAAAACUFKEmAAAAAFBShJoAAAAAQEkRagIAAAAAJUWoCQAAAACUFKEmAAAAAFBShJoAAAAAQEkRagIAAAAAJUWoCQAAAACUFKEmAAAAAFBShJoAAAAAQEkRagIAAAAAJUWoCQAAAACUFKEmAAAAAFBShJoAAAAAQEmpW9sNAAAAtWvnsTvXdgs1YsagGbXdAgDwKbFSEwAAAAAoKUJNAAAAAKCkCDUBAAAAgJLimpoAAACfQ8ec+dn5v4Oupgrw+WOlJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUoSaAAAAAEBJEWoCAAAAACVFqAkAAAAAlBShJgAAAABQUurWdgMAAAAAsDHtPHbn2m6hxswYNKO2W9gkWKkJAAAAAJQUoSYAAAAAUFKEmgAAAABASRFqAgAAAAAlxY2CAIAqOrxzU223UGNm13YDAADARiHUBOBDCbcAAADYFAk1AQCAz62dx+5c2y3UmBmDZtR2CwDwqXFNTQAAAACgpAg1AQAAAICS4vRz4GM5LQsAAADYlFipCQAAAACUFCs1YT25CzQAAADApkGoCQAAwOfOZ2XRwuzabgCgljj9HAAAAAAoKUJNAAAAAKCkOP2cDfJZuQu2O2ADAAAAlC4rNQEAAACAkiLUBAAAAABKilATAAAAACgpQk0AAAAAoKQINQEAAACAkiLUBAAAAABKilATAAAAACgpdWu7AQAAqG3P7dCptluoMZ2ef662WwAA2Ois1AQAAAAASopQEwAAAAAoKU4/BwB4n8/KachOQQYA4LNMqAkAQJLPTqCbCHUBAD7rhJoAAADA54J/wIPPDqEmwMf4rPzFx196AAAA+KxwoyAAAAAAoKQINQEAAACAkuL0cwAAAPg8ObeitjuoOecuru0OgFoi1AQAgM+5GbPm1HYL1AKfOwClzOnnAAAAAEBJEWoCAAAAACXF6ecAAHzudRrwSm23AAAb32fleqrVuJaqS2589gg1P+BXv/pVLr744sybNy+77LJLfvGLX2T33Xev7bYA+JR1+OGdtd1CjZl9Yb/abgFgk/XmcxfWdgsAQDUINd/nlltuyemnn55Ro0ale/fuueKKK9KnT5/MnDkzLVu2rO32Ngn+0gcA8NnT4Z2baruFGjG7thuAEvFZ+c0nG/67P+iISzZGG7Vidm03ALXMNTXf57LLLsuQIUNy4oknpnPnzhk1alQaNWqU3/zmN7XdGgAAAADw/1ip+f+sWLEi06ZNy5lnnlkc22yzzdK7d+9MnTp1rfrly5dn+fLlxeeLF793PYclS5Zs/GZr0erly2q7hRpRnc/ps3LsyYYf/6q3V22kTj591fnsl676bBy/7/2GHb9j/2zwm98wn5VjT6px/MsLG6eR2vA5/u+9/63zvd8Qn5XP3vfe33M2yGfld/95PvakesdfItZ8rwuFj/+8ygrrU/U58Morr2SrrbbKI488kh49ehTHf/CDH2TKlCl59NFHq9Sfe+65Oe+88z7tNgEAAPj/2rvzgJry/g/gnxspKiVLKLRRKUu2SKKUrQgpQmVJRKNCkWyTfewey2Ds+5I9g0GWKEsJY6whitAi7Yvevz967nm6Ms8zMz91u7fP6y+dc8rne+9Zvufz3RhjjMm1N2/ekI6Ozn89hntq/kPBwcE0ZcoU4efi4mJKS0ujunXrkkgkkmJksu3z58/UpEkTevPmDdWuXVva4VSoqlx2oqpdfi47l72qlZ2oapefy141y05UtcvPZa+aZSeq2uXnslfNshNV7fJz2atm2b8nAJSZmUmNGzf+n8dyUvPf6tWrR9WqVaP3799LbH///j01bNiwzPFKSkqkpKQksU1DQ6M8Q6xSateuXWVvAlW57ERVu/xcdi57VVSVy89lr5plJ6ra5eeyV82yE1Xt8nPZq2bZiap2+bnsVbPs34u6uvpfOo4XCvq3GjVqUPv27enixYvCtuLiYrp48aLEcHTGGGOMMcYYY4wxxph0cU/NUqZMmUKenp7UoUMH6tSpE61evZqys7Np9OjR0g6NMcYYY4wxxhhjjDH2b5zULGXo0KH08eNHmjNnDiUnJ1Pbtm3p7NmzpKWlJe3QqgwlJSWaO3dumaH9VUFVLjtR1S4/l53LXhVV5fJz2atm2Ymqdvm57FWz7ERVu/xc9qpZdqKqXX4ue9Usu7Tw6ueMMcYYY4wxxhhjjDGZwnNqMsYYY4wxxhhjjDHGZAonNRljjDHGGGOMMcYYYzKFk5qMMcYYY4wxxhhjjDGZwklNxhhjjDHGGGOMMcaYTOGkJmMyJicnR9ohMMYYY4wxxhhjjEkVJzUZkyGDBw+m0NBQysjIkHYojDFWboqLi4V/FxUVERERAGmFwxhjjDFWYbjOw9hfx0lNVmn99NNPtG/fPmmHUalYWFjQsmXLaMOGDXKf2Cyd1GBVW+mKXX5+vhQjYRVFQUGBEhMTCQBVr16dTp8+TUuXLpXrSv7vv/8uJHBZ1cDPubLE17i4jiPP17xYVSjj/8KfgaSq9nlUtfL+GfEzobi4mEQiERERPX36lNLT06UZFvuOxOd6YWGhlCORL5zUZJXWs2fPyN3dnY4ePSrtUKROfAOcPn06rV27lkJCQmjdunVyl9h8//49vXnzhohKkhpV1adPn7gC82+lK3aLFi2ihQsXUmpqqpSjqlji6//u3bt0/vx5+vLli5QjKn+5ubnUt29fsrW1pUOHDtGAAQPIwMBAOBfkzeHDh2nAgAFUvXp1aYciFVUtuff69WsqKiqq0s+5PyMSiejmzZtkbW0t3P/lPeHx9X1N3sv7tdLPeSKqEs+4r927d4/Onz9PcXFxRFRyTlSF++KDBw/o48ePcvts/7sUFBTo1atX1KdPHyIiOnXqFPXr14/evn0r5cj+/6rafe1bAJBIJKKTJ0/SqlWrqsQ1XlG4NsUqrS1btpC/vz8NHz6cwsLCpB2OVJWu1E+aNInWrl1Ls2fPlqvE5ty5c6lXr17UqVMnMjc3p927d1NaWpq0w6pwCxcuJBcXFzIxMaHg4GC6evWqtEOSmuLiYuGl/82bN/TgwQNaunQp7dy5kz59+iTd4CqIuAIUFhZGffv2pZs3b9Lz58+lHVa5U1ZWpsOHD9P9+/fJ09OTtm/fTi4uLnL7sturVy/KycmhFStWSDuUcid+lr19+5ZevnxJaWlpVSq5d/LkSRo2bBj98ssv/JL3J1q0aEEfPnygNWvWEFHZpJ88Wbt2LQ0dOpS8vb1p48aNRCTf5f0W8fW/fPlycnNzIzs7O9q9eze9evVKuoFVkKNHj5KtrS25u7uTp6cn+fv7EwBSUFCQ66TH8ePHqW/fvrRhwwZeL6CUhIQEevPmDZmamtLAgQNp4cKFZGpqKu2w/jHxcy4tLY2ys7MpJSVFYru8O3fuHD18+JCI/nNvP3ToENWoUaNK1X3KG3+SrFJbsWIF+fj40IgRI6psYlN80y/dauvr60tr1qyRm8TmokWLaP369RQUFES7d+8mExMTWrZsGW3evJk+f/4s7fAqzKxZs2j16tXk7u5OS5YsoUuXLtGcOXPo119/lXZoUiF+2E+dOpUcHBxIRUWF2rRpQ4GBgVViCgaikuv+2rVrNGbMGPrxxx9p2rRpZGRkJO2wyp1IJKJatWrR58+fqXr16nT48GEiIqpWrZrcveQVFBSQiooKjRw5km7evEl5eXlyW9kXJ+lPnDhBPXv2pN69e1OLFi1o48aNctET5X85fvw4ubq6kpubG/Xs2VMieSWv3/nfVVRURCoqKjR06FC6ceMG5eXlSTukcvPjjz/SrFmzSEVFhVJSUmjq1Kk0YsQIKigoICL5PydK38tnz55Nixcvpjp16lCjRo3Iz8+P5s+fTzExMVKMsHwBoOzsbNqyZQutWbOGrl+/Tm5ubhQZGUmenp5yndg8ffo0DR8+nObOnUtjx46lWrVqSTukSqN79+7k4eFBjx49IgMDAxo6dCgRkUxOTyN+5p8+fZpcXFyoW7duZG9vTwcPHpT7xhsA9PjxYxo0aBCtXbuWnj59Kux79+6dTH6flRoYq4SKi4tRXFws/BwQEAAlJSUcPnxYilFVvC9fvgj/zsjIwPv37yX2r1mzBiKRCAsWLMCnT58qOrz/ty9fviA1NRWdO3fG+vXrJfYFBgbC0NAQV69eBQCJ80EenTlzBsbGxoiOjgYAXL16FYqKimjXrh2srKzw22+/STlC6Thx4gRq166NO3fuoKioCADw008/QSQSYdGiRUhLS5NyhOVHfM5Pnz4dLi4uEvtK3xvkTelr/dmzZ4iLi4O2tjZ69+4tbBeXX5Y/hydPnkj8fPnyZSgqKuL06dNSiqj8lP6ezpw5A3V1daxYsQKpqakICgpC3bp1MWfOHCQmJkoxyvKVlJSEtm3bYt26dQCAgoICZGZm4sSJE0hKSpJydNIjvt4zMjIktkdHR0NRUREHDhyQRljl7ubNmxg1ahQuXboEACgqKsLly5dRr149jBkzRsrRVaykpCQEBATg8uXLwrajR4+ibdu28PHxwefPn+WyDpiVlYXMzEwMGjQIr169AgBkZ2dj48aNMDc3h7u7u1BuWX7WfS07OxsDBw7E7NmzAQA5OTlISEjAsmXLcPbsWbl+Dvw3pb/rI0eOYN68eejYsSM6deqEnJwcACXPDVlz+vRpKCsrY9WqVbh27RomT54MkUiEW7duSTu0CnHgwAE0a9YMPj4++OOPPwAAvXr1wtatWwH859r+OvfB/h5OarJKRXwxFxcXl3mA+/n5VanEZunyL1iwAFZWVmjcuDFGjx6NO3fuCPvEiU1ZTfAUFhbCxMQEGzduBADk5eUJ+zp37oyhQ4dKK7QK9eDBA8yfPx8AEB4eDk1NTWzbtg3Xr19H3bp1YWlpiSNHjkg5yoq3d+9emJqaIiMjQ+KaCA0NhaKiIlauXCmT5/3fMXLkSAwePBhA2Rebu3fvCsleWSe+/6empiIrKwtZWVkASu4RkZGR0NbWRt++fYXj1q9fj59++klq8f5/HDhwAHp6evD09MTdu3eRnZ0NAJg4cSL69++P1NRUKUf4fYSHh0v8/OHDBzg4OGDhwoUAgMTERBgaGqJdu3aoXbs2goOD8ebNG2mEWq4KCgqQnp4OPT09nD59Gl++fEFoaCgsLS2hoaGB+vXr4/79+9IOU2quXbsGJycn4XoW39OmTJkCW1tbvH37VprhfXdhYWEwNzeHgYEBnj17BuA/979Tp05BQ0MDFy5ckGaIFebw4cMQiUTQ1tZGZGRkmX1KSkq4ffu2lKIrPydOnED79u3h4OAAIyMjZGZmCvvEic2OHTti4MCBcpfo+PTpE1q3bo2ZM2ciPT0dfn5+sLa2hpaWFho2bIjly5cDkP/ODKWJy3r58mXs3r0bycnJAIALFy7A3NwcnTp1Qn5+vnD8jRs3kJ6eLo1Q/5bCwkIMGzYMP/74IwAgISEBBgYG8Pb2ljhOHr/r0mU6dOgQdHR0MG7cODx8+BBOTk7f7Kwirveyv4+Hn7NKA//uon7hwgXy8vIiJycnWrJkiTDPyurVq2nChAk0cuTIKjEUXTz0VjzEfMSIEXTo0CE6c+YMzZs3j86dO0dERJMnTxYWDzp16pQ0Q/5bDhw4QOvXr6fq1auTvr6+sNK9kpKSMPTK3Ny8yiycYWRkRJMmTaKcnBxavXo1BQQE0OjRo8nS0pJatmxJHz9+pMjISGmHWa7wjaF2ioqK9PTpU/r06RMpKCgIq587OztTjRo1aObMmcK5I29DtMSfR6NGjSgqKopycnJIQUFB2P7582c6cOAAXb9+XZphfhfi+394eDg5OTlR9+7dycrKiuLi4qh69erUtWtXOnjwIP3+++9kZmZGHh4e5OfnR3379pV26P9Iy5Ytafny5XTv3j3y9vYmBwcHio6OpubNm9P79++FOWNl+Zw+f/48zZkzh5KTk4Vztlq1ajRs2DDy8PCgjx8/kr29PfXo0YNiYmJo1KhRwjDMxMREKUf//URGRtIPP/xADx8+pJ49e5Kfnx9paWlRTEwMDRo0iF69ekWNGzemTZs2STtUqSkuLqaGDRvS6tWrqUuXLrR27VpKT0+nwYMH0/v37ykhIUE4Th7Url2bGjVqRAkJCXTjxg0i+s9ca61atSI1NbUqsyBep06daNSoUfT27VthCgrxqsBDhgyhpk2bUlRUlDRD/O5iYmLIzc2NbGxsSFNTk1JTU2nw4MHC/lq1apGHhwe5ublReno6vXv3TorRfj9xcXH07t07UldXp7Fjx9Ly5ctJV1eXXr9+TaNGjaLk5GRydHSk3377jYiqztyy4vrP0aNHycnJiR49ekRZWVlEVDIUffny5ZSfn09du3alFy9e0KxZs2jMmDFCfbiyKV2XLywspNjYWOrYsSNlZGSQpaUl9ezZk37++WciItq0aRM9evRILr9rkUgkzAPv4uJCK1asoLNnz9K6devo5s2bNHz4cBowYAD16dOHevToQfb29hQQECDXU66UK+nlUxkr69ixY1BXV4eHhwcWLFgAZWVljB8/Hk+fPhWOmTJlCkQiEY4fPy7FSCvGhQsX0LJlS2EIdlRUFJSUlNC4cWNYWFhItPIcOnQIhYWF0gr1b/n9999hbm6Otm3b4ujRo4iNjUWzZs3g6uoK4D+9NCwtLTF58mRphlquEhIS8OLFC4ltHz9+hIGBgdBzNTU1FcOHD8f+/fvlavjR10qXrXRr9JcvX2BrawsLCwuJIZrx8fEICgrCvHnzoKSkhN9//71C4y0P4lbdly9fIj4+XphuIi0tDUZGRrCwsMDnz5+FY4ODg6Grqys3PdtOnjwJVVVVLFiwAOfOncPAgQOhpaUlMRz7xYsXGDFiBEaNGiWzPdtKn+tFRUUIDw+Hu7s7DAwMMGzYMIhEIowdO1aKEX4fycnJQm+Tx48fS2wHgMWLF8POzk7olbpkyRLo6OigdevW+PDhQ8UHXE62bdsGbW1tTJ06FQcOHMCRI0ewYcMGid64gwYNktlex/+E+F6XnZ0tMTojJSUFXl5esLKygo6ODg4cOICmTZuiZ8+e0gq13Ny4cQP9+vVDhw4dcPToUWF7ZmYmDA0NsX37dukFV07+rA6TmJiIIUOGQF1dXZiCByip/+jp6cnVZ3Hnzh2cO3cOixcvBlAy9Pr48eMwMDCAg4ODxLE5OTky0Rvvr0hMTISlpSX69OkjPAOio6OF3vzier+Pjw/Gjh0rUQ+sCq5evQp1dXXs2LHjm/ujo6Nhbm4OLS0t6OrqVvqh2+fPnxeu5YkTJ8LHxwfa2tqYMGGC8K76+fNnuLm5Ye3atXL3fiN+xpV+vgElo88aNmwIMzMzjBo1Cjt37sSaNWswd+5crFixQmbrtZUBJzVZpXH//n3o6+sLyZycnBzUrVsXCgoKcHJyEoboAEBwcDAePXokrVArzJ07d4TP49y5c9DU1MTu3bvx4cMH1K5dG/369ZOoDAOo9InNadOmwdnZGZaWlqhTpw6MjY3x888/4+jRo9DV1YWRkRH69u2Lzp07w8TEpNKX55+aOXMmdHV1Ub9+fbRu3Ro7d+7Ex48fkZmZid69e8PZ2Rlr165F79690bVrV7mYQ/DPlB6isXbtWri4uMDPzw9XrlwBUFLZ6969O1q2bIlz587h7Nmz6NOnDxwdHZGRkYEmTZpgzZo10gr/uzpy5AgMDQ1Rr149ODg4YOfOnQCA69evo3Xr1mjQoAFsbGxgZ2eHunXrIjY2VsoRfx+vXr1C165dsWrVKgDAmzdvoK+vDz09PdSqVQsnT56UOP7riqIs2LBhAyZNmgQHBwdcuXIFKSkpEvvPnTuHNWvWwNDQEEZGRsIzThaHZX09L2rbtm3h7+8vccyUKVPQt29f4aU9MDAQYWFhcjP0vrTt27ejZcuWmDRpEp4/fy5sT0lJwezZs1G/fn2JxK88E58b4eHhcHV1Rdu2beHt7S1MLVRcXIzExESEhITAwsICqqqqqFevXpnrRdbs3bsXGzZswL59+4RtERERcHJygq6uLubMmYN169ZhwIABMDIykptpRcRK3xP27NmD5cuXS3wWycnJGDhwINTU1BAcHIw1a9bAwcEBrVq1kpt6YHp6OszMzCASieDn5ydsz83NxbFjx2BoaIgBAwZIL8BytnHjRvTo0QPOzs5l5hF+9uwZQkJCoK6ujgcPHkgpwooRFBSEQ4cOSWxbsWKF8N1nZ2fj3LlzcHV1xYgRI7Bt2zYAJe/FV65cqXRzMD958kRIQn/58gXp6elo2bIlzp8/D6BkmrT69evD2tpaeN6LG+YNDAzKdO6QdeJ73dmzZ+Hs7AxPT09s375duI8dPnwYOjo6mDRpEl6/fi3NUOUKJzVZpXHp0iXMnTsXQMkLra6uLgICAnDz5k0oKytj7NixwgS78uhbyaqsrCy8e/cOWVlZsLOzw7x581BcXIyioiJ07NgRioqKZV4UK7Pt27dDQ0MDMTExSEtLw7t372Bvbw9ra2vs2LEDiYmJmDVrFvz8/DBnzhzhASAvFVqxPXv2oH79+ti/fz8uX76M4cOHo1WrVkLL/YkTJ9CnTx+YmpqiT58+wsTg8p7QXLx4MWrXro2JEydCT08P3bp1EybSjo2NhbOzM1RVVWFoaIiuXbuisLAQ+fn5MDMzw8GDB6VVhO8mPj4eBgYG2LBhA/bv348RI0agXbt2QsNGQUEBFi1ahKCgICxYsECioUfWPX/+HPPnz0dmZiaSkpLQokULeHl5ITs7G/b29tDR0SnTgCNLZsyYAS0tLUycOBHDhg1DgwYNsHz58m/OFfj27Vvo6OgI807Kstu3byMoKAgzZ86EmZkZQkJChH3Lli2DhoYGvLy8MGTIEKioqMhNYi8+Pr7Mi+e2bdtgZGQEHx8fPHv2DBEREfDw8IC2trbcNE78ma8T8ydOnICysjIWLVqErVu3YsSIERCJRLh3757Ecb///jv27dsn8+fFjBkzoKmpCRMTE7Ro0QJOTk7CvqtXr6Jv376oWbMm7OzssH79eiGhKW+JTQCYPXs2atWqBWtra4hEInh4eAijDZKTk+Hm5gaRSIThw4dj165dyM3NBSD79cCwsDChsbZjx45o166dUDagpKHu5MmT0NTUFEYtyYOv661bt26FlZUVBg8eLPTYvHHjBlxdXWFkZIS7d+9KIcqKk56ejhkzZpS514WEhEBfXx8HDhyAo6Mj+vbti969e2PYsGFo166dRGNYZXLs2DGIRCIcOXJEeFfJycmBgYGBMMoQAPz9/dG8eXMMHDgQAQEBGDZsGOrUqSO33/eVK1dQvXp1jB8/Hp06dYKFhQUmTpwofEZ79+6Frq4uRowYUWbRSPbPcFKTSVXpim5qairu37+PwsJCDB48GJ6ensjNzcWXL1/QoUMHiEQijBgxQiZXfvtfSvc6evr0KZKSkiSG36Wnp6Nt27bYsmWLcLy3tzdu3LghU5XekJAQWFlZ4cuXL0JF582bN+jUqRMMDAwkFsIRnxuyVL6/4siRI9i0aRM2bNggsT0wMBD6+vpCJSAlJQVpaWnC5yDrFfr/JSYmBl5eXoiIiAAAvHv3DiNHjkSXLl2E8x4A/vjjDyQnJwufS3BwMAwNDZGQkCCNsL+bu3fvYsaMGfDz8xPK9vz5c/j6+qJt27Zy0xP1v3n58iWAksrvgAEDhAnTvb29UbNmTTRu3FhiMQVZsWPHDjRr1kxIXN26dQsikQiNGzfGggULhGkGgP9MvfDjjz+iT58+MtkjVaywsBAeHh5wdHREeno65s+fDyMjIwQHBwvHhISEoH///nBwcCjzkier0tLS0KhRI8ycObNM0nrr1q1QVFREQEAANm/ejB07dlTal9Xy8unTJ/Tu3RsrV64EULJ4VOPGjeHr6yvlyL6/4uJifP78GYMGDcL9+/eRkpKCI0eOwNjYWGJIfWRkJAYNGgRHR0ehV/qXL19kspf210qv7JuZmYmBAwcKddebN29CRUUFzs7OQo+lpKQkjBgxAnXq1EFcXBwA2eyZX9rDhw/RtGlTbNu2Dfn5+YiKikKzZs1ga2srkfTLy8tDeHi43DRYRkdHY+LEicjIyJDYvm3bNrRv3x6urq5Cz/zz58/LfD3urxLX58+dO4fdu3cDKOmdaWVlBRMTE3h6euLixYsAShK+ZmZmlfqzcXV1Rd26dXH06FHk5uYiJycHJiYmePr0qcQ9bN26dRgzZgxsbGzg7+8vVx2VSl/Hz58/x08//YTVq1cDKPluly5dio4dO8Lb21vIY+zYsQOmpqZ49+6dVGKWN5zUZFIhvsmlpKQgMzMTnz59EvZlZWXBwsJC6KH15csX+Pv74+zZszLfWv+1uXPn4tWrV8LPM2bMQNOmTdGsWTOhxS4vLw/p6ekwNTVF//79sWrVKvTq1Qvt27eXmcSfOM7Q0FB06NBBaJ0W39gvXbqEWrVqwcbGBvv375danOXtzZs3UFVVhUgkwqxZswBIJistLS0xcOBAAJIJf3nsoVnavn370LFjR7Ru3VpIbAEln9fIkSPRtWtXrFu3TuJ3bt26hYkTJ0JTU1PmezllZGTAxcUFdevWhaOjo8Q+cWKzY8eOQk9eQDaHJIuJY4+Pj8cff/whMay0oKAA/fr1w7Rp04RtP/zwAy5cuCCz8yxu2bIF//rXvwD8Z97o3bt3IyQkBEpKSliyZEmZeVGdnZ1hb28v8/OK/fHHH6hVqxaOHDmCvLw8hIaGwtjYGNOnTxeOyc3Nlflyfi0iIgK6urr48ccfy/TYNDc3h6amJoKDg+V+pdNFixZJ3LeAkkba5s2bIzo6GklJSdDW1sa4ceOE/YcPH5abul5CQgLu37+Pvn37CudBfn4+Tp8+DSMjI9jZ2QnHXrx4EQMHDkTPnj2FofiyrnTd5dmzZ4iLi8PkyZPx8eNHYfvdu3ehoqKCIUOGCInN5ORkDBo0CA0aNMCdO3cqPO7v6eHDh5g9ezYmTpwo8dyOjo7+ZmJTnixYsABmZmaYPHmyMB+42NSpU6GsrCwxx6a8En/vxcXFEt/1pEmTIBKJsGvXLgAl7wNfJy9nzpyJjh07SlwzlcHevXuFRgcAcHNzg7q6Og4fPowXL17AzMwMiYmJUoywYqxcuVIiOfvo0SNYW1tDV1cXBw4cELZnZmYKiU0fHx+hzvN1wp/9c5zUZBVOfHM/deoUunbtinbt2qF58+bYt28fPn36hNTUVDRs2BCTJk3CrVu3EBwcjCZNmsjNZNliUVFRMDU1hZ2dHT58+ICLFy+iQYMGOHHiBI4dO4bAwEAoKChg6dKlAEoqfm3btkXnzp3Ru3dvISEoS8mN+/fvo1q1apg3b57EdvG8I7a2trCzs5O7F9zSSg89Er/Qiis5AQEBGDRokDTDk4p79+6hZ8+eUFNTk+iVCZRMLu/p6QkjIyOJ4cePHz/G+vXr5WbYRlRUFFxdXdGgQQOJecaAkuTfqFGjYG1tjbS0NClF+H0dOXIETZs2hYaGBhwcHCQmx/f29kb9+vWxadMmjB07FnXr1pXJ3mxHjx5FYmIiXr9+jbdv3yIhIQFt2rQReqi9ffsW6urqUFFREV5qiouLkZKSAnNz80q/EMDXvn4Wie9rfn5+GDRoEPLz8/Hu3TuEhoaiVatWcr0IHABcu3YNOjo6CA0NFXpsZmdnY8KECViwYIHczSNWmnhetYULF5bpjZOeng4nJyds2LABurq6GDdunHCuJCYmYsyYMQgLC5Opus23zJgxA9ra2mjfvj10dHQkktvixGbLli3Rpk0bYfuNGzdga2uL/v37y2Sv9D8zbdo06Ovro3bt2tDQ0MCZM2ck9t+9exe1a9eGjY2N0HP93bt36NmzJ/T09GSyp2ZxcTE+ffqEbt26oXbt2mUaLIGSxKaBgYFEJwV5Ip4yp3Pnzpg0aZJEB5aDBw8KvTXlZbHDbxF/r6mpqULD7LFjx/DixQt8+PABgYGBUFNTE+oAYidPnsTUqVOhrq5e6YZox8fHw9jYWKJTDlCS2Kxfvz42b94MXV1duLi4YO7cuVi6dClmzpyJqVOnYs+ePSguLpaL8/3Ro0cYPHiwxHvIu3fv4OPjg/r162PMmDESx2dnZ2P58uUwNDQUpo6Th8+hsuCkJpOK8PBw1KxZU1jpy9fXFyKRCNeuXRP2KyoqQl9fX67nmwoLCxMW/Zg+fXqZ1U/Xrl0LkUiEc+fOASgZtpWRkSHTQ5K3b98ORUVFBAYG4s6dO4iPj4eDg4Pw8iMSiSRWdZcH27dvR1BQEPz9/XHw4EFcuXIFxsbGsLOzw/v375GdnY2CggJ07twZnp6e0g63XP1Zj4QnT56gV69esLW1RVhYmMS+hIQEhIaGlumRXNl7KP8Z8fUrvp7Fn8nDhw8xZMgQWFtbl5kj9MWLF3IzRCUpKQlt2rTBL7/8gtOnT8PV1RWWlpZCsi8rKwsuLi4wNjaGhYVFpavQ/xXBwcFo3Lgx1q5dKzTSREVFoWXLlrh9+zYACM++devWlTmXZfElHgAuX76M3bt3S1znYWFh0NTUFBb+SkpKwowZM2BhYSGzvW//qmvXrkFXVxe+vr7Yt28fQkJC0LJlS7nvnZGdnQ2gZG41oKQxTzxnOlAyxYRIJMKAAQMkzpUZM2bAxMSkUg+1/CsOHz6MZs2aYc+ePVi2bBn09fVhaWkpMX1Sfn4+jhw5Ajc3N4m6XHR0tMwneUq/qJ8+fRrGxsY4cOAA9uzZA21tbTg5OeHmzZsSv3Pr1i307NlT4l6YnJws85/F7du3YWtriyZNmkhMsSR27do1tGrVqkyCSFalpaUhOztbaIDNz8/H/Pnz0aVLF/j4+AiJzZCQEMyePVvuOqx8y4cPH9CmTRusX78e27Ztg0gkEnrxvX79GlOmTIGamprQoJ2VlYXx48fDysqq0q2Gffr0aYnndlxcHGJiYoSfhw4dCpFIhDZt2qB3794YOXIkhg0bBnt7ezg6Ola68vx/iXsg37hxQ5hC5+PHj5g6dSratGmD0NBQieOzsrKwdu1auW7UlBZOarIKU7qS4+7uLsyrlZCQgObNm0sMPwJKXuLj4uLk5kW+tNKfxeHDh9G7d2+oqqoKN7+CggKhou/s7Cz0cild+Zfl4SpHjhxBgwYNoKOjA21tbZibmyM3NxevXr1C8+bN5WZuNaBkrkwtLS0EBARgyJAhaNGiBSZPnoyrV69CR0dHGH7k5uaGli1bymQP3L+q9Dl77949XLp0CUlJSUKP1fv378Pe3h729vZlEptisprIFCvdU93Kygpt2rSBqakp9u/fj8LCQsTFxcHV1RXdunWTmyGIX7fKp6SkYNiwYULiIyEhAd7e3rCwsJCYOzQpKUkmeyuFhoaiXr16uHXrlsSQu4iICGhpaWHnzp24ffs2HB0d4ebmJuyX9XM7Pz9fSFYNHjwYy5YtE/aNGzcOXbp0ET6P9+/fV7rhdOXl9u3b6NatG5o0aYKWLVtKvADKo127dkFLS0vocZeVlYU5c+ZAW1tbYpTGyJEjoa6ujnnz5mH+/PkYN24cateuLZONGKXt27cPa9aswfr16wGUXNe3bt2CoaEhrKysJBKbpZOZ8jhf/JkzZ+Dt7S3RYH/r1i00b94cgwcPLpPYFJPFBvv/JiYmBj169EC/fv1w+vTpMvtLLxgky06fPo1evXrBzMwMLi4uwvyw+fn5WLx4MTp37owGDRoIC2M9evRIyhFXnOnTp6NRo0YQiUTCvUHsW4nN7OzsSveMTE5ORrNmzTB69Gjcu3cP+fn5aNy4MVxdXSXu22PHjoWamtqf1uPlQek67cePH9G7d2+YmpoKSdvk5GT4+/ujU6dOZRKb8vh+VxlwUpNVqGPHjmHdunXo0KEDzp8/j8zMTDRu3Bje3t7CRb5+/Xq5bsH41jyYhw8fRrt27dCsWTOhh4J4v4+PDwYMGFDxgZazxMREREVF4erVq0Kya8aMGTA2NpabRPavv/4KPT09oeJ+6NAhKCkpCZWWq1evolOnTmjQoIHEED15q9ADkg/x4OBgtGjRAnXq1EGXLl0wffp0oeX3wYMH6NWrF/r06SNMoC5vzpw5g1q1amHJkiV4/Pgx3NzcoKqqKiwSdefOHbi5uaFVq1Y4duyYdIP9DsTf/ZkzZ+Ds7IyRI0fC1tZW4hhxYrNr165YsGCBNML8LlJTU2FnZ4c9e/YAKLnPXblyBWPHjhV65jdo0ABNmzZFx44d5TKR8ccff8DHxwfGxsYwNjbGtm3bsGbNGgwYMEBiNdSq5PPnz3j9+rXc90wFSnpldunSBa1atRISmy9fvhTmUxXPJw2UDEsWzxE+atQoPHjwQFphfxefP39G48aNIRKJEBQUJGwvLi7G7du3YWhoCGtra7mdYkd8r//y5QsSExPRtm1bKCkpwdvbW+K427dvo0WLFnBxcZG7e8LVq1excOFC+Pv74+LFi0LDXHR0tJDY/Hr4vTw4ceIEatWqhUWLFmHXrl0YNWoUNDQ0hMbZgoICXLt2DSEhIQgKCqoyCU3x+839+/ehoqKCunXrYsOGDWWeBa9fv0ZgYCBEIlGZkTqVSUxMDDp16gQvLy+kp6cjIiIC+vr6GDVqlMSoSldXV9SrVw/79u2Tm6T9f3PixAn0798fFhYWQscccWKza9euEvOIs/LBSU1WYe7cuQNNTU0cPXoUY8aMwdChQ6Gjo4OJEycKL3bZ2dkYMGAAli1bJpctGV/3riw9xPDUqVPo3LkzunTpIgy3KSgoQLdu3eDh4VGhcVa033//He7u7qhbt67M99IobevWrbC2tgZQkrhWU1PDxo0bAZS0zF+6dAlXr16FtrY2+vXrJ/yePJ77YgsXLkTDhg2FlR3d3d2hpaUFLy8vYbL4Bw8eoF27dsKcM7JM3BsRKPle8/Pz4ezsLPRUT05ORvPmzTF+/HiJ34uOjsbo0aPlZkja5cuXoaCgADc3N7Rr1w6KiooICQmROCYhIQHDhw+Hvb29sCKqrElLS0Pjxo0REhKCK1euYOjQoejUqZMwr9727dtx69YtREVFCQ1X8tiIkZubi48fP2Ls2LHo1asXtLW1IRKJ5H4eTVbixo0b6NatG4yNjYX7ekJCAubOnQtjY2PMnj1bODYjIwP5+flyk+B//fo1OnfujJYtW5ZpoL9z5w5UVVXh4+MjpegqhjiJcefOHdja2qJ169Y4ceKExDF37txB7dq1MXPmTGmEWC7CwsKgpqYGNzc3WFhYwMrKCkFBQcJ0E9HR0bCzs4OVlZUwrZQ8ePbsGTp06IANGzYAKOmJr6OjAxMTE6iqquLQoUMSx8vySLN/6sOHD4iJicHMmTPRrFkzrFixokxiMyUlRSYSvrGxsWjbti3GjBmDtLQ0REZGokmTJmUSmw4ODmjWrJlMjrj5M0VFRcI7Wl5enkQDVXh4OPr27Vsmsenl5QU7O7tK1/NW3nBSk1WIZ8+eYc6cOULL9datW2FoaIhOnToJcy4BJT24DA0NER8fL61Qy03ph/jq1asxZMgQ9OjRA3PnzhVW/z116hTMzc2hoaEBKysreHp6wtTUVK6HJBcWFiI2NhZTp07F77//Lu1wvqudO3dixIgROHPmDFRVVYWEJlCyiEhwcDCSk5Nx7do1NG3aFJaWllKMtvw9efIEVlZWwsvN+fPnoaqqisGDB8PIyAgTJkwQKnnx8fEyX/H18/PDvHnzJMqRn5+PLl264Pr16/j06RMaNWok0Ytl7969wgrwsty6XbrMT548wbFjx7B27VoAJb0X58yZg5YtW0rMsweUrHgv6z21f/nlF9SpUwe1a9dGUFCQMEewm5sbRo8eLXGsrA85/yvu3buHdevWwdDQUGK1VCZ/StdRrl+/Disrqz9NbH69YKAs++2333Ds2DHh2fbmzRuYmZmhY8eOworeQMnn8/jxY7m+7nfu3AlHR0ehYerWrVvo0aMHHBwcygy9lqfP4saNG9DR0cEvv/wCAHj16hVUVFTQokUL+Pr6ConNa9euwdHRUeK8kGX5+flITU3FDz/8gJSUFLx58wYtWrSAt7c3njx5gm7dukFVVRX79++XdqgVSnwvfPnyJZ4+fSoxd+iUKVPQrFkzrFq1SqjzLlu2TKj7yYLSic309HSJxGbpzinysgK6eE5wsVOnTqF3795wcHDA4sWLhe2//vqrkNgUD0V///698Axk5YeTmqzcZWRkoEOHDqhfv77Q86qoqEiYRNfW1laYb7BOnTpy1VPvW2bMmIF69eohICAAAQEBUFNTQ9++fYWb38mTJ2FjYwMNDQ38+uuvQnJAHnvzlCYvvTRKe/ToEWrUqAGRSITt27cL23NyctC7d2+JlfEuXboEExMTuanofkthYSGOHDmC1NRUREZGomHDhti0aRMAYNCgQdDU1MTgwYOFJD8g2y36+/btE1qtS1+/gwYNwqBBg6Crq4uJEycKLb2ZmZno378/1q5dK7OrQ/74448Sq/y+fv0a9erVg5qamtCLAyiZL1Oc3Ph6viF5kJCQgKdPnwo/f/nyBT179izTO1WefX3+yuriR+yfKS4uRnR0NCwtLWFiYiKR2AwNDYWWlhaWLFki5Sj//8SrnJubm0NZWRmenp548+YNXr9+DVNTU3Tq1Ombi93ISzKvtOLiYixfvhwdO3bEyJEjhcVioqKihMRmeHh4md+T9c8iLy8PJ0+eFOp0L168EIbkBgUFoV69epg2bZqQ2JLlBsvSfvvtN/j7++PFixfCfMn+/v5wdnYWeud5e3ujfv36aNq0qcRCp1XBkSNHYGhoiHr16sHR0RFbt24V9k2dOhUGBgbw9vbG+PHjIRKJZK7R71s9NvX19eHs7Cz0VJSH7zsuLg4ikUjoVR4REYGaNWvC29sbHh4eUFJSkmiw/vXXX+Ho6AgjIyO566xTmXFSk1WI2NhYNG/eHG3bthUmyS8sLMSOHTswatQo9OnTBwEBAZW+y/3fJU5WiG/q9+7dQ7NmzYSht0BJLyYDAwM4OTkJ23bu3IkpU6YICR1ZTuxUdYcPH0bNmjURFBSEiIgIXLp0Cfb29mjdunWZRG7pXsuy7s9eUsSV+UmTJmHcuHFCsm/69Ono3Lkzpk2bJnfne3h4OGbMmCG81IeFhcHAwABt2rSROG7mzJkwNDSU2TmFU1NT0atXL4lK3MePH7F69Wo0btwYo0aNkjj+7du3cpXc+JbMzEyhZ06rVq3kvnHqv5GHlxv2beLvNi4uDuHh4di3b5/Q4zomJgZdu3aVSGy+ePECS5YswfPnz6UW8/ewdOlSNGrUSJg3+1//+pewUNabN2/w5s0btG7dGrq6usL8ovLkW8/qwsJCbNy4EV26dIGbm5uQ2IyOjoatrS0sLCxw48aNig613Ny5cweTJk1CYmIinjx5gry8PNjZ2QnPu/z8fOjq6qJhw4ZCvV4e7oVhYWGoWbMmQkNDcfv2bQAlnRN69OgBPz8/4bhJkyZhy5YtMjulzD8VHx8PAwMDbNiwAfv378eIESPQvn17rFy5Ujhm/vz5GDRoELp37y6zC6R+3WMzIiICZmZmEo3bsi4vLw+bN2+GsrIy5s2bh5MnT2LFihUASu53Z8+eRe3ateHp6Sn8zokTJ+Di4iJTvW9lHSc1WYW5d+8eWrduDS8vL5m9ef8dfn5++PnnnyUSVTExMdDW1hYWhREntR48eIAaNWrgwIEDZf6OrLdgV3VFRUXYt28ftLW1oa2tjfbt26N///7Cdy9vSY6vexgeP34cO3fuxNmzZyWOGzp0KPr16yck/l1cXLBz506JhQbkxdatWyESiTBr1ixkZWUhOzsbISEhMDExgb29PYKCgjB06FDUqVNHYj4iWSQ+ry9duiT0Ok5JScG6deugqqqKadOmSRyfmJgoF8mNbykuLkZERAQcHR3Ru3dv4bPhezqTR2FhYahfvz7s7OzQpEkTdO/eXZhy5fr16+jWrRtatWqFt2/fApD9Z19SUhI8PT2FeltYWBjq1KmD2bNnQ11dHYMHD8bLly/x8uVLjBw5Uq6v+wsXLkj0xC4qKsL69ethaWmJkSNHCj0Ur169Cl9fX7l6vq9atQqtWrUSRpk9fPgQxsbGwnDV169fw8nJCbNnz5abkThPnjyBnp6exOgLscDAQOjr62PDhg344Ycf0KhRI5ltqP2n7t69ixkzZsDPz0+o0z5//hy+vr4wNzeXSGxmZGRIzL0ui2JjY9GhQwe4urri06dPctFB41v3qJ9//hnKysqoX7++xHcIAGfPnoWamprECLysrKxyj5P9Byc1WYWKjY1Fu3bt4OXlJfddsnv27AkzMzPs3r1buME/f/4cysrK2LVrF4CSm2ZhYSHy8/PRpk0b/Otf/5JmyKwcffjwAU+fPkVCQoJQyZH1l7qvOTs7S6zwN336dKiqqqJVq1YQiUQIDAwUem0sW7YM7du3R48ePWBhYQETExPhpU/WX3jE3++rV6+EpO2uXbsgEokwffp0FBQUIDMzE2FhYXByckLfvn3h6+srsz3VFy1ahODgYKHcOTk5sLS0RJ06dYRhl6mpqVi/fj00NTXLJDbl+WU/Ly8PsbGxVWYaEVY13b59Gw0aNMDmzZsBlMwvKBKJsHTpUuGYmzdvwtTUFBYWFhKLLciq3NxcHD16FOnp6bh9+zZ0dXWxZs0aAMCKFSsgEolgY2Mj0UNTXu51pcsREREBExMTBAQESCyakZ+fj0WLFqFevXrw8vKSmFYGkP3nfOnEjbW1tbAo5KtXr9CiRQssXrwYHz9+xNy5c2Fvby/UfeTBb7/9hhYtWkgsZCi+nmNjY+Hj4wM9PT20b99e5htq/66MjAy4uLigbt26cHR0lNgnTmx27NhRYh5GeXDr1i1YW1sLjVby4PXr18IiVwcPHsTw4cOxdetWqKurw8vLq8zx58+fh0gkkvuF4CorTmqyChcbG4tOnTph2LBhMvsS/9+Urqi5urrCxMQEu3btEuabCQwMRNOmTXHy5EnhuNzcXJiZmQkTjDP5J+sV+m9ZtWoVqlevjoULF+LJkyfo3LkzYmJi8PHjR5w4cQI1atTA+PHjUVBQgIKCAqxcuRITJkzAxIkThWSPrL/0iSv2x48fh4WFBZYtWyaUaefOnUJiU55acNeuXQuRSITFixdL9EqwsbFB06ZNhcRmSkoK1q9fDy0trSpZ6ZPHa54xANi2bRt69uwJoOTa19PTw7hx44T94sUibt26JVfD8cS9rxcvXgwHBwd8+vQJQMkw9JEjR6JPnz5yfd1v3boVkZGRmD59Orp27Ypp06ZJJDY/fvwIfX19aGlpCSvey3oyGyjplTVy5EhhBfOEhAQYGhpi4cKFKC4uhq+vLwwMDNCkSRNoaWkJ027Ji2PHjqFJkyZCUrP0kPrIyEhERUUhKytLYnGcqiQqKgqurq5o0KAB9u3bJ7EvPj4eo0aNgrW1tVwlugH5mSsWKLm3Dxs2DJaWlvD39xfWRiguLsbWrVuhqKiIWbNmlfm9ixcv4vHjx1KImHFSk0nFrVu30L17d7lq0RH7evith4cHjIyMsGvXLhQUFODly5cYO3YsNDQ0EBwcjGXLlsHe3h6tWrWS+YQOq7rEL26bN2+GgoICxo4di1GjRkn0TDt79ixq1KgBb2/vby4MJS+92E6dOgUlJSWsX79emGpCTJzYnDVrlsRqiLL6oieOe8uWLVBQUJBY9OfFixfo1q2bRGIzNTUVy5cvh76+Pt6/fy+z5WaM/ce6deswatQo5OTkQEdHB97e3sIz4cyZM/jpp5/kYkji18T3r9GjR8PKygoZGRnIzc2Fo6OjxHRC8pLYLF0O8fyhr169wufPnzF79mxYWFggMDBQOObly5dwd3fHnj175OYzKC4uxrhx4yASiaCpqYm5c+fixYsXWLhwIZydnfH8+XNkZ2fjwoULCAsLk6skvtiLFy9Qs2ZNYeGU0vz9/TFr1iy5+b7/F/E94NOnT8jIyBDK/fDhQwwZMgTW1tY4ePCgxO+8ePFCmHOYVV7p6emwsLAo0/syNzcXv/zyC6pXr/7NxCaTDk5qMqmRpxYdsdIv6Lt27RKGmbu7u6NFixZCxS45ORmrVq2CkZERbGxsMGzYMJ5vjcms0udsTk4ODhw4gGrVqsHU1FRoqRdfG2fPnkXNmjUxdOhQZGRkSCPccpWRkYFevXph3rx5EttLJ3HFQ9FDQ0NluuJfugGnuLgYe/bsgYKCAubPny8c82eJTXnrocBYVVBcXCzc71NSUoQVjmNjYyESiaCkpIRp06ZJ1IUmTJgAV1dX4Vh5FBUVBUVFRZiZmaF58+ZyuShY6WfVtWvX8PPPP0ska7KysoTEppOTE44ePQo7Ozs4OzvL3VzZN2/ehJubGxYuXIgOHTpgwoQJ8PLygomJCZYvXy7t8CqEuLdaYGAgHjx4gD/++ANBQUHQ0NCQy1F43yI+r0+dOgUrKyu0adMGpqam2L9/PwoLCxEXFwdXV1d069YNhw8flnK07O8qKCiAra0t2rZtC3t7e+zZs0fYl5OTg19++QU1a9ZEQECAFKNkYpzUZOw7KV1Z+/3332Fubo42bdrg1KlTACQTm+KEblZWlkTlX94qwUz+lT7vly9fDh8fHzx69Aj79u2DgoICfvzxR+GY0kOzu3fvLjcvOKV9+PABTZs2FeaW+5r4Gt+7dy8ePnxYkaF9d+Lv87fffkNAQAAePXqEHTt2fDOxaWNjA1VVVblaEZOxqiI8PBxxcXHCz2FhYbCwsIC+vj4GDBiA3bt3Y8eOHVBWVsaePXuQn5+PpKQkzJgxA/Xq1ZP5e91fERMTg5CQECxdulS4z8tLna50PfXmzZsQiUTCcEzgPw2b2dnZ2LJlC7p06YIWLVqgV69eQoOerPfKv3jxIrZs2QKgpN7j6+uLMWPG4PPnz9iwYQO8vLyEzyUqKkrK0Za/L1++4NChQ6hTpw50dHRgaGgIIyOjKjeH5pkzZ1CrVi0sWbIEjx8/hpubG1RVVXH16lUAwJ07d+Dm5oZWrVrh2LFj0g2W/W15eXl49+4dHBwcYGNjg927d0vsX7lyJbS0tPDhwwcpRcjEOKnJ2Hc2bdo0ODs7w9LSEpqamtDX10dYWBiAksSmsbExdu/eLcyxKSbrFT5WtQUFBaFevXrYt2+fsNKleCj6ggULyiQ2xWQ9sSkuz927d/H69WtkZGSgffv2WLZsWZljY2JisGTJkm8OvZdVYWFhqFmzJubPn4/bt28D+M/3Xjqx+ezZM/Tr1w9Pnz6VVqiMsX8gOTkZenp6GD16NOLj4/Hw4UOoqalhwYIFWLJkCXx8fKCsrIzx48dj+fLlEIlEMDAwgLm5OQwMDKpckkNMXhKaly5dEnooTZgwAWPGjMH27duhqakpMW+quLzFxcXIz8/Hq1ev5GZRxKKiIixatAgikQju7u6IjIxEcXEx2rVrJ0y5kpGRAV9fX2hra+PZs2dSjrjiJCUl4caNG4iKipKYUkcelV6lXHyeOzs7Izg4GEDJvbJ58+YYP368xO9FR0dj9OjREgsrMdkSHx8PBwcH9OzZUxiFOWfOHHh6eiI1NVXK0TGAk5qMfVfbt2+HhoYGYmJikJaWhnfv3qFXr17o0KEDjh8/DgDw9PSEpqYmzp49K+VoGfs+Lly4AD09PURGRpbZt2nTJlSrVg0LFy6U+QTm18QvbMeOHUPjxo2FuXUmTJiAevXq4caNGxJJ3JkzZ8LOzk5uhl4/efIEenp62LBhQ5l9mzZtgoKCAhYuXChsk/UXW8aqqpiYGHTo0AGTJk1CSEgIpk2bJuz79OkTNmzYABUVFezbtw8PHjzAzp07cfbsWWGBICabPn/+DHt7e3Tv3h39+/eHuro6Hj58+KeLZXzrGS9Pz/179+6hV69esLS0hJ+fH3799Vc4OTnh+vXrwjFVdXEceefn54d58+ZJnM/5+fno0qULrl+/jk+fPqFRo0bw9vYW9u/du1eYU1Uep1yral68eIFBgwbBzMwMHTp0gLq6OqKjo6UdFvu36sQY+26eP39OZmZm1LZtWyIiUlBQoG3btpGzszP5+/sTEdGOHTtowYIFZGtrK71AGfuOXr9+TbVq1SJTU1NhGwASiUTk7e1NqqqqNHLkSNLW1iZPT08pRvp9iUQiCg8Pp+HDh9PatWupT58+RES0ceNGSklJIScnJ5o4cSLVrFmT4uPj6cCBAxQZGUl16tSRcuTfx+vXr0lRUZH69esnbCsuLiYFBQXy9vYmFRUVcnd3J0VFRQoMDKTq1bnKwZgsateuHW3atIl8fHzo/fv35OjoKOxTV1cnNzc3un37Np08eZLc3NzIzMxMitGy70VNTY0OHDhAlpaWdPXqVVq0aBG1bNmSiIiGDx9OAGjChAkkEokoNDSUFBQUyvyNb22TVa1bt6Zdu3bR+fPnaeXKlfTLL79QgwYN6MyZM2RpaUlERBoaGtINkpULCwsLMjY2JgUFBSoqKqLq1atTjRo1qGHDhrR8+XK6e/cuDRo0iFatWkVERFlZWXTgwAFKTU0lX19fUlJSknIJ2P+Xnp4e/etf/6Jz585RYmIiDR06lIyMjKQdFvs3+XnSMCZFAIiISElJifLy8qigoIAUFBSosLCQtLW1afHixfThwwdasWIFhYeH06xZs0hRUZG+fPki5cgZ++fE531ubq7EuSzeDoCOHDlC7dq1o7Nnz9KIESOkEmd5ycvLo507d1JAQAB5eXmRpqYmPXv2jFasWEHe3t7UvXt3io2NpT179lBKSgpdv36dWrduLe2wv5usrCzKzc0Vfi4uLiaRSERERJcvX6b27dvTwYMHJRIgjDHZ1K5dO9qyZQuJRCK6ePEixcXFCfs0NDSoUaNG9OjRIyosLJRekOy7U1BQIAMDA+rWrRtdunSJ9uzZQ0REysrKNHz4cNq0aRMtW7aM/Pz8pBxpxdDS0iJ3d3e6desWeXt7U2JiIm3ZsoUyMzOlHRorR25ubmRubk5nzpyh2bNn0/v374mIaOTIkXT//n1SV1en9evXU40aNYiIaPHixfTo0SNydHQkkUgk1I2YbNPW1qYxY8bQnDlzOKFZyXBSk7HvQPywGjhwIN29e5eWLl1KRESKiopERFRQUEB9+/YlRUVFWr16NeXn5xMRUbVq1aQTMGPfgfi8t7GxoWfPntHq1auF7SKRiLKzs2n37t104cIF6tWrF1WvXp2KioqkGPH3BYBevnxJmZmZlJaWRtOnTycvLy9avnw5jRs3jjp37kwHDx6kGzdu0N69e6lVq1bSDvm7atOmDaWkpNDmzZuJqOTlV3xOnDhxgvbt20eDBw8mExMTaYbJGPtOWrduTSdPniRFRUVas2YN3bt3T9iXkpJC9evXp4KCAilGyL43DQ0NCg8Pp4MHD5KioiJt27aN9u7dS0RENWvWJHd3dwoNDaX79+8LDZryDgApKirSypUr6cyZM3Tr1i1SU1OTdlisAiQnJ9PSpUtp3bp1lJ2dTX369KFhw4ZRQUEB9erVi6ZPn07Dhg2jjRs30qFDh0hPT0/aITNWJYhQVZ5AjFWQHTt2kLe3N/n7+9PQoUOpTp06NHnyZLK0tKRBgwaRqakpnT9/nuzs7KQdKmPfzebNm8nX15d8fHzI0dGRatSoQYsWLaLk5GSKiYmR26HHu3btogkTJpCioiL17NmTBg4cSB4eHuTn50cPHjyg8+fPy23ZiYi2bdtGEyZMIH9/f/Lw8KBq1arRjh07aPPmzRQVFUXGxsbSDpEx9p3dvXuXPDw8KCcnh6ytrUlJSYmOHDlCFy5cEKbfYfLn5cuX9MMPP1BBQQG5ubmRh4cH9e7dm9q2bUvLli0jkUgkTD0j76pKOas68feckJBAjRo1oho1atDu3bvJ09OTgoKCaP78+ZSfn0/nz5+nXbt2UUFBARkYGNCkSZO4/sNYBeKkJmPlICwsjCZOnEg1atQgANSgQQO6ceMGvX//nuzt7enIkSNyNQyVMQB08uRJmjx5Mn358oU0NDRIW1ubTp8+LUy1IK89k//44w9KSkoie3t7YU5JX19fyszMpM2bN8v1XErFxcUUFhZG48ePJxUVFVJWVqZq1arR/v37ydzcXNrhMcbKyYMHD2jw4MGUn59PEydOJDc3N2rWrJm0w2Ll7OXLlzRt2jR69OgR5eXlkYqKCsXExAj1XU70MXkhPp9PnDhBixcvpiFDhlBAQABVq1aNdu3aRaNGjaKgoCCaPXs2qaioSDtcxqo0TmoyVk6SkpLozZs3VFhYSF27diUFBQUKDg6m48ePU0REBDVs2FDaITL23aWkpFBGRgYVFxeTgYGBxKTqVcHjx49p9+7dtH79eoqMjKwyC2a8ffuWEhISSCQSkZ6eHmlpaUk7JMZYOYuJiaHg4GDau3cv1a9fX9rhsAry7t07iomJoffv35Onp6cwtUxVec6zquP06dM0ZMgQWrlyJdnY2EhMpyNObIaEhJCvr69Q7+HkPmMVj5OajFWAhw8f0tKlS+nMmTM8PItVKeKei1VBTEwMrVixguLi4mj//v3Upk0baYfEGGPlKi8vj5SVlaUdBpMieR6Jwaquz58/k4uLC1laWtLcuXOF7YWFhcKaCeKh6D/++COFhIRUmfouY5UNN6kxVs6KioqooKCAGjRoQFeuXCFTU1Nph8RYhalKFbyWLVuSj48P6erqUpMmTaQdDmOMlTtOaDJOaDJ5lJ+fT48fP6YhQ4ZIbBcnNIuKisjd3Z2qVatGbdu2rVL1XcYqG+6pyVgFKd2yxxhjjDHGGGNM+sTDxuPi4qhu3bqkrq5Otra2NGzYMJo2bZrEsbGxsfTbb7/RlClT+N2OsUqAmxQYqyD80GOMMcYYY4yxykOc0Dx+/Dg5ODjQ5s2bqXbt2tSxY0daunQpRUVFUel+YGFhYXThwgXKysqSYtSMMTHuqckYY4wxxhhjjLEqKTw8nFxcXGjt2rXUp08f0tHRISIiFxcXunLlCk2cOJFq1qxJ8fHxdODAAYqMjKTWrVtLOWrGGBHPqckYY4wxxhhjjLEqKC8vj3bu3EkBAQHk5eVFOTk59OzZMzp58iR5e3sTUcmQ85cvX1Lz5s3p+vXr1KpVKylHzRgT46QmY4wxxhhjjDHGqhwA9PLlS2rYsCGlpaXR3Llz6f79+/T06VNSUlKiH374gSZOnEhFRUVUvXp1qlmzprRDZoyVwnNqMsYYY4wxxhhjrMqpWbMm/fDDD/TLL7+Qnp4eJSUl0dixY+ndu3fk5ORE4eHhpKioSGpqapzQZKwS4p6ajDHGGGOMMcYYq5I8PDyoQ4cOlJSURPb29lRcXExERF++fKEmTZrQly9fqHp1Tp0wVhnxQkGMMcYYY4wxxhhjRPT48WPavXs3rV+/niIjI8nMzEzaITHG/gQ3NzDGGGOMMcYYY6zKi4mJoRUrVlBcXBxduXKFE5qMVXLcU5MxxhhjjDHGGGNVXm5uLt25c4d0dXWpSZMm0g6HMfY/cFKTMcYYY4wxxhhjjDEmU3j1c8YYY4wxxhhjjDHGmEzhpCZjjDHGGGOMMcYYY0ymcFKTMcYYY4wxxhhjjDEmUzipyRhjjDHGGGOMMcYYkymc1GSMMcYYY4wxxhhjjMkUTmoyxhhjjDHGGGOMMcZkCic1GWOMMcYY+4YePXqQv7+/tMNgjDHGGGPfwElNxhhjjDFWKf3888+kpqZGRUVFwrasrCxSVFSkHj16SBx7+fJlEolEFB8fX8FRMsYYY4wxaeCkJmOMMcYYq5RsbGwoKyuL7ty5I2y7du0aNWzYkG7evEl5eXnC9oiICGratCkZGBj8rf8DgETSlDHGGGOMyQZOajLGGGOMsUrJyMiIGjVqRJcvXxa2Xb58mZycnEhPT4+io6MlttvY2FB+fj5NnjyZGjRoQMrKymRlZUW3b9+WOE4kEtGvv/5K7du3JyUlJYqMjKTs7Gzy8PAgVVVVatSoEa1YsaJMPBs2bKDmzZuTsrIyaWlp0ZAhQ8q1/Iwxxhhj7M9xUpMxxhhjjFVaNjY2FBERIfwcERFBPXr0oO7duwvbc3Nz6ebNm2RjY0NBQUEUFhZGO3fupNjYWDI0NKTevXtTWlqaxN+dMWMGLVmyhB49ekStW7emwMBAunLlCp04cYLOnz9Ply9fptjYWOH4O3fu0OTJkyk0NJSePHlCZ8+eJWtr64r5EBhjjDHGWBnVpR0AY4wxxhhjf8bGxob8/f2pqKiIcnNz6e7du9S9e3cqLCykn3/+mYiIoqKiKD8/n3r06EHjxo2jHTt2UN++fYmIaMuWLfTbb7/R1q1bKTAwUPi7oaGhZG9vT0Ql83Ru3bqV9uzZQz179iQiop07d5KOjo5w/OvXr0lFRYUcHR1JTU2NmjVrRubm5hX1MTDGGGOMsa9wT03GGGOMMVZp9ejRg7Kzs+n27dt07do1atGiBdWvX5+6d+8uzKt5+fJl0tfXp4yMDCosLKSuXbsKv6+oqEidOnWiR48eSfzdDh06CP+Oj4+ngoICsrCwELZpamqSkZGR8LO9vT01a9aM9PX1yd3dnfbu3Us5OTnlWHLGGGOMMfbfcFKTMcYYY4xVWoaGhqSjo0MREREUERFB3bt3JyKixo0bU5MmTejGjRsUERFBtra2f+vvqqio/K3j1dTUKDY2lvbv30+NGjWiOXPmUJs2bejTp09/6+8wxhhjjLHvg5OajDHGGGOsUrOxsaHLly/T5cuXqUePHsJ2a2tr+vXXX+nWrVtkY2NDBgYGVKNGDbp+/bpwTGFhId2+fZtatmz5p3/fwMCAFBUV6ebNm8K29PR0evr0qcRx1atXJzs7O/rpp5/o/v379OrVK7p06dL3KyhjjDHGGPvLeE5NxhhjjDFWqdnY2NCkSZOosLBQ6KlJRNS9e3fy9fWlgoICsrGxIRUVFfLx8aHAwEDS1NSkpk2b0k8//UQ5OTk0duzYP/37qqqqNHbsWAoMDKS6detSgwYNKCQkhBQU/tP+f/r0aXrx4gVZW1tTnTp16MyZM1RcXCwxRJ0xxhhjjFUcTmoyxhhjjLFKzcbGhnJzc8nY2Ji0tLSE7d27d6fMzEwyMjKiRo0aERHRkiVLqLi4mNzd3SkzM5M6dOhA586dozp16vzX/2PZsmWUlZVF/fv3JzU1NZo6dSplZGQI+zU0NOjo0aM0b948ysvLo+bNm9P+/fvJ1NS0fArNGGOMMcb+KxEASDsIxhhjjDHGGGOMMcYY+6t4Tk3GGGOMMcYYY4wxxphM4aQmY4wxxhhjjDHGGGNMpnBSkzHGGGOMMcYYY4wxJlM4qckYY4wxxhhjjDHGGJMpnNRkjDHGGGOMMcYYY4zJFE5qMsYYY4wxxhhjjDHGZAonNRljjDHGGGOMMcYYYzKFk5qMMcYYY4wxxhhjjDGZwklNxhhjjDHGGGOMMcaYTOGkJmOMMcYYY4wxxhhjTKZwUpMxxhhjjDHGGGOMMSZTOKnJGGOMMcYYY4wxxhiTKf8HYvWnVhgwzbEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the number of top words to display\n", + "top_n = 10\n", + "\n", + "# Get the top words and their frequencies for each sentiment category\n", + "top_words_m1 = word_frequencies_m1.index[:top_n]\n", + "top_words0 = word_frequencies0.index[:top_n]\n", + "top_words1 = word_frequencies1.index[:top_n]\n", + "top_words2 = word_frequencies2.index[:top_n]\n", + "\n", + "top_word_freq_m1 = word_frequencies_m1.values[:top_n]\n", + "top_word_freq0 = word_frequencies0.values[:top_n]\n", + "top_word_freq1 = word_frequencies1.values[:top_n]\n", + "top_word_freq2 = word_frequencies2.values[:top_n]\n", + "\n", + "# Create a list of all top words\n", + "all_top_words = list(set(top_words_m1) | set(top_words0) | set(top_words1) | set(top_words2))\n", + "\n", + "# Initialize the arrays to store the word frequencies for each sentiment category\n", + "stacked_word_freq_m1 = np.zeros(len(all_top_words))\n", + "stacked_word_freq0 = np.zeros(len(all_top_words))\n", + "stacked_word_freq1 = np.zeros(len(all_top_words))\n", + "stacked_word_freq2 = np.zeros(len(all_top_words))\n", + "\n", + "# Populate the stacked word frequencies arrays\n", + "for i, word in enumerate(all_top_words):\n", + " if word in top_words_m1:\n", + " stacked_word_freq_m1[i] = top_word_freq_m1[np.where(top_words_m1 == word)][0]\n", + " if word in top_words0:\n", + " stacked_word_freq0[i] = top_word_freq0[np.where(top_words0 == word)][0]\n", + " if word in top_words1:\n", + " stacked_word_freq1[i] = top_word_freq1[np.where(top_words1 == word)][0]\n", + " if word in top_words2:\n", + " stacked_word_freq2[i] = top_word_freq2[np.where(top_words2 == word)][0]\n", + "\n", + "# Plot the stacked bar plot\n", + "plt.figure(figsize=(16, 8))\n", + "plt.bar(all_top_words, stacked_word_freq_m1, label='Sentiment -1')\n", + "plt.bar(all_top_words, stacked_word_freq0, bottom=stacked_word_freq_m1, label='Sentiment 0')\n", + "plt.bar(all_top_words, stacked_word_freq1, bottom=stacked_word_freq_m1 + stacked_word_freq0, label='Sentiment 1')\n", + "plt.bar(all_top_words, stacked_word_freq2, bottom=stacked_word_freq_m1 + stacked_word_freq0 + stacked_word_freq1, label='Sentiment 2')\n", + "plt.title('Top 10 Most Frequent Words by Sentiment')\n", + "plt.xlabel('Words')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "c915245f", + "metadata": {}, + "source": [ + "___" + ] + }, + { + "cell_type": "markdown", + "id": "eb749097", + "metadata": {}, + "source": [ + "## 3.4 Preparing the Test Dataset\n", + "\n", + "Just as we have done with the training data, we will clean the test data set, break it down into tokens(tokenization)and reduce the text feature to its root form by stemming." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "3594d960", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'scary unimpeachable evidence climate change already here'" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Cleaning the text dataset\n", + "\n", + "def clean_message(text):\n", + " \n", + " text = text.lower() # Convert to lowercase\n", + "\n", + " # Remove stopwords\n", + " stop_words = set(stopwords.words('english'))\n", + " text = ' '.join([word for word in text.split() if word not in stop_words])\n", + "\n", + " text = re.sub(r'@[A-Za-z0-9_]+', '', text) # Remove Twitter handles or mentions\n", + " text = re.sub(r'https?://\\S+|www\\.\\S+', '', text) # Remove URLs\n", + " text = re.sub(r'#\\w+', '', text) # Remove hashtags\n", + " text = re.sub(r'[^\\w\\s]', '', text) # Remove punctuations\n", + " text = re.sub(r'([^\\s\\w“”]|_)+', '', text) # Remove non-alphanumeric characters such as repeated punctuation marks\n", + " text = ' '.join(text.split()) # Remove whitespace\n", + " text = text.replace('rt', '') # Remove 'rt'\n", + "\n", + " return text.strip()\n", + "\n", + "df_test['clean_message'] = df_test['message'].apply(clean_message)\n", + "df_test['clean_message'].iloc[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "287d089a", + "metadata": {}, + "outputs": [], + "source": [ + "#Tokenizing and Stemmng Test Data\n", + "tokeniser = TreebankWordTokenizer() #initializing tokenizer\n", + "df_test['tokens'] = df_test['clean_message'].apply(tokeniser.tokenize)\n", + "\n", + "#Stemming\n", + "stemmer = SnowballStemmer('english') #initializing stemmer\n", + "\n", + "def df_test_stemmer(words, stemmer):\n", + " return ' '.join([stemmer.stem(word) for word in words])\n", + "\n", + "#Apply stemming function to the test text\n", + "df_test['clean_message'] = df_test['tokens'].apply(df_test_stemmer, args=(stemmer, ))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "263a2101", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
tweetidclean_message
0169760europ look china make sure alon fight climat c...
135326combin poll staffer climat chang women right f...
2224985scari unimpeach evid climat chang alreadi here
\n", + "
" + ], + "text/plain": [ + " tweetid clean_message\n", + "0 169760 europ look china make sure alon fight climat c...\n", + "1 35326 combin poll staffer climat chang women right f...\n", + "2 224985 scari unimpeach evid climat chang alreadi here" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#remove columns that are not required\n", + "\n", + "df_test = df_test.drop(['message', 'tokens'], axis=1)\n", + "df_test.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "a4dc44cd", + "metadata": {}, + "outputs": [], + "source": [ + "#Saving Clean Train data\n", + "\n", + "df_test.to_csv('clean_test.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "292fa217", + "metadata": {}, + "outputs": [], + "source": [ + "#Load clean Data\n", + "df = pd.read_csv(\"clean_train.csv\") #Training data\n", + "df_test = pd.read_csv('clean_test.csv') #Test data" + ] + }, + { + "cell_type": "markdown", + "id": "796f554a", + "metadata": {}, + "source": [ + "___\n", + "___" + ] + }, + { + "cell_type": "markdown", + "id": "8000c3e6", + "metadata": {}, + "source": [ + "# 4.0 Feature Transformation and Selection\n", + "\n", + "Before we jump into the modelling process, we will transform our text data into numbers using an inbuilt library \"CountVectorizer\"" + ] + }, + { + "cell_type": "markdown", + "id": "784b083b", + "metadata": {}, + "source": [ + "### Separating the Features and Label" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "d45eafb1", + "metadata": {}, + "outputs": [], + "source": [ + "X = df['clean_message']\n", + "y = df['sentiment']" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "d0903ad1", + "metadata": {}, + "outputs": [], + "source": [ + "# Split the data into training and testing sets\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)\n", + "\n", + "\n", + "#Transform text data using CountVecorizer\n", + "vectorizer = CountVectorizer()\n", + "X_vect = vectorizer.fit_transform(X_train)\n", + "X_test_vect = vectorizer.transform(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "b5549f51", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(11864, 10322)" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_vect.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "af1f5729", + "metadata": {}, + "outputs": [], + "source": [ + "#Scaling our data to prevent feature domination\n", + "\n", + "scaler = MaxAbsScaler() #Initialize the scaler\n", + "\n", + "# Scale data\n", + "X_scaled = scaler.fit_transform(X_vect)\n", + "X_test_scaled = scaler.transform(X_test_vect)" + ] + }, + { + "cell_type": "markdown", + "id": "35a24d22", + "metadata": {}, + "source": [ + "Now that we have our data in a format that the model can understand, lets start building models.\n", + "___\n", + "___" + ] + }, + { + "cell_type": "markdown", + "id": "a8a8c893", + "metadata": {}, + "source": [ + "# 5.0 Modelling" + ] + }, + { + "cell_type": "markdown", + "id": "c37fb8da", + "metadata": {}, + "source": [ + "## 5.1 Logistic Regression\n", + "\n", + "Logistic regression is a statistical algorithm used for binary classification tasks. It models the relationship between the input variables and the probability of belonging to a specific class. By fitting a logistic function to the data, it estimates the likelihood of an instance belonging to a particular class, making it a widely-used and interpretable classifier." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "ed918856", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize the logistic regression classifier\n", + "lr = LogisticRegression(max_iter=1000)\n", + "\n", + "#Train the classifier\n", + "lr.fit(X_scaled, y_train)\n", + "\n", + "#Make Predictions on the testing data\n", + "pred_lr = lr.predict(X_test_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "63a16c0a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Linear regression Accuracy: 0.6915297092288243\n", + "Classification Report\n", + " precision recall f1-score support\n", + "\n", + " 0: Neutral 0.68 0.36 0.47 336\n", + " 1: ProClimate 0.51 0.41 0.45 547\n", + " 2: News 0.74 0.84 0.79 2178\n", + "-1:AntiClimate 0.73 0.71 0.72 894\n", + "\n", + " accuracy 0.71 3955\n", + " macro avg 0.67 0.58 0.61 3955\n", + " weighted avg 0.70 0.71 0.70 3955\n", + "\n" + ] + } + ], + "source": [ + "#Evaluate model performance\n", + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "\n", + "print(\"Linear regression Accuracy:\", accuracy)\n", + "print('Classification Report')\n", + "print(classification_report(y_test, pred_lr, target_names=['0: Neutral', '1: ProClimate','2: News','-1:AntiClimate']))" + ] + }, + { + "cell_type": "markdown", + "id": "b358aa72", + "metadata": {}, + "source": [ + "## 5.2 Random Forest Classifier\n", + "\n", + "The Random Forest classifier is an ensemble learning algorithm that combines multiple decision trees to make predictions. Each tree in the forest independently classifies the input, and the final prediction is determined by aggregating the votes from all the trees. It excels in handling complex relationships and capturing important feature interactions, making it robust and versatile." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "4935a89c", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize Random Forest classifier\n", + "rf_classifier = RandomForestClassifier(n_estimators=100)\n", + "\n", + "# Train the classifier\n", + "rf_classifier.fit(X_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred = rf_classifier.predict(X_test_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "ef98f6b7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest Accuracy: 0.7051833122629583\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " Neutral(0) 0.75 0.30 0.43 336\n", + " ProClimate(1) 0.52 0.41 0.46 547\n", + " News(2) 0.74 0.84 0.78 2178\n", + "AntiClimate(-1) 0.71 0.71 0.71 894\n", + "\n", + " accuracy 0.71 3955\n", + " macro avg 0.68 0.57 0.59 3955\n", + " weighted avg 0.70 0.71 0.69 3955\n", + "\n" + ] + } + ], + "source": [ + "# Calculate accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "\n", + "print(\"Random Forest Accuracy:\", accuracy)\n", + "print(\"\\n\\nClassification Report:\\n\\n\", \n", + " classification_report(y_test, y_pred, target_names=['Neutral(0)', 'ProClimate(1)','News(2)','AntiClimate(-1)']))" + ] + }, + { + "cell_type": "markdown", + "id": "b573ef2d", + "metadata": {}, + "source": [ + "## 5.3 Support Vector Classifier\n", + "\n", + "The Support Vector Classifier (SVC), also known as Support Vector Machine (SVM), is a versatile algorithm used for classification tasks. It identifies the best possible line or boundary (hyperplane) that separates different classes by maximizing the distance between them. This algorithm works well on complex datasets and is particularly useful when the classes can be clearly separated." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "ae34f44c", + "metadata": {}, + "outputs": [], + "source": [ + "#Initialize the SVC model with setting the kernel to linear\n", + "svc = SVC(kernel='rbf')\n", + "\n", + "#Train the classifer\n", + "svc.fit(X_scaled, y_train)\n", + "\n", + "#Make predictions on the testing data\n", + "y_pred = svc.predict(X_test_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "3cf51097", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy score of the SVC is: 0.711251580278129\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " Neutral(0) 0.90 0.21 0.34 336\n", + " ProClimate(1) 0.63 0.27 0.38 547\n", + " News(2) 0.69 0.92 0.79 2178\n", + "AntiClimate(-1) 0.79 0.65 0.71 894\n", + "\n", + " accuracy 0.71 3955\n", + " macro avg 0.75 0.51 0.56 3955\n", + " weighted avg 0.72 0.71 0.68 3955\n", + "\n" + ] + } + ], + "source": [ + "# Evaluate model performance\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\n\\nClassification Report:\\n\\n\", \n", + " classification_report(y_test, y_pred, target_names=['Neutral(0)', 'ProClimate(1)','News(2)','AntiClimate(-1)']))" + ] + }, + { + "cell_type": "markdown", + "id": "b79349e0", + "metadata": {}, + "source": [ + "## 2.4 Naive Bayes\n", + "\n", + "Naive Bayes is a simple yet effective probabilistic classifier based on Bayes' theorem. It assumes that features are conditionally independent given the class, which simplifies the computation. Despite its \"naive\" assumption, it often performs well, especially on text classification tasks. Naive Bayes is known for its speed, scalability, and ability to handle high-dimensional data." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "9457102d", + "metadata": {}, + "outputs": [], + "source": [ + "#Initialize the model\n", + "nb_classifier = MultinomialNB()\n", + "\n", + "# Train the classifier\n", + "nb_classifier.fit(X_scaled, y_train)\n", + "\n", + "# Make predictions on the testing data\n", + "y_pred = nb_classifier.predict(X_test_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "153c3dfa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Naive_bayes Accuracy: 0.6915297092288243\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " Neutral(0) 0.82 0.24 0.37 336\n", + " ProClimate(1) 0.59 0.21 0.31 547\n", + " News(2) 0.68 0.90 0.78 2178\n", + "AntiClimate(-1) 0.73 0.66 0.69 894\n", + "\n", + " accuracy 0.69 3955\n", + " macro avg 0.71 0.50 0.54 3955\n", + " weighted avg 0.69 0.69 0.66 3955\n", + "\n" + ] + } + ], + "source": [ + "# Evaluate model Performance\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "\n", + "print(\"Naive_bayes Accuracy:\", accuracy)\n", + "print(\"\\n\\nClassification Report:\\n\\n\", \n", + " classification_report(y_test, y_pred, target_names=['Neutral(0)', 'ProClimate(1)','News(2)','AntiClimate(-1)']))" + ] + }, + { + "cell_type": "markdown", + "id": "0075cea8", + "metadata": {}, + "source": [ + "Upon evaluating all the models, we can conclude the following details:\n", + "\n", + "**Accuracy:** \n", + "As far as the accuracy of the model is concerned, SVM, performs better than the rest of the models.\n", + "\n", + "**F1-score:** \n", + "The Logistic regression model perform better than SVM in some classes. However after tunning the paramenters of the SVM classifier, it out performs all the models in both accuracy and F1_score" + ] + }, + { + "cell_type": "markdown", + "id": "328bdc63", + "metadata": {}, + "source": [ + "# 6.0 Selected Model\n", + "\n", + "## 6.1 Support Vector Classifier with GridSearchCV\n", + "\n", + "\n", + "Using GridSearchCV and Sklearn's pipeline class, we performed hyper parameter tunning on the Support Vector and Random forest classifiers. This allowed us to identify the best parameters for the vectorizer and the classifer as well.\n", + "\n", + "We evaluated the performances of the classifiers, and selected our best model as SVC.\n", + "\n", + "SVC Best Parameters:{'C': 10, 'kernel': 'rbf', 'gamma': 0.01, 'vect__max_features': 50000, 'vect__ngram_range': (1, 2)}" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "a2136543", + "metadata": {}, + "outputs": [], + "source": [ + "#Transform text data using CountVecorizer\n", + "vector = CountVectorizer(ngram_range=(1, 2), max_features=50000)\n", + "X_vec = vector.fit_transform(X_train)\n", + "X_test_vec = vector.transform(X_test)\n", + "\n", + "#Scaling our data to prevent feature domination\n", + "scaler = MaxAbsScaler() #Initialize the scaler\n", + "\n", + "# Scale data\n", + "X_sca = scaler.fit_transform(X_vec)\n", + "X_test_sca = scaler.transform(X_test_vec)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "efc8e91f", + "metadata": {}, + "outputs": [], + "source": [ + "#Initialize the SVC with best parameters\n", + "svc_tuned = SVC(C=10, kernel ='rbf', gamma=0.01)\n", + "\n", + "#Train the model\n", + "svc_tuned.fit(X_sca, y_train)\n", + "\n", + "#Make predictions\n", + "y_pred = svc_tuned.predict(X_test_sca)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "8c1deee1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SVM_with_GridSearchCV Accuracy: 0.718078381795196\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " Neutral(0) 0.74 0.33 0.46 336\n", + " ProClimate(1) 0.51 0.41 0.46 547\n", + " News(2) 0.74 0.86 0.80 2178\n", + "AntiClimate(-1) 0.75 0.71 0.73 894\n", + "\n", + " accuracy 0.72 3955\n", + " macro avg 0.68 0.58 0.61 3955\n", + " weighted avg 0.71 0.72 0.71 3955\n", + "\n" + ] + } + ], + "source": [ + "# Evaluate model Performance\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "\n", + "print(\"SVM_with_GridSearchCV Accuracy:\", accuracy)\n", + "print(\"\\n\\nClassification Report:\\n\\n\", \n", + " classification_report(y_test, y_pred, target_names=['Neutral(0)', 'ProClimate(1)','News(2)','AntiClimate(-1)']))" + ] + }, + { + "cell_type": "markdown", + "id": "764d7306", + "metadata": {}, + "source": [ + "### Making Predictions for Test Data and Model Submission" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "ff0ee5f8", + "metadata": {}, + "outputs": [], + "source": [ + "x_test = df_test['clean_message']\n", + "\n", + "#Vectorizing and scaling the data using the best parameters\n", + "x_test = vector.transform(x_test)\n", + "scaled_x_test = scaler.transform(x_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "9adce522", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<10546x50000 sparse matrix of type ''\n", + "\twith 147191 stored elements in Compressed Sparse Row format>" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_test" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "05cda615", + "metadata": {}, + "outputs": [], + "source": [ + "# Predict values using the best model\n", + "pred = svc_tuned.predict(scaled_x_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "id": "2d7b4da0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sentiment
01
11
21
31
40
......
105411
105421
105432
105440
105452
\n", + "

10546 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " sentiment\n", + "0 1\n", + "1 1\n", + "2 1\n", + "3 1\n", + "4 0\n", + "... ...\n", + "10541 1\n", + "10542 1\n", + "10543 2\n", + "10544 0\n", + "10545 2\n", + "\n", + "[10546 rows x 1 columns]" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creating a dataframe of the predictions\n", + "result=[i for i in pred]\n", + "DAF=pd.DataFrame(result,columns=[\"sentiment\"])\n", + "DAF" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "0dd5e52c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
tweetidsentiment
01697601
1353261
22249851
34762631
48729280
.........
105418957141
105428751671
10543783292
105448674550
105454708922
\n", + "

10546 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " tweetid sentiment\n", + "0 169760 1\n", + "1 35326 1\n", + "2 224985 1\n", + "3 476263 1\n", + "4 872928 0\n", + "... ... ...\n", + "10541 895714 1\n", + "10542 875167 1\n", + "10543 78329 2\n", + "10544 867455 0\n", + "10545 470892 2\n", + "\n", + "[10546 rows x 2 columns]" + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Add the tweet ID column to prediction dataframe\n", + "output = pd.DataFrame({\"tweetid\":df_test[\"tweetid\"]})\n", + "submission = output.join(DAF)\n", + "submission" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "995a3702", + "metadata": {}, + "outputs": [], + "source": [ + "#Create submission CSV\n", + "submission.to_csv(\"submission.csv\",index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "b2aeaee4", + "metadata": {}, + "outputs": [], + "source": [ + "## SAVING AS PICKLE FILE\n", + "\n", + "import pickle\n", + "\n", + "model_save_path = \"C:/Users/pc/Desktop/trained-SVM-model.pkl\"\n", + "with open(model_save_path,'wb') as file:\n", + " pickle.dump(svc,file)" + ] + }, + { + "cell_type": "markdown", + "id": "4287b4cb", + "metadata": {}, + "source": [ + "___\n", + "___" + ] + }, + { + "cell_type": "markdown", + "id": "9b30eafa", + "metadata": {}, + "source": [ + "# 7.0 Conclusion\n", + "\n", + "In conclusion, this project has provided valuable insights into public perceptions of climate change. By leveraging advanced machine learning techniques, we have unlocked a wealth of knowledge that can inform companies' market research efforts and shape their future strategies. Here are a few key insights that can be derived from this endeavor:\n", + "\n", + "- **Market Research Insights:** This project provides valuable market research insights to businesses. By accurately classifying individuals' beliefs on climate change, companies gain access to a broad base of consumer sentiment. This data can inform their marketing strategies, helping them develop products and services that align with customers' environmental concerns and increase their market share.\n", + "\n", + "- **Competitive Advantage:** Our project offers a competitive advantage to companies in the growing market of environmentally friendly and sustainable products. By leveraging machine learning techniques, we aid businesses to stay ahead of their competitors through understanding consumer perceptions and preferences in real-time. This gives them the ability to tailor their offerings, thereby attracting a growing segment of environmentally conscious consumers.\n", + "\n", + "- **Public Awareness and Concern:** Our analysis reveals a significant portion of individuals expressing a strong belief in climate change and its potential impacts. This heightened awareness underscores the urgency for businesses to incorporate sustainability and environmental consciousness into their offerings." + ] + }, + { + "cell_type": "markdown", + "id": "9300c4a6", + "metadata": {}, + "source": [ + "\n", + "\n", + "\n", + "___\n", + "___" + ] + }, + { + "cell_type": "markdown", + "id": "89af48e5", + "metadata": {}, + "source": [ + "# References\n", + "\n", + "\n", + "- Understanding text analysis - https://www.analyticsvidhya.com/blog/2021/06/twitter-sentiment-analysis-a-nlp-use-case-for-beginners/\n", + "\n", + "- Feature Extraction for Sentiment Classification on Twitter Data by Amit G. Shirbhate , Sachin N. Deshmukh - https://www.ijsr.net/archive/v5i2/NOV161677.pdf\n", + "\n", + "- Evaluation of Stemming and Stop Word Techniques on Text Classification Problem by Dharmendra Sharma, and Suresh Jain - https://www.isroset.org/pub_paper/IJSRCSE/ISROSET-IJSRCSE-NCETITM-IT-1.pdf\n", + "\n", + "- More on how to plot a bar plot - https://www.dataquest.io/blog/how-to-plot-a-bar-graph-matplotlib/\n", + "\n", + "- Colour Palatte - https://seaborn.pydata.org/tutorial/color_palettes.html\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 93ac4d77004799f8c9aaf6e0c35c016f1341a757 Mon Sep 17 00:00:00 2001 From: chidinm_madukife Date: Fri, 23 Jun 2023 04:26:06 +0100 Subject: [PATCH 16/19] original training data --- train.csv | 18241 ++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 18241 insertions(+) create mode 100644 train.csv diff --git a/train.csv b/train.csv new file mode 100644 index 00000000..780dd8c5 --- /dev/null +++ b/train.csv @@ -0,0 +1,18241 @@ +sentiment,message,tweetid +1,"PolySciMajor EPA chief doesn't think carbon dioxide is main cause of global warming and.. wait, what!? https://t.co/yeLvcEFXkC via @mashable",625221 +1,It's not like we lack evidence of anthropogenic global warming,126103 +2,RT @RawStory: Researchers say we have three years to act on climate change before it’s too late https://t.co/WdT0KdUr2f https://t.co/Z0ANPT…,698562 +1,#TodayinMaker# WIRED : 2016 was a pivotal year in the war on climate change https://t.co/44wOTxTLcD,573736 +1,"RT @SoyNovioDeTodas: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight",466954 +1,Worth a read whether you do or don't believe in climate change https://t.co/ggLZVNYjun https://t.co/7AFE2mAH8j,425577 +1,RT @thenation: Mike Pence doesn’t believe in global warming or that smoking causes lung cancer. https://t.co/gvWYaauU8R,294933 +1,"RT @makeandmendlife: Six big things we can ALL do today to fight climate change, or how to be a climate activist… https://t.co/TYMLu6DbNM h…",992717 +1,"@AceofSpadesHQ My 8yo nephew is inconsolable. He wants to die of old age like me, but will perish in the fiery hellscape of climate change.",664510 +1,RT @paigetweedy: no offense… but like… how do you just not believe… in global warming………,260471 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,295793 +1,"I do hope people who are vocal about climate change also powering their homes with renewable energy, like @GoodEnergy",763719 +2,"RT @tveitdal: We only have a 5 percent chance of avoiding ‘dangerous’ global warming, a study finds https://t.co/xUBTqNxhkK https://t.co/of…",454673 +1,"RT @Alifaith55: Oh. My. God. + +Trump's Government removes climate change page from EPA website hours ahead of #climatemarch + +https://t.co/9z…",41161 +2,"Fossil fuel giant ExxonMobil ‘misled’ the public about climate change, Harvard academics conclude https://t.co/ofc2WSu4EX",658092 +1,RT @GlblCtzn: 'I don't wanna live forever – and nothing will because climate change' ����️�� @taylorswift13 @zaynmalik https://t.co/TuI64Zk9gV,319524 +1,"RT @jackholmes0: Issues scrubbed from https://t.co/T1VZSO9N7G today: Civil rights, climate change, LGBT, healthcare… ",698009 +1,"RT @patagonia: If our elected leaders fail to approach the environment & climate change as serious issues worthy of urgency & action, it wi…",490604 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,228658 +0,"Calum: *tweets abt reunitingish w the cast* +-sees replies begging him to come to their countries- +Calum: *goes back to rting climate change*",547924 +1,"RT @c40cities: 46 C40 Mayors, representing 250M citizens have urged G20 leaders to #SaveOurPlanet from climate change. You can too…",625014 +1,RT @World_Wildlife: How climate change impacts wildlife: https://t.co/ozTap4cdlK #COP22 #EarthToMarrakech https://t.co/xm5XgpVhqY,690605 +0,"we also met this guy, he let us in on some truth about climate change and gay people not existing https://t.co/Q7yOMcMZaj",67545 +1,"https://t.co/KyNIBjmDk5 +Scientists say climate change wiped out an entire underwater ecosystem. Again. +#climate… https://t.co/VZvJd3oXmI",567842 +1,RT @TammyGrubb: Obama raises climate change. You better vote for candidates who believe in science. #ObamaUNC,684492 +1,"I hate to say this, but *mental* health will be pretty low on the menu, when climate change hits food production an… https://t.co/KgFpw1hmPW",438578 +2,Bangladesh confronting climate change head on https://t.co/MTqeNBQDUt https://t.co/itgkUxgEfg,365291 +1,Hey There! Michael's vetted and approved market-based strategies for tackling climate change are supported by a majority of Cdns! #cdnpoli,387685 +-1,Sally Kohn’s latest evidence of climate change proves she is ‘not a smart person’ https://t.co/MhkzoGL9Vt via @twitchyteam Need we say more,355491 +1,RT @StarTalkRadio: First: The public understands climate change better than Congress. Why? #JohnHoldren @CoryBooker @neiltyson explain: htt…,354015 +0,@Jnp_Ftw are these the same scientists that denounce climate change? It's not a choice,365051 +1,"RT @Honey17011: A guide to global warming, Paris pact and the US role #DemForce #TheResistance #UniteBlue https://t.co/RYiBLwAJZ4",432987 +2,RT @latimes: Atmospheric rivers fueled by climate change could decimate wild oysters in San Francisco Bay https://t.co/p0LZBhlU5K https://t…,143471 +1,Denying climate change ignores basic science,11622 +1,BGR ~ China practically says Trump lied about climate change https://t.co/Rz37HtcS8d,497877 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,817108 +2,RT @Independent: Trump's team removed climate change data from the White House website. They may be breaking the law…,526603 +1,"RT @DeboraheHart: Toxic soils, aquifers, vast amts of wasted (+ waste) water, runaway climate change - what part of gas fracking don'…",362709 +1,RT @BettyBowers: America: Where climate change is “unproven” to people 100% sure a guy called Noah fit all the world's animals on hi…,569142 +0,We’ ve dealt with simple issues like climate change and energy policy. Now the complex issues. Mal vs Tones. #qanda,403368 +1,RT @ForAmerica: They protested in support of climate change at the #WomansMarch and then did their part to help the environment... https://…,303380 +2,2050 climate targets: nations are playing the long game in fighting global warming https://t.co/dnegw2vfJd via @ConversationEDU,8984 +1,RT @thedailybeast: Trump's climate change denial could cost us $100 trillion https://t.co/KlTTT4Sxrg https://t.co/Go1ycr48UP,765266 +0,"RT @andrewsharp: Win probability is bullshit man. I saw the NBA Finals and that's when I knew, global warming isn't real",326916 +2,"RT @washingtonpost: The Alaskan tundra is filling the atmosphere with carbon dioxide, worsening climate change https://t.co/nSOimuwEax",905639 +2,RT @TheTorontoSun: From @sunlorrie: Indian environmentalist calls out DiCaprio in his own documentary on climate change.…,741568 +-1,@realDonaldTrump Carbon Tax is a Globalist idea to enslave the world's population. It is the whole reason for propagating global warming!,61141 +1,Will anyone who supports Trumps view of climate change (non polluter cronie) please step forward? #Resist #Impeach https://t.co/ofoB3UtAIl,344320 +-1,"RT @SteveSGoddard: We had winds close to 100 MPH in the area this afternoon. I would blame climate change, except that this happens pr… ",719523 +2,"RT @Starbuck: World food supplies at risk as #climate change threatens international trade, warn experts https://t.co/rWCW2XF2lr https://t.…",499888 +2,RT @FoxNews: Macron: My charm may have changed Trump's mind on climate change https://t.co/HxDJQwgBE5 https://t.co/9iDj2a5NzQ,310105 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,785499 +0,"Chris: Who is it then that initially talked about climate change? +Me: * thinked for three seconds * ... The Europea… https://t.co/VwlQICy0H0",352623 +0,"Do you approve of the executive order @realDonaldTrump is due to sign re climate change and the environment? + +https://t.co/NR6NqBJl5M",785637 +1,Trump doesn't believe in global warming and he's going to be the President of the United States of America.... fuck,201391 +1,"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",771000 +-1,@MissLizzyNJ lmao 😂 snowflakes ❄️ complaining about snowflakes ❄️ in winter =global warming 🤦‍♂️,911385 +-1,"RT @Dawn2334Dawn: This is ONE of Arnold Schwarzenegger's vehicles. He is now whining about climate change. +How's his maid...illegal or +http…",768263 +0,@GlennF They are calling to the great Space Cylinder to save them from global warming.,113396 +1,"RT @GreenpeaceEAsia: Pollution from India and China has reached the stratosphere, which could speed up global warming… ",526281 +1,RT @UNEP: The @citiesclimfin lays out how cities and subnational bodies can finance solutions to climate change…,774850 +2,"These House Republicans say climate change is real and it’s time to fight it | By @ninaburleigh +https://t.co/VnayFuHglW",650843 +1,But global warming is a hoax though. https://t.co/PZugB9WFWt,451296 +2,RT @kylegriffin1: NYT reviewed a draft climate change rpt by fed scientists directly contradicting the admin's global warming claims. https…,709019 +0,RT @fuckofflaine: @jJxrry @SpaceX @QuebanJesus antarctica is so big lmao how is global warming real like nigga just use an Air conditioner,645201 +1,My two cents on the global political leadership on climate change in a trump era https://t.co/I60IQxYtY9,592548 +2,"RT @BBCBreaking: UK government signs Paris Agreement, world's first comprehensive treaty on tackling climate change https://t.co/hDaFst5PFc…",827355 +0,"RT @Hope012015: China tells Trump that climate change isn't a hoax it invented https://t.co/TX06PZXyzD via @business Lol, China schooling T…",687045 +1,RT @MotherJones: Here are the races to watch if you care about global warming https://t.co/89HIKYSg3R https://t.co/syXKddd6xE,978125 +0,"@uscgpacificnw @nsf These icebreaking ships are the primary cause of climate change. Let the arctic freeze over, & stay away from there!",530545 +1,"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",857540 +0,"If global warming doesn't exist, why is club penguin shutting down? https://t.co/1oS6C8MFYx",51718 +1,"RT @ProfPCDoherty: Need economists to incorporate the reality of climate change in their thinking & we all need to listen, https://t.co/lIv…",726430 +1,"RT @USHRN: As we fight for human rights, we're also facing the disastrous impacts of climate change. https://t.co/Q9AG2ex1OQ…",179066 +0,RT @Cernovich: Is climate change real? https://t.co/FecIvOogma,497887 +1,"RT @AHamiltonSpirit: There is no question climate change is man-made. If you have doubts, and haven't seen an inconvenient truth, please…",981123 +1,"@alphageekst3r the process of climate change. It occurs naturally, but not at these extreme levels. We'll eventually have severe droughts,",583059 +1,RT @ROSchneider86: Neoliberalism has conned us into fighting climate change as individuals | Martin Lukacs https://t.co/g6MhOjZxa1,809226 +1,RT @davidsirota: MUST READ: Rick Perry ordered Texas legislature to kill bill requiring state agencies to prepare for climate change https:…,931994 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,225985 +1,So hot due to global warming,732924 +0,RT @LDN_environment: We've a few short term opps working on climate change & energy. Send us your CV or Q's to environment@london.gov.uk #h…,41232 +0,RT @MarkBaileyMP: Fed Energy/Envt Minister @JoshFrydenberg refused to allow term 'climate change' in #COAG Energy Council Communique despit…,917639 +0,RT @jadorelacouture: the fact that Leonardo DiCaprio met with trump to discuss climate change.. a MAN,139646 +1,RT @verge: Google Earth’s Timelapse update illustrates 30 years of climate change https://t.co/kTDUWZASfc https://t.co/NZz8tyT7i4,176885 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,378020 +1,"#BeforetheFlood +EVERYONE must watch this!! people must understand global warming is very real @LeoDiCaprio +https://t.co/vTqnt1f6Ni",332871 +1,"If this doesn't shake you up about climate change, then nothing ever will. https://t.co/YHpJE56lYP",560522 +0,RT @SmithsonianEnv: SERC's Roy Rich & colleagues create a buzz in Germany for their global warming simulation: https://t.co/y6shqNJEXh…,199878 +1,RT @Earthjustice: NOAA Report: 2016 was 2nd hottest year in history. One more reason to fight climate change deniers in Trump Admin >…,490544 +1,conservatives just love denying science huh? from climate change to believing that fertilization of an egg = an automatic human life.,58158 +0,senior air quality and climate change specialist: As a Senior Air… https://t.co/TSqzmJwLh9 #airquality #ClimateChange #GreenhouseGas,204879 +1,Come check out our events about climate change! #SRHPL https://t.co/8YviyN22Lo,577185 +1,"To think 200 million could have gone towards alleviating poverty, reducing climate change or improving healthcare, call me mad but...",902602 +0,@CNN Its a protest against global warming. The are not stupid.,614812 +1,"RT @RonaldKlain: As Trump decides on Paris, @BrianCDeese & I team up in @washingtonpost to warn about climate change and epidemics: https:…",458845 +1,RT @savingoceans: Lack of #climate change action can potentially hurt future #fishermen jobs. https://t.co/5MD2qw4VtC,695439 +1,“Yet another Trump advisor is clueless on climate change” by @climateprogress https://t.co/ApAmIIBdJJ,894382 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,603318 +2,U.S. environmental agency chief says humans contribute to global warming - https://t.co/aSsz4eszXs,554354 +1,So we have a director of EPA who is a climate change denier. No a coal lobbies to as deputy EPA Chief. Environment… https://t.co/XlxHbWNJuM,880647 +1,RT @IrisRimon: The Chinese just broke massive iceberg in Antarctica as part of their global warming hoax.,957257 +2,"RT @thinkprogress: Where are Rex Tillerson’s climate change emails? +https://t.co/LyANHBPZfT",12265 +0,RT @M3thG0d: If global warming isn't real why did club penguin shut down,686794 +1,"RT @NDeNicolaMD: 500,000 doctors agree: climate change is making us sick #EarthDay #MarchForScience #HealthAndClimate…",483815 +1,RT @tristinc1: our president think climate change is a hoax made by the chinese & our vice president thinks being gay is a curable disease.…,902089 +2,80% of GHG via resevoirs are methane. Resevoirs play a substantial role in global warming. https://t.co/CNHiU818Ky https://t.co/58nmAFxcmP,540020 +-1,RT @Fruitloopian: Why is there snow in March if we have global warming?,798585 +2,RT @GreenHarvard: “Universities have a uniquely important role to play in the battle against climate change” https://t.co/jRV2z1OMrx,55935 +1,"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",513782 +2,RT @PopSci: Ten of the ugliest animals threatened by climate change https://t.co/u67EVjeUnO https://t.co/ihOhxlqfTs,841527 +1,@realDonaldTrump @POTUS You fucking idiot! I'm a geologist & studied climate change in college & co-authored two papers on it - IT'S REAL!!!,406598 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,664093 +-1,"can someone pls explain to me why it's -37 in march,,,, global warming who??",337974 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",638318 +1,"RT @peta: Meat production is a leading cause of climate change, water waste, deforestation, & extinction. #WorldVeganDay…",136694 +-1,Explain that my global warming advocates. https://t.co/WpKndebunw,472265 +2,Syfy's 'Incorporated' imagines future ravaged by climate change https://t.co/7nb1IkZT72 via @CNN https://t.co/b33c6BCSVY,946866 +0,@PrisonPlanet wow wow finally climate change is not the evil now you wake up. Good,968815 +0,"RT @drishtiias: {Audio Article #25}{Environment #02} +After Trump`s decision what will be the form of Paris climate change agreement? +https:…",491820 +2,RT @NYTNational: White House budget proposal on climate change: 'We’re not spending money on that anymore.' https://t.co/3f7y0euDPl,677366 +-1,@TomiLahren kinda funny the professors talk shit trumpsters=omg f them. scientist 'climate change' trumpserst= idots. Kinda shows his base🤔,740194 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,97375 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,383885 +1,RT @lexi4prez: he is literally a climate change denier....RIP our planet https://t.co/B67IQ8N9Fs,958567 +1,@realDonaldTrump what about climate change? It's very real but you only care about $$$$,904812 +1,"RT @Kloppholic: Imagine trying to convince yourself that global warming isn't real and instead a conspiracy. Wake up, before it's t…",137383 +1,"@DocRock1007 So he IS saying climate change is a hoax, and every major scientific organization is a in on it?",108346 +0,@PoliticalShort @piewagn Dems are causing global warming... #STFU,522119 +-1,"RT @signordal: New global warming study is terrible news for alarmists, good news for plants, animals an...https://t.co/KgJxLvfs7A https://…",473664 +1,Follow @projectARCC if you want to hear more about what A/V and digital archivists can do about climate change activism #AVhack16,513604 +1,"If you don't believe in climate change, then look at the polar bears that are going extinct, because they have no land to live on.",975250 +2,Air pollution deaths expected to rise due to climate change - https://t.co/Imoox1L1mg https://t.co/HDpNg5jFTp,952302 +2,"Labour, budgeting and climate change (2) - The Punch https://t.co/Mby8DEK6cv - #ClimateChange",257727 +1,We don't have to hear anti-vaccers/climate change deniers/ACA killers out. Stop using your stupidity to try and kil… https://t.co/CRdJKMQdXX,331060 +0,Reader questions science of climate change theories .. https://t.co/1zEco8Bwiv #climatechange,774154 +1,See the impacts of global warming https://t.co/nsDE3ZVMH4,813584 +1,One way to avert climate change. The world should apply the method. https://t.co/tj8n6ZMWqo,863832 +2,"RT @foxandfriends: New Catholic priests expected to preach global warming to congregations, report says | @foxnation… ",976934 +2,"RT @SasjaBeslik: Meet China’s 'ecological migrants': 320,000 people displaced by climate change https://t.co/MsyqCisUG6…",817908 +2,China warns Trump against abandoning climate change deal https://t.co/Z8E2bvl80C via @FT,841838 +2,Science to the rescue as climate change threatens chocolate via New Europe https://t.co/JEFdVN4lLT,741156 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,188844 +0,@zachheltzel People who believe in climate change also generally refuse to say that trans isn't real out loud so... You're no better.,234729 +1,"RT @SamJamesVelde: It's 90 degrees in early November in Los Angeles, but you know ....according to Trump global warming and climate change…",739085 +1,Come & hear more about climate change and Antarctica #art4climate #Larsenc #climatechangeart… https://t.co/1JoGxQk1nN,897750 +1,"The youths being almost 60% of Kenya's pop' are best line of defense against climate change & food security +@ROBERTMBURIA @RichardMunang",688791 +-1,"@CBSNews You're not going to get away with this, we are going to call you out every single time. All pages are gone inc. fake climate change",621536 +1,RT @GeographerJay: Trump wants to end NASA climate change research as real estate markets start to slump due to climate change https://t.co…,740611 +-1,RT @CharlieDaniels: I'm not worried about global warming but I'm terrified about global government.,565424 +1,"RT @JeffDSachs: CNN panelists erupt over climate change - CNN Video Time to call out lies of Trump, Koch Brothers, and Heritage. https://t.…",656841 +0,@VP @NASA_Johnson Ask them to explain climate change to you.,487120 +0,"RT @jinjjarevil: the way seokjin blinks is so adorable +global warming stops +trees grow +crime rate decreases https://t.co/Tz5a5alrva",451759 +1,"I'm worried for our planet, Trump will do nothing for climate change",845896 +1,Effect of methane on climate change could be 25% greater than we thought https://t.co/x68JxUiodt via @physorg_com,396110 +1,RT @AstroKatie: Governments of several world powers are failing us on climate change. We need to act without them if we want any hope for t…,719654 +0,"RT @benhulac: Asked if charges that #ExxonMobil withheld information on climate change, #Tillerson declines to answer twice. #SecretaryOfSt…",955777 +1,"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",774 +1,@SteveEngland300 Have u considered doing a piece about it in your column Steve? Inform ppl re impact of climate change on species & habitats,217803 +0,"@RJSalmond Was already out after climate change denial, but either of the above would do, which is my loss as well",538917 +0,"Quiz on US cultural heritage-climate change! (disclaimer: I don't agree w. all the answers, but still interesting) https://t.co/4jeJNwgnXq",476001 +1,"RT @benwikler: Don't worry, it's just the natural process of anthropogenic climate change rendering the earth uninhabitable",4176 +0,"Look who's back in town! And thank you, global warming – enjoying a quick trip to Brown County State Park on this 75 degree November day!",911336 +1,"@alanresnicks the 5 horsemen of the apocalypse; Famine, war, death, pestilence, and global warming.",192092 +-1,global warming is a hoax perpetrated by the chinese.,4935 +2,"RT @SafetyPinDaily: US federal department is censoring use of term 'climate change', emails reveal | By @olliemilman https://t.co/6usp4mUB…",927628 +0,@PuffnPuffin @SteveMartinToGo @BillNye @BumfOnline Could someone link me the journal for his reviewed article on climate change? Isnt one?,5172 +0,guess I have global warming to thank,685534 +1,RT @HawaiiDelilah: So Trump went to Ivanka and a reporter for insights on climate change. Not scientists. Two women with no expertis…,552813 +2,Conservative columnist under siege after N.Y. Times debut on climate change' via FOX NEWS https://t.co/nHL8MNOmDa,94360 +1,RT @wqs: Pakistan is the 5th most vulnerable country in terms of climate change. Whats our most experienced Prime Minister has to say about…,832857 +0,mei mains against global warming,168729 +2,RT @IndyUSA: Trump's budget director just said combating climate change is a 'waste of money’ https://t.co/fNad9XsPYM,182475 +1,RT @1957AJB: We knock ourselves out over Brexit and Trump but I think climate change will bury both of those issues-But I really hope I'm w…,15147 +1,"U.S. to world on climate change: DROP DEAD. Nobel scientist: Such ignorance is 'shocking,' https://t.co/rB4bfxP63j",159458 +2,"Trudeau must put emphasis on defence if he wants Trump onside for trade, climate change https://t.co/7tOd99M416 via @nationalpost",60490 +-1,"RT @Carbongate: Physicist - CO2 does not cause climate change, it RESPONDS to it - Video https://t.co/lySZb7gClh",809373 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",976207 +2,RT @thehill: Rahm Emanuel posts climate change webpage deleted by Trump administration https://t.co/Nhk4nVsUC1 https://t.co/tOmKxl3OWa,893985 +0,RT @JackPosobiec: Soon the alt-right will be blamed for global warming and gingivitis https://t.co/6CDuRfApse,423530 +1,@Deanofcomedy Followed closely by climate change deniers and Wall Street executives.,685097 +-1,"Agreed! Man-made climate change is a man-made hoax, innit? https://t.co/4nbiKg6tdz",245892 +1,#SDG13 is a call to take urgent action to combat #climate change and its impacts. Join the movement:… https://t.co/BqxZ5ZkBjv,582112 +1,"RT @bradleym4: @JuddLegum Me (to my 14 yo kid): do you believe in climate change? +Kid: It's a scientific fact, so it doesn't matte…",657147 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,990837 +-1,RT @tamorley: @ZekeJMiller But why a carbon tax? Isn't all that climate change stuff is hokum?,453052 +2,RT @Energydesk: Historic coal fall may have profound impact on global efforts to tackle climate change https://t.co/F4qqoRl6xm https://t.co…,568524 +1,"When China calls out Donald Trump on climate change, you know it’s bad https://t.co/ukXyPvuvJf",829666 +2,RT @LiterateLiberal: Leading global warming deniers just told us what they want trump to do https://t.co/tkZVNzDDd3 via @MotherJones,545019 +1,RT @billmckibben: 'ExxonMobil has a long history of peddling misinformation on climate change.' @elizkolbert in @NewYorker #ExxonKnew https…,326190 +2,RT @pablorodas: #CLIMATEchange #p2 RT West Coast states to fight climate change even if Trump does not. https://t.co/dYixU8TxaK…,13794 +2,"RT @EcoInternet3: U.S. Secretary of State, Rex Tillerson signs Arctic agreement for action on #climate change: Antinuclear https://t.co/7De…",442461 +2,Stephen Hawking has a message for Trump: Don't ignore climate change https://t.co/7bA3rBoHk9 https://t.co/uIQWwGz0pB,878308 +2,RT @telesurenglish: One of Jamaica’s iconic beaches is vanishing thanks to climate change. https://t.co/2lNoLT7MzM…,141981 +1,"RT @MrDenmore: Apart from taking us to the brink of recession, doubling the deficit and making us a pariah on refugees & climate change, th…",752888 +-1,"RT @Mike_Beacham: Fed scientist cooked climate change books ahead of Obama presentation +#NoMoreSCAMS +#NoMoreDEMOCRATS +#DrainTheSwamp +http…",687404 +1,RT @NatGeoChannel: One of the easiest ways to help combat climate change in your daily life is to stop eating beef. Here's why:…,324799 +1,Effects of climate change https://t.co/6eYTZtqLoW,993534 +1,"RT @marcuschown: With a denier in the White House, how do we deal with the global warming catastrophe that threatens 7.5 billion of us with…",536684 +2,"RT @NZaegel: Effects of climate change may 'wreak havoc' on mental health, doctors say https://t.co/kHhJ9L0nwU via @upi",857614 +1,How do people argue climate change??,831615 +1,RT @GlblCtzn: When you hear Trump's new EPA director says carbon doesn't cause climate change. https://t.co/ThkNOUK8D1 https://t.co/mX8vpQu…,259331 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,479445 +2,"RT @thinkprogress: Brace yourself for a bitterly cold winter, as climate change shifts the polar vortex https://t.co/TKrnPz6LIx https://t.c…",342484 +0,"RT @SenatorMRoberts: How much global warming will #Finkel blueprint stop by 2100? + +None? So why would we de-industrialise our economy fo…",444500 +2,RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,646282 +1,RT @turnscoat: why can't we agree that climate change is our number one priority,805923 +0,RT @PrisionPlaneta: @ScottAdamsSays scientists and studies. just as global warming. Only that they choose to show us the ones they like htt…,555811 +2,"RT @climatekeith: Saskatchewan AG: Provincial govt has no plan, policies or target to address climate change https://t.co/u1cJCApwaI #skpol…",381570 +0,They asked me what my inspiration was- I told em global warming............😂🔥🌎❄️,797850 +2,RT @Energydesk: Exxon shareholders have moved to force the company to disclose the risk climate change poses to its business…,682129 +1,"RT @MobilizeClimate: We must stop treating the effects of climate change as some far off doomsday. They are here, they are now. + +https://t.…",720815 +0,I think I just solved the climate change problem. I just told my kids 'Don't fix global warming.' Now we just sit back and wait. #DadLife,736782 +2,RT @nature_org: World leaders reaffirm their commitment to climate change and the #ParisAgreement. https://t.co/qSt5XtW9AI https://t.co/aBh…,178539 +1,RT @JacobWhitesides: I think that's global warming not christmas https://t.co/VVAzjVXH6w,859724 +2,RT @EcoInternet3: John Roughan: We will miss a sceptical voice on #climate change: New Zealand Herald https://t.co/1Y4eyJObYm #environment,6476 +1,"RT @Che_Jackson: Not that climate change is real or anything, but it's 75 in Columbus, OH right now... in November. @realDonaldTrump",700738 +1,Rex Tillerson refuses to admit #ExxonKnew about climate change decades ago. https://t.co/rxQ6xgfquX via @HuffPostPol,776664 +1,RT @wakmax: Just talk about climate change says @alicebell - it'll make you feel better about it. Go on then - have a read https://t.co/N1V…,26384 +1,RT @duycks: join us tomorrow for #HRC35 event on #childrenrights in context of climate change. key message: protect and empower…,428934 +1,RT @UNEP: How to boost funding for developing countries to adapt to the effects of climate change is a key issue at #COP22:…,711708 +1,"RT @PaulHBeckwith: Listen, folks to a STORY, +about the evil twin, +of climate change. + +The oceans on ACID. + +https://t.co/SJJGkCRLyk… ",366725 +2,RT @HuffingtonPost: China to Trump: climate change is not a Chinese hoax https://t.co/3DVlIwAqjb âž¡ï¸ @c_m_dangelo https://t.co/y1ZqEW8Hcv,200876 +2,RT @businessinsider: Apple is borrowing $1 billion to fight climate change https://t.co/yfxylHMaDd https://t.co/sBoxH39pPg,368402 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,80936 +2,RT @brady_dennis: CDC abruptly cancels long-planned conference on climate change and health: https://t.co/hB8nXdfWAA,353363 +0,"Tell us your story now about climate change in our story contest! #climatechange +https://t.co/FKIou2NB9f https://t.co/yZ9J4mlYBa",451748 +-1,@zrastall17 climate change is #fakenews,3014 +2,RT @PopSci: A river in Canada just turned to piracy because of global warming https://t.co/6qno8nC9NR https://t.co/2SWIePTHdZ,324552 +-1,RT @MR_BREXIT: Good news that @realDonaldTrump is looking to ditch the Paris agreement and bust open the climate change #myth #maga #stepfo…,242418 +1,RT @AdrianGeoLopez: People still don't believe in global warming ��‍♂️ what can we do especially with the president pulling out of the P…,960037 +1,Please RT #health #fitness Is it too late to reverse global warming&quot; This is what scientists have to...… https://t.co/9MaaMVWdlR,665469 +1,RT @scholaurship: AND this motherfucker doesn't believe in climate change i-,620755 +0,RT @PetraAu: More than 190 countries just subtweeted Trump on global warming https://t.co/N5x8YJ4Uln,320131 +1,@ArizonaPatriot1 @joelpollak @Gabyendingstory at least Obama isn't a Christian-extremist who thinks global warming & evolution are hoaxes.,45045 +2,"RT @TheDailyClimate: Frogs heading uphill to escape #climate change. #India @timesofindia +https://t.co/qSbqYPDQ2h",111621 +2,US climate change campaigner dies snorkeling at #GreatBarrierReef #GreatBarrierReef https://t.co/m1cfwd49AN,465275 +0,"RT @lianamaeby: Well on the plus side, climate change isn't real anymore.",155745 +0,@RobyDalvik kalem2 ini karena faktor global warming. Air laut naik,803762 +2,RT @ClimateChangRR: US sends “much smaller” team to climate talks in Bonn | Climate Home - climate change news https://t.co/eSDfyZZsN0 http…,549130 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,385351 +0,"Conversation will go 'morning Arthur, cold out.' 'Yes mal, global warming obviously fake' 'Agreed Arthur, who's thi… https://t.co/dZLRwoyUDX",28994 +1,"RT @NatGeoPhotos: 'Although climate change can be a scary topic, ice can be insanely, unimaginably beautiful.'https://t.co/dhHXzzdTv6 https…",120733 +1,@realDonaldTrump You want 2 be everyone's president? How about doing something progressive for us? Fight climate change and protect the Env.,804846 +1,"Exxon, the only hero of global warming, kicked saving the Earth but selected money + https://t.co/JBefWiV6Wf",977551 +1,"Impacts of climate change include: job losses, business interruptions, worsening working... https://t.co/OfcG3DLHrS by #UN via @c0nvey",919251 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,912999 +1,RT @taylorandbrown: i think the number one thing that bothers me about trump being president is that he's going to defund climate change re…,559811 +2,RT @WashTimes: Climate change whistleblower alleges NOAA manipulated data to hide global warming 'pause' - @washtimes @NOAA…,40047 +2,"#ExxonMobil At Exxon, Rex Tillerson reportedly used alias for emails about climate change. Read more: https://t.co/obHQeGkjPH $XOM",13788 +1,RT @illuminateboys: I can't believe there are politicians who believe that climate change is fake. And these are the people working for our…,562958 +0,@JackPosobiec the global warming is caused by her cabbage farts,702590 +-1,I was thinking the same thing. Same goes with climate change when there are other important issues that effect Amer… https://t.co/Hh1DoTQkhS,301923 +0,RT @SimonWest26: Brilliant cartoon sums up @realDonaldTrump decision to cancel @BarackObama climate change policies! #itisreal…,357739 +1,RT @jamespeshaw: @NZGreens It gets you an end to poverty in New Zealand. It gets you clean water and action on climate change.,599120 +0,"Adam @adamcurry maakte al 923 keer zijn 'no agenda show' https://t.co/lnXz3YMwX7 + +leuk! Info over 'global warming'… https://t.co/RFJ97WH8J2",815063 +1,RT @Shadbase: @Shadbase people who don't believe in global warming explain this,876368 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,737991 +-1,RT @Uniocracy: They'll tell you theyre doing it to save you from global warming. Theyre lying https://t.co/PRFpiM7pyj #OpChemtrails,529327 +1,RT @ConversationEDU: Sea turtles have been around for 150 million years but the pace of climate change is an existential challenge.…,334099 +1,"@lawlib Hey! We have a new board for bouncing ideas on climate change, are you interested? https://t.co/LTVC09rfhf",708028 +0,erry The real reason to fight climate change https://t.co/1us1PJN0JK ccol https://t.co/whGElTFaTX,229 +-1,RT @newsfakenews: TODD STARNES: Hey NPR — Take your global warming nonsense about kids and blow it out your F-150 tailpipe https://t.co/c4V…,120315 +2,"RT @guardianeco: Stopping global warming is only way to save Great Barrier Reef, scientists warn #GreatBarrierReef https://t.co/SdaKFo93Tr",474371 +-1,@NobamaDotCom @LibbyRafferty @BIZPACReview Funny how the left scream their allegiance to 'science' on global warming but not this issue.,49204 +1,@lisalsong Another horrifying outcomes of global warming,80189 +2,"RT @WSJ: In rebuke to Trump policy, GE CEO Immelt says ‘climate change is real’ https://t.co/5s95jeKKoT",617937 +1,"RT @stevevsninjas: It's 10°F so climate change is a lie! + +That's 1 data point! Like u met me & concluded all men are white and speak Englis…",834559 +1,RT @SierraClubWI: #PollutingPruitt thinks human impact on climate change “subject to continued debate” It’s not #ClimateFacts https://t.co/…,87666 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,376353 +2,RT @thehill: Arnold Schwarzenegger teams up with Macron to fight climate change: https://t.co/6Pj8P5LsYX https://t.co/DFPfMzRRH1,964804 +1,"RT @yayitsrob: The Trump two-step on climate change: Say something kinda moderate, do something extremely radical https://t.co/OZydRAJrHv",188501 +1,"In race to curb #climate change, #cities outpace #governments + +#ParisAgreement #C40 #GlobalCovenant #Cities4Climate + +https://t.co/fHZZfrGJJl",107213 +1,"@jellybeatles Hey! We have a new board for bouncing ideas on climate change, are you interested? https://t.co/LTVC09rfhf",704620 +1,RT @ClimateHome: One week to save UN #COP22 climate change talks from Trump: https://t.co/4abRdcK9e2 https://t.co/488g6Bg3qA,608759 +2,"RT @businessinsider: Trump may end US lead in climate change, and could 'make China great again' — via @guardian https://t.co/1sLWMU2VCq ht…",76821 +1,"RT @aleszubajak: In Chile, 'there is 'no space for climate denial because we see climate change threatening us in multiple shapes.' ' https…",892 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,950779 +1,"RT @michaelaWat: So much denial. So bad for us all. + +Energy Department climate office bans use of phrase ‘climate change’ https://t.co/bQS…",236799 +-1,Natural climate change wins man-made climate change 10 - 0!! https://t.co/A1aP0wIv1Q https://t.co/A1aP0wIv1Q,716256 +1,"@ClassicGrrl If no nuclear annihilation, climate change will just kill us slowly.",691292 +2,RT @WeNeedHillary: CBS Evening News: Donald Trump put 'a global warming skeptic in charge of protecting the environment'…,928899 +1,RT @savingoceans: Wondering about climate change and how it impacts our #oceans? Check out #ClimateChange 101 with @BillNye https://t.co/Io…,76586 +-1,"RT @HarmlessYardDog: 21 kids aged 9 to 20 are suing the Trump over climate change ������ + +>Leftist are a Disease https://t.co/gdfHOUiK1E",684619 +0,How can man say we can stop global warming by putting our AC outside,880134 +2,RT @DrBobBullard: ‘There’s no plan B’: climate change scientists fear consequence of Trump victory - https://t.co/Aj131zJpYg,304988 +1,RT @France4Hillary: Trump is a Chinese agent: Ignoring climate change and the benefits of clean energy only helps China. WEAK!,964744 +1,mashable : Trump named a climate change denier to lead the agency that fights global warming … https://t.co/QqhBh4zKs4,316655 +1,"RT @KamalaHarris: Proud to represent a state that is finding creative ways to act on climate change. +https://t.co/w4nfnqJCqz",85596 +1,RT @PalmerReport: #NoDAPL Golden Gate Park joins Badlands National Park in defying Donald Trump by tweeting about climate change https://t.…,524050 +0,@ineed2takeatwit @zwash300 @FoxNews @TheJuanWilliams Lolololololol. Oceans are rising even without climate change… https://t.co/UHgJ4G9iq4,755727 +1,I'm just going to say that creationists that dont believe in global warming have never listened to Bill Nye,74852 +0,Stand up for all of the successes of climate change:,424186 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,150591 +0,RT @hayleiip: someone told me i'm not qualified to discuss climate change so i pulled up a pic of my degree in environmental studies lol ni…,368251 +0,RT @WingsScotland: Belfast alone probably accelerates global warming by a year in one night. https://t.co/BIIe3czgG5,617023 +1,Watching Scott Pruitt talk nonsense about global warming is raising my BP. #fool #ParisAgreement,204462 +0,@dicapriofdn why don't u preach global warming from your yacht #Hypocrite,979885 +1,If you haven't watched this yet you really need to. climate change is only going to get worse. https://t.co/RNhQyu2L9t,182392 +2,"Google:Girl, 9, sues Indian government over inaction on climate change - https://t.co/MfJVbe37y2 https://t.co/Vu8Aiv5Hxw",206052 +1,"RT @RalphNortham: The environment is facing its biggest opponent yet, and it's not climate change—it's Donald Trump. https://t.co/lzrKyqDfki",415546 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",328321 +2,RT @guardianeco: How Obama's climate change legacy is weakened by US investment in dirty fuel https://t.co/APmTf66rG3,109016 +1,RT @voxdotcom: Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/cjiuP9xDIy,663508 +1,i'm sorry but if you think climate change is a hoax you are a fucking moron lol,915578 +1,RT @CineversityTV: #FF #Trump's #corrupt #EPA chief says CO2 isn't main cause of #climate change #fossil fuels are and... | @scoopit https:…,509891 +2,RT @sabrush: Trump's EPA head says he does not believe carbon dioxide is the primary contributor to global warming https://t.co/YD3PTNIfh4,124970 +2,RT @pablorodas: #CLIMATEchange #p2 RT Trump picks climate change sceptic Scott Pruitt to lead EPA https://t.co/1xb8rrW026 #COP22 https://t…,542460 +2,"RT @GMA: Arctic undergoing rapid ice melt that could speed global warming, new study warns: https://t.co/jll8cn79QP https://t.co/bAtUQNTXcc",776740 +0,@GeSemdicapt fuck global warming,101705 +0,Anyone who lives on Earth is laughing at all of this because climate change https://t.co/w9TUyNZYHw,724383 +2,RT @vicenews: Trump’s rumored pick to lead the EPA wants everyone to “love global warmingâ€ https://t.co/ZtvfKXCbah https://t.co/HLBRH3Zglr,302967 +0,Mattis also says that climate change is a problem. Just proves that elections are for show only https://t.co/WKEXdzQ33k,282035 +1,RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,53578 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,598816 +1,97 per cent of climate scientists believe climate change is real...#DonaldTrump thinks it's a Chinese hoax! Sad! https://t.co/btNlSthTog,169522 +1,EPA head suggests CO2 isn't a 'primary contributor' to climate change https://t.co/4uv8qQhqVb via @engadget C'mon!,172371 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,635615 +1,NHLA supports efforts to combat climate change' @markmagana of #NHLAMember @GreenLatino #LatinoPriorities https://t.co/qWDeuju8bf,796704 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",911559 +-1,Selling global warming as scientific vs government's control of everything by terrifying the public. #earthday… https://t.co/aZUv4iMtcv,126568 +1,“The human magnitude of climate change looks more like a meteorite strike than a gradual change' #renewables crucia… https://t.co/g2eKJp19cG,225958 +1,"RT @BrentSullivan: @climatehawk1 @Shell +while they still deny climate change, our denial that they could put profit over planet and people…",360301 +-1,@sallykohn They're related when part of a larger pattern of change. But that doesn't prove manmade climate change. Q is much do we affect?,802130 +1,RT @joshgad: The mourning stage is over. Now we fight. Putting a climate change denier as head of EPA is an act of war on our kids. #StandUp,575929 +1,RT @UN: 12 #globalgoals are directly linked to climate change. The #ParisAgreement is crucial to achieve them.…,474686 +1,RT @SenFeinstein: BREAKING: Senate Appropriations Committee just voted to restore vital funding for the UN climate change panel—a big victo…,22580 +1,.@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t.co/SOe3tovvTc,747327 +2,RT @ajplus: Top world leaders met at the G7 summit today. All countries affirmed they'd fight climate change – except one. Can…,157315 +2,"RT @washingtonpost: Thanks to global warming, Antarctica is starting to turn green https://t.co/Php1dqYO9D https://t.co/blcU2CAigP",389386 +1,"It's twelve in the AM, it's bloody hot as shit, i can't go to sleep and now it's fucking raining! Brought to you by global warming.",963184 +0,RT @HenningAkesson: Interested in glaciers and climate change? 2-yr researcher position in regional climate modeling @BjerknesBCCR @UiB htt…,646795 +-1,RT @RandomSavage3: @FrMatthewLC Crazy how two days ago people were going bezerk about 'global warming' then a blizzard hits,44071 +2,U of S opens water research facility to study climate change https://t.co/eDuZd3M15q - #climatechange,837115 +-1,RT @katieworth: My story on the campaign to persuade every science teacher in the U.S that climate change is debatable @frontlinepbs https:…,334243 +1,"RT @michaelpielocik: new york times new marquee hire denies climate change and previously wrote about 'the disease of the arab mind,' re…",696493 +2,"Climate talks: 'Save us' from global warming, US urged @BBCNews #geographyteacher #climatechange https://t.co/dPekzSv6XT",539112 +1,RT @TimWattsMP: 'I will not lead a party that is not as committed to effective action on climate change as I am' https://t.co/mP1CPnSnzZ,225886 +2,"RT @nytimes: As global warming cooks the U.S. in the decades ahead, not all states will suffer equally https://t.co/2GV056tvEX",85110 +1,"New CBA case a warning: Step up on climate change, or we’ll see you in court John Hewson… https://t.co/Pd3A6952jT",675796 +2,Pope challenges UN to fight climate change https://t.co/rWRkv0ciUq via @SDogbon #MGWVJaiye https://t.co/fQuOj42kvI,850425 +-1,"Isn't climate change just evolution for the planet? If so, why get upset about it. Or try to stop it. Who are we to make that call?",285583 +0,You cannot come out right after a significant weather event and blindly blame it on climate change and still believe in science,51349 +1,"New CBA case a warning: Step up on climate change, or we’ll see you in court | John Hewson https://t.co/kOMhoxq0tf",879793 +2,"As the White House changes course on climate change, California stubbornly presses forward https://t.co/RkuKnTaJGf",709663 +1,"RT @FastNewsDelhi: 'Science exhibition train' to spread awareness on climate change @sureshpprabhu +@RailMinIndia +https://t.co/wGcQuB9WhA",965906 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",819344 +0,"@tahjshaunx @FunnyMaine Black men are the reason for global warming to her, and hitler's main target in the holocaust was black women...",748601 +1,RT @FemalePains: im gonna just ignore the fact that the world is either about to end bc of climate change or nuclear war and focus o…,491825 +1,"RT @manjusrii: Exxon, Trump, Putin & $500 billion deal to accelerate global warming (via @mckenziewark ) cc @Shoq https://t.co/z9svbGfkSV",824242 +-1,RT @AlbertStienstra: @ClimateRealists The almost 100% Democrat vote of the very young is caused by climate change scaremongering and indoct…,917376 +2,China drills Tibet glaciers for climate change research,580177 +2,Why Morocco is leading the charge against climate change - CNN https://t.co/00ntxOpnkO,997952 +1,RT @1909ed: Slow progression of climate change my butt Mother Nature wants to be heard https://t.co/MmEqgbJRUG,138512 +0,@amcp The Papers crid:485fxj ... he will not sign up to the climate change agreement. He has isolated himself completely. We ...,225406 +1,"2016 is on track to be the hottest year on record, but climate change is made up. Right.",715841 +0,RT @EllieHighwood: Ok so i am a crochet addict. This is my 'global warming blanket' -stripes coloured according to last 100 years T an…,394588 +1,RT @sierraclub: .@POTUS just announced an ambitious but achievable plan to cut climate change pollution by 80% by 2050: https://t.co/b54Njm…,832668 +1,RT @AdamBandt: ANZ today revealed they may not give mortgages in future for houses impacted by sea-level rise from global warming https://t…,988503 +1,"RT @SenSanders: We can combat climate change at the local level. @joshfoxfilm +and I are talking about how: https://t.co/rxYkpnvL8D",791439 +-1,"@Revkin1. I got your point, it is still stupid. It is absurd to make every tornado, hurricane etc result of man made climate change.",133423 +1,@DDentner @Tweetin_jackleg @tomseward @stillgray you got it all wrong. The person who called climate change a hoax is clearly the crazy one.,340943 +0,RT @_Cudder: Everyone is enjoying this global warming,829893 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,164816 +1,RT @MSMWatchdog2013: Neoliberalism has conned us into fighting climate change as individuals | Martin Lukacs https://t.co/shJS8C5N7r,786821 +1,RT @CanadianPM: Thanks to @georgesoros for sharing your insights on the global economic outlook and climate change #Davos2016 #WEF https://…,799230 +2,"For the first time on record, human-caused climate change has rerouted an entire river + https://t.co/Qv7vdpqXF8",579591 +2,EPA chief doubts carbon dioxide's role in global warming - BBC News' https://t.co/3IojhsZKDM,666649 +1,"A man who created a fake college, okay. +A man who has no political experience, okay. +A man who says global warming is by the Chinese, okay.",936398 +1,@IUCN_Med participating at #environment & #climate change experto group @UfMSecretariat #mediterranean https://t.co/6bGoRVMTlA,489860 +1,Why humans are so bad at thinking about climate change https://t.co/jTYYsswABA via @YouTube,801083 +1,RT @makeinindia: Where the sun shines: India's solar power commitment is a force against climate change: @WorldBank #MakeInIndia https://t.…,604689 +2,"RT @CNN: Scientists are scrambling to protect research on climate change, energized by concerns about Trump administration… ",280997 +2,"RT @AP_Politics: National Park Service defies White House social media ban, tweets on climate change, Japanese interned during WWII. https:…",292060 +0,@3pointedit climate change triggers the rise of giant orchids which battle giant carniverous plants to devour the dwindling humans #thefilm,735112 +1,RT @SNVworld: Decentralised renewables: the front line against climate change https://t.co/ttIOtvzFMH via @Power4All2025 #COP22 #ClimateAct…,64988 +0,"Who is bringing the tornadoes and floods. Who is bringing the climate change. God is after America, He is plaguing her + +#FARRAKHAN #QUOTE",592626 +2,EPA chief: Carbon dioxide not 'primary contributor' to climate change https://t.co/YCNxXs1hET,749940 +1,"RT @350: In the US? Write a letter to the editor, urge media to connect the dots between climate change & Hurricane Harvey:…",415182 +1,"Wisdom, courage needed in climate change fight | Sudbury Star https://t.co/DXx3UU5wrM - #climatechange",162636 +1,We may have even less time to stop global warming than we thought https://t.co/IMQRGKgOlq,427091 +1,"RT @JanakiLenin: That is why we link rivers, divert climate change funds to GST, lay roads through forests, etc. https://t.co/NQUnebIwck",213109 +1,RT @BillNye: Just a little climate change. What's a few Billion$$ here or there? https://t.co/8OqnggDARD,513810 +2,Donald Trump could put climate change on course for the 'danger zone' https://t.co/TLw09drhLr,495004 +0,If we have a nuclear war it might plunge us into a nuclear winter and then we won't have to worry about global warming,680062 +1,RT @SarahKSilverman: At what point in ur evolution did big oil make u realize climate change was a hoax? https://t.co/HwEz87j89T,270553 +1,RT @sierraclub: 'We've doubled renewable energy production and become the leader in fighting climate change.' -@POTUS in Philly #ClimateVot…,897568 +2,RT @Anothergreen: A Kurdish response to climate change https://t.co/Lx19RqYelt https://t.co/46ZDfM2Vc2,85426 +2,Rex Tillerson may have used an alias to communicate with Exxon officials about the risks of climate change… https://t.co/eFMUmRBQPt,470865 +0,RT @notlinkolafan: I can fix climate change but you won't like it. https://t.co/41xbjndvnM,574243 +1,RT @lenajfc: now the majority of people in office believe that climate change isn't real. mother earth is mourning today,567117 +1,"why are there people that deny the climate change? + +not that I'm mad or anything, I'm just genuinely curious",797624 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",22915 +1,"@MrMCos Probably right, but had to challenge him given he doesn't know if climate change is real or not. He should visit Tuvalu, Kiribati",543257 +1,Agriculture victim of and solution to climate change https://t.co/HeOt6JBUr3,682898 +2,RT @Independent: US 'forces G20 to drop any mention of climate change' in joint statement https://t.co/49EE31tyP7,201284 +2,"The Department of Defense continues investment in #cleanenergy and it has little to do with climate change. +https://t.co/VkjKDqUKww",664098 +0,RT @RowanJones_: So all we need to do is pay @KimKardashian heaps of cash to promote climate change solutions. Let's do it people https://t…,115517 +2,Quebec municipalities to discuss climate change in Montreal March 23 #TODAY https://t.co/jjUpLA8X2S https://t.co/MZEeKrqiB3,846879 +2,RT @environmentguru: Trump shifts stance on climate change: … softening his tone on whether climate… https://t.co/BxF2iFfNCP #ClimateChange…,811545 +1,"RT @NatGeo: By using projections from 21 models, researchers predict how climate change threatens our water resources https://t.co/lO4ojvjg…",127503 +2,How climate change could kill Punxsutawney Phil https://t.co/4bI9WeTLEB,796820 +1,"RT @MoscowTimes: Russian astronomers complain that climate change is clouding their night skies. @realDonaldTrump, you have ur order… ",81446 +2,RT @WWF_Australia: NSW landclearing laws a 'loss' for action on climate change: Possingham https://t.co/Ap1dCwLK5f via @RadioNational,495023 +1,"RT @BrentNYT: But, of course, global warming is liberal hoax. https://t.co/r9S01Y8kHr",439946 +0,RT @boredeaths: if global warming doesn't exist then why is club penguin shutting down,157528 +1,RT @evacide: The admin that puts a climate change denier in charge of the EPA puts a guy who can't download his own apps in char…,995488 +1,RT @mzjacobson: Extreme drought symptom of global warming enabled by fossil lobbyists+politicians: UN: 20 million may starve https://t.co/Z…,563695 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,677002 +2,RT @CNN: Kids are taking the feds -- and possibly Trump -- to court over climate change https://t.co/oGw21W7Skw,46425 +1,RT @TulsiGabbard: We must continue to illustrate the impacts that climate change is already having on communities around the world—especial…,309102 +1,RT @JohnGal31268262: The top ten global warming 'skeptic' arguments answered | Dana Nuccitelli | Environment | The Guardian https://t.co/qt…,668444 +1,RT @latimes: Harvey should be a warning to Trump that climate change is a global threat https://t.co/IKaQe3ln23 via…,95753 +2,Scientist spreads the word on climate change — by biking across America | WTOP https://t.co/oBkp3PvTha via @WTOP,43446 +2,RT @EcoloCYL: .@EP_Environment #CETA contraries direction of our commitments to limit global warming below a temperature rise of 2°C #CETAT…,615078 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,520994 +1,RT @igorbobic: The Sunday shows ignored a calamitous new global warming report. Only show to mention? SNL. https://t.co/5wcJHz8bOH,908978 +1,"RT @Matthijs85: 'Before the Flood' +Great documentary on the consequences of climate change with Leonardo DiCaprio +https://t.co/oIO9JZSGSZ |…",13544 +0,RT @mtthwdvs: if global warming doesn't exist then why is club penguin shutting down,437765 +2,Trump is creating a void on climate change. Can California persuade other states to help fill it? (LA Times) https://t.co/L9ZzS5mS6b,45389 +2,"FEATURE-Mexico's Maya point way to slow species loss, climate change. https://t.co/XhKkp2XGub",346368 +1,RT @WFP: Did you know climate change can increase the risk of food insecurity and malnutrition? https://t.co/BNtWtgiHAW https://t.co/VRHESA…,346864 +1,"An old cartoon of mine, but just as relevant today, as climate change denier Scott Pruitt works to subvert the core… https://t.co/Riu4iA9Ct3",413932 +1,Every insane thing Donald Trump has said about global warming - https://t.co/60ONblWYQK,797293 +0,I hope in 2017 people finally learn the difference between global warming and climate change.,487512 +1,"RT @JustinTrudeau: Welcome to Ottawa, @Premier_Silver – looking forward to working together to fight climate change & protect our envi… ",790223 +2,"Google:Action on climate change 'harmful, unnecessary': Trump White House - Green Car Reports https://t.co/sO1V47Qdxt",971309 +1,"RT @OsmanAkkoca: I Am,OSMAN AKKOCA Declaring That İf The Countries Want To Stop #climate change I Am İn Turkey! - #EPA - http://t.co/ewxzr…",911859 +1,To deal with climate change we need a new financial system https://t.co/RahN75lNAk,486278 +2,"From heatwaves to hurricanes, floods to famine: seven climate change hotspots https://t.co/hXjAD92lEx",633833 +1,TNW: Scary interactive map shows how water levels will rise due to global warming https://t.co/uclQ8aH2ir,279205 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,782321 +0,RT @ShellenbergerMD: New @LeoDiCaprio climate change web site attacks nuclear power while nuclear plant closures increase CO2 emissions. ht…,274057 +0,Grandma just said she doesn't believe in climate change lol,194089 +-1,"RT @DanielJHannan: People who accept 'the scientific consensus' on climate change often dismiss 'the scientific consensus' on, say, frackin…",427300 +0,@AveEuropaThe2nd @pb4p You cling to the idea that not having anything about civil rights or climate change on the website isn't the same...,571983 +1,"@WhosImmortal Worth a watch and I believe it has sincere intentions, but came off preachy to me, someone who believes climate change...",936133 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,409448 +1,The tomatoes are still fruiting and flowering in November. Mama's neighbour still thinks climate change is a lie. https://t.co/ggwPf0Jtrv,426704 +1,"@thehill Summary: +Millionaires and billionaires, also global warming will kill us all",163571 +2,RT @guardiannews: ‘There’s no plan B’: climate change scientists fear consequence of Trump victory https://t.co/wg2DfuT3WD https://t.co/LY2…,579555 +1,Hunton/Weindorf explore climate change...villages in Alaska. Worth a view regardless of stance on cc. @KTTZ making an impact! @TexasTech,222383 +2,"RT @MinhazMerchant: G7 environment ministers meet in Italy, pledge to fight climate change as per Paris accord with or without US.…",699604 +2,"RT @democracynow: Chomsky on climate change: 'Every Republican candidate… either denied what is happening, or… said we shouldn't do a…",20724 +1,"RT @chunkymark: True Not all Trump supporters are white supremacist loving racist xenophobic climate change denying sexist swamp bigots, ju…",322294 +1,"Polar bear, wild reindeer decline worsening as #climate change continues to melt Arctic ice: @ABC… https://t.co/E33xo7HcNH",644898 +1,"RT @lsarsour: The first 100 Days of Trump. Repealing Obamacare, dismantling executive orders & flushing climate change in toilet https://t.…",162244 +1,"Thanks Avery Burdett for backing The Environment: A True Story. +For common sense on climate change you can too, at https://t.co/baO7EnlHVO",574100 +2,RT @pink3l3phants: The mayor of Chicago posted all of the climate change data that was deleted off the EPAs website under Trump on the city…,96929 +1,RT @Slate: Politicians won’t tackle climate change. Should we call it something else? https://t.co/6OK9FkBrAB https://t.co/R8sdjCdQKz,63813 +2,"RT @Wine_Newz: The #Wine industry in #Europe could be in trouble due to global warming, researchers warn https://t.co/1LErjnPpMI",545 +1,"@Ty881 @LOrealUSA @nytimes It's not called 'global warming ' it's called climate change. & yes, it's real. But I gu… https://t.co/8muRbDe4mX",380277 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,835186 +2,Trump really doesn't want to face these 21 kids on climate change https://t.co/oHfhg9Gz1O https://t.co/ExhoFHE2KQ,664827 +2,RT @aggyk: Five Pacific islands lost to rising seas as climate change hits https://t.co/kmnBmFANdw,927476 +2,"NASA is defiantly communicating climate change science despite Trump’s doubts' https://t.co/E3qtwWYV3Z @NASAClimate Lift ‘em up, y’all!",924682 +0,RT @PlessCatherine: Team energy/climate change we should check this out #McGgovt @mariamartmcg @cocodupepe1 @marlapeyre @elisef_fant https:…,578951 +1,"Talk about it when you believe in something, especially climate change. Because we need to know that we aren't alon… https://t.co/CnbbASBUIT",929720 +0,"RT @pollreport: To address climate change, US is: +Doing enough 18% +Doing too much 19% +Needs to do more 59% +(Quinnipiac U, RV, 3/2-6) +https:…",999888 +2,RT @Fusion: Peru is suffering its worst floods in recent history—and some scientists say global warming is to blame: https://t.co/3EGbsYVNJq,776884 +-1,RT @TuckerCarlson: Forget about its poverty or exploding crime rate... the mayor of New Orleans is making climate change a top priorit…,342566 +2,RT @Environment_Ke: Kenya has ratified the Paris Agreement on climate change @JudiWakhungu @MyGovKe @NemaKenya @KeForestService…,404016 +1,RT @hoplitnet: Conservative logic on climate change. https://t.co/xj7EyTwwJX,402974 +-1,@JWilla_ @SethMacFarlane if global warming is real why change the name to climate change? The weather changes naturally doesn't it?,68653 +1,RT @WaterBart: Many braved the snow in Denver to demand action to curb climate change. Inspired by #DenverClimateMarch…,597063 +0,"RT @ezralevant: All of @SheilaGunnReid's videos from the UN global warming conference in Marrakech, with more to come:…",982400 +1,RT @Greenpeace: The best way to protect a coral reef is to take action on climate change. Simple. https://t.co/yPb0xQ2IVA https://t.co/YdYq…,287190 +0,"RT @weathernetwork: It's snow joke, climate change claims yet another casualty. #SaveOurSnowmen https://t.co/5tTjKcOpEQ https://t.co/ou4MKV…",572640 +1,"RT @UNEP: 'I call on world leaders, business & civil society to take ambitious action on climate change.' - @antonioguterres…",325238 +2,RT @HuffingtonPost: California professors sign open letter to Trump urging action on climate change https://t.co/zQBYtItW7n https://t.co/bA…,926165 +0,RT @TheNextWeb: National Geographic’s climate change documentary with Leonardo DiCaprio is now on YouTube https://t.co/qMsxAyKcjo https://t…,798960 +2,RT @aireguru: California knocks Trump as it extends climate change effort: SAN FRANCISCO (AP) — Gov.… https://t.co/EPBSdMNTT1…,708842 +2,"On climate change, Scott Pruitt causes an uproar — and contradicts the EPA’s own website - The Washington Post https://t.co/twyzNb4deV",969936 +1,RT @ClimateChangRR: Conversations by top climate change influencers in the last week https://t.co/ltPpv1qcnd,492265 +1,"@DirtwolfDirt 2. it evolution, species adapting to the environment but climate change is an important fact, involve… https://t.co/EkjzsfugdT",180336 +1,"RT @AmyDentata: White supremacy thrives on denial of facts. The same denial that says global warming is a hoax, that vaccines cause autism……",152923 +2,"RT @HuffPostPol: The effects of climate change on wildlife are far worse than we thought, study finds https://t.co/wtJ7F15Pez https://t.co/…",172915 +1,RT @1followernodad: Donald Trump once backed urgent climate change initiatives. He doesn't believe anything he's doing.,811340 +2,Australia being 'left behind' by global momentum on climate change https://t.co/wScQTAG2QV,524603 +2,"Trump appointees on climate change: Not fake, not a big deal either https://t.co/tIKAdhBALJ",494735 +1,"RT @KamalaHarris: Our obligation, both as a global leader and as the planet’s second largest polluter, is to combat global warming—a threat…",391519 +1,Didn't the president of the United States tell us that climate change was a Chinese hoax? https://t.co/G5AuigfA2u,290906 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",915279 +2,Recent pattern of cloud cover may have masked some global warming: There’s a deceptively simple number at the... https://t.co/B2u5ucFrJK,267223 +1,RT @SmartCitiesSCIS: Claire BAFFERT: Interested in City-twinning programme on adaptation to climate change? New call opens in July!…,527056 +1,now tell me that climate change isn't real https://t.co/UVUU1UOGaH,394760 +-1,Hope they get a chance to skip climate change for good. https://t.co/mv7JDUohie,655205 +1,Donald Trump's environment boss doesn't think humans are driving climate change despite decades of scientific…… https://t.co/aZ7MOFIdtw,429174 +1,RT @DomRKing: you're honestly dumb as hell if you think climate change isn't a real thing 🙄🙄,794085 +1,US takes (the world) another step backwards. @EPAScottPruitt denying human impact on climate change - ignorance or… https://t.co/V2MzqgAlQ9,989537 +1,"RT @amkmusty: In addition to the fact that it's one of our largest contributors to global warming, it is a shameful loss of an ex…",785601 +1,RT @OccupyWallStNYC: Remember that for decades #Exxon misled the public about climate change. #RexTillerson https://t.co/3F4KarXDGn,661212 +2,RT @guardianeco: Paris climate change agreement enters into force https://t.co/JJTou0jtLj,754144 +1,"@danhiscock1998 It's not just global warming (although of course that's massive) but loss of species, water, soil fertility etc etc.",15020 +1,RT @JamesDukeMason: Raising animals for meat production is a huge contributor to global warming. That's why I'm a vegan! #progressive https…,101226 +1,RT @amcafee: .@LHSummers: Trump trade polices are 'the economic equivalent of denying climate change or being for creationism.' https://t.c…,204512 +-1,RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,625319 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,801278 +1,"RT @DonnaFEdwards: Trumpian theory: if we don't research climate, then climate change won't exist. https://t.co/hWHsNecrhm",219945 +0,"@NuritBen if u ask me ? I say this is global warming position in real world ,as was ,in ranges are different ,trans eural ,India ,africa",674753 +2,Top climate change articles from last 48 hrs https://t.co/DnWNM9EGN0,479440 +1,"RT @AltUSDA_ARS: Finally, the truth behind this Administration's tacit support of climate change! https://t.co/NJGVQtLXWo",636739 +0,"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",318737 +1,RT @nowthisnews: The climate change 'hiatus' is bullish*t https://t.co/y1fKETHU3d,404285 +0,"Denying climate change is real, but let's celebrate how we will overcome the power of Obamacare, another 20 million more",539835 +1,RT @theecoheroes: Government 'tried to bury' its own frightening report on climate change #environment #climatechange #flood https://t.co/7…,726621 +-1,RT @DineshDSouza: THOUGHT FOR THE DAY: If gender is a social construct--which is to say 'all in your head'-- maybe climate change is too,408538 +1,11 terrifying climate change facts https://t.co/JgUosRxVlf,551452 +1,"NOAA: 24 of 30 extreme weather events in 2015 have climate change fingerprints, such as Miami sunny day flooding;… https://t.co/x3Z3seQien",900230 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",41783 +1,new mexico suffers worse climate change than the great barrier reef.,935123 +0,RT @BecketAdams: Journo Twitter seems much angrier about Bret Stephens’ climate change op-ed than it was last week after NYT publish…,566474 +1,RT @ab_noble: Bill Gates launches $1B clean energy fund - Showing private investors taking reins on reigning in climate change https://t.c…,237841 +2,Trump team memo on climate change alarms Energy Department staff - CNBC https://t.co/E7uMmZsP67,217758 +2,"Pennsylvania: New fracking reports clash over effects on health, environment, climate change https://t.co/YELNdnZwd1",135447 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,978071 +0,@drshow @AmyAHarder @chriscmooney @surveyfunk why do we project what climate change will look like 30 years from now? Why not 1 year?,887777 +1,RT @UNEP: Study finds that marine reserves are helping ecosystems cope with climate change. Read more: https://t.co/zw8D5UJXJg https://t.co…,278173 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,818849 +1,"40% of the US population does not see why it is a problem [global warming], since Christ is returning in a few dec… https://t.co/71mqzswqq5",300697 +2,"As Exxon CEO, Tillerson used alias in emails on climate change: NY attorney general - The Japan Times… https://t.co/RNMe3cIW1P",453068 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,64499 +1,Someone tell Trump to watch The Day After Tomorrow. Maybe he'll start believing in climate change if we show him something on his wavelength,647602 +1,"All faiths must unite to fight climate change, clergy urge - https://t.co/KbcRQeeHtG #FaithAndClimate #ClimateStewardship",285712 +1,"RT @Agent350: 400,000 deaths a year are linked to climate change. Trump exiting the #ParisAgreement is a humanitarian crisis. https://t.co/…",592183 +1,"RT @SanSip: Roses are withered +Violets have an odd hue +And climate change +Is coming for you, too.",207267 +0,@KFB9999 Maybe global warming is messing up its sleep cycle. @CuntPanda @Globetoppers @Rickagain,602635 +2,Scott Pruitt’s office deluged with angry callers after he questions the science of global warming… https://t.co/oSkpqXs884,653798 +1,"Dems come up will stupid bill regarding 'fake news'.How about issues such as climate change, healthcare reform, etc. +https://t.co/jk7EuLDbbn",940241 +1,"the first animal exclaimed extinct thanks to the recent, human-caused climate change: the bramble cay melomys",151081 +2,RT @AJEnglish: #WorldPenguinDay: This Penguin colony is at risk from climate change. https://t.co/IBMSbIssbX,860254 +0,RT @mercnews: Cartoons: Donald Trump and climate change https://t.co/M4TtxR85ss https://t.co/kRWCn0hXPz,426601 +1,"RT @interfaithpower: Trump exec order to undo #climate progress won't undo #climate change . But will make its impacts worse, cost lives, a…",892662 +1,"RT @DavidCornDC: Hey Florida, nice little Everglades you've got there. Thanks for voting for a climate change denier. See you in hurricane…",67416 +1,"RT @tripgabriel: Trump: 'nobody really knows' if climate change is real https://t.co/wQK0EbH9wf +Check 97% of most active researchers https:…",884412 +1,"RT @TomFitton: On climate change, Scott Pruitt causes an uproar - and contradicts the EPA’s own website.Hooray! https://t.co/Dw7TuDFAdL",128064 +2,UN meeting urges 'highest political commitment' on climate change | via @AFP,505796 +1,RT @Clairecorcor: #MothersMarch4Climate bc climate change is no hoax! https://t.co/mLt6y9x80w,555674 +1,RT @DanNerdCubed: Trump's put a climate change denier in charge of the EPA? https://t.co/iKRrbXRS4f,884933 +1,RT @_xninox_: If this event didn't prove to y'all how real climate change is and how it affects us idk what will,995102 +1,RT @Jackthelad1947: We need more climate change warriors like Naomi Klein #auspol https://t.co/AwdQoDazNY https://t.co/2k0xc5HDlx,236227 +1,This sunset is the earth saying 'vote for someone that thinks climate change is real or y'all won't be getting any more of these',780003 +-1,RT @ClimateTruthNow: George Clooney claims that man-made global warming must exist because liberals agree that it exists: https://t.co/5KBJ…,259378 +2,RT @AJEnglish: Reindeer are disappearing at an alarming rate in Alaska and Canada due to climate change. https://t.co/efbSqQhKwg,751293 +1,"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",183455 +2,RT @ajplus: The Obama admin is sending $500 million to a global climate change fund. https://t.co/zqJQ44GnbV,257488 +-1,@KellyHinesTW all of us cold people from Tulsa and Mich will cool down the place. So much for global warming. #miamibeachbowl,476576 +0,"RT @KejayUrbane: Its humid its hot global warming is a thot +-kejay urbane; a mood piece",224618 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,60851 +1,"RT @MikeGrunwald: Not the key takeaway but it's truly good that even Trump aides have to say manmade climate change is real, even if they d…",867327 +2,"RT @tongotongoz: #lastnightinsweden : Mass immigration from the north, due to global warming. https://t.co/fJ8nMLKREP",173509 +1,"@maryedavis72 I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/nZCxr5XRhU ?",785415 +0,@realDonaldTrump YAY! Only 1 thing concerns me. Please look more into climate change. Those boys who deny it get bi… https://t.co/mHh7O88yTp,410459 +0,"RT @GabrielGrims: Habitat loss, more than climate change, is driving the species extinction crisis. https://t.co/p6M9kuPlHa",348682 +1,Ten of the ugliest animals threatened by climate change https://t.co/qLaa6R4olI https://t.co/1kyKXfksJg,302193 +1,RT @simon_reeve: Our world needs protection!! Sign up to @WWF_UK #EarthHour & show you want action on climate change. https://t.co/UPkIVBqe…,244768 +0,"RT @RealPeerReview: Why climate change will cause the resurgence of dragons. +https://t.co/yyjWtqlkDg https://t.co/LfI0Wi8as0",693160 +2,RT @wef: Why cities are outpacing countries in the race to curb climate change https://t.co/s7GQg2epsp #environment https://t.co/K9XTL6JOZC,421239 +1,"RT @JoyAnnReid: The next four years could set the United States back decades, in education, science, trade, climate change and more.",287983 +1,"RT @teddygoff: Fun fact: if elected, Donald Trump would be the only leader of any nation on earth who denies climate change. https://t.co/9…",286842 +1,RT @Mark_Butler_MP: 73% of Aussies want strong action on climate change & energy because it will create jobs & investment. #ClimateoftheNat…,791173 +1,"RT @GreenpeaceUK: Nicola Sturgeon won't meet @realDonaldTrump while in USA, she'll sign agreement on climate change with Trump critic…",66725 +1,RT @keekin_it_real: it's really sad how some people still don't believe in climate change. the world is literally changing before your eyes…,788882 +2,#NBC News - Posts | Trump dismissed man-made global warming a 'hoax' during... https://t.co/d5IjbHxJIT https://t.co/kHOscAOBoa,646506 +1,RT @mic: Watch misinformation about climate change be dispelled with real facts https://t.co/4hG1GDrKq2…,351711 +1,"RT @AlongsideWild: In 2016, for the first time ever, a mammal species went extinct due to climate change: https://t.co/M2fn6a5DNp. + +#ITwee…",57068 +2,"RT @wef: Many young people fear climate change and poverty, as much as they fear terrorism https://t.co/pahvdXJYv2 https://t.co/FO6Ja1NQEN",776251 +1,RT @_RyanBurnett: Only in America do we accept weather predictions from a groundhog yet refuse to believe in climate change from scientists,698983 +1,@SheWhoVotes And with climate change that will be Ohio,696569 +0,"RT @CatalyticRxn: Trend is toward increased acceptance of climate change, but acceptance that it's human-caused is flat. #science2016electi…",92629 +1,"I'm not trying to be rude, but do people that voted for Trump not believe in climate change? Honest question.",826249 +2,RT @TheBaxterBean: BREAKING: Trump signs executive order dismantling President Obama's efforts to combat climate change.…,45310 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",855556 +2,RT @tveitdal: Barack Obama warns climate change could create refugee crisis ‘unprecedented in human history’…,783867 +1,RT @AnonyPress: 2016 was the year that the United States elected a man who believes that global warming is a Chinese conspiracy,242689 +1,RT @DeanLeh: Scientists leak key climate change report before Dirty Donald Trump could block it. https://t.co/oF5eddncRC,672110 +2,RT @clintonkowach: Ethiopia's coffee industry threatened by climate change https://t.co/uhp73Q7Apg #News #Bibleprophecy #Truth #Knowledge #…,284949 +1,Come at me with 'climate change isn't real'. https://t.co/SYiqGGcTLJ,678858 +1,RT @BernieSanders: Some politicians still refuse to recognize the reality of climate change. It’s 2017. That’s a disgrace.,436217 +2,RT @EnergyBoom: China: Trump's election will not jeopardize global efforts to combat climate change #COP22 https://t.co/diYvzdVwNP,749167 +1,"RT @cathmckenna: 'Instead of debating whether reducing carbon emissions is too expensive, we should consider how much climate change…",174138 +1,RT @FastCoExist: Here are 100 totally achievable things we need to do to reverse global warming: https://t.co/Q21K0mLFLH https://t.co/ZTnAY…,449976 +0,RT @cat_beltane: it was cool when 0 of the 3 US presidential debates featured any questions whatsoever about climate change https://t.co/gK…,671187 +2,RT @ClimateCentral: Every Trump cabinet nominee's position on climate change → https://t.co/5TQchTUI3e,308147 +2,RT @PetraAu: EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/fYNTWW7ZKF,853060 +1,"@DAX1942 I’m creating a think tank for independent thinkers to solve climate change, would you post also at https://t.co/3nG3t7oJZI",792914 +2,Exxon ordered to hand over Rex Tillerson's secret emails to climate change prosecutors #SmartNews https://t.co/RpR5wV3IvN,95494 +2,RT @nytimes: Spring came early. Scientists say climate change is a culprit. https://t.co/Zf5nGEkarf https://t.co/npwkuPgG6W,724436 +1,"RT @McCauley_Lab: Want to know if climate change is real? Ask a fisherman. + +https://t.co/NfDAODN2J1 https://t.co/RnNGsSO0SE",84782 +1,"RT @pablorodas: #climate #p2 RT With climate change deniers in charge, time for scientists to step up. https://t.co/5NCZCwav5J…",869795 +-1,RT @BIKERDAVE100: Question Al Gore on climate change and he'll call you a 'denier' | Climate Change Dispatch https://t.co/9ckMF56s32 via @c…,517732 +1,RT @fonzfranc: highlighted some black leaders in the fight against climate change for @blavity | https://t.co/nTIpOMNSER | ✊����,811030 +0,"RT @RepStevenSmith: A CNN host said we should all vote for Hillary because she believes in climate change. + +These countries make one t…",672721 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",419694 +1,RT @TheCinnamon75: Vote for who you think is the best candidate. Please know climate change is a very real thing and we are currently destr…,156911 +1,"I swear I will never scoff at global warming again, please just let the temperature fall below 60",96952 +1,.@Oxfam on EP #ETS vote: MEPs fail to ensure support for poor countries in adapting to effects of climate change https://t.co/lexs7Xb3ZH,239796 +0,"hello, do you think global warming is actually a form of warfare? cool me too!",911924 +1,RT @busterjimmy: @MarkRuffalo So depressing I know. The fact that global warming is increasing at alarming rates and nothing is bein…,714937 +1,RT @WIRED: 2016 was a pivotal year in the war on climate change https://t.co/TxUcENlbGl,307514 +2,RT @mmcphoto: The real news: #climatechange Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/bUrdh1Wc6W,368457 +2,RT @Energydesk: #ShellKnew | 1991 film emerges showing oil firm Shell warning of climate change https://t.co/bMYKUMHbgz https://t.co/fRNumr…,315269 +2,RT @AmazngEbooks Author and radio host suggests we've already lost the climate change war: https://t.co/iLv2tlDZFS,726977 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,791394 +1,@realDonaldTrump's dangerous climate change denial https://t.co/yx5GyMK4DD,780045 +2,Malcolm Roberts on why he doesn't believe in climate change - SBS https://t.co/sA9KiNW1y5,866846 +1,RT @alvinlindsay21: 'River piracy' is the latest weird thing to come out of climate change https://t.co/4FAlHrgX1C @mashable https://t.co/…,675180 +0,RT @hoosierworld: Entertainers are all good if they're meeting w/ lib presidents to work on climate change but how dare one talk abt urban…,824789 +1,"RT @Scientists4EU: So, should we join in? -and march in solidarity with US colleagues on issues of climate change, antiscience & Trump? +htt…",981561 +2,Does climate change cause conflicts in the Sahel? https://t.co/TWOymIVAVs,429634 +1,RT @jimkchin: Good to see reporting on climate change taken this seriously. https://t.co/nOR42vgh5n,535477 +1,RT @nathanTbernard: @realDonaldTrump but I thought climate change was a hoax manufactured by the Chinese? https://t.co/sn6u2qpHyI,562950 +1,RT @smilleesims: It's 60 degrees. InJanuary. Up north. And our President-Elect doesn't believe in global warming 😂😂,187703 +1,It snowed in the fucking Sahara desert...try telling me that global warming isn't happening... https://t.co/ph5o2960Fk,979276 +2,"Europe faces droughts, floods and storms as climate change accelerates #climatechange https://t.co/FhMJ2h353f https://t.co/F1cNu2jsnG",459949 +1,RT @AyyThereDelilah: Florida's dumb ass voted Trump now y'all gone be underwater because Republicans don't believe in climate change.,47157 +-1,Al Gore is a fraud and refuses to debate global warming https://t.co/P9R5aRLcmW,561503 +2,Bill Gates and investors worth $170 billion are launching a fund to fight climate change through energy innovation https://t.co/dcBp20YMGY,893296 +1,"RT @AWF_Official: If you want evidence of climate change, just look at Amboseli National Park, says AWF's Fiesta Warinwa. Here's why:… ",271359 +2,@Stanford scientists link extreme weather and climate change: https://t.co/rXCumiNime https://t.co/YGJAK5guKY,184580 +2,"Germany, California to tackle climate change together https://t.co/dlb4hHDfgG",262320 +2,RT @CNN: President-elect Donald Trump says 'nobody really knows' if climate change is real https://t.co/0GAtmSMVZe https://t.co/i3tOPIFlG2,881920 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,161234 +-1,RT @USFreedomArmy: When will people understand this about globalism & not global warming. Enlist ----> https://t.co/oSPeY48nOh. Act!! https…,787567 +1,Imagine actually not believing in climate change even China believes in climate change,72722 +2,RT @cnni: The mental health implications of climate change https://t.co/VaBvPGyKt6 https://t.co/Kreu66e0Y6,703328 +0,@classy_like_koi climate change man,103358 +1,RT @AAPsyc: Because Canadians believe in science and climate change! #WhyILoveCanada,880789 +1,@EmmanuelMacron Your Excellency the President：in response to your great climate change policy，I'm looking forward to discuss with u in depth,907459 +2,"RT @guardian: From heatwaves to hurricanes, floods to famine: seven climate change hotspots https://t.co/JUkIm68rbH",299727 +1,"RT @Climate4Health: 'We've got a big public health problem here with climate change' -Bob Perkowitz, @ecoAmerica President https://t.co/g3U…",516127 +1,Stewart Jackson retweets fellow moron and climate change denier Paul Joseph Watson https://t.co/YNAzUKVlua,372982 +1,"RT @jack_johnson55: The environment is a silent stakeholder in everything we do, and climate change is its way of speaking. We can't ignore…",344525 +-1,Snow in April? Yeah global warming is real,896213 +1,RT @greenpeaceusa: Heartbreaking images of climate change that should make even the biggest deniers feel something…,792188 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",232687 +0,"@justin_kanew @realDonaldTrump + Keep on it. heard something like this week's ago. It's not just climate change info.'they' are taking down",7061 +1,@_Isabella_C__ are you kidding?! You think climate change doesn't exist?! Where did you go to school???,427180 +1,"sorrow and misery, climate change, instable financial systems, ... - something is going wrong #world",459620 +2,RT @washingtonpost: China tells Trump climate change is not a Chinese hoax https://t.co/NID1bEzh89,464602 +2,RT @CTVNews: Canada will capitalize if Trump takes step back on climate change: Trudeau https://t.co/cx7WBqmGAt #cdnpoli https://t.co/YbpSE…,398500 +1,RT @johniadarola: If we start calling climate change 'Radical Islamic Terrorism' do you think we can get Trump to fight it?,850852 +1,Simulating US #agriculture in a modern Dust Bowl #drought https://t.co/Eob4keusjq Bad news and reason for #climate change concern.,813359 +1,RT @ericcoreyfreed: Anthrax spores stay alive in permafrost for 100 years. Enter climate change. Can you guess what happened next? https://…,369036 +1,One Trump promise might really destroy the world & all life as we know it: turning away from halting climate change & promoting it instead.,158435 +1,RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,857621 +2,Chairman of the House science committee says climate change is 'beneficial' https://t.co/QbriJx7qHy via @HuffPostPol,923432 +-1,RT @GeneraLeeIntuit: @dcexaminer Weathermen can't get tomorrow's climate change right but based on the same data they predict the climate 2…,608734 +1,Oi @realDonaldTrump do you continue to think that climate change is a Chinese plot? #SpicerFacts #Trump #MAGA https://t.co/uCOXYc4Hkb,790402 +1,"RT @dharmadude: @MDBlanchfield The Trump climate change hoax, is the biggest hoax on Earth. DT wants sanctions lifted on the $500B…",809648 +0,Some kid named Naomi asked when climate change actually started. Damn. Mike drop for this little 6 yo. That's a big question!,136301 +2,RT @p_hannam: 'Disaster alley': #CycloneDebbie shows how #climate change will test Australia's military https://t.co/lO84danDIt via @smh #A…,866517 +1,RT @StigAbell: I know nobody cares about climate change in the brave new world. But the red line is this year's sea ice. This look…,168616 +1,RT @VICE: Trump's climate change policies keep getting worse https://t.co/kT8tq06YA3 https://t.co/7hhmXlji1B,849923 +1,"RT @capitalweather: The 5 things you should know about climate change: +1. It’s real. +2. It’s us. +3. Experts agree. +4. It’s bad. +5. Ther…",580765 +0,Amitav ghosh talks of climate change in new book _ business standard news central ... - https://t.co/VNZ5ZDwthG,295048 +1,RT @BOM_au: ICYMI: How has Aust. climate changed & how will it change in the future? #StateoftheClimate @CSIROnews…,962529 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,302899 +2,"RT @WhySharksMatter: US federal department is censoring use of term 'climate change', emails reveal #a #feedly https://t.co/x7Xpp2FJ29",36220 +1,"I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood +https://t.co/d3WYapTckT",190285 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,58851 +-1,"RT @BrentBozell: If you rewrite history to fit the climate change agenda, you're not a journalist. You're a propagandist. https://t.co/T6s7…",119415 +2,"The White House calls climate change research a ‘waste.’ Actually, it’s required by law +https://t.co/qgkrGz4EdK",898781 +1,RT @climatehawk1: How #climate change is altering spring | @MichiganRadio https://t.co/OoxoXwb3Zt #globalwarming #phenology…,885265 +2,Trump to roll back use of climate change in policy reviews: source - Reuters https://t.co/3QFKbL0hHX,54145 +0,"RT @Grayse_Kelly: 'Polar bears don't have any natural enemies, so if it dies, it's from starvation' +This is for the 'global warming…",433579 +0,RT @SonofLiberty357: Poll: Is man made climate change a scientific fact?,982442 +-1,"RT @hrkbenowen: The HORROR! Chelsea Clinton blames diabetes on climate change, gets fact-checked HARD https://t.co/e2Ue5nVHoa",861443 +0,RT @djmikerawk: do fireworks contribute to global warming? asking for America.,464700 +2,Companies involved in the green sector may have a problem with a President Trump and climate change https://t.co/g7GqTMpwx4 via @business,274309 +0,@VP @POTUS While 86ing climate change monitoring/modeling.,399411 +1,"An African architect’s profound message about climate change, built under a tree in London - Quartz https://t.co/Et0X9MDwPM",726152 +1,RT @scienceclimate: I teach AP Science used it to explain the Science of climate change & how the @HeartlandInst is a mouthpiece for f…,526221 +1,RT @EllePuentes: When someone's an environmentalist and militant against global warming but they still eat meat...... https://t.co/mYLdOK3Y…,63963 +0,@MetroWaterworks talking about climate change programs with @RalucaEllis @TheFranklin https://t.co/j72wkJO02v,548810 +1,"@GavinNewsom @EPA I'm new to this climate change idea, can you in your own words list the facts so I can use them to battle the unbelievers",453586 +1,"RT @ComedyPics: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worst https://t.c…",368036 +1,"Donald Trump is about to undo Obama's legacy on climate change. +Big Business-1, Trees & Air-0 +https://t.co/g1Y7rh8GvA via @HuffPostPol",37657 +1,.@tanehisicoates 'Those of us worried about global warming should be concerned.' #INBOUND16,374306 +1,Many of my fellow U.S. citizens and companies stand with the G19 in support of climate change. #ParisAgreement… https://t.co/9KllwgJvcu,257998 +2,RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,382186 +1,Leonardo DiCaprio's fantastic new documentary on climate change is now free (legally) to watch https://t.co/gZ3ASSuD6e,391152 +1,"@frackingzionist @coopernumpy @TheRoadbeer Or if climate change (in which I believe, make no mistake) literature da… https://t.co/q06EJ756Rt",347026 +1,"In the spirit of baru pulang liburan dr Bali, I urge every Indonesian who denies climate change to go there then google pics fr 10yrs ago",932133 +1,Add your sleep to the (long) list of things climate change might threaten. Recent research published in Science... https://t.co/zOlcJjtLdE,915562 +0,"Electromegnatic energy inthe AIR,(puja diya ko boojate hi,weather climate change AIR technologySE)hipnotize yourmind https://t.co/dGXvZZ2v84",162912 +2,Trump's energy staff can't use the words 'climate change': https://t.co/cUnUJ1su1e,663149 +-1,RT @TwitchyTeam: New York Times 'slammed' with cancellations as punishment for climate change heresy https://t.co/uritRij1d6,478299 +1,Deforestation 2nd largest contributor to climate change #sxsw17 https://t.co/uuDMkJ6WH1,171835 +1,RT @cwebbonline: It's a crime that we went this whole election cycle with barely a mention of climate change! #BeforeTheFlood…,404379 +1,Colbert mocks Trump for idiotic climate change comments .. https://t.co/tVgRmyXZd9 #climatechange,114507 +1,SenSanders: NEW: Environmentalist billmckibben talks about the movement to combat climate change on The Bernie San… https://t.co/doY6DUZ7P2,257317 +1,I don't understand Republicans reasoning for not believing in global warming. Did I miss the part of the Bible where it says fuck science?,474869 +1,It’s safe for scientists to raise some heck when it comes to climate change. https://t.co/ZgAXjB3y4o via @grist,129878 +2,Google Новости: Climate change: Fresh doubt over global warming 'pause' - BBC News https://t.co/eNOol1r8K0,574015 +1,How to green the world's deserts and reverse climate change | Allan Savory https://t.co/BNP3kIQLDn,607309 +1,RT @davidaxelrod: It's 60 in Chicago. Snowed in the UAE. And the Senate just confirmed a climate change denier to run the EPA. https://t.co…,868867 +1,Stopping global warming only way to save coral reefs https://t.co/NLFe5dlThH,29252 +1,"RT @ClimateChangRR: COP 22 — Morocco, a leading country in Africa to adapt to climate change | Climate Agreement News…",118058 +1,Here’s why the new EPA chief Pruitt is ‘absolutely wrong’ about CO2 and climate change - PRI https://t.co/9kiwn6cSV8,928636 +1,RT @KmiotekC: 'Fighting climate change fights also global injustice ' @DieschbourgC #Greens2017 https://t.co/0CfgA6VqLg,891624 +2,"In executive order, Trump to dramatically change US approach to climate change https://t.co/iacmB7hkL9",976233 +0,RT @willemjoustra: Waar blijft die global warming? https://t.co/XO9Xh4aReg,539810 +1,“Chevron is first oil major to warn investors of risks from climate change lawsuits” https://t.co/keSMtYs4Nh #abpoli #oilsands #tarsands,234018 +1,Broader national efforts to address the gender dimensions of climate change need to be implemented ' #COP22,11896 +1,"RT @codinghorror: I guess the good news is that with global warming accelerating on Trump's watch, Florida will be less of a factor in futu…",382943 +1,RT @Slate: China very kindly explains to Trump that it didn’t invent climate change as a hoax. https://t.co/H33ga7bosm https://t.co/BCVbGqZ…,272284 +0,@FvCKRvCISM @CNN our president-elect thinks climate change isn't real too.,667514 +1,RT @nytimesbusiness: A look at some long-shot engineering ideas to keep climate change from wrecking the planet https://t.co/Qxc489Z4bv htt…,598595 +0,"@Nanas_Ranch @CNN +No, it is when hell freezes over - climate change!",188412 +1,@nationalpost @Nehiyahskwew @fpcomment Proof that the National Post is the last bastion of oil payed climate change deniers @extinctsymbol,423233 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,100270 +2,"RT @sunlorrie: World leaders duped by manipulated global warming data, top NOAA climate scientist says https://t.co/buh4vcT8Dl",654325 +0,RT @Suh_shu: your mcm thinks global warming is a myth,586799 +1,"RT @KamalaHarris: If this administration won’t do it, CA will pick up the torch and lead the way in the fight against climate change. +http…",419174 +0,The climate change ship has already sailed,971858 +-1,RT @realDonaldTrump: The global warming we should be worried about is the global warming caused by NUCLEAR WEAPONS in the hands of crazy or…,928037 +2,Trump to drop climate change from environmental reviews: Bloomberg https://t.co/YYCle6xGnR via @Reuters,921918 +0,Two species that are declining due to global warming�� The Romans caught a Hebrew Character last weekend - a bloke c… https://t.co/GTUWzsb3KK,214432 +1,RT @SpiritualSmoker: it's absolutely disgusting how big of a problem climate change it yet nobody seems to give a fuck,98546 +1,"@TimWattsMP Isn't that part of the Secret Coalition agreement ? +To do as little as possible/thwart climate change policy + #auspol",890039 +0,Inspired by global warming...fwm,707859 +2,RT @GRI_LSE: President-elect Trump considering ways to fast-track US withdrawal from #ParisAgreement on climate change https://t.co/5DqFFWP…,94903 +1,Agreement on science prerequisite for progress on climate change. Pr Palmer excellent to this end @LSEGeography https://t.co/AnxXsVdSvp,169681 +1,"RT @SenBillNelson: Sea-level rise is a real threat to Florida. If the U.S. stops fighting climate change, the rest of the world will too an…",902697 +1,"RT @SenSchumer: Powerful article frm @KHayhoe: Everyone believes in global warming, they just dont realize it. Time to #ActOnClimate https:…",665471 +2,"Climate talks: 'Save us' from global warming, US urged - https://t.co/Z3r4xTo50Y",325542 +2,RT @thinkprogress: EPA administrator Scott Pruitt did not mention climate change once in his first speech to the EPA…,387776 +2,China delegate hits back at Trump's climate change hoax claims https://t.co/P8EIwDMMux,622396 +1,RT @HarvardBiz: It is very possible that global cooperation to fight climate change will collapse due to the Trump presidency https://t.co/…,86753 +2,CDC’s canceled climate change conference is back on — thanks to Al Gore https://t.co/ZR3uHwE58F,374072 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",973562 +-1,RT @RealJamesWoods: Do penises cause climate change? Discuss | The Spectator // I need not comment on this one... #liberals https://t.co/oc…,33000 +1,RT @WorldNuclear: Nuclear C02 emissions comparable to wind. Agree that we need nuclear to fight climate change? Sign our pledge…,784575 +1,"RT @planitpres: Very productive meeting of the @ADEPTLA Planning, Housing & Regeneration Board discussing housing, climate change and indus…",906123 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",267313 +1,RT @mikegalsworthy: I have a serious problem with this. UK is undercutting EU colleagues. Tory party full of climate change skeptics. https…,217440 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,744124 +1,"RT @EricBoehlert: reminder: network evening newscasts this yr spent 125 mins on Clinton emails, 0 mins on climate change;…",609532 +1,RT @FT: Martin Wolf: That the US presidential campaign has unfolded without a focus on climate change is astounding https://t.co/wlPX49VQrT,236237 +2,RT @FaceTheNation: @BernieSanders takes on Donald Trump on climate change https://t.co/Nr1nbnX20t,315126 +1,RT @UN: Take action on climate change & for the #GlobalGoals on #sustainableSunday & every day https://t.co/7TOe7MJI94 https://t.co/SDojTXz…,543336 +2,ICYMI: What are the underlying assumptions keeping us from finding common ground on climate change?… https://t.co/QWwUWR8l0F,488597 +1,@glenmoraygcoull stands next to a map of the UK post global warming. Doesn't look good for cumbria. https://t.co/DciDTxVFuj,286927 +1,"RT @open_migration: #Earthday �� here is why we need to listen to climate change refugees, NOW → https://t.co/zUAideOdrH #openmigration htt…",882980 +1,"RT @AstroKatie: If you were going to be a single-issue voter, not making global warming even worse would be a good issue to choose. https:/…",788429 +0,RT @pkollar: power rangers update: they're fighting a monster called the polluticorn. it's a unicorn that pollutes stuff. global warming pr…,185149 +2,RT climatehawk1: Biden urges Canada to fight #climate change despite Trump - ABCNews https://t.co/VVa5DqXKva #glo… https://t.co/ryQqRVtmnO,739975 +2,Trump to sign sweeping rollback of Obama-era climate change rules https://t.co/wo060qacTb https://t.co/usZ9ivjivk,162639 +1,RT @babysnitchery: guess what everyone high key knows climate change is real some people just don't give a shit bout ruining our planet to…,248365 +1,RT @DanRather: Slashing scientific research into climate change will not prevent our planet from warming. It will just mean we wil…,447504 +2,RT @HuffingtonPost: Energy deptartment rejects Trump's attempt to single out staff working on climate change https://t.co/k9QcaWjNAY https:…,386474 +1,Effects of global warming... Summers are getting harsher..Heat is increasing tremendously.. climate is becoming... https://t.co/cswvBMYxfx,557319 +-1,RT @Carbongate: Climate Change - the REAL inconvenient truth. Scientist claims global warming is NATURAL https://t.co/vYIIcERVUE,560377 +1,"RT @peterwsinger: CDC abruptly cancels long-planned conference on climate change and public health. + +The ostrich plan for security. https:/…",258367 +0,@AliceMolero1 you mean the earth is cooling or heating? define climate change?,788486 +1,RT @MikeBloomberg: .@LeoDiCaprio's #BeforetheFlood on @NatGeoChannel tonight puts focus on reality of climate change & need for action. htt…,512888 +2,"RT @tveitdal: In the year 2100, 2 billion people could become climate change refugees due to rising ocean levels.…",615396 +0,RT @enzo_boschi: Le piante assorbono più CO2 ma non hanno bisogno di più acqua. Sono diventate efficienti contro il global warming. Nature…,126756 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,539550 +0,"RT @tan123: 'sweeping climate change of American politics that these intolerant, bullying, & censorship-loving groups...brought…",370604 +1,"RT @jswsteel: Being conscious of climate change, we nurture sustainability by giving high priority to low-carbon technologies…",651129 +1,Physics Doesn’t Really Care Who Was Elected: Donald Trump has said climate change is a Chinese…… https://t.co/gUyIficwH7,289110 +1,"@arthur_affect And then again, my father has a Ph.D in chemistry and pretends to not accept global warming bc he's a Fox News junkie.",358980 +2,Butterfly protector who informed climate change policy gets OBE https://t.co/J76e6Mb1mU,116517 +1,RT @COP22_NEWS: #COP22: Decentralized renewables: the front line against climate change... #ClimateAction https://t.co/MS7kWImIr4 https://t…,872288 +0,With regards to climate change https://t.co/hsNKbltMK2,896381 +1,RT @Ronald_vanLoon: 3 ways the Internet of Things could help fight climate change | #Analytics #IoT #RT https://t.co/c31uQHJRj8 https://t.c…,851540 +1,"RT @Harryslaststand: #PresidentElectTrump doesn't even have to start a nuclear war to destroy humanity, his climate change denial policy wi…",35177 +0,Some lovely global warming we're having today!,55663 +1,RT @p_hannam: And yet climate change barely featured in US presidential election. https://t.co/vviyiSgu1D,500795 +0,"Read @swrightwestoz's latest on climate change, insurance & lending, featuring APRA speech and @CentrePolicyDev work https://t.co/6k2a88qRDi",612019 +2,RT @HuffingtonPost: 17 House Republicans try to make Donald Trump care about climate change https://t.co/DqViZ5N5tu https://t.co/P2q2S3mcpu,476149 +2,"RT @SafetyPinDaily: Trump is jeopardizing Pentagon’s efforts to fight climate change, retired military leaders fear | by @MarkFHand https…",419755 +2,U.S. Energy Department closes office working on climate change abroad – “Ignorance is not diplomacy” https://t.co/oUYnsugLlB,175193 +1,More evidence climate change has been warning since 1950's: https://t.co/hiLtB0kssg via @youtube,81297 +1,"RT @NYGovCuomo: With or without Washington, we're working to aggressively fight climate change. #ParisAgreement https://t.co/xXf5N3BcE0",775666 +1,"RT @JordanUhl: Trump is cutting the EPA's climate change budget to $29 million. MILLION. That's is. + +Meanwhile: https://t.co/f31XN1MCEe",726147 +1,"RT @UnvirtuousAbbey: For those who think that the biggest problems we face aren't climate change, income inequality, or health care, but im…",978793 +0,"RT @TheCosby: How you gonna post this without an @, an IG, a snap, her location, her views on climate change & BLM, her type, wha…",58911 +0,"The 'skeptical environmentalist' takes on climate change in the controversial doc, Cool It https://t.co/XcUJKkpZD8 https://t.co/fLaC8taGYM",46988 +2,RT @thehill: Trump order will undo Obama's climate change protections: https://t.co/vwZq2SU1d8 https://t.co/8VgSSy7Qc7,483615 +1,RT @kurteichenwald: Conservs can keep pretending climate change is a hoax but other countries arent gonna be putting up with it anymore. ht…,765288 +-1,"@EladHutch So climate change is science, the colors of the rainbow (and abortion) are about choice, not science �� + +#LiberalLogic",794039 +1,RT @GregVann: 'What If We Create a Better World For Nothing?' Still my favourite climate change commentary by cartoon: https://t.co/2TJHKB…,910349 +0,E o Trump acha que nada está acontecendo. 😥 RT @BBAnimals: The effects of global warming https://t.co/HvI9h43nab,777842 +2,"RT @thebetterindia: From a film about climate change by a 15-year-old to India's new seat at the World Bank, here are today's stories +https…",353945 +1,RT @NatureEcoEvo: Using palaeoecological data increases magnitude of predicted plant species response to climate change…,380264 +1,RT @StigAbell: I know nobody cares about climate change in the brave new world. But the red line is this year's sea ice. This look…,440373 +1,"@bbcquestiontime #bbcqt +#Trump's denies climate change because it's 'not good for business'? The world will rue this businessman's ignorance",173241 +0,"People who blame having kids for climate change associate having lots of kids with being poor/lower-class, it's not rocket science.",754215 +1,RT @DFID_Research: Do you have a climate change adaptation idea for #Nepal? Apply for prizes to scale it up https://t.co/ZAbnjcgD4Q @Ideast…,496411 +1,"@Bvweir Lol, but it's twew, it's twew. Trump petitioned 4 his Scottish golf course sea wall citing rising sea levels due to climate change",686231 +1,RT @AltNatParkSer: Think about what happened for employees at #BadlandsNationalPark to actually DELETE factual tweets on climate change.,496608 +2,RT @BradReason: Trump revises White House website to remove climate change moments after taking office. #climatechange https://t.co/9i8skv…,396835 +2,"RT @MichaelEMann: 'In the age of Trump, a climate change libel suit heads to trial' by @ChelseaeHarvey of @WashingtonPost: https://t.co/ZaE…",412372 +-1,"@TheEconomist @WMO don't tell the global warming people this! Nature at work on its own. Wow, what a concept! Yes,CO2 had left a print",421863 +0,Such a beautiful day out...in February lol...but global warming does not exist. #JustSaying 🙃,316701 +2,"To curb global warming, science fiction may become fact https://t.co/EQrDoRAe2H #climatechange",628354 +1,"RT @GlobeGreen: Kerry leaves a legacy of hope in role at State, plans to remain involved in climate change debate… ",864887 +-1,"RT @sean_spicier: Hope the President's new climate change regs don't cause California to fall into this Pacific this weekend, I have plans",338893 +1,"RT @altUSEPA: A lengthy & well written examination of gov't decisions about who to defend from climate change during Obama admin. +https://…",440695 +0,what climate change? https://t.co/cvYXXaLl1s,69210 +0,@CTVToront What a global warming!,435624 +1,"We always get such shitty snow now! Must be global warming or something, Cz there's not been good snow since like 2012. 😑❄️",389988 +1,RT @sara_bee: It's true -- RIP https://t.co/Nm1RMh1dnx climate change page https://t.co/xh8FymghYw,750365 +1,"RT @NYTnickc: Trump, who once called climate change a hoax by the Chinese, tells Michigan crowd: 'I'm an environmentalist.'",615949 +1,Our climate heroes of 2016 | Climate Home - climate change news https://t.co/slwPdIAlif,72728 +-1,"RT @ReaganTMan: Media falsely spins Trump's NYT climate comments - #Trump cited Climategate, restated skepticism of 'global warming' https:…",357243 +2,Canada announces new climate change goal: increase meetings by 88% by the year 2019... https://t.co/iktNR5XBeM,522426 +-1,RT @NickDSmith74: Why are climate change fanatics so frightened of Lord Lawson.?,424898 +2,RT @dallasnews: Washington wants to restrict investor activism like @ExxonMobil climate change resolution | @JeffMosier https://t.co/XfjgS…,335492 +1,RT @maaaaaadiison: PSA the meat and dairy industry are the #1 contributor to climate change and deforestation,80678 +0,"Cali's 'endless global warming' drought over? How? +Storms are making a dent in California's drought; 7 feet of snow https://t.co/0OwWyxJf89",128909 +2,"RT @climatehawk1: In Chile, many see #climate change as greatest external threat | @NPRParallels https://t.co/E86c122ewW…",699267 +-1,freezing -4c tonight.. whens global warming coming?? hmm,477360 +1,RT @BuzzFeedNews: Trump falsely says “nobody really knows” what’s causing climate change https://t.co/YIX8EgzAHa https://t.co/el0JjcFE46,904554 +1,RT @alyshanett: 92 degrees in November... da fuq?? But climate change isn't real... 😒,154321 +1,RT @KPins: I cant whole heartedly enjoy this warm weather bc I keep thinking about global warming... Ignorance must be bliss,804365 +2,"Rusty Patched Bumblebee Added to US Endangered Species List Endangered > habitat loss,pesticides & climate change https://t.co/BMgluyj7aG rt",800429 +2,RT @jason_koebler: All references to climate change have been deleted from the White House website: https://t.co/pZ3fvVyjEV #Inauguration,74422 +-1,#QandA No point asking Liberal about anything to do with climate change or energy policy. They'll just tell you coal is cool.,519717 +1,RT @KimKardd: We have to face the reality of climate change. It is arguably the biggest threat we are facing today.,528908 +0,RT @o__positive: @Aashi_81 @IAmWithModiJi @LkoPrem Tum muskurae sheetal hawae chal gai sansar me ...Kaha hai global warming,466169 +1,Trump fools the New York Times on climate change' https://t.co/xmouquyAiJ #environment #climatechange,657510 +1,RT @thenightridah: What did Rex know about climate change and when did he know it? The answer to that is some deeply unsettling readin…,436342 +1,"Tackling climate change at the Pelosi Speier Joint Town Hall + +#standindivisible #RESISTANCE #indivisible https://t.co/5pOWjb9w63",851108 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",516810 +2,CNN - EPA head doubts popular climate change belief https://t.co/7Rw8Rsdq3D #PaginaNuova #TV,172154 +0,Right so Trump's stance on climate change hasn't moderated.,698879 +1,"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",658934 +0,RT @ForecasterEnten: Gonna be funny when Trump becomes the global warming president... #probablywonthappenbutwhoreallyknows,298708 +1,RT @AltNatParkSer: All Americans should review .@NASA's Images of Change to see how climate change is affecting our planet https://t.co/WpI…,290651 +1,"RT @Veerendra_16: I can't undrstnd how pple can believe in invisible heaven but not believe in climate change. +#climatechange is scary. +@Cl…",450940 +0,"@aerialwav3 If global warming turns out to be a thing, better to pin your hopes on being given an interesting and i… https://t.co/bxifcFP6hB",740359 +1,RT @PTIofficial: And environment Pakistan is #7 most effected by global warming I am proud KP Gov planted 800M trees in 3 Years. 21/…,260227 +1,RT @washingtonpost: The left and right agree: Fox News destroyed EPA chief Scott Pruitt over climate change https://t.co/mHkfKE9C5v,262782 +1,RT GreenpeaceNZ: RT RusselNorman: Fire risk in NZ incr dramatically w climate change. If we are to have a future t… https://t.co/PfFpAVJ9z6,222348 +1,RT @GuardianUS: Conservatives elected Trump; now they own climate change https://t.co/5M0H71UvaI,476698 +-1,@CNN That damned global warming with all that snow and ice,898317 +0,Very few fires in Australia this summer. Must be climate change,428013 +1,"RT @irinnews: “Very little has been done to tackle the bigger threat: regular droughts and hurricanes caused by climate change.” +https://t…",717554 +1,“It’s freezing and snowing in New York – we need global warming!” -Donald Trump #POTUS #DonaldTrump #Trump #TrumpProtest,834209 +1,"FYI, I'm going to start having anxiety about climate change at around midnight if anyone else wants to join. Goodbye, Great Barrier Reef.",22839 +1,Republican Party's change from concern about global warming to calling it a hoax is a story abt big big big money: https://t.co/EMjubrN1JV,655730 +2,RT @PopSci: How algae could make global warming worse https://t.co/pEvJqDw6c0 https://t.co/OmleenvtjI,919839 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,258503 +1,RT @kkamiele: So this girl is basically saving our planet while people like Donald trump still don't believe in global warming 🤔 https://t.…,647995 +1,RT @Slate: The kids suing the government over climate change are our best hope now: https://t.co/yrfRsDIDtb https://t.co/kvxmX31PLf,932599 +2,"RT @altUSEPA: The CDC documents the effects of climate change on human health. +https://t.co/3XurIeaKKX",668047 +-1,"#Snow in #Egypt for the first time in 112 years😳😳😳 +That's global warming for ya🙄🙄 https://t.co/TXMUiR6No3",352544 +1,"Earth could hit 1.5 degrees of global warming in just nine years, scientists say https://t.co/Y31ORryYqp @HealthandEnv #StopFundingFossils",885096 +1,@ClarkeMicah Are you saying that nothing could ever convince you of climate change since we don't have a control sample to test against?,108335 +1,"RT @jimsciutto: Actually US military and Intel views climate change as national security issue, many conflicts have climate change f/x as r…",752921 +1,Fighting climate change a marathon effort - https://t.co/yJ1QB28A1R,358914 +1,"Just realized the person who told me 'I don't believe in global warming, but…' is the Trump supporter equivalent of 'I'm not a racist, but…'",843322 +1,RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,259708 +2,"RT @billmckibben: Massive algae blooms in the Arabian Sea tied to climate change--in oxygen-choked waters beneath, fish die https://t.co/D4…",167426 +1,"RT @chinasolar: As Earth gets hotter, scientists break new ground linking climate change to extreme weather +https://t.co/s1KBwZ8ob5 #scien…",155751 +0,RT @cnazmul78: Starting of synthesizing 41 reports on community climate change projects of PKSF @SaleemulHuq @Gobeshona @ICCCAD https://t.c…,392761 +1,RT @BramnessEllen: We need to tap into the science base to enable insurance to fill its role in handling climate change @Finnor at #InsConf…,69080 +1,"Without action on climate change, say goodbye to polar bears https://t.co/KEVwHFI2kH by #petterstordalen via @c0nvey",16660 +2,"RT @climatehawk1: From heatwaves to hurricanes, floods to famine: 7 #climate change hotspots | @john_vidal @Guardian…",987558 +1,RT @__Stellaaaar: Here in the US you got rich white dudes saying 'what global warming?' And the world is starving and dying as a result of…,428395 +2,Morocco launches Triple A initiative to challenge climate change https://t.co/2Pbsf4LE2K,731487 +1,"RT @spsr: Removing the funding source for the pipeline, nuclear chain, and other climate change issues is an effective tool. https://t.co/F…",629223 +2,RT @guardian: Conservatives elected Trump; now they own climate change | John Abraham https://t.co/acDCWVAQOf,5816 +2,Peru builds up wetland resilience to reinforce indigenous response to climate change https://t.co/x0XAxzKn2j https://t.co/58oYUWGVTz,555175 +1,"RT @IzhaarEMuzamat: KP is fighting climate change, Transformed hospital, reformed police & LB system & yet making infrastructure projects +A…",454755 +1,"RT @Chance_Davies: As a proud Wildroser, I believe climate change is a authentic threat to humanity and requires action from my fellow cons…",992193 +2,The US Republican spreading the conservative case for acting on climate change https://t.co/9yXZ92FYn5,805084 +2,"Germany, California to tackle climate change together | Reuters #DemForce https://t.co/1lxccLsoyF",296189 +1,RT @jennmperron: This is so #Vermont; love it. A Vermont nature diary documents down-to-earth signs of climate change -Boston Globe https:/…,684550 +1,RT @bug_gwen: Read this *fantastic* piece on teaching kids climate change in conservative districts by @amy_harmon https://t.co/jBMzZ8WoOJ,790882 +0,"But, if climate change is real, how come there's. still many liberal snowflakes? #scienceisntreal (am I Tomi Lahren yet?) ❄️",793156 +1,"@BryanJFischer Seems like it's not a very complete analysis on climate change globally to only look at one spot, how about global sea ice?",222981 +1,@CNN Either we end our contribution to climate change or climate change will continue until it's powerful enough to… https://t.co/yuf4sahU5v,763956 +2,"RT @CBCNews: Trump win a 'disaster' in the fight against climate change, scientists and environmentalists say…",486005 +1,RT @gabaker3: Trump's kids know climate change is real and human-caused. Let's hope he listens to them,580130 +2,RT @janpaulvansoest: Another US agency deletes references to climate change on government website https://t.co/wY9J5U79uu,315519 +1,"RT @JPvanYpersele: The limit to fossil fuel usage is #climate change, not the so-called 'peak fossil fuel' in availability https://t.co/9Xd…",681954 +2,DOE head says carbon dioxide not primary cause of climate change .. https://t.co/sWlgHRCHik #climatechange,928978 +0,"RT @USPGglobal: Our annual Bray Day Service (named after our founder) will focus on climate change. Wed 15 Feb 12am, London. https://t.co/D…",579835 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,289859 +0,@SInow @SIPeteThamel I guess global warming and sea rise came earlier than I thought now that Wichita is on the Atlantic Coast.,956682 +1,"RT @AstroKatie: In case you were wondering: no, 4 years of US-led inaction on climate change will not go well for the planet. Now is when i…",784951 +2,"While Trump's team denies climate change, cities and states are fighting back. https://t.co/qpTPNcfPkY",619105 +1,"climate change is here and real + +Saibai island is in same predicament as Boigu, both muddy & inundated… https://t.co/sWk6RcAJhS",819548 +2,"RT @BBCScotlandNews: Santa might need extra reindeer to pull his sleigh, due to effects of climate change https://t.co/0mGI2tLeNn https://…",495719 +2,White House calls climate change funding 'a waste of your money' – video https://t.co/NUlZH52iZM #DSNWorld,859898 +2,"Despite climate change exodus, some Marshall Islanders head back home': + +https://t.co/0lLvliUcNT",286372 +1,Fight against climate change finds an unlikely ally: Donald Trump https://t.co/1fjoHrtpq3,548470 +1,@B_Harren so you're down with him denying climate change is real & wants to stop funding UN climate change efforts? #makessense,787474 +0,Spended da day servicing da snowblowers... in short sleeves... outside... da bright side of climate change!,376447 +1,RT @ConradKnauer: 'The most effective political arguments for taking climate change seriously [aren't…] ones that simply rest on the…,683778 +-1,"RT @Cernovich: Same 'experts' who said Hillary would win claim 'climate change' is real. LOL! Go away, morons, you know nothing and you los…",874926 +1,"RT @VeganiaA: The good news about climate change is that we can curb it just by living vegan. +#climate #deforestation #meat #dairy +https://…",786807 +1,"RT @c40cities: Fumiko Hayashi, Mayor of Yokohama, is a model leader fighting climate change #Women4Climate →…",828889 +1,"Opinion | New York Times editor pens weak, vague response to critics of Bret Stephens's op-ed on climate change https://t.co/wZmyRsI6Mm",978025 +2,Weather Channel blasts at Trump aide over climate change: https://t.co/7cFEtuf1JA,498084 +1,@NjSurekha or this shows who was already united on this issue and who doesn't see long term value in mitigating climate change,917635 +0,@whoa_bro_relax Hence something like climate change findings.,103745 +0,"Does your dad really believe that climate change is a hoax, or can he be cwant to destroy the world climate",715697 +1,"RT @BernieSanders: There can be no compromise on the issue of climate change, which is a threat to the entire planet. https://t.co/npTsDAEO…",425118 +0,"RT @sirwilfreddeath: @alicewoolley1 @Bonn1eGreer BBC gives false equivalence to so many arguments, from politics to climate change, in eff…",263899 +1,RT @nytimes: Opinion: Trump is in charge at a critical moment for keeping climate change in check. We may never recover. https://t.co/fyTB4…,656898 +0,What do you guys think of Trump's stance on climate change and global warming https://t.co/AAN6b15xDQ https://t.co/JQNW4RzWoE,558046 +1,RT @marin_bray: how is everyone so calm about climate change??? I think about it for .6 seconds and become RATIONALLY ANGRY,194183 +2,RT @pwihub: The U.N. gave Australia a poor score for climate change progress; it hasn't created adequate climate change policy. https://t.c…,2193 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",177629 +2,RT @sciam: Polling suggests that Americans have sharply different opinions on climate change than the president. https://t.co/YeFLZvsbBL,38356 +1,RT @SenSanders: .@algore continues to educate people around the world on the planetary crisis of climate change. We thank him so mu…,905241 +1,RT @sarahkendzior: First he asked for list of people who believe in climate change and women's rights. But now anti-terrorism experts?…,315797 +2,"Rex Tillerson grilled on ExxonMobil conflicts, Russia sanctions and climate change at Senate confirmation hearing:… https://t.co/GsjiV86cuh",972448 +1,"The word on global warming: ‘It’s happening, it’s arrived’ https://t.co/ljIYSQHpm2",781051 +2,RT @WorldfNature: Air pollution deaths expected to rise because of climate change - CBS News https://t.co/tR3UzAZguu https://t.co/e53SM0IWgF,436991 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,634300 +2,"RT @cassandrasweet: Energy Dept. rejects Trump's request to name climate change workers, who remain worried https://t.co/9P03kEg0zt",610474 +1,"RT @UKIPNFKN: We now have a climate change sceptic in charge of environment, a man who hates Europe in charge of Brexit, an NHS … https://t…",805245 +2,"RT @mmurraypolitics: The debate over climate change and global warming 'is far from settled,' he wrote in that May 2016 piece https://t.co/…",222600 +2,Eiffel Tower lit green in honor of Paris climate change deal https://t.co/1sjAu7Bhpr https://t.co/vYv39DalKr,911027 +1,"RT @MrOzAtheist: 'Leonardo DiCaprio met with Donald Trump to discuss climate change' + +/ Maybe at some stage some scientists will be involve…",646341 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,485509 +2,"Donald Trump set to visit France for Bastille Day, Macron will bring up climate change, trade issues https://t.co/Fmv0B94fET",339910 +-1,@PremierBradWall I think @JustinTrudeau is buying on the gullibility of Canadians regarding climate change.,692844 +2,RT @DailyNewsEgypt: G20 stage set for climate change showdown - https://t.co/Tu2fxzkuKV https://t.co/bf5xxQJ6Jc,377806 +2,U.S. Energy Department balks at Trump's request for the names of those who worked on climate change:… https://t.co/vMtqLjtdzF…,860733 +1,RT @SBeattieSmith: Stark research shows humid heatwaves will kill ��s of 1000s if climate change is left unchecked. Good news is we can…,457988 +1,RT @Slate: Trump will be the only world leader to deny climate change: https://t.co/AKQl6msWDK https://t.co/F6adeOXNKB,764428 +2,Can biochar make climate change a profitable business opportunity? https://t.co/5OHjj1JkRL via @ecobusinesscom,95670 +1,RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,225508 +0,Some r advocating a special role for central banks...using a ...range of instruments: climate change-related discl… https://t.co/FBqoq6wh0u,942567 +0,Chemists find that spoiling series causes global warming,631729 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,874259 +-1,"RT @ELDOBLEEM: Any scientist out there Still want to defend climate change? Both hoax inventors have run... +��ok lets focus on pic…",321689 +0,RT @AllenWest: Bless her heart: Chelsea Clinton wades into the climate change debate on Twitter; it INSTANTLY backfires…,836601 +1,RT @foe_us: #ExxonKnew of the many risks of climate change and still spent years actively distorting the truth.…,822038 +0,"@WIRED Media already accused of missing the boat with the American electorate. Cool it, with the harping climate change Trump predictions!",940946 +2,"RT @BelugaSolar: Donald Trump’s attitude towards climate change will cost American taxpayers 'billions' Vie @Independent +https://t.co/4EPQg…",626291 +2,RT @thehill: Federal court shuts down government-approved pipeline project over climate change concerns https://t.co/sqQ0Ij736s https://t.c…,861653 +0,@BuyLottery Do you experience any effects of global warming there? overclock you indeed! I think I got a stain on my diodes Annealing new in,165444 +1,"#TuesdayThoughts +Do or Die Save humanity & save https://t.co/hfFpE4505N can be warriors against climate change. +https://t.co/FVOis7EMd1",665036 +1,RT @SenatorMenendez: Retweet if you think this climate change report needs to be seen. We can't let the Trump Administration ignore it. htt…,918580 +1,RT @SustainableRein: We must work to elect representatives who believe in climate change and are willing to act! https://t.co/HnsYbj6xQb,358972 +-1,"@Independent So climate change rapes women, WTF are you people insane. No criminals do that, the media today has some serious mental issues",65671 +1,"RT @jackcushmanjr: As @gettleman notes, those hit hardest by climate change bear least blame -- Not Just 1 Famine, but 4 https://t.co/EOCP…",302312 +1,RT @PScotlandCSG: Together 52 Commonwealth countries can help reverse damaging impact+existential threat of climate change adopting r…,142350 +0,I asked Chance for a glass of water and he said 'omg you're freaking liberal you know global warming is making us run out of water' 🤔,275859 +1,RT @BrendanNyhan: 'Conservatives will accept the scientific facts of climate change when conservative elites signal that that’s what…,939010 +1,RT @Deanofcomedy: Hey Trump-I dare you go to Texas while people are suffering from Hurricane and tell them ur view climate change is a hoax…,231880 +2,‘Shell knew’: oil giant's 1991 film warned of climate change danger https://t.co/cfMGTV05BA,322542 +1,We hear a lot about coal and climate change. What about greenhouse gas emissions from intensive animal ag? #climatechange #environment,732777 +0,"RT @RobSilver: To be clear: any Premier fighting climate change, Kevin O'Leary is coming after you. + +A Senator poo pooing residen…",725928 +0,"RT @LeoHickman: Theresa May's new chief of staff, Gavin Barwell, is known for his knowledgable concern about climate change https://t.co/25…",19654 +1,RT @MotherJones: Look at all the climate change deniers vying for jobs in the Trump administration https://t.co/j1eejIGtHK https://t.co/GWz…,768239 +1,RT @Defenders: ICYMI: Scott Pruitt says carbon dioxide not a major cause of global warming https://t.co/9WhatSfqfq #actonclimate https://t.…,195408 +-1,"Finally, Paris climate change agreement designed by crooks- #Trump is not buying this crap https://t.co/vQc8E2Lt6P",936773 +0,"@AxelMannSays @ScaredyCat44 @HollinsMrhump You may not agree with climate change Axel, but I believe you have some left leanings yourself :)",403928 +1,"RT @HallamStaff: Find out about Global Goals, a series of targets to end poverty and tackle climate change at this event on 4 May:…",639129 +1,"If global warming doesn't scare you and/or you don't care about it, boo bye",42044 +0,"RT @TrevorGHouser: In the US, climate change has never experienced the level of media attention or public interest it received over th…",462262 +2,"RT @spectatorindex: BREAKING: White House website has removed climate change, LGBT rights and healthcare from its 'issues' section",502029 +1,RT @StopAdaniCairns: You will destroy all thus effort unless you #StopAdani 2C global warming will kill the Coral @JoshFrydenberg…,461192 +1,RT @cnni: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,96341 +1,We can chose to be on the right side of history on climate change or we can be catastrophically wrong. It's real. A… https://t.co/qB9uXqmcur,205010 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/gcWYgXB8b7,990854 +1,Tbh people who believe climate change isn't real are the ones that need free education the most,525415 +2,RT @thehill: Sanders rips Trump's EPA pick for saying his personal opinion on climate change is 'immaterial'…,632618 +1,"RT @JulianBurnside: Hey @TurnbullMalcolm here's a tip for climate change etc: what about being a leader? Isn't that your job? +Australia nee…",278944 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,914252 +1,"RT @EricHolthaus: Be wary of those that caution against 'politicizing' Harvey. Our choices--development, social supports, climate change--a…",426069 +1,".@realDonaldTrump would you like me to delete my knowledge of climate change too? + +#ClimateChangeIsReal",423296 +0,Ohhh I bet if Lady Liberty could cry we could forget blaming global warming for a rise in sea levels. https://t.co/W7xjt3Fin3,955285 +1,Failure to act now to make our food systems more resilient to climate change will 'seriously compromise' food... https://t.co/dROHRyCCbR,179864 +1,RT @AnTaisce: For many cold adapted species ravaged by decades of habitat loss & degredation climate change is a bridge too far https://t.c…,938868 +1,RT @bwecht: Just your daily reminder that scientific evidence overwhelmingly indicates that human-made climate change is real.,388815 +-1,RT @TomiLahren: How to anger a Conservative: hurt American jobs. How to anger a Liberal: insult the climate change crusade. https://t.co/VY…,576494 +0,RT @cracked: So glad Gore and Trump could find some middle ground between 'global warming is real' and 'it's a Chinese hoax designed to des…,534906 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,135150 +1,RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,116960 +2,{retweet}New pentagon chief says 'climate change' threatens security... https://t.co/EVZObz5Fao,72264 +1,This photographer is documenting the unparalleled beauty—and effects of climate change—in America's national parks https://t.co/ZaAc1zKH04…,42737 +1,I'm jealous of the winter storm on the East Coast and sad about MN temps expected to be in the 40's today. Glad global warming isn't real.,178741 +1,@boyheboutto I wish I could be there. I'm listening to two vets talk about how climate change is a hoax but UFOs are real. I'm very amused,157812 +2,RT @BrookingsInst: Here’s the damage Trump could realistically do to global climate change agreements: https://t.co/T5Z5Je07hQ https://t.co…,311184 +1,"RT @DrShaena: Why am I out here tweeting about climate change with my REAL NAME and face on everything, but every hateful reply is ~anonymo…",937202 +-1,"RT @nia4_trump: #ClimateChange For $15 TRILLION Al Gore will save the earth. From what tho, global warming, ice age or the fatties?…",241108 +-1,@JohnKerry climate change is bullshit. Cofounder of Greenpeace even said he was wrong. It's the suns activity you f… https://t.co/3W9VUehABZ,192772 +1,RT @socialism21: Neoliberalism has conned us into fighting climate change as individuals https://t.co/Ca8hcMpUQM,4332 +0,"Finally done with the UNCC: Introductory E-Course on climate change. +Thanks @UNITAR @uncclearn @ClimatEducate",393643 +1,A high of 74 today the first day of November yep global warming is fake,705159 +1,"RT @BloombergDotOrg: #ClimateofHope is a call to action for cities, where climate change is the harshest and solutions are most promisin…",996254 +1,"RT @notarealnun: Please don't vote for the guy who doesn't believe in climate change, views women as objects and has an overall lack of jus…",804235 +1,Population growth plus climate change equals disaster - The Herald-Times (subscription) https://t.co/uD8cXGFyw0,922165 +1,RT @jimwitkins: “Trump fools the New York Times on climate change” by @climateprogress https://t.co/sUfS3BO1ja #ActOnClimate,511953 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",573242 +2,What do satellites tell us about climate change? https://t.co/3cIlT404BG via @YouTube,432362 +1,"RT @richardbranson: Tackling climate change by changing the shipping, trucking, aviation and mining industries: https://t.co/KDvHfLdkYI htt…",140619 +0,RT @dyechai: the snow is coming! or not. global warming. https://t.co/WgNrehV2pS,572159 +1,"@lourollx @TeenVogue Good call. With so many people fighting against the idea that climate change is real, we need people like you helping.",186551 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,868824 +-1,"RT @samdastyari: Hey @PaulineHansonOz, how good is it that climate change isn't real? Imagine how hot it would be otherwise.",121139 +0,"@jamesgrace21 I'm hearing rumours that climate change is a lie, so I'm thinking of just throwing the cans out of the window instead",216105 +2,EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to global warming https://t.co/yQLMxZuvyj,464696 +1,Right-wing media turn scientists' citation quibble into stories we were 'duped' by “manipulated global warming data' https://t.co/wO5SPjyqw7,713546 +1,Does the president of the US still not believe in global warming? Just curious,981402 +2,RT @Latina1949: Trump to drop climate change from environmental reviews: Bloomberg https://t.co/P4LAyskZhH,950375 +1,"@Juniper40 @kburton40 @SusanSarandon Who said she would not? Enjoy more wars, more fracking, more climate change, more surveillance!",630228 +1,"RT @schefferwill: climate change, much? https://t.co/lkaLpUkduG",216565 +0,RT @Super70sSports: Climatologists now believe global warming was dangerously accelerated by the Hall and Oates H2O album cover. https://t.…,984904 +0,RT @NerylMcphee: @SkyNewsAust @billshortenmp Can we put Bill on a boat and set him adrift. He might find climate change,398851 +0,RT @britneyspears: Does anyone think global warming is a good thing? I love Lady Gaga. I think she's a really interesting artist.,43709 +2,"RT @AVMAvets: Brazil risks rodent-borne Hantavirus rise due to sugarcane, climate change: scientists https://t.co/bYi83ON8mM",236200 +2,"RT @mims: BlackRock manages $5.1 trillion, wants companies it part-owns to disclose their risk to climate change https://t.co/2wmNWrHukd",556790 +1,global warming is honestly freaken scary,706058 +2,RT @guardiannews: On the climate change frontline: the disappearing fishing villages of Bangladesh #GlobalWarning https://t.co/6P0GpApGl0,35572 +-1,@GOPChairwoman @GOP @POTUS It was a good decision. It wasn't even about climate change. It was about economics and loss for Americans.,293087 +1,RT @anandraaj01: @BJPsengupta @cosmicblinker When we tried to help @UN @UNFCCC to control global warming.… @cnni @japantimes…,359487 +1,"@codypd @Reuters Hmm, with an airstrike as an appetizer? Given his climate change policy would it be in bad taste t… https://t.co/jYx60wxspX",287892 +2,RT @CNN: Kids are taking the feds -- and possibly Trump -- to court over climate change https://t.co/oGw21W7Skw,99549 +1,RT @RKennedyob: Even Buhari argues that the cause of Boko-haram is climate change I @UN world meeting.,700332 +1,"@politico_media @realDonaldTrump We'll all reap the fucking whirlwind now, especially when it comes to climate change. This was last 1/2",497364 +1,RT @treesisters: Did you know that women's empowerment & tropical reforestation both sit in the top 10 solutions to climate change?!…,990955 +-1,@Alyssa_Milano Funding climate change is a scam.,741920 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,232967 +0,"https://t.co/uaSJIO5EyN - Borneo's mammals face a one-two punch of logging and climate change +https://t.co/Ffh9LvUPpI",872476 +1,RT @JonRiley7: Trump's climate change denying EPA nominee Scott Pruitt cares more about the freedom to pollute than the freedom to…,519205 +-1,"@RonColeman didn't even read it, going to assume it's about global warming +climate alarmists are anti-science, it has become a religion",598854 +1,RT @SaveAnimals: Humans can stop both poaching and climate change. https://t.co/aMTrPcAGbW,201261 +1,"RT @SarcasticRover: When someone tells you there’s no scientific consensus on climate change, they are LYING TO YOU:… ",181392 +2,"RT @GuardianUS: Indigenous rights are key to preserving forests, climate change study finds https://t.co/v6Q1yypFqu",815889 +1,"RT @IndieWire: 'Age of Consequences' doc examines the ties between climate change and social conflict +https://t.co/iFUECUSdvF https://t.co…",923041 +2,RT @NatGasWorld: French election 2017: Where the candidates stand on energy and climate change https://t.co/AWjSNUdQRa https://t.co/xIYseD3…,455601 +1,"RT @davrosz: We could have had the world's best NBN and action on climate change, but instead we got Abbott and Turnbull.",490923 +1,RT @Refugees: How many people will be displaced by climate change in future? #COP22 https://t.co/Y5V8suCikW https://t.co/g1Pxg0xO5B,67878 +0,RT @TimesFashion: She's back! Dame Vivienne's first collection for London Fashion Week Men's raised the temperature on climate change…,993344 +1,"Mr. President, ignoring climate change is NOT good for America!!",649872 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,610283 +1,Whenever it randomly snows like this I get v worried about global warming and the poor polar bears :((,166148 +1,"Anyone who accelerates climate change by weakening environmental protection, who sells more weapons in conflict zones and who does...",222820 +0,"Improving climate change reporting and cooperation between science and the media on the agenda of AMAN meet #cyprus +https://t.co/u7Nv9QpJKu",450236 +2,RT @MotherJones: Cable news spent less than an hour covering climate change in 2016 https://t.co/47BO4go9j2 https://t.co/QakDcRiX0T,81581 +2,RT @sciam: Antarctica’s southern ocean may no longer help delay global warming https://t.co/dV174aBcHx https://t.co/k2lph2zz8H,409207 +-1,RT @ClimateDepot: New report about Antarctica is horrible news for global warming alarmists – TheBlaze - https://t.co/vAX4A7dRhl,432857 +1,@HillaryClinton due to climate change and not having jobs because white heterosexual males have controlled the world economy to keep,106983 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,674569 +-1,"Whistleblower admits scientists manipulated data, making global warming seem worse to help Obama https://t.co/87P2MchctX",545909 +0,From the blog: Environmentalism isn't just worrying about #climate change https://t.co/Rk4KHecDxB #MondayBlogs,408105 +0,RT @jdisblack: your hairline suffering from global warming https://t.co/dDOTYzpG12,545714 +2,"Some Democratic lawmakers are moving to organize around climate change on the state level. + +https://t.co/x7YtaLkk1h… https://t.co/pCogridxfl",452112 +1,global warming is real,76123 +1,Ben nd Jerry's trying to raise awareness about global warming but they rely on animal agriculture for their entire… https://t.co/dy2bLjqJUt,254776 +-1,RT @CattHarmony: I'd rather #MarchforBabies than march for fake science of climate change. https://t.co/5kIgTGePgY,189585 +2,RT @StanLeeGee: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/ucXpudhBep,140048 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,846584 +1,So you want to buy a home in a global warming zone. RonLieber explains how to assess the risk you’re taking on. https://t.co/CkEWCw0CF6,173377 +2,"Defy 'Stalinist' global warming rules and burn much more coal, says Trump's key economic adviser + +https://t.co/pDCWgmyyKN",958767 +1,Sen. Gillibrand up now. It's her turn to bring up climate change.,30477 +2,How #UN #BigData initiative could help fight climate change https://t.co/i09Z4iMo2H @WDCreators https://t.co/GDzW0Xj9dk,873294 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,718270 +0,RT @EricBoehlert: number of times 'climate change' mentioned: 145,912362 +0,RT @tom_harlock: hate global warming but love a tan ngl,385428 +2,RT @thehill: Sanders tears into EPA head for saying CO2 isn't a 'primary contributor' to climate change https://t.co/TsHil65ujN https://t.c…,668133 +1,"RT @AstroKatie: In case you were wondering: no, 4 years of US-led inaction on climate change will not go well for the planet. Now is when i…",599503 +2,RT @BagalueSunab: Dailytimes | Pakistan and global warming - https://t.co/b0fagpzuSc via @Shareaholic,941135 +2,RT @nytimes: President Trump’s proposed EPA cuts go far beyond climate change https://t.co/R2qwclsdl9,608280 +2,RT @RealMuckmaker: 'This … follows from the basic laws of physics’: Scientists rebuke Scott Pruitt on climate change https://t.co/at3lm4r7CP,286079 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",958430 +1,Your mcm Monday is scared of horror films I'm scared of the world wide climate change,154550 +1,New images show 50 years of climate change in the Himalayas https://t.co/pNSLtfczy3,391967 +1,@LeoDiCaprio's passion for the environment & changing climate change has always inspired me #watch #beforetheflood… https://t.co/hAZW9DIkM1,660579 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",656322 +1,RT @highimjessi: America's new president doesn't believe in climate change and thinks women who have abortions should be punished. Welcome…,211012 +1,The internet reacts to Scott Pruitt’s ignorant denial that CO2 is driving climate change - Fusion https://t.co/yLKTHRFlqh,571288 +2,RT @TheEconomist: Some American firms are taking climate change so seriously that they are even surprising former critics https://t.co/UCoo…,283703 +1,RT @joshgad: We can avoid discussing climate change. We can pretend it's not happening. We can destroy policies curbing omission…,26868 +2,Donald Trump enlists WWE wrestling magnate and climate change sceptic for government https://t.co/4v0wW1BwjV,348621 +1,"RT @billmckibben: Trump is making biggest bet any leader has ever made: physics isn't real, and climate change can be safely ignored https:…",753697 +2,The climate change battle dividing Trump’s America | Science | The Guardian https://t.co/vOaEehtz5n,718228 +1,"RT @mateosfo: 4) Plus dozens of start-ups, investors, non-profits employing thousands of Californians addressing climate change. Our expert…",17837 +2,New York prosecutor says Exxon misled investors on climate change https://t.co/nsGVjJ2DhK,364413 +1,2 days after Christmas and it's gonna be in the 60's.. thanks global warming,576149 +1,"RT @LisaBloom: Exxon knew about climate change 50 years ago, and lied about it. CEO Rex Tillerson not fit to be Secretary of State. https:/…",712925 +2,Trump takes aim at Obama’s efforts to curb climate change https://t.co/12mSOCAzvZ,655645 +2,G20 to focus on climate change despite Trump’s resistance https://t.co/RpDz80fvjB,859458 +-1,RT @sean_spicier: The nice part about a nuclear arms race in the Middle East is we won't be around to really experience climate change's wr…,342419 +1,RT @LilHerb_Kent: Mfs really think homosexuality gon be the end to mankind. Not global warming or how irresponsible we are with natural res…,14846 +1,"RT @Eugene_Robinson: Re: Hurricane Harvey, sea level at Galveston has risen a foot since 1963 due to climate change: https://t.co/I3QaZkcrSf",216530 +2,"RT @EnvDefenseFund: Despite political gridlock over climate change, the Pentagon is pushing ahead with plans to protect its assets. https:/…",637955 +2,RT @EarthDefendah: #Climatechange Belfast Telegraph Ellie Goulding urges action on climate change ahead of Earth Hour……,538530 +0,"@MickMulvaney May a global warming-induced wave hit yr office and wash you out to sea. If not in Wash., often occurs n S Carolina. Why?God?",910135 +1,"@GovWalker It's Earth Day dickwad. Oh right you're a climate change denier, ask your DNR. Keep lead in our drinking… https://t.co/yzqG08t1Gf",12338 +1,"RT @TheSmartAssery: China calls Trump's plan to exit climate change pact ludicrous. +China! +Let that sink in. +https://t.co/UIOG1JIkFd",317725 +2,RT @ClimateCentral: This key Atlantic current may be more likely to slow down (or collapse) with global warming https://t.co/smI475gtYo htt…,275198 +1,RT @PeteMadigan: Everyone needs to watch the incredible #BeforetheFlood documentary produced by @LeoDiCaprio on climate change…,779047 +0,"RT @irenesfist: i'm not saying that snsd 's comeback will end global warming, wars & trump as president but that's exactly the case + +https:…",517589 +1,Smh at Donald Trump calling 'climate change a chinese hoax' when in reality it is happening now! @elliegoulding https://t.co/54RFJzdZWp,891060 +2,RT @thehill: Gore: I hope to work with Trump on climate change https://t.co/mKib9D85Dz https://t.co/LQ24wYLqsf,42235 +0,@JackBlack42 MAN STUPID! — a new song with a simple message on climate change co-written by a Gorilla… https://t.co/RE4r7zB2mv,749356 +0,@RC1023FM #ContinentalSunrise PMB jets out 2 Morocco 4 climate change summit. Just wondern if He knows what 'that' means especially to 9ja.,527057 +2,Could Moore's Law help us beat climate change? https://t.co/EP2dja8wso https://t.co/qTl2ddJoPZ #ClimateChange,947499 +1,RT @AsapSCIENCE: If Trump wants economic success he can't deny climate change. The cost of extreme weather is reaching billions annually in…,751864 +1,Nitrogen pollution: the forgotten element of climate change https://t.co/UGJHyC3HGu via @biotechinasia worth a read,50229 +1,@Cosmopolitan @maddiewynne17 honestly global warming is fucking real. im moving to oregon i could give a fuck about california,302867 +1,"Scholar describes a coming crisis of displacement from #climate change https://t.co/pslH1kxZ5u #Alaska, eastern seaboard, and so on",863686 +2,RT @HuffPostPol: Joseph Gordon-Levitt and Chloë Sevigny want you to help fight climate change https://t.co/EexGo8hERk https://t.co/mdsAVoPN…,751413 +0,New blog up about soil carbon sequestration as a climate change solution and vehicle for ecological restoration:… https://t.co/XP7njAFbQz,435763 +2,"US federal department is censoring use of term 'climate change', emails reveal https://t.co/8AaISsFAB6 via @guardian https://t.co/yNaLU5KnB5",114160 +1,"RT @GhostPanther: Bye bye bank regulations. +Bye bye dealing with climate change. +Bye bye health care. +Bye bye diplomacy. +#electionnight",935424 +1,"RT @lauraewaddell: Not only is this national park account defying Trump's communication ban, but is tweeting climate change facts. https://…",793851 +1,"RT @Katmanru: @TurnbullMalcolm like when you said you believed in climate change, or supported marriage equality?",193669 +2,"RT @SafetyPinDaily: Trump's Environmental Protection Agency just deleted its climate change web page | By @willrworley +https://t.co/290kIB…",531470 +1,The #ParisAgreement enters into force! Learn more about the U.S. goals for climate change at #COP22: https://t.co/CGsXg3IdPx #ActOnClimate,261725 +2,"RT @kylegriffin1: At G-20, world aligns against Trump policies ranging from free trade to climate change. https://t.co/KhZPkjWs6w",117512 +1,@realDonaldTrump What data did you use to conclude that the Chinese have made up climate change?,43933 +0,I fw global warming heavily,495803 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,964717 +2,Obama writes: We have long known that the urgency of acting to mitigate climate change is real and cannot be ignored https://t.co/bOzJR8YdHG,419368 +1,RT @LangBanks: Positive news... World abandoning coal in dramatic style raises hopes on climate change https://t.co/sjKh6sj62p By…,837439 +1,"@realDonaldTrump @POTUS @EPAScottPruitt U are both Morons when it comes to climate change, the entire World is on board w/oil Co.s & Corps!",758745 +2,#Ankara #London #Berlin The Latest: China calls climate change ‘global consensus’ https://t.co/yluXVcrSx7 https://t.co/es6kmtebHE,871970 +2,"RT @BBCBreaking: UK government signs Paris Agreement, world's first comprehensive treaty on tackling climate change https://t.co/hDaFst5PFc…",536961 +-1,@seanhannity probably climate change or maybe she'll blame women for not voting for the candidate with a vagina,748260 +1,"Tornado touches down in Massachusetts in February, but #Trump doesn't believe in global warming lololol.",990860 +2,RT @ecojustice_ca: How cities are ahead of the curve in the fight against climate change �� https://t.co/C6mVIQOqWT,787430 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,688941 +-1,"Or 3) become radical low tax, tiny state advocates rallying against state issued healthcare and the scam that is the climate change industry",869105 +1,"Just sick of all the talk from our stupid politicians. Year after year, no action, no meaningful progress on climate change. #abc730 #FAIL",551091 +2,RT @FactTank: 49% of Trump supporters care not too much or not at all about climate change: https://t.co/HPmL385tJh https://t.co/eOaAdvWdAN,949443 +-1,"@SenSanders climate change is just a normal part of this planets process, dont make it anything more, the people are not fooled by the lies",300133 +2,UN climate change agency reacts cautiously to Trump plan https://t.co/FfWWOJ7n2p,99898 +1,RT @nuclear94: An expansion of nuclear would significantly combat climate change and make other programs less likely to attract $ @TedNordh…,550587 +0,"Wait, wait, WAIT. *looks outside the window* Summer's over already!? Damn you climate change! ☔️",110241 +2,"Scientists warn climate change severely underestimated +https://t.co/31IgrAs8OQ",43644 +2,RT @MotherJones: Scott Pruitt doesn't agree that CO2 is a major contributor to global warming https://t.co/KjjCKHiitj,467950 +0,RT @ShippersUnbound: 'I would sign a letter with any other letter' says Jezza on climate change. That's what he's been doing for 40 years.…,316317 +-1,RT @thelanarchist: Geoengineering programs jets spraying arosols is making climate change.... https://t.co/ThVk08SHKI,69494 +-1,"RT @iluvspringtime: Once Trump refuses to send (lots of money)Grants for research, watch how quickly the climate change fad will disapp…",392365 +2,RT @Independent: US 'forces G20 to drop any mention of climate change' in joint statement https://t.co/49EE31bXXz,421897 +2,RT @ajplus: Diplomats at the UN global warming summit are very concerned about Trump's stance on climate change. https://t.co/wZ6VbM60K8,263430 +2,Macron wants American researchers to move to France to fight climate change https://t.co/VkQ6XUgWru #news,239562 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",305836 +1,EPA chief’s climate change denial is easily refuted by the EPA’s website via Digg https://t.co/gl8S3ZwMF4,692213 +1,RT @island_phone: 'Dirtier' than coal. The methane is many times more detrimental to global warming than CO2 #csg https://t.co/AaXL6FjGvU,837881 +-1,"800,000 years of climate change, in 3 minutes [ the co2 has no proof and is MTCO2 in debt https://t.co/7BBD09PJJd",920742 +1,RT @LiberalResist: How to communicate the urgency of climate change - https://t.co/06uhPGK1BQ https://t.co/9v7mC2J54f,829758 +2,RT @badgirl_loony: Golden Gate Park joins Badlands in defying Donald Trump by tweeting about climate change https://t.co/FuOyV5P5ed via @Pa…,595759 +0,"RT @Chris_arnade: 1. Some quick thoughts on this @BretStephensNYT article on climate change & certainty, by a PhD in physics (me!) + +https:/…",227869 +2,Doctors unite to say climate change is making us sick https://t.co/Ah674HgkwM https://t.co/5YnJjBfNaB,806935 +2,Listen to 58 years of climate change in one minute - PBS NewsHour https://t.co/Y49dKmP01S https://t.co/aPrUrG3tuC,230 +1,"Today I discussed colonialism, climate change, and the plot of Aristocats en español so I'm feelin pretty fine",738689 +0,"@RichardTol Your paper is interesting. But how can you say the trend is attributable to climate change, rather than more extreme weather?",82618 +1,Why some conservatives still won't accept climate change is real https://t.co/lm7tNX2739 # via @HuffPostScience,877408 +0,"... Tragédia, tristeza! E Trump NEGA qualquer problema de 'climate change'! https://t.co/pImY78naH8",446787 +1,RT @haveigotnews: Donald Trump announces plan to counter global warming by building wall around the sun.,286704 +1,A lack of response to climate change from the US has huge implications for the planet. #climatechange #parisagreement #clexit,61620 +1,RT @TuringTested_H: Maps of how Ireland may look after major climate change are like something Tolkien would have drawn up https://t.co/rjL…,184097 +0,RT @RogerPielkeJr: I've been asked by a few reporters to comment on Harvey and climate change. This is the response I've giving everyo…,267381 +0,RT @Fridaynitee: global warming never felt better,681707 +2,"RT @Independent: More likely a lesbian caused Hurricane Harvey than climate change, says right-wing commentator…",736502 +0,"RT @EVIOM77: Young children are the most vulnerable to air pollution. Forget about climate change, or that our energy isn't... https://t.co…",767634 +2,John Key says he plans to raise the issue of climate change with Trump #nzpol,215107 +2,RT @MailOnline: Bizarre £400 billion plan to refreeze the Arctic using giant pumps may help tackle climate change https://t.co/eh9urAtCIP,516736 +1,"RT @NiliMajumder: Under the #ParisAgreement, all nations have agreed to combat climate change. - @UNGtB https://t.co/O4yMZecLPB",578169 +2,Not ‘fake news’: Scientists report climate change findings honestly https://t.co/eWGEiTvJ9P,484737 +2,"RT @Reuters: France, India to cooperate in fighting climate change https://t.co/VauuNOGbF8",826352 +2,RT @theecoheroes: How big data might curb climate change #data #environment #climatechange https://t.co/6x1SAG1nyB https://t.co/GNFUFxFwQy,824714 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",404405 +1,"We live in a world where the American president degrades his citizens and denies global climate change, but the Pope recognizes the urgency",612186 +2,RT @FT: From trade and foreign policy to climate change: How the US could change under a President Donald Trump https://t.co/6IwWib0zMv,721315 +2,"RT @RobertKennedyJr: Record-breaking climate change pushes world into ‘uncharted territory’ +https://t.co/QLfosXXOJy",661146 +0,RT @Realityshaken: Who do you believe on climate change?,651221 +0,Ice cream truck in Ohio in February. I love global warming. :) https://t.co/lSle77Tclo,81564 +1,@A_Real_MSmith @kylegriffin1 @MMFlint climate change doesnt have 4 years for Trump to continue acting like its a chinese hoax,284011 +1,Glad to see more companies taking steps to combat global warming https://t.co/23dOk51tvW,514562 +1,RT @mihirzaveri: .@ByKimMcGuire and I explored whether climate change means more big storms and what is or isn't being done about it…,357126 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,794825 +1,Today @HIT_trentino discussing research and innovation for climate change with @Climate-KIC. #climatechange… https://t.co/85bra9Ijro,42551 +-1,@Morning_Joe @JoeNBC Fake news is when you say man is causing global warming and $15 min wage doesn't cost jobs. You libs are clueless!!,708437 +2,RT @FAOMozambique: New #UNFAO project on climate change may benefit 1800 households-#readon- https://t.co/kRZeZR44ek https://t.co/JKfg1sGQlB,16864 +2,Earth Hour plunges world into darkness to fight climate change https://t.co/yLOoACTLRR,142844 +1,Climate deniers blame global warming on nature. This NASA data begs to differ https://t.co/bDxJESwnlx,769831 +-1,RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,19105 +1,@komputernik Could make $ selling them an app that replaces 'no global warming since 1998!' with 'since 2016!',646514 +1,The new @NatGeo & @LeoDiCaprio documentary on climate change #BeforeTheFlood is on Youtube. https://t.co/L4T7hhCrN8,709555 +1,RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,141210 +1,RT @CatherineForNV: I believe in science. I believe in climate change. Let's protect our precious resources including the air we breathe &…,355565 +2,Quitting UN climate change body could be Trump's quickest exit from Paris deal https://t.co/eq1hLtJvPD https://t.co/K2U4XMrhkx,229486 +-1,"climate change is natural, not man made. bring industrial jobs back to america!",332005 +1,RT @foe_us: Tribal nations told UN they're climate leaders who intend to remain in the global conversation about climate change. https://t.…,630899 +1,RT @ScottAdamsSays: I talk about the 97% of scientists who believe the climate change models are accurate: https://t.co/dw9s2OCccX #climate…,170297 +0,RT @mattyglesias: Perhaps a rogue unit of pro-Clinton EPA officials could leak to the press about whether climate change is real.,844146 +1,"RT @YouTube: .@NatGeo teams up w/ @LeoDiCaprio to explore climate change and prevent catastrophe. + +This is #BeforeTheFlood →…",889987 +0,Bloggers getting recognition - good :-) 'Like watching a train wreck': Blogger quits writing about climate change https://t.co/W9qMHBoSvC,495586 +1,"RT @SierraClub: The monarch butterly faces 3 interwoven threats: habitat loss, large-scale corporate farming, & climate change. https://t.c…",498880 +0,@9GAGTweets climate change,772584 +1,RT @AWhitelee: More climate change evidence > The Arctic is turning green as sea ice melts to record low levels https://t.co/h8iGXnMLfP @te…,999344 +1,RT @caseycmill: Great workshop on ties between racism and global climate change from @sustaininglife1. Interesting topic that is di…,780939 +1,"And domino effects of climate change hit people well outside #HurricaneHarvey's blast radius: +https://t.co/jOEYCyX4Un",623161 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,115813 +1,"To all of the people who said, 'Trump never said China started the concept of global warming.' + +Here you go.… https://t.co/XYaMNH1S32",185956 +2,RT @tan123: 'Thailand drought 2015: climate change impacts real' https://t.co/Zdj8ObfRwL https://t.co/YIlQI6UeHW,25917 +1,"RT @Shareblue: Disaster: + +Trump's budget targets the Earth, eliminates climate change related funding + +https://t.co/RTt9mnM2Nn +By @leahmcel…",562602 +1,Just watched a live action theatre show about climate change and how it affects Pacific Island people,861496 +2,RT @MichaelEMann: 'World-leading climate change scientist calls for 'rebellion' against Donald Trump' by @Montaukian The @Independent: http…,279671 +-1,"#lies Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges - Fox News https://t.co/TQCJB63aGS",14843 +1,RT @faisalislam: This bit basically kills US leadership on climate change - China will have more stringent CO2 laws https://t.co/NDzlPNEDSD,427954 +1,RT @samsteinhp: FWIW. we have probably lost the battle against climate change tonight,87713 +2,"Expect more deadly heat from climate change, study says https://t.co/KMNV1yXnKH #DSNScience #environment",341830 +1,RT @Curbed: How you can help your city fight climate change https://t.co/9s7FPV9zhc https://t.co/QO4YGPim8W,622107 +2,RT @VICE_Video: Kids just won the right to sue the US government over climate change: https://t.co/qN0rR6mTwd https://t.co/zZJbarsr5Z,136529 +1,RT @democracynow: .@NaomiAKlein: 'The failure to take climate change seriously… has been a profoundly bipartisan affair' https://t.co/t2OBp…,406971 +1,This is VERY bad for the fight against climate change https://t.co/uctGd66uSW via @HuffPostPol,91071 +1,RT @climatehawk1: The Holocene #climate experience and the health risks climate change carries https://t.co/dldkkmcLGp via…,581196 +1,RT @ForeignPolicy: This Canadian river disappeared in 4 days thanks to climate change. https://t.co/QcrBBJLPGp https://t.co/nvbhpjPMcp,810942 +0,RT @brantgateman: Shoutout to global warming for the beautiful weather,485531 +1,RT @drvox: The next president's decisions on climate change will reverberate for centuries & affect 100s of millions of people. https://t.c…,405437 +1,RT @chulomang: ppl who dont believe in climate change trying to explain all the hurricanes https://t.co/qFvre7mxEF,174011 +2,RT @nytimes: How climate change is making the glorious colors of fall foliage last longer https://t.co/mUx6a7QXyp https://t.co/I8BudD9tiR,929794 +0,RT @AltBadlandsNPS: We'll do some #FollowtheMoney on climate change later people. Send me anything good you have. #politicaleconomy #Scie…,746524 +2,"RT @praveenswami: Senior US diplomat in Beijing embassy resigns over Trump’s climate change decision, Carol Morello reports | https://t.co/…",509071 +1,RT @funder: Video: Karen Handel doesn't believe climate change is real-think's it's just 'a political football' Wow... #GA06…,791984 +0,"If climate change isn’t real how will the wall melt?' 'If the delegate goes near it, he’s too damn hot and it’ll melt'",705396 +2,RT @WorldfNature: White House calls climate change funding 'a waste of your money' – video - The Guardian https://t.co/PjCvMmQ2wM https://t…,82831 +1,"RT @AJEnglish: 'Pulses are going to be crucial to our global fight for food security, particularly in the face of climate change.' https://…",782764 +0,@__BranMan global warming always been an 'issue' though,852880 +1,"i think my.... brothers... and dad..... don't believe in global warming......................................,,,,,,, wtf",280175 +-1,Didn't global warming alarmist warn about more potent hurricanes due to it?,980758 +2,CityConnect shows you how climate change will impact your own home https://t.co/VqlL9mbOgk https://t.co/tFVE8q8faQ,528554 +0,Next thing we'll see in a issues and articles that katy said/done something and it's contributing to global warming ��,236895 +2,Trump really doesn't want to face these 21 kids on climate change - Mashable https://t.co/Amcg8TIqdH,914389 +2,RT @WGNWeatherGuy: Home Depot reaps a hurricane windfall as global warming intensifies storms https://t.co/Ns6G9yel8y via @business https:/…,83124 +2,"From Tanzania, a radio version of @grossmanmedia's story on climate change and coffee growing: https://t.co/gyoZz8ZSDu @hereandnow @WBUR",83873 +1,"There's a fine line between not knowing global warming exsists, and just being an idiot. What trump is doing now is disgusting.",76094 +2,RT @smilinglaura: G7 leaders blame Trump for failure to reach climate change agreement https://t.co/WCrUdNqIOR,459610 +1,RT @BrandonCTE: Our planet is not going to make it if we don't take action on climate change. Take an hour and half out of your day…,860573 +2,Bainimarama invites Donald Trump to Fiji to see effects of #climate change: Fiji Village https://t.co/PZ039moTlT #environment,497110 +1,"RT @PaulHindley2210: Sorry Paul Nuttall, most working class voters are not homophobic, anti-abortion, climate change deniers who want to pr…",870314 +-1,RT @PrisonPlanet: Anyone lecturing me about the 'science' behind global warming who simultaneously thinks there are more than two genders c…,8844 +2,"RT @Jmalewitz: As ExxonMobil CEO, Rex Tillerson used the pseudonym 'Wayne Tracker' in climate change-related emails, NY AG says https://t.c…",14901 +2,Canada's northernmost community seeks PM's help to weather climate change https://t.co/URSqhL2E03 https://t.co/02gmWhumVq,320765 +-1,RT @Heritage: President Trump must resist pressure from foreign leaders to cave in on global warming. https://t.co/3SpvjhCpu7,424879 +2,RT @YahooNews: Billionaire climate change activist says he’ll spend whatever it takes to fight Trump https://t.co/9PxJKpE4hR https://t.co/8…,193082 +1,RT @JonRiley7: I've always thought this! How can you distrust scientists (on stuff like climate change) when you can see science i…,27078 +1,RT @RichardDawkins: President Trump may destroy America but maybe we can stop him destroying the world. Sign the climate change petition ht…,234830 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",381332 +1,President elect thinks climate change is a hoax made by the Chinese https://t.co/IZwOdx7z1m,347977 +2,RT @Lulihar99: UK to 'scale down' climate change and illegal wildlife measures to bring in post-Brexit trade - secret documents https://t.…,884576 +1,"#NoSmokingCar +A very polluted city now a day cars smoke increase global warming. Please Drive electric cars @MahindraElctrc .",411251 +0,This is why global warming exists. https://t.co/bBOuoehAfv,40214 +0,Check out this #leadership blog: https://t.co/qyVmsFWu63 'Russia's climate change plan' Please RT,115301 +1,RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,154823 +2,RT @CNNPolitics: Sen. Bernie Sanders says the EPA chief denying carbon dioxide is a primary cause of global warming is 'pathetic' https://…,271753 +1,@dukemeiser @animu_jeans this is what you tools sound like when you say global warming aka climate change isn't real.,31016 +1,"@FoxNews @FoxNewsSunday Ya right tell me another story, Scott Pruitt is a known climate change denier",306815 +0,Hans Rosling dies today - See his Population and climate change video https://t.co/0JHHNMAYa6,621192 +1,"And people say global warming doesn't exist. So that's why we have summer weather in fall right? Okay. + +😂😂😂😂 https://t.co/i9aGIIL17M",523887 +-1,RT @JoeFreedomLove: Blog: Science fights back against the global warming fraud https://t.co/djIQCdm5al,852497 +1,"RT @owillis: climate change denialism is not a 'view' it is a rejection of science +climate change denialism is not a 'view' it i…",578880 +2,"RT @ClimateNexus: Election results: UK could ditch its important role in global fight against climate change, environmentalists fear…",763180 +1,Vox First Person: Why aren’t politicians doing more on climate change? Maybe because they’re so old. https://t.co/kKgRokzPs5 via @voxdotcom,727530 +0,@sglassmeyer Frosty the Snowman is a climate change alarmist.,264878 +1,RT @devi_lockwood: 'Women in rural Morocco fetch water & work the land. They are the first ones to see effects of climate change.' #300kmso…,209850 +2,RT @dji45: Donald Trump and Prince Charles 'in row over climate change' ahead of President's first UK visit https://t.co/YBQedcz6fB,225730 +-1,@nowthisnews pure fantasy! If global warming was real why was NOAA caught altering temps?? https://t.co/Vb3oFbr06E,740533 +0,"RT @kalistazickert_: 'do you believe in global warming jade?' +Jade: yah bc every day the weather changes @j_sommerhalder",69152 +1,RT @KenyaCIC: Need for the private sector to discuss climate change @emungai_m the conversation @KEPSA_KENYA #Sustainabledevelopment @Susta…,538071 +0,"I suppose the next step is to queue up an inspirational song, change my profile pic to a Union Jack ���� & blame global warming. #LondonBridge",158359 +1,Realising how many people don’t actually believe in global warming https://t.co/KaQfgaX4Dt,282270 +2,"RT @LouDobbs: Wanna Bet? France, UN tell Trump action on climate change unstoppable https://t.co/x9iqy4YvN7 via @YahooCanada +#MAGA #America…",982727 +2,"RT @climatehawk1: In message to Trump, EU says it will remain top investor against #climate change | @Reuters https://t.co/GRmxV06ZQ1… ",591847 +1,RT @atenmorin: Honestly the planet can't afford 4 more years with no action on climate change. #itsuptous #OurRevolution,600797 +1,"RT @YouTube: .@NatGeo teams up w/ @LeoDiCaprio to explore climate change and prevent catastrophe. + +This is #BeforeTheFlood →…",962891 +1,"RT @itisprashanth: https://t.co/7IsmsKLuXb By 2100, it will impossible to live in india because of climate change. Scientific study says.",381054 +0,We might have found the ‘cure’ for global warming – and it’s basically Gaviscon #D13 https://t.co/2kon4WmZiF https://t.co/AeACuIkjv0,143854 +1,hey guys climate change is real but i'm going to make fun of people who try to make it better https://t.co/O3QlxFEALO,892153 +2,RT @climatehawk1: Scientists just published an entire study refuting @EPA head Scott Pruitt on #climate change https://t.co/6djVCvaAvJ http…,920652 +2,Chicago mayor Emanuel posts EPA’s deleted climate change page - POLITICO https://t.co/JAUPrnJMK5,997492 +0,"@LookTheFuckUp_ +So are these trails contributing to climate change, or are they 'geoengineering', which is supposed to combat it?",504444 +2,RT @ActualScience24: Bird species vanish from UK due to climate change and habitat loss - The Guardian https://t.co/xPiTT1EDXB,49125 +-1,"This is nothing more than a surrender to vestige interests +In times past climate change happened over centuries no… https://t.co/jWgmrXmjgb",819188 +0,Is the iceberg that broke off Antarctica the result of climate change? - https://t.co/xQJF6GsZtk https://t.co/YPEM2eue2t,232928 +1,RT @JohnFugelsang: & Donald Trump wants you know this proves NASA's part of that whole Chinese climate change hoax. https://t.co/Mc7346asP1,460146 +2,Prince Charles says climate change is the 'wolf at the door' as meeting with Donald Trump is mooted - Telegrap… https://t.co/G6NULp1KtC,873706 +1,@tonyschwartz @kimmie8264 And says climate change is a hoax. This will ensure America will be the bully that destroys earth. 😡😡😡😡😡,400270 +1,"RT @AnotherSlyfox: 17) It means climate change, student loan reform, health care reform, minimum wage, LGBT rights, womens rights, Black Li…",866638 +1,"@WarrenDavidson I mean really, are you too dumb to tackle both isis and climate change. Why just one or the other.… https://t.co/nShcuVjJGo",235382 +0,"@ddubyuh If you just love farmers and rural communities, but don't believe in climate change, it is still the best way to farm.",365686 +1,"#hacker_news Next EPA chief does not believe in climate change, aligned with coal industry https://t.co/xC8ngecFFf",819914 +1,RT @NatGeo: Are we too late to fight climate change? https://t.co/797Rx2UXQA #YearsProject https://t.co/LV2Fy0uuge,843145 +2,RT @FriendsOScience: Trump says ‘nobody really knows’ if climate change is real https://t.co/YpozpesQvE via @BostonGlobe,682099 +1,RT @SMYFoundation: Rain-fed crops are vulnerable to climate change. New and innovative approaches are required to improve yields.…,737814 +1,@islahmufti why is climate change not in the govts policy making agenda,913471 +2,Trump administration dismisses climate change advisory panel: The Trump administration has… https://t.co/n5rG0ojzVH… https://t.co/9FsUl5XijV,2663 +0,RT @wattsupwiththat: WUWT climate change briefing for President-elect Trump https://t.co/SMgkZFc9SS https://t.co/MESjTdiCq1,598548 +1,"RT @TheDemocrats: If the Trump team gets their way, this climate change report might never see the light of day:…",503904 +1,RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,576057 +2,RT @flynotes3: Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/qQwXcrXVIE,726428 +2,"RT @Reuters: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/XM7qUmahdX https://t.co/NA2yg8JkP9",494757 +1,RT @imasian28: Our president don't believe global warming so https://t.co/DuqpO4MNXI,363080 +1,"76 on November 1st? Fuck this shit if you don't think climate change is real, wake the fuck up",979562 +0,RT @jyoungwhite: good morning to pineapple pizza eaters only. the rest of y'all are responsible for global climate change & amy schumer,70176 +1,RT @KimBrownTalks: calling shale gas a 'bridge fuel' is a sure way not to get my vote. bcuz that shows me you're not taking climate change…,209197 +1,1. Another huge blow to the world. A climate change denialist gets hired to head up the Environmental Protection Agency. #TrumpPresident,852066 +1,RT @andrea_portes: @TomiLahren Conservative logic: Let's keep using technology that's causing life-threatening climate change to line the p…,963266 +1,Trump dont know a damn thing about climate change- just out to undo all Obama has done cause he thinks he's smarter @MSNBC @HallieJackson,182005 +1,RT @ClimateOfGavin: Has there been a 'pause' in global warming? (Spoiler: no) https://t.co/YtRpOqlVco,900635 +2,Farmer Simon Fairlie on meat and climate change https://t.co/5IaWiXCocJ,483686 +2,RT @FoxNews: Bloomberg urges world leaders not to follow Trump's lead on climate change https://t.co/MNxrUETyDa https://t.co/DZ0H5kArAX,733007 +2,RT @Reuters: Trump to drop climate change from environmental reviews: Bloomberg https://t.co/s0cgrQzhgb,308885 +1,RT @CameronVaske: @senrobportman What about climate change? Imagine millions of climate refugees. What will that do to the US economy?,566784 +0,"RT @taebeingtae: i still can't believe this gif of taehyung saved the human race, stopped global warming and watered every plant on…",425420 +2,RT @Independent: Massive 'rivers in the sky' will bring more deadly floods due global warming https://t.co/sDwLjjiGIu,542517 +1,RT @RepYvetteClarke: Dismantling @EPA would pollute our air & water & contribute to global climate change. No on HR 861 & @ScottPruittOK! h…,978320 +1,"@EPA Chief: carbon dioxide not primary cause of global warming. + +Fossil fuel execs: Umm, actually... + +https://t.co/iQR3NcHjAy",870433 +1,RT @ZachJCarter: @Jaffe4Congress @Tim_Canova @paulajean2018 @SentencingProj How urgent do you view the threat of climate change?,613233 +1,"RT @WorldfNature: Why we never talk about climate change during elections, despite the tremendous stakes - Vox https://t.co/LeXoCvjxtK",460396 +2,Ice Age climate change played a bigger role in skunk genetics than geological barriers - https://t.co/93lEZE2DCJ https://t.co/h1Y3qBtfJL,846855 +-1,@rambogooner The people saying “don’t look at the sun” are the same people who say climate change is real — and we all know that’s a lie.,288678 +1,"Many of us are in the same boat. ⚡️ “Meteorologist opens up about the struggle with fighting climate change” + +https://t.co/EqSPwlw5YU",872447 +0,You cannot talk about climate change and defence in the same moment audience - push the button and you will not nee… https://t.co/s6sFPDwqjo,907466 +1,"15% of U.S.'s GHG emissions come from farming practices. But +Trump admin doesn't want USDA saying 'climate change' https://t.co/a7xdLuFyNx",497991 +1,RT @WKWales: Forests - a secret weapon in the UK's fight against climate change? https://t.co/oJJdLlLJk1,319997 +2,RT @CNNPolitics: Donald Trump: 'Nobody really knows' if climate change is real https://t.co/BQ4z69MJJn https://t.co/wIOtgmsq3u,800349 +1,RT @H_Combs: Can't be global warming. Not in Washington. They don't have that there. Anymore. https://t.co/HhqdOhWWFo,979065 +0,RT @mitchellvii: Americans are even less worried about Russia than climate change.,942004 +1,"RT @chrismelberger: democrat: i like america + +trump: ur great i respect u + +democrat: global warming is serious + +trump: ur a clown and a los…",109237 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",72200 +0,"RT @GreatDismal: Our cultural models of the apocalypse are all extremely short-term. The jackpot, like climate change, began long ago, prog…",841312 +1,@RogueNASA @JennyHottle @NOAA Don't think the GOP knows what NOAA actually does. They think they're only putting out climate change data.,545986 +0,RT @TaraGMartin: Observed impacts of climate change - from genes to biomes to people @cyclonewatson @BrettScheffers…,605493 +1,Sitting Beckenham Tory MP Bob Stewart has consistently voted against measures to prevent climate change. That's not #BestForBeckenham,768556 +1,RT @VICE: The United States of climate change denial: https://t.co/ghyOSV5wpZ https://t.co/5K4Qq5rknW,791003 +2,Tiny seashells show extent of climate change https://t.co/9rCZZhmAUF https://t.co/fw5ikbaq54,776693 +1,"RT @AnjaKolibri: Negative #climate change impacts on #environment, #health far outweigh any positives: https://t.co/kMyBEeF3Ro https://t.co…",948079 +1,I donated - so can you! Fight climate change! https://t.co/jiAU295byi,520048 +1,"I am literally crying @ the polar bear. + +Once again, I hate hormones and feelings and global warming. https://t.co/xb9gpo0C1G",842020 +0,RT @GSmeeton: Letter in The Times from @camillatoulmin responds to Matt Ridley's claim that the Paris climate change agreement is…,937279 +1,"RT @_seanohue: @microsoft42 true, also climate change is a byproduct of capitalism's unsustainable industrial growth",871289 +1,"RT @Travon: Between DeVos, poison water, more guns and ignoring climate change, Republicans remain the biggest threat to your child's futur…",911647 +0,"About time this global warming thing started paying off, this'll do me til bonfire night +#getin +#scorchio",116265 +-1,"RT @TheFoundingSon: NOAA scientists manipulated temperature data to make global warming seem worse + +Who's surprised? Not me +https://t.co/Rj…",905959 +2,Government warned over irreversible impacts of climate change: A new report criticises the… https://t.co/9ADUXVKQma,546500 +0,RT @GlblCtzn: Here’s what you need to know about Leonardo DiCaprio’s climate change film. https://t.co/iqsmOmRlTk,263456 +2,RT @FT: Boris Johnson thinks he can persuade the Trump administration to continue efforts to combat climate change https://t.co/Fs7jgok4hj,667180 +1,RT @RepAdamSchiff: Will our reality TV president walk away from last best hope against climate change? And what will become of our pla…,916475 +1,How can uniting cities and companies tackle climate change? @oxsocsci https://t.co/yBd0q6zfRQ https://t.co/c3jtVgARES,881190 +1,"@SenCoryGardner For the sake of future generations, please vote NO on any measure to weaken pollution and climate change protections.",394325 +-1,RT @GeorgiaLogCabin: NOAA's global warming data manipulation https://t.co/flujjaaWUR #Economy #National,416605 +2,"|| Trump taps climate change skeptic Scott Pruitt to Head EPA + +https://t.co/ZNOas760sl via @ShipsandPorts",963025 +1,"There's plenty of dumb to go around with the administration's approach to climate change, but this is up there.",312107 +1,"@Agridome @Wally_53 @JustinTrudeau hard to not believe in climate change considering manitoba was under a 2km thick ice sheet 10,000yr ago",117011 +2,WATCH: EPA chief's language on climate change contradicts the agency's website https://t.co/K0ZoyMuezS #politics,164035 +1,"RT @Captainturtle: We can limit global warming to 1.5°C if we do these things in the next ten years + +Good list. +https://t.co/xAxo6jeiac v…",573629 +0,"RT @seren_sensei: Interviewers don't push back against ANYTHING. 'Oh, reverse racism & climate change are both real? Yes, everyone has a po…",600408 +1,RT @funder: So hot in Phoenix that they grounded flights—but be sure to vote for Karen Handel who thinks climate change isn't a…,921657 +0,Protest? Homage? Something to do with climate change? Guess the amount of water used to make this ice sculpture and… https://t.co/i968FYBYP1,912823 +1,RT @ElizabethMay: Noam Chomsky: Donald Trump's election will accelerate global warming and humanity's 'race to disaster' | https://t.co/1hQ…,329602 +1,"RT @Bro_Pair: We're going to need leaks for basic info on food safety & climate change, which will mean prosecution of scientists: https://…",795513 +-1,"It's really not about science at all, but religious fundamentalism of the climate change cult. With a sprinkling of… https://t.co/vV8L1zTsGq",126210 +2,"RT @CNN: Depression, anxiety, PTSD: The mental impact of climate change https://t.co/zjInwo5l8j https://t.co/tyAJeHx6Br",727305 +1,"RT @WSJ: Opinion: We need to consider how much economic damage climate change will do, write David Henderson & @JohnHCochrane https://t.co/…",190623 +2,[national]:Scientists explore impact of global warming on Japan's sea life https://t.co/CStF19DnnP,180461 +-1,"RT @MarkACollett: The biggest threat to the environment isn't global warming, it's overpopulation that is fuelled by liberal aid to the thi…",22064 +1,Today at 8.30pm it's #EarthHourUK! Make sure you turn off your lights to address the global issue of climate change https://t.co/rbKbYmTVGb,983154 +1,"RT @antoniodelotero: conservatives will ask for proof of climate change, get it, and then continue to deny it. i'm fucking dumbfounded http…",220699 +2,US govt agency manipulated data to exaggerate climate change – whistleblower https://t.co/062KZxCBls https://t.co/OBuykHhs87,478787 +1,"If you're looking for good news about climate change, this is about the best there is right now - Washington Post … https://t.co/7nKIexUikm",946448 +2,RT @CBCNews: G20 leaders reaffirm support of Paris climate change agreement without U.S. https://t.co/em4ZINbDto https://t.co/TCzSsPpvmW,528924 +0,"RT @raveyrai: Also, shout out to climate change. We had a 6 month fall, a 2-3 week spring, and now it's winter. https://t.co/l9hvL2xuiS",141091 +0,"RT @SaucercrabZero: 'Here in Fecalopolis, we're concerned about climate change.' +'so are you banning cars and air conditioning' +'haha no I…",61417 +2,Donald Trump is about to undo Obama's legacy on climate change https://t.co/5W5VeaUpeZ via @HuffPostPol,963999 +2,RT @nytimesbusiness: Exxon Mobil is accusing the Rockefellers of a climate change conspiracy https://t.co/baQoiIBetd,931524 +2,RT @RamsarConv: Global Peatlands Initiative launched to address climate change - Ramsar https://t.co/nkvBMHifJZ,841609 +0,RT @kuntyewest: Me thinking about global warming https://t.co/v8U4RqmEI5,675515 +1,EPA chief:CO2 not 'primary contributor' to climate change https://t.co/U7fmACcrba to list the Earth is flat ..Darwins theory is fiction.,163186 +0,global warming ftw https://t.co/RdAjh35KD5,187947 +0,"RT @SteveNash: Toby is the best center back in the league. We're also denying climate change though, so... https://t.co/E9smaQulJv",386676 +2,"Arctic ice melt could trigger uncontrollable climate change at global level + +https://t.co/aoH5RfO8f8",889611 +-1,RT @davidicke: Founder of Weather Channel blasts total fraud of climate change: Science fraud run by the Left…,221264 +2,RT @ABC: John Kerry says he'll continue with global warming efforts https://t.co/x98aGUb6ZF https://t.co/ZYfeXKnQno,561377 +1,RT @EnvDefenseFund: Trump administration wants to kill popular & successful Energy Star program because it combats climate change. https://…,207220 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,68691 +2,RT @qz: Bill Gates and investors worth $170 billion are launching a fund to fight climate change through energy innovation https://t.co/CJi…,60580 +1,RT @AlanForElyria: There are no discussions to be had about 'beliefs' regarding climate change. It's settled science. Now we need to talk s…,804477 +1,Two reasons for why I'll vote for Hillary; she speaks in complete sentences and She believes in climate change.,268134 +-1,@ABC Ya but all the experts say it's not climate change ass hat fake news it's a natural occurrence for thousands o… https://t.co/kvDP3USb8m,841625 +2,EPA head Scott Pruitt may have broken integrity rules by denying global warming https://t.co/2qiVSTvDj6 #Tech… https://t.co/hFddZcgYgS,202188 +0,@snoopybunny @darhar981 @Charlie2749 @heidiponyrider @tracieeeeee @HeidiStea I texted friend wanting2know WHERE MYblasted global warming was,906578 +1,RT @Arkansas_72701: OMG! Trump chose #MyronEbell to head the #EPA. Ebell is a climate change denier! This country/world is fkt!,674515 +2,"RT @BruceBartlett: Trump's cut to flood map program could cause insurance rate hikes https://t.co/RVQkTU6Cz8 Luckily, global warming/rising…",707856 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,373603 +2,RT @JohnLothian: Bill Gates and investors worth $170 billion are launching a fund to fight climate change through energy innovation https:/…,549633 +2,"Smart reforms key to global fish recovery, even with climate change https://t.co/j4wnKAsVA1",376431 +0,At R&M Developments we are always reviewing climate change and energy use - email the team to find out more estimat… https://t.co/i0BzcP2aYk,83324 +2,US 'forces G20 to drop any mention of climate change' in joint statement https://t.co/J0BU3z4ckf,537154 +1,RT @JaredOliphint: I see your indignation against climate change science deniers and will raise you some tempered rage against deniers of i…,119654 +2,RT @markrif1: Trump’s Defense secretary calls climate change a national security risk https://t.co/7wBVmRNMH9,249264 +-1,"RT @JonoZalay: Here's a pic of arctic ice proving climate change... +Not falling for it. +Hillary is sex trafficking out of a pizza parlor.…",734432 +-1,RT @JunkScience: How 'climate scientists' decide to attribute weather events to global warming. https://t.co/PYKVUn6plz,344687 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,525406 +1,RT @RockefellerFdn: Climate risk insurance is being put forward as a viable solution for losses & damage from climate change @COP22 https:/…,535412 +1,RT @ChiefElk: Democrats might as well be climate change deniers by going forward with environmentally harmful projects and destroying indig…,607491 +1,RT @kurteichenwald: Russia hack deniers & climate change deniers have a lot in common. Either theyre corrupt or they refuse 2 accept univer…,909273 +0,RT @WildxMC: Did Club Penguin shut down cause global warming? 🤔🤔🤔,465535 +0,"Watch @lifeofdesiigner get climate change lessons from @karliekloss: +https://t.co/Pc18yO7uYN https://t.co/I6zOhSnHkR",102849 +1,"RT @LKrauss1: Scott Pruitt likes to ignore all science, not just climate change science. Remove him. https://t.co/eeboCsjthj",973313 +2,RT @CBSNews: The fight against climate change runs into a cold hard reality https://t.co/TXOfmj17vo https://t.co/sRFL3RSJNF,948618 +2,EPA removes climate change page from website https://t.co/RhrEmUtbvT,185948 +1,RT @iMusing: Nikki plz piss off Morrison gave climate change ZERO sentences you ahistoric hack. Turnbull failed on climate compromise in De…,199802 +1,RT @baddestmamajama: I'm assuming the #MarchForLife is about stopping climate change and ensuring that we leave a livable world for the ne…,328587 +1,Again for those who didn't hear Yesterday if you don't believe in climate change just look at Chicago for the past 2 days raining in January,489784 +0,"Who needs to believe in climate change +😒👎🏻🌍 +when you can believe in God +😜🙏🏻😇",917848 +-1,".@TEN_GOP: 7 more dead in London because of climate change. Oh wait, nope, it's Islamic terrorism again. +#LondonAttacks https://t.co/PUqc...",619109 +0,RT @moklick: NASA created a page about climate change and global warming with lots of visualization and *downloadable data sets*…,102009 +1,RT @kristennwiig: supergirl even talks about climate change! when will your fave show ever?????,599460 +0,RT @rebleber: Trump has been all over the place on climate change. https://t.co/jesgeEydpS https://t.co/Tub4LsREfY,417300 +1,"RT @EricHolthaus: The urgency of climate change means Trump’s attack on science is a national security threat. + +Me, for @PacificStand: +http…",226838 +0,RT @ElisabethHoll17: Talking about climate change https://t.co/2GyCvrl6uh,951673 +2,Mitigating climate change after wildfire https://t.co/mGn6KwMgmW via @asheville,386785 +2,RT @mattiwaananen: Donald Trump wants to shut off an orbiting space camera that monitors climate change https://t.co/HNYWkxkemn,991447 +2,RT @PostOpinions: Reader Anne Hubbard on climate change: 'These are not partisan issues. These are human issues.'…,539683 +1,Interested in being part of community action on climate change? This is the event for you! https://t.co/akxvfGcJe6,375976 +2,"RT @business: Meet @AmberSullins, the red-state weatherwoman on a climate change mission https://t.co/h81ub2WYuA via @climate https://t.co/…",898492 +2,"RT @NoamLevey: HHS pick Tom Price refuses to say that human activity is responsible for climate change. Needs to be studied, he tells @SenW…",214847 +1,RT @RBReich: Trump’s new EPA administrator Scott Pruitt is already filling the agency with climate change deniers.…,190894 +-1,Climate alarmist agency says common myth about global warming is not true https://t.co/cgAI62HbXe via @theblaze,680870 +1,"@energyPNNL %87 of climate change pollutants found in air-conditioners +https://t.co/asgtXRasMx +AirConditioner uses%… https://t.co/yijEvhlEmx",577181 +1,RT @AnonyPress: 2016 was the year that the United States elected a man who believes that global warming is a Chinese conspiracy,936372 +1,RT @citizensclimate: Great op-ed: ‘We the People’ must solve #climate change https://t.co/LEBwLtEyzg https://t.co/74UxMShE9b,981015 +2,RT @splcenter: Study: global warming could increase poverty in the South through 20% economic decline https://t.co/JLqIcQs0vD,39548 +2,RT @vicenews: Donald Trump’s unlikely climate change foe: corporate America https://t.co/PaCuRTkF8R https://t.co/lmWHU1xLmO,38701 +2,RT @mcspocky: Rahm Emanuel revives deleted EPA climate change webpage https://t.co/rpFCvCX8Pq https://t.co/dZpdgxqG0l,406436 +1,"RT @AynRandPaulRyan: Scott Pruitt, citing no proof, says carbon dioxide has no impact on global warming. +#ThursdayThoughts +https://t.co/Hk…",126133 +2,RT @NYTScience: John Kerry made global warming and conservation a focus of U.S. diplomacy. Now Donald Trump has been elected. https://t.co/…,411820 +2,RT @WorldfNature: Here is the worst defense of climate change skepticism that you will ever see - Washington Post…,361503 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,925659 +-1,"RT @AviWoolf: When the leader of the free world claims climate change caused the Syrian Civil War, you're in cukoo land. Period. https://t.…",117209 +0,@LionTedPride how does one (random tweeter) get my 'climate change' tweet so quickly? Twitter magic???,148013 +1,RT @IvanaDomic_: It appears that climate change is having a more immediate impact on world conflicts than previously imagined on #4corners…,445455 +2,Government to outline climate change risks facing UK in new report. https://t.co/0MmoKsOLGz,188367 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,944837 +1,RT @ImSuda: Still believe global warming isn't real? https://t.co/kQrrYFxg0h,515346 +2,RT @TwitterMoments: Trump has called climate change a hoax. What could that mean for environmental issues during his presidency? https://t.…,38218 +1,RT @deepakabr: @narendramodi Dear @narendramodi sir as 2day major issue is global warming plz appeal 125 crore janta that don't us…,635696 +2,NOAA accused of manipulating global warming data: https://t.co/Opc8AChoSu via @YouTube,354772 +1,RT @lizsalandar: This is the man from whom he seeks advice: climate change=hoax Troubling Headlines- Breitbart https://t.co/PljVwIP4sH via…,455355 +1,Trump ignoring climate change like: https://t.co/DKTDIVSUtZ,460410 +-1,"RT @_donaldson: #StandUpForScience, and forget the fact we've been changing our minds on global warming since 1855. https://t.co/E6pu55DTND",838708 +2,RT @guardian: A million bottles a minute: world's plastic binge 'as dangerous as climate change' https://t.co/IAxFDX6tFy,743878 +2,Coastal inundation reveals the upside of climate change https://t.co/w3ViiO4LQd via @WIRED,228256 +0,"@wildebees @gelykburger @ErnstRoets you can't disprove irrelevant arguments just because you don't believe in global warming, the fallacies.",282819 +2,"In executive order Tuesday, Trump will dramatically alter US approach to climate change: https://t.co/cX1yZMaX5W",912813 +1,RT @becky_dee1: @DavidYankovich @bannerite and how did ANYONE in Michigan vote for a man who disavows climate change and guts EPA,474521 +1,Water use innovations crucial to face climate change in Arab countries - Reliefweb https://t.co/LQkta3KEFe,401029 +1,"RT @BlakeMurphyODC: Wow RT @norm great day to be a Toronto politician! +-deny climate change 1:00 +-appropriate culture 3:30 +-interview socia…",549227 +2,RT @CBCNews: Bank of Canada official touts pricing carbon to reduce climate change costs https://t.co/y9Wnh2rA2M https://t.co/cEdoCqgkjg,71253 +2,The White House website's page on climate change just disappeared https://t.co/7Mzkce3I9A,210184 +0,"RT @alvinlindsay21: This iceberg's parents melted, so now it fights global warming by i_speak_python via reddit https://t.co/TAIOuadQFY",287607 +2,"RT @BBCWorld: From free trade to climate change - 5 ways a Donald #Trump presidency changes the world + +https://t.co/wOn9jEebzC…",92938 +0,"With many areas of science so politicized as to be toxic (climate change, vaccines, earth's alleged orbit, etc.),... https://t.co/M9mhY3pbQz",432372 +2,Infestation a visible sign of #climate change - The Durango Herald: Durango Herald https://t.co/5tJuK6VL7e #environment,737409 +1,Conservatives elected Trump; now they own climate change | John Abraham: Anyone who voted for Trump shares the… https://t.co/cC2FMKBgy5,554029 +2,How comics can help us talk about climate change https://t.co/HVBhNQ25Zm via @grist,243336 +1,RT @climatehawk1: Beliefs about #climate change may reflect failure to understand what it is https://t.co/gTUU0vMloe #globalwarming…,328186 +1,RT @NRDC: Scott Pruitt’s statement is at odds with the established scientific consensus on climate change. https://t.co/ZIT2sknaxw via @nyt…,71176 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,352820 +2,RT @ABC: EPA announces its website will be updated to match Trump administration's views on issues like climate change…,852952 +2,RT @guardiannews: Al Gore: climate change threat leaves 'no time to despair' over Trump victory https://t.co/sfJ5fiFNII,112545 +-1,RT @FoxNews: .@ericbolling: 'It's very profitable to be in the global warming hysteria business.' #CashinIn https://t.co/k0XK3FhRIW,718249 +2,RT @thehill: NEW POLL: 39 percent think it's likely climate change will cause human extinction https://t.co/Bwe3t4ZAbQ https://t.co/8vpVlS2…,114338 +1,Donald Trump will be the only world leader to deny climate change... https://t.co/qf7je6uxfw by #MSMWatchdog2013 via @c0nvey,312530 +1,@aggiemet18 not believing in climate change is one thing that i don't play with lmao,857003 +1,"RT @markleggett: Hey @realDonaldTrump, if climate change is a hoax, then how do you explain this? https://t.co/d5vIa8KPT1",338850 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,981504 +-1,@Hairtrigga @donlemon @CNNTonight big money in MAN MADE climate change. Never said rampant pollution was ok. I am an avid outdoorsman,885589 +1,#OurWetlandsOurSafety...Wetlands mitigate climate change impacts as extreme weathet events such as flooding...bundalangi example.....,909235 +0,"Hey Libs, If global warming is real then why is my ex-wife's heart so cold?",356153 +1,"RT @TamarHaspel: Perhaps it's time for everyone worried about climate change to rally behind nuclear power. + +Just a suggestion. https://t.…",181795 +1,Trump wants to roll back progress against climate change. He’s going to fail. - The Washington Post https://t.co/4lG8m3ITQn,675061 +1,"With Trump as president, China—China!—will be the world's biggest champion of fighting climate change - Quartz https://t.co/FmLY62ZXIj",179866 +0,"@IvankaTrump paid family leave, lgbtqlmnopqrs rights, climate change, women empowerment, great platform as a democrat....",338328 +1,RT @am_anatiala: #FF @EricHolthaus & read this b/c we 👏🏽 can 👏🏽 not 👏🏽 depend on the govt to lessen the effects of climate change. https://…,124340 +2,RT @ClimateCentral: The balance of power is shifting for who is leading the world on climate change action https://t.co/wBdZuP7mHz https://…,127717 +2,RT @Independent: Donald Trump team asks for list of Department of Energy workers who have attended climate change talks https://t.co/vD15Mu…,770792 +2,Global green movement prepares to fight Trump on climate change https://t.co/ORZo8jjTQa,664770 +2,Government scientists say climate change could wipe out U.S. coral reefs in just a few decades. https://t.co/NcQE8Q8qF4,680157 +2,"RT @nytimes: How Americans think about climate change, in 6 maps https://t.co/caTrYtcJeI https://t.co/f1GiGEho57",843654 +1,"FT: Ed Crooks: If the world is serious about curbing climate change, we need a full-scale retreat from coal https://t.co/MLcfd98yuf",321540 +0,"wow, 64 degrees in November?! this is global warming at its finest",947536 +0,"RT @bio_diverse: #Biodiversity loss, #phenology and climate change https://t.co/GHx5vJJsCT",22051 +1,RT @astridpuentes: Why we need clear accounting for dams and climate change via @HuffingtonPost https://t.co/BptpcWED9d @AIDAorg @EarthRigh…,511534 +0,"RT @writingNSW: 'If you know where someone stands on abortion or masturbation, you'll know where they stand on climate change' @Brooks_Rob…",106491 +1,"The case for #GeoEngineering climate change, via @BjornLomborg https://t.co/lwCizbpQuj #Sustainability",20861 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,732730 +1,"RT @Zennistrad: Hot take: in terms of the long-term damage they will cause to civilization, climate change deniers are easily more dangerou…",94098 +1,RT @StateDept: .@JohnKerry speaking at #COP22 on the importance of a #cleanenergy future to reduce effects of climate change. https://t.co/…,102270 +2,Seth Meyers drills Donald Trump and Cabinet on climate change https://t.co/VttHxXqKGn via @HuffPostComedy,953500 +2,"RT @WarmingWorld: World abandoning coal in dramatic style raises hope of avoiding dangerous global warming, says report - The… https://t.co…",974624 +0,@Gail_BeAN shout out to global warming lol,664107 +-1,"RT @ChuckNellis: The climate change SCAM, revealed! https://t.co/guGT9rmyP7",805056 +1,RT @sierraclub: Trump denies climate change. @HillaryClinton has a serious plan to fight it. RT if you're a #ClimateVoter! https://t.co/Bid…,792920 +1,"@jacobmcCall3 I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",293371 +2,RT @booiespot: Free access: health effects in climate change https://t.co/Vs9yUZS5GS @ACRRM @RuralDoctorsAus @RusticaUTAS @RDA_Tas @QldRGP,271592 +2,RT @johnmyers: Breaking: Big news for supporters of CA's climate change efforts. Business group's lawsuit challenging legality rej…,101489 +1,RT @WorldfNature: Al Gore offers to work with Trump on climate change. Good luck with that. - Washington Post https://t.co/6ES1VC9bMO https…,44582 +1,RT @MiraSorvino: And people still want to deny that climate change is human driven and real? Including the head of the EPA? Shameful! https…,877177 +1,"RT @themattbowers: America voted to ignore climate change, eliminate the minimum wage, and ban an entire fucking religion from our country.…",355508 +2,Obama: To deny climate change betrays 'essential spirit of innovation' that guided... https://t.co/oMdMZ461N3 by #snowycats via @c0nvey,79158 +1,"RT @altUSEPA: Lengthy & detailed analysis of survey data on perceptions of various aspects of climate change cause & consequence. +https://…",518464 +1,RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,634452 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,934472 +1,"Started by Jim Hansen, this case is becoming a MAJOR part of the movement against climate change. Watch it grow. + +https://t.co/mhpkbdLX7P",489856 +1,"RT @JamilSmith: Trump won’t formally withdraw the U.S. from the Paris Agreement on climate change, per @CoralMDavenport. Instead, h…",35377 +0,RT @SteveSosna4NY: Looking forward to @capitalweather thoughts RE: global climate change. Especially w/ our new President elect saying our…,493840 +1,RT @Fusion: Here's why we need to revamp our climate change vocab in the age of Trump: https://t.co/YwqG0rPQO4 https://t.co/IPZDPyV7TG,169376 +0,We all must become avocados to avoid global warming,430175 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,369305 +1,It was SUPPOSED to be 5 deg warmer by 2020 but turns out it's only 4 deg warmer so I guess climate change is a hoax' -@matthewstoller logic,114689 +2,"China's coastal sea levels rise to record high, experts blame climate change https://t.co/PpwRXAGh2H",884005 +2,RT @washingtonpost: Senior diplomat in Beijing embassy resigns over Trump’s climate change decision https://t.co/4HWd2T1prm,107233 +2,Hopes of mild climate change dashed by new research https://t.co/5zGvUdAb4O,946300 +1,RT @highlyanne: A fascinating analysis of the areas America could abandon first as climate change impacts increase https://t.co/8Myrhg5y5I…,794910 +1,People still trying to deny climate change while Miami basically flooded this morning.,321138 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,267559 +1,RT @OnTopicAus: #JustClimate mob check out 'Towards climate justice: Decolonising adaptation to climate change' https://t.co/iQn6C0LYY0 @cr…,268550 +0,RT @DrShepherd2013: My 10 yr old just randomly and unprompted asked how do we stop global warming....,635546 +2,How globalization and climate change are spreading brain-invading worms by @AdrienneLaF https://t.co/0ZJTUXXVYI,100850 +-1,"Pope is argentine Jesuit liberation theology socialist first,,climate change more important issue than slaughter of… https://t.co/qoCYtDg8eL",282020 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,463854 +1,RT @MorinToon: Another kind of climate change : We've gone from long-term ecological consciousness to short-term greed. #morintoon…,137416 +1,RT @FightingTories: So climate denialist @SenatorMRoberts @PaulineHansonOz will sign off on a climate change deal struck by…,918849 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,992681 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",786331 +2,RT @ElizabethMay: Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/IsnXaC5UY5 #climate #GPC,900053 +1,"RT @andrewkurtser: The GOP answer to wealth inequality: do nothing, healthcare: repeal Obamacare and do nothing, climate change: nothing, r…",234796 +1,RT @_benjvmins_: me enjoying the warm weather but also realizing that soon we'll all fry because of global warming https://t.co/8qyXsKt6vU,816181 +1,RT @Emmieinthecity: @ChelseaClinton I was 7 when I wrote your Mom about global warming and how we need to save the planet. I can thank…,621006 +1,Just because of us many wild animals at north pole suffer due to global warming.,18496 +2,RT @ChristopherWr11: Australian business woefully unprepared for climate change https://t.co/lnstFEbiNS via @smh,505078 +0,"RT @taebeingtae: i still can't believe this gif of taehyung saved the human race, stopped global warming and watered every plant on…",727029 +2,#LongIsland #TechNews: Paul Bledsoe discusses Trump's executive order to lift rules to combat climate change https://t.co/U45yk3gG24,151686 +1,"RT @JilliRobi: Welcome to America. Where we deny climate change, men brag about rape, and the KKK supports our president. #notmypresident",826745 +2,RT @Reuters: WATCH: Scientists defy Trump in climate change leak. https://t.co/Qq0hlZ7G83 via @ReutersTV https://t.co/jtzYDHfNtj,516416 +1,RT @rebleber: Here's a science defender for you: This 5th grade girl who confronted her congressman for his climate change denial https://t…,518561 +0,RT @ScottAdamsSays: Who do you trust on climate change if you are not an expert? #climatechange https://t.co/1wSvgk6HxK,812149 +2,RT @coopah: U.S. Energy Department balks at Trump request for names on climate change https://t.co/HDaDJWyxGV via @Reuters,979985 +1,RT @DawnSchmitz: @Salon Even the Pope advocates to combat climate change!!,247365 +1,"RT @peta: Meat production is a leading cause of climate change, deforestation & water waste. 35 #ReasonsToGoVegan: 🌍 💀… ",954913 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,482360 +-1,"@Eugene_V_Tooms @RexTilllerson Global cooling, global warming, climate change. W/e you want snowflake.",333852 +1,.@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t.co/RYD6Op1OPn,977404 +1,RT @Lee_in_Iowa: Trump has already started reprisals against EPA scientists who attended any climate change conferences. Now he want…,205231 +0,Latest: Marxist theory: Relevant to climate change today? https://t.co/WPtGd8DPuA,561570 +-1,"RT @CraigRBrittain: By not acknowledging that the reports have said that climate change is 300 years away, you're the one denying clima… ",908271 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,218792 +-1,"@Jim_Gilman @JoelQuatro84 @mistercarter7 @uptownlinda @washingtonpost ...finally admit it. Yes, global warming is f… https://t.co/3IkIKdOP7u",371400 +0,#LAHeatwave 'global warming',270234 +0,@FINALLEVEL @sacca my favorite is still the China made up climate change tweet.,636827 +0,I’m not sure Zach understands climate change or life expectancy. https://t.co/WRJQvWRFhO,644356 +1,#Iamwithher #Debate #DNCLeak #Election2016 #SNOBS climate change is directly related to global terrorism https://t.co/6SoXS3kdim,555441 +1,"RT @KaivanShroff: 🇺🇸REMINDER🇺🇸 + +The majority of us... +voted for Hillary🙋🏼 +believe in climate change🌎 +support gun-reform🔫 +are pro-choice🤰🏽 +b…",988048 +1,RT @Xerox: 4 ways to counter climate change and better your business at the same time. https://t.co/kpdVNR5pOz,499119 +0,Meetings on National policies to COP22 climate change negotiations goes on under the leadership of @Mbirpinar… https://t.co/Z90uPFEpHx,580435 +2,"RT @CNN: What does Trump believe about climate change? His aides won't say, and you can't ask him https://t.co/fnnP1xvzmX https://t.co/1tzj…",347644 +-1,RT @TomiLahren: Been sitting here waiting for a delayed flight watching CNN for 5hrs. In that time they've covered Russia & climate change.…,999537 +2,Florida may break from scientists who issued climate change warning about Everglades(Orlando news) https://t.co/tGaEvZSTZq,211875 +2,President Obama arrives in Italy for climate change speech - Daily Mail https://t.co/jXxq7urYx1,351321 +2,"RT @HirokoTabuchi: As global warming melts Arctic sea ice, shipping routes once thought impossible, like over North Pole, may open up http…",725107 +0,"RT @propney10: You’re so hot, you must be the cause for global warming... + +#LLForgiveness",316959 +2,"RT @EconomistRadio: Listen: Poverty, health, education or climate change: where should governments spend their money? https://t.co/f7DFcz9J…",686512 +2,RT @LarsJohanL: G7 leaders blame US for failure to reach climate change agreement in unusually frank statement. @morgfair @ShiCooks https:…,41334 +1,RT @BruceBartlett: Saying that climate change is not scientific fact opens the door to debating every scientific fact that is questioned by…,995820 +1,"RT @Greenpeace: What can we do in the face of terrifying climate change? + +With hope, we fight. https://t.co/9tJEZlx0W0 https://t.co/qp3dO5…",600169 +0,emotionally invested?? in this climate change???,561804 +1,global warming is real.,584270 +1,"RT @LOLGOP: I guess this is what happens when we have a pro-climate change president. +https://t.co/XdVF5LVM5O https://t.co/nkd2LBDPFR",365740 +2,"RT @dunnclan: Interior official turns whistle-blower, claiming retaliation for climate change work https://t.co/qU8kYl44Oi via @NewsHour",688366 +1,"Dear Australian comrades, how's that climate change denial working out for you?",67867 +0,Elon on global climate change https://t.co/O4JD6YGsYz,408648 +2,RT @activist360: REPORT: Rex Tillerson being investigated for using aliases for emails about link b/t fossil fuels and climate change https…,311949 +2,RT @thehill: EPA shuts down program helping states adjust to climate change https://t.co/Rpwg0fRdb8 https://t.co/rAXb6L0w6t,943580 +0,RT @DailySignal: .@AlGore’s carbon footprint hypocrisy reveals that he's not actually too worried about climate change.…,905516 +2,"RT @TheEconomist: If humanity were facing the threat of cold, rather than heat, would a strong plan for climate change be in place? https:/…",315852 +1,We may never reverse the long-term effects of climate change but we can curb our digital hot takes emissions.,815535 +1,@FCOClimate @CarbonBrief the UK is a great example of a country being proactive in stopping climate change #ActOnClimate #SetAnExample,338817 +1,RT @JuanH_18: it's the last day of fucking October and it feels like fucking spring smh shout out fucking global warming one time,259583 +1,RT @alexcguillen: Chris Wallace on Fox News Sunday is incredulous Pruitt and Trump never talked about climate change science.,182621 +1,RT @JordanChariton: .@nytimes hires climate change denier @BretStephensNYT and then the publisher begs people who canceled to come back! ht…,469757 +1,RT @Rendon63rd: Ignoring or denying climate change is beyond reckless. Glad to join the world's climate leaders today to move the…,282211 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,711242 +0,"Maybe we should just blame Clinton for everything: global warming, Aleppo. We could even backdate to 9/11. Ridiculo… https://t.co/MlnX4elLh5",671807 +0,"Blowing harder, more often but not due to climate change- More tornadoes in the most extreme U.S. tornado outbreaks https://t.co/wNHwYADPAj",671542 +2,"RT @SEIclimate: Think #climate change is a hoax? Visit #Norway, minister says | @ClimateHome https://t.co/qs4ZeTKnVa “we are seeing… ",148434 +0,@Shteyngart Don't you know global warming is a hoax started by Ghina? Record highs in Colorado - Denver hit 80 this month. It's not normal.,497391 +0,Interesting to see reversal of typical US narrative where younger crowds fear climate change more so than old. https://t.co/YipWioa5YR,10964 +1,"RT @cybersygh: I want you to understand that to considerably mitigate global warming, the global economy and power structures would have to…",667603 +0,"Strictly speaking, it's relatively unlikely Zach will die from climate change.",525324 +2,Trump begins tearing up Obama's years of progress on tackling climate change https://t.co/THktYVG3cH https://t.co/APE2xnx3Ei,117733 +0,"RT @ClarenceHouse: HRH has co-authored a #LadybirdExperts book on climate change, to be released on 26th January. @PenguinUKBooks… ",744187 +2,RT @ReutersLive: LIVE: U.S. Secretary of State John Kerry speaks at #COP22 on implementing a global agreement on climate change…,760687 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,799171 +1,RT @RogueSNRadvisor: Pres' stance on climate change will go down as the worst aspect of his presidency - and that's saying something. Disgr…,915592 +-1,RT @ScientistTrump: It's 30º (really cold) in New York today - tell the so-called 'scientists' that we want global warming right now!…,292116 +1,"RT @earthislandjrnl: Rebounding #wolverine populations in #PacificNorthwest contend with reduced #habitat connectivity, #climate change htt…",572686 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",4247 +2,Climate change a Chinese hoax? Beijing gives Donald Trump a history lesson: China points out to global warming… https://t.co/P7vu5faVwo,864293 +2,"RT @bpolitics: Tillerson used email alias 'Wayne Tracker' at Exxon to talk climate change, New York AG says https://t.co/rKINESFq2q https:/…",713488 +1,The only good thing about global warming is that there will be less Florida to deal with.,715524 +1,RT @miel: if you are not wanting to 'get political' consider this - trump's actions re: climate change will render this plane…,434680 +0,"RT @Paxmee: 'Some women lie about rape, that's why I'm sending you a link about how climate change isn't real' https://t.co/guj3zkwJJw",825625 +1,RT @Gmzorz: global warming is real https://t.co/ZUcxuyKVUW,955035 +-1,When will they differentiate between natural climate change which has been occurring forever & man made climate cha… https://t.co/0lgPP7gvpU,130503 +1,Compelling documentary work by @JWagstaffe on what #climate change will bring to B.C. https://t.co/TL33TaOyDv,480501 +-1,@DisavowTrump16 @RussWhitworth Don't think I'll retweet. Have nothing in common with global warming fanatics.,783641 +0,@Jay_Juarez because of the global warming that was made up by the Chinese,115787 +1,Decomposition of organic wastes&cattle manure stored outdoors emits methane&nitrous oxide having23&310times global warming potential of CO2,956866 +2,"Devastating global warming is inevitable due to inaction of international community, says leading economist https://t.co/OCCgC7ac01",274641 +0,It's EXTREMELY disappointing when I think of a BOMB AF layered winter look that I want to wear but I remember that global warming exists,328206 +2,Republican green groups seek to temper Trump on climate change https://t.co/5WUHoQfgiC https://t.co/RnsDLTdAKF,416301 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",208890 +1,"RT @nature_org: More jobs, more trees, less pollution, less climate change. https://t.co/UV3Kd6nFVD https://t.co/uxb0VptwHc",235389 +1,"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",822910 +-1,*Shamelessly Manipulated*: The scandal of fiddled global warming data https://t.co/YerkoubZAh #ClimateScam #GreenScam #TeaParty #tcot #PJNet,702998 +0,"RT @ProfessorKumi: Since you're already reaching for the top shelf, grab me a 'black men: the cause of global warming & dinosaur extin… ",121066 +1,"RT @NatGeo: 'Through this journey, I came to understand that...everyone has a role to play in confronting [climate change].' https://t.co/9…",281309 +1,"It took 89 degree temperature in November and ocean reefs to die for y'all to realize global warming does,in fact, exist.",417070 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,918608 +1,RT @UCSUSA: Will fossil fuel companies join in fighting #climate change? https://t.co/zQk51TivZE #CorporateAccountability https://t.co/2Doj…,905872 +0,"@BuzzFeedStorm @BuzzFeedNews @GovChristie this has got to be fake news, 'cause NOAA says there's global warming ;)",667627 +0,"RT @DNVGL: All of DNV GL's research on risk management, sensor systems, climate change impacts & more: https://t.co/kDsxSM08YX https://t.co…",745119 +1,RT @estherclimate: 'The proceeds from the #GreenBondsNG would be used to fight climate change'- @ProfOsinbajo https://t.co/DX3HdmjvL6 #Gree…,565184 +1,RT @MattBors: Florida. Half the state's going to disappear in ten years due to global warming. They're going for the guy who says it's a Ch…,294205 +1,RT @GreenpeaceUK: World's biggest oil firms announce plan to invest basically no money in tackling climate change…,538939 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,20244 +1,"The president elect would rather fight Alec Baldwin then the wage gap, climate change, or police brutality",420437 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,257045 +2,RT @washingtonpost: NASA is defiantly communicating climate change science despite Trump’s doubts https://t.co/9NDmRwr4SS,19253 +2,Russian President Vladimir Putin says climate change good for economy https://t.co/fwQ83XmzJd,803852 +2,RT @VetsUnitedMarch: NY prosecutor says Exxon misled investors on climate change https://t.co/hf6vZlxm23 via @Reuters,916030 +1,RT @WWFnews: Scotland just agreed to fight climate change alongside the planet's 6th largest economy - the State of California…,732358 +1,"@Coccinelle2 Thanks. That's my thing. Along with fighting global warming! Check out my other T feed, @Climageddon #Climageddon",593144 +1,"RT @ProjectDrawdown: Reduced Food Waste is the #3 solution to reversing global warming, long overlooked, now being done in NYC https://t.co…",454107 +1,RT @atiyeahthoughts: Powerful. Pacific Islanders fighting climate change from the front lines of impact begin their journey through the…,522061 +1,#Trump choice for #EPA chief is a climate change denier https://t.co/HR3UVyKUJa,59221 +2,RT @350Pacific: Fiji PM makes urgent call for Pacific nations 'to raise a unified voice on the issue of climate change and oceans'…,825971 +1,"RT @c40cities: To adapt to climate change, the cities of @BeloHorizonte, @nycgov & @Paris are leading the way with innovative plan…",445000 +1,RT @ErikSolheim: The world is in a mess. Top of list is climate change - undeniable & unstoppable & faster than expected @antonioguterres #…,234201 +1,"RT @Fusion: President-elect Trump has staffed his cabinet full of climate change deniers. + +Here's what that means for the envi… ",960331 +1,RT @HeatherMorrisTV: I've been behind climate change for almost ten years feeling like an outsider. It's nice to… https://t.co/ZNREizOGEG,298330 +0,RT @blkahn: This is a shrewd observation from @RepDonBeyer about why climate change has become a political football https://t.co/74ekffxBvZ,713105 +1,"RT @jazmeigi: How are people still denying climate change? The footage, scientists, abnormal weather changes aren't proof enough??? I don't…",755446 +1,"RT @IUCN: Urgent action on climate change and marine plastic pollution needed to #SaveOurOcean, help food security, #SDGs…",890443 +1,@just_ignore_him The point is that climate changes contribute to the intensity of these storms & the frequency of v… https://t.co/hrJuj5Hqkk,23498 +1,"RT @SamSchaffer3: Today we are mourning the end of the USA, the rights of women and minorities, and any progress in climate change. #Trump…",782852 +-1,RT @SteveSGoddard: Natural climate change produces 10C swings in Antarctic temperature. Man-made climate change produces 0C swings.…,530990 +2,RT @GetZilient: What can the U.S. learn from India on climate change and energy access? https://t.co/TIX16XZYm4 @rajshah…,154802 +2,RT @BreakingNewsUK: UK government signs Paris climate change agreement - Sky News https://t.co/1jHjJFXuqr,345370 +1,RT @feralandfancy: 'You and your friends will die of old age and I'm gonna die from climate change' thx #DNCChair https://t.co/EGgfyJI8DC,722753 +1,"We are now in truly uncharted territory' hört man net gern, wenn's um's Klima geht: Record-breaking climate change https://t.co/k5yNtQxDyR",424479 +2,"NASA says space mining can solve climate change, food security and other… - https://t.co/zMC9nLWdJ4 via https://t.co/aMLYYM5q4z",740214 +2,RT @SafetyPinDaily: The global reaction to Trump's climate change decision | By @ariabendix https://t.co/BdsttMmild,76306 +1,RT @1LaurenRussell: Get queasy when I hear people debate about climate change. It's not debatable so why do we humor the discussion?,428009 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",37856 +1,RT @greenroofsuk: Melting glaciers caught in incredible time-lapse photographs show #climate change in action https://t.co/qmv3COQdWq #env…,779912 +1,It's #2016 and I can't believe people still don't believe in climate change its effing science.,999600 +1,RT @EddyJokovich: Turnbull to take the lead on economy from the Treasurer. Destroying the #NBN and climate change policy isn't enough? #lat…,530185 +1,"But I guess global warming isn't real, right? https://t.co/ui5Sa5psuJ",263591 +1,"RT @WhiteHouse: Last year, @POTUS visited the Arctic to see the impact of climate change. This week, he took historic steps to prot… ",353728 +2,D.C. Report: Sen. Jim Inhofe says climate change extremists 'are not going to give up' https://t.co/j2pRkCMwLw via @tulsaworld -my senator��,461533 +0,"RT @mothertaylor: true, even the global warming is Taylor's fault. everything is Taylor's fault. https://t.co/XL0CtMS6lf",768574 +1,"RT @SkipperClay: Hey Florida, if you go trump, and trump ignores global warming, and the ocean EATS YOU, YOU HAVE NO ONE TO BLAME BUT YOURS…",526942 +1,Half the world's species failing to cope with global warming as Earth races towards its sixth mass extinction… https://t.co/ghEfDnV8gS,994887 +-1,RT @Uniocracy: To combat 'climate change'? You're having a f***ing laugh! https://t.co/AdqxKdGMZE #OpChemtrails,278071 +1,@tweetvickie @SheriffClarke @DBHnBuckhead They had to call it climate change for you bucket head Republicans to understand it better.,321415 +2,Another consequence of climate change: A good night's sleep https://t.co/nm908iws2I,224408 +2,RT @business: Scientists want to give the atmosphere an antacid to relieve climate change https://t.co/JJblkK6RfE https://t.co/oEvK8DqgCG,839966 +1,RT @billshortenmp: Remember when Turnbull believed in taking climate change action? Lib right-wing force another humiliating backflip. http…,525160 +0,RT @mashable: You can watch Leonardo DiCaprio's climate change documentary right here https://t.co/pvNXz5C7tb https://t.co/uaq41XAXIJ,128773 +1,"RT @MadiSpaghetti: me: it's so beautiful outside!!!! I'm so happy!!! +also me: global warming is the biggest threat to our generation https:…",634747 +2,Ready for flooding: Boston analyzes how to tackle climate change https://t.co/3nj7ddp4GU,627548 +0,"RT @Iad3uxieme: What do you think of global warming? + +'If niggas stopped drivin their moms car all day & got jobs, it'd be less smoke in th…",264827 +0,"suddenly the bees arent dying, the earth is beautiful and living, global warming stopped https://t.co/7Wmi1Or1vA",981454 +1,RT @FredKrupp: BREAKING (and breathtakingly wrong): Pruitt says “I would not agree” Co2 “a primary contributor” to global warming https://t…,373837 +2,RT @_AGLH: Trump expected to announce the Oil Tycoon as Secretary of State. Introduces climate change… https://t.co/mdAtT78v8E… #DraintheSw…,269807 +1,Gentle reminder that Donald Trump thinks climate change is a Chinese hoax,80469 +1,Extremely proud of my home state for realizing that climate change is not a hoax and how important it is to protect… https://t.co/U8VDUP9BoE,309826 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,334037 +1,"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",610880 +1,"RT @richardjmarini: Retweeted #NoFascistUSA (@RefuseFascism): + +He denies science – calls climate change a hoax & will wreak the... https://…",186931 +0,"@DawhaHighSchool Grade 5C sts. listened attentively to a video about global warming. Then, in groups, they did a mi… https://t.co/VJY0dSMobF",999200 +1,"No matter what Ivanka might tell you, picking Scott Pruitt for EPA is not how you take climate change seriously. https://t.co/NBTdf8rbhQ",620802 +2,RT @scienmag: Corals survived Caribbean climate change https://t.co/fUo2GWYoRo https://t.co/WuZMGvVJlZ,444747 +0,"RT @polls4youu: Is climate change a big issue? Retweet - Yes, Like - No #ICYMI #climatechange",584458 +1,RT @jules_su: @realDonaldTrump I guess if you think global warming is a 'Chinese hoax' then I'm not sure how you'd choose anythin…,751470 +1,"Just a reminder than climate change hypocrite Trudeau is a #keystoneXL pipeline enabler, sending filthy Alberta tar… https://t.co/pzQpInmr04",269829 +2,Ontario set to tackle climate change with cap-and-trade launch on Jan. 1 https://t.co/tRfjSVAlbp,898893 +2,‘Shell knew’: oil giant's 1991 film warned of climate change danger https://t.co/1OCIaRaEfz,866853 +1,RT @PeopleWorldNews: Al Gore continues fight against global warming in 'An Inconvenient Sequel: Truth to Power' - Taunton Daily Gazette…,493791 +1,"Our children will not have the luxury of debating climate change, they will be too busy dealing with its effects. Love it Mr Obama.",476245 +1,Respecting First Nations sovereignty. Fighting petrocapitalism. Standing up against climate change. Get after it. #NoDAPL,791921 +1,RT @brianklaas: Assuming all the Stein Green Party protest voters are watching Pruitt deny the existence of man-made climate change with sm…,260120 +2,Putin echoes Trump and says humans have nothing to do with climate change https://t.co/qisfotMR6o to dark ages,704783 +1,"In fact, could ponies be the answer to climate change? Now that would make LA peak hour traffic interesting! https://t.co/iVIdgi78ND",588526 +2,Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/JHymxfmxe7,756742 +-1,"@efbiltg climate change is a chinese hoax, man",547368 +1,RT @megan_cimino: I feel so bad for other people in the world whose countries have their shit together to combat global warming while the U…,203308 +0,RT @snoop: global warming killed club penguin,383104 +1,RT @davidcicilline: RT this to remind @POTUS @realDonaldTrump that 2016 was the hottest year on record and climate change is real. https://…,344641 +1,RT @Rachael_Swindon: Jeremy Corbyn rightly slammed Trump's climate change stupidity. What did May do? Offer him the NHS?,376472 +2,RT @USATODAY: GOP congressman on climate change: God will 'take care of it' if it's real https://t.co/OQ6yLl8oqD https://t.co/DOY0IUHP1O,941603 +2,"https://t.co/XAOdaZabVl +Unchecked climate change could bring extremely dangerous heat to South Asia, scientists war… https://t.co/AhXyPXMLjZ",343085 +1,RT @corey_whaley: A climate change denier is now in charge of the EPA. https://t.co/yhk1EsrWFx,408389 +1,"RT @smalmgre: Here we go folks, this is it! Last chance to limit global warming to safe levels, UN scientists warn +#ClimateAction +https://t…",7628 +1,"RT @AlexSteffen: It's difficult, I think, to overstate the magnitude by which the American media conventional wisdom on climate change is w…",886663 +1,RT @NRDC: This animation shows what global warming looks like in more than 100 countries. https://t.co/WKuLF65yC8 via @climatecentral #Clim…,24408 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",887356 +1,RT @gracestout_: Y'all wanna argue about whether climate change is real meanwhile it's 70 in November and the arctic is literally disappear…,893779 +1,RT @chrisconsiders: when climate change destroys the planet ppl in the US are gunna b like 'I thought this was only affecting third world c…,149220 +1,"@Duke1CA @BenMigliore If you have compelling data to prove global warming is a hoax, I implore you to share this with scientists.",264439 +2,The Guardian: Southern Africa cries for help as El Niño and climate change savage maize harvest… https://t.co/osqNbRaoGQ #NewsInTweets,261799 +1,"RT @dearclarissa: Love can be taught. Rights can be fought for. But once we reach the point of no return on climate change, that is irrever…",412666 +1,"RT @energyenviro: Arctic ice retreat caused by climate change has killed 80,000 reindeer - https://t.co/dqAEy0zeET #ClimateChange #reindeers",258495 +2,RT @IUCN: Mangroves and marshes are key in the climate change battle https://t.co/6pkf8rchgI #WorldWetlandsDay https://t.co/nypUoFupxY,961847 +1,RT @ChaosChanges: Good to see Al Gore back with a sequel to put climate change back on the agenda. Do the world a favour and RT https://t.c…,628413 +-1,@buterastrology global warming is a myth and the holocaust is fake and never happened open your eyes to the truth people wake up,972435 +1,RT @ClimateCentral: This map shows who is leading the world (and who is faltering) on climate change action https://t.co/2vNtpssugB https:/…,433595 +1,@SamanthaJPower @ParentofSam1 America is joining wacky climate change deniers. Perhaps @realDonaldTrump will join the flat earth society.,913325 +1,RT @vastleft: Poor climate change. It deserved to be ignored by a president who believes it exists.,902059 +2,Amitav Ghosh: where is the fiction about climate change? https://t.co/AwdoQY5x36,150039 +2,"Canada not ready for climate change, report warns - The Globe and Mail - we have no time https://t.co/24FxzrroQC",505591 +1,RT @nplhpodcast: How to revolutionize climate change storytelling featuring our dear friend @bachchoy of @YEARSofLIVING https://t.co/JPEf4u…,947313 +1,RT @CFSTrueFood: 'Pro-science' chem industry boosters funded by same anti-science funders funding climate change denial https://t.co/LYEKXV…,93492 +1,RT @washingtonpost: Perspective: Why don’t Christian conservatives worry about climate change? God. https://t.co/q9p6aX5u4z,41910 +1,RT @HillaryWarnedUs: 'Donald Trump thinks that climate change is a hoax perpetrated by the Chinese. I think it's real.' - HRC https://t.co/…,32488 +0,"RT @TinaMonodArt: Be a light for climate change © 2017 detail, Beneath the Stars, Tina Monod, Acrylic, 24x24 https://t.co/MDs0ON5VNT…",529321 +2,RT @ClimateChangRR: Michael Bloomberg and Mark Carney: How to make a profit from defeating climate change https://t.co/ge0dchGXzz https://t…,649327 +-1,"RT @Carbongate: Physicist – CO2 does not cause climate change, it RESPONDS to it. +https://t.co/lySZb7ydcP https://t.co/79mxoE8w6m",697947 +1,"The guy with the nuclear codes thinks Obama personally wiretapped him, vaccines cause autism, climate change is a hoax & birtherism is real.",961731 +2,>> One of the most troubling ideas about climate change just found new evidence in its favor - The Washington Post https://t.co/62RjnwgJPE,405530 +1,"RT @robinince: J. Delingpole said 'liberal left have lost the battle against climate change', unaware that the acid sea won't just flood th…",368581 +1,The further right the US is dragged the further behind we fall. Rather than discussing alt energy we debate if climate change is man-made.,359072 +-1,"@hankgreen not really, but climate change is blamed for the fall of the Indus Valley civ. thousands of years ago..not caused by humans.",506256 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,125962 +1,"RT @sree: NOW! Learn about climate change issues from @dzarrilli of @NYClimate, @NYCgov's Chief Resilience Officer:…",405501 +1,RT @EricHolthaus: Here's global warming in one terrifying gif https://t.co/f8CV0qhDLP,37281 +2,"RT @BBCEarth: Humans have triggered animal extinctions and climate change, altering the way our world sounds…",567350 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,314778 +1,"@HOOAH69 https://t.co/jpIXhK89ne His cabinet choices are idiots, climate change deniers, and bigots. https://t.co/jpIXhK89ne",45081 +-1,"We all pray that Ivanka will stopping pushing the global warming scam on her father. +@realDonaldTrump https://t.co/6cvtw0OulO",128989 +1,RT @cieriapoland: this halloween gets a lot scarier when you consider that bc of global warming it's 80 degrees in October & we are destroy…,134271 +1,RT @Glinner: This from a fucking climate change denier https://t.co/WdqZkb51WN,423266 +1,Another deadly consequence of climate change: The spread of dangerous diseases,171087 +1,"There are no jobs on a dead planet'- @elliegoulding +Probably the best response to Trump reversing the climate change regulations.",111102 +2,EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to global warming https://t.co/wLBzyvqJig,304558 +1,RT @LiberalResist: Why I decided to write a novel for teenagers about catastrophic climate change - the guardian https://t.co/AN2hfOjTND,908220 +2,K-INDEMAND NEWS Trump: 'Nobody really knows' if climate change is real https://t.co/qV96o5QplY,53870 +1,RT @samsteinhp: FWIW. we have probably lost the battle against climate change tonight,709238 +1,"@nytimes My request is that president of America +Will be positive about the climate change.",878054 +1,‘Investment in climate change adaptation yielding results’ - National #‘Investment #in #climate #change... https://t.co/ONzesGGXka,667840 +1,"RT @FilmRandy: '...we face, income inequality, climate change, student debt - This moment in history is not the time for a protest vote.- B…",638529 +0,"Look at her former husband left her former husband left her right now, we need global warming! I’ve said if Ivanka weren’t",726109 +1,"Dear Donald Trump, +Giving more money to the rich won't help them avoid climate change. It will just make them like,everyone else,die faster.",27347 +0,RT @vinnycrack: shes thinking about global warming tell your husband https://t.co/LWWFA5aoiC,673215 +2,Greens call for bolder climate change approach in Scotland: Scotsman: The Scottish Greens… https://t.co/ZIMCZwHbFi,755958 +2,"RT @pablorodas: #CLIMATEchange #p2 RT Moana, a kids’ movie about climate change and indigenous peoples, is in the…… ",537205 +2,RT @cnnbrk: Judge orders Exxon to hand over documents related to climate change for probe into whether company lied to public https://t.co/…,436984 +-1,"The only climate change we ALL need to be concerned with is when we meet face 2 face with Christ. +Amos 4:12 -'...pr… https://t.co/Ogg4QcIc3M",5187 +1,RT @climatehawk1: New posters imagine national parks in 2050 under #climate change: not pretty | @ClimateCentral…,887367 +2,thehill: Sanders tears into EPA head for saying CO2 isn't a 'primary contributor' to climate change … https://t.co/Q3lgTK5TEr,123660 +2,RT @thehill: EPA removes climate change page from website amid 'updates' https://t.co/dkKb3bGB8R https://t.co/W9Jyddtwj5,990377 +1,RT @guardian: Don't ignore young people – we're key to fighting climate change via @GuardianGDP https://t.co/bc87RtiwKu,649540 +1,"RT @DWStweets: In South Florida, we don't have the luxury of denying climate change because we're dealing with the reality of it every day.",682231 +1,RT @ClimateChangRR: Top climate change @rightrelevance Twitter influencers (https://t.co/cYQqU0F9KU) to follow https://t.co/8jIMZxq93r,393258 +-1,RT @steph93065: Libs are so mad that we don't have to buy into their climate change cult nonsense anymore.,910367 +1,"RT @GrogsGamut: My Sunday post for @GuardianAus - until climate change is front & centre in economic growth discussions, expect mor… ",586373 +1,RT @chni0001: Read our paper on the vulnerability of subarctic and arctic birds in the face of climate change. Species adapted to…,855316 +2,RT @France24_en: G20 leaders reaffirm free trade but break with US on climate change https://t.co/2kNAZ3kJgk https://t.co/leb2lAqInH,68933 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,334931 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,880755 +2,"CUBA CARICOM - Cuba warns Caribbean nations about protectionism, climate change dangers https://t.co/HmSsOa1TxE",467063 +1,RT @WorldfNature: Six irrefutable pieces of evidence that prove climate change is real - Popular Science https://t.co/mdtrrXA7cr https://t.…,870042 +0,"RT @LToddWood: Now #China is worried about climate change....rigggghtt.... + +https://t.co/yQnjEcRcZ9",937420 +1,RT @wef: Why China and California are trying to work on #climate change without Trump https://t.co/aL8QLR0iOD https://t.co/6UHEbZSo0U,283313 +1,"RT @SenSanders: While Mr. Trump and his cabinet nominees deny the reality of climate change, people throughout the world are suffering and…",447473 +1,The global warming signal in the Arctic was stronger and more pronounced during 2016 than any other year… https://t.co/S913cp6AAi,308531 +2,Company directors can be held legally liable for ignoring the risks from climate change https://t.co/Sg44XkCkXl vía @ConversationUS,261125 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,210067 +1,RT @pATREUS: Neoliberalism has conned us into fighting climate change as individuals | Martin Lukacs https://t.co/0DiyfqHPWc,836118 +2,Reports on climate change have disappeared from the State Department website https://t.co/gpMKnvktN4,606731 +-1,@NewDay @ChrisCuomo 7 out of ten Americans don't know they are trying to push 'global warming' to implement a CARBO… https://t.co/3vGUHrBDS7,872031 +1,Yeah that fracking and resistance to single payer were great for climate change and healthcare. Helping the US and… https://t.co/befAcswk6P,189415 +0,@263Chat @MandGAfrica mugabe alone is worse than climate change,882671 +0,"@Katcorvette He's always really enthusiastic, but he might of gaffed in being too enthusiastic about global warming",471202 +1,"RT @insideclimate: Overwhelming evidence shows manmade climate change is being felt every day, and it's worsening, U.S. report shows. https…",699513 +-1,"RT @Tombx7M: Can't wait for that global warming thing to kick in. + #blizzard2017 https://t.co/W2HmCujXq3",146590 +2,Prince Charles mr green climate change. Stood infornt of his landrover???? Practice what you preach!,186806 +0,RT @John_Hudson: Ex-colleague of Ambassador Rank tells @BuzzFeedNews that climate change was a key reason he took the job in China…,434434 +2,RT @climatehawk1: Vancouver considers abandoning parts of coast because of #climate change | @Motherboard https://t.co/285TKcSxAl…,313463 +1,"RT @AstroKatie: In case you were wondering: no, 4 years of US-led inaction on climate change will not go well for the planet. Now is when i…",976822 +1,"RT @alyssaharad: Everything in this excellent brief thread on climate change and wildfires is applicable to floods, too. https://t.co/IDfyD…",446316 +1,RT @npennino70: 47 degrees in the middle of January and it's pouring rain. Keep telling yourself global warming isn't real though,286295 +1,RT @billmckibben: Emergency declared as 100 wildfires rage across Florida (where gov banned officials from saying 'climate change') https:/…,979298 +1,RT @GlblCtzn: Want to help help fight climate change? Simple — go vegan. #WorldVeganDay. https://t.co/YiUmDXYizZ,492137 +1,"RT @Harpers: Percentage of Republicans who believe in global warming : 48 + +Who believe in demonic possession : 68 + +#HarpersIndex (Jan '13)",582037 +1,"It's hard to be optimistic when many effects of climate change, today, are not fixable. Are we at the point of no return? Terrifying.",264413 +-1,@MuscleMilk @VetsandPlayers i like how this was called global warming about 2 years ago,584257 +2,RT @thehill: CO2 levels in atmosphere hit new high as EPA head denies its role in climate change https://t.co/sl3HcSRuY7 https://t.co/6fQG2…,764615 +2,A disappearing island's mayor challenged Al Gore on climate change. - Grist https://t.co/Q0LCVb6fl5,175586 +0,The blunt truth about the politics of climate change is that no country will want to sacrifice its economy in... https://t.co/QkmM5pUUOd,149446 +2,"RT @NYTScience: Facing climate change, China's future may depend on whether and how fast it redefines the concept of progress https://t.co/…",766956 +2,RT @techreview: Scientists from 13 agencies have written a climate report that bucks claims that global warming may be natural. https://t.c…,423585 +1,"RT @SarcasticRover: All I’m saying is, pricing carbon and fighting climate change is the most CONSERVATIVE thing. + +It’s about responsibili…",814167 +0,"Hello Mr president @realDonaldTrump +Did you know @AchaLFC is a potential terrorist who truly believes is global warming? +Please send @CIA",762830 +2,RT @washingtonpost: Polar bears hurt by climate change are more likely to turn to a new food source — humans https://t.co/HXauIXrp9t,973923 +1,Do you really think Trump has an open mind on Paris — or is he just using that phrase for effect?' climate change https://t.co/HfUVzfVrxH,273855 +0,Trump and climate change via /r/AskTrumpSupporters https://t.co/OHIMRPW6aI https://t.co/VWurHX305l,209543 +-1,"RT @Uniocracy: The UN blames you for climate change, meanwhile ignores this +https://t.co/aJ3m5NHyTE .#OpChemtrails",555449 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,332144 +1,"RT @foe_us: Through both GOP & Dem administrations in the past two decades, the EPA accepted and promoted climate change data. https://t.co…",621763 +2,Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/7lK8niMXrX,130652 +1,Coral bleaching caused by global warming is a major threat to the habitat of hawksbills https://t.co/KSQyP7KHAo https://t.co/U1FIy3A394,942927 +1,RT @EnvDefenseFund: Fascinating graphic shows exactly how Pres-Elect Trump could influence climate change. https://t.co/w7FF4gAuiY,795320 +1,"“A new report on climate change is pretty grim, but there is still a little hope.” https://t.co/kZYtb4qzBy",997959 +1,"RT @davidakin: Last night, MPs voted 277-1 to endorse the Paris Accord on climate change. The 1 against? #CPC MP @cherylgallant He…",875194 +1,"RT @guskenworthy: WTF America? You really want an openly racist, sexual assaulting orange monster that doesn't believe in climate change to…",756262 +-1,It's November 5th and I just played a round of golf... I love global warming!,445026 +2,"From Trump and his new team, mixed signals on climate change https://t.co/Z0zfPQPnzy",841928 +2,RT @ajplus: France's new president invited U.S. climate scientists to move to France and fight climate change in the Trump era. https://t.c…,381755 +1,RT @ChrisCoons: Pruitt thinks human impact on climate change is “subject to continued debate & dialogue.” It’s not. #ClimateFacts https://t…,194087 +0,RT @tveitdal: National Geographic’s climate change documentary with Leonardo DiCaprio is now on YouTube https://t.co/qe9TSnjzKA https://t.c…,661570 +1,"RT @vanbadham: 'The meaningful issues Trump ran on.' + +Like claiming climate change is a hoax perpetuated by the Chinese? + +The Gree…",417752 +1,"RT @charIiflower: did you know animal agriculture is the leading cause of climate change, species extinction, habitat destruction & ocean d…",72819 +0,"@CraigAllan_Esq They're stopping global warming, you ingrate. Now breathe deep and be happy Big Oil can keep sellin… https://t.co/Sfi8M5j2XL",468341 +1,RT @MikeBloomberg: .@LeoDiCaprio's #BeforetheFlood on @NatGeoChannel tonight puts focus on reality of climate change & need for action. htt…,726392 +0,"RT @GartrellLinda: Trump admin tells EPA to take down its page on climate change, staffers melt +https://t.co/x49YvUmszy +It represents @POT…",19207 +1,"RT @c40cities: In every part of the world, it is mayors that are concretely tackling climate change with immediate & bold measures…",651365 +1,I believe that climate change represents one of the greatest threats to o... #MarkPocan #quotes https://t.co/PP6TN98BNy,710468 +1,RT @ABSCBNNews: Joining #EarthHour shows ‘commitment to fight climate change’: Malacañang https://t.co/fdEhfbOzX2 #EarthHourPH2017 https://…,140730 +1,RT @ConservationOrg: Take a stand against climate change #COP22 #EarthToMarrakech https://t.co/gBhw8xqLFs https://t.co/bgEJFy9ODa,768306 +2,RT @kylegriffin1: Vatican official: Trump’s decision to withdraw from Paris climate change accord 'a disaster for the whole world'. https:/…,503800 +0,RT @aygurlll: 'if it wasn't for global warming you n your sister'd still look Mexican it's only because we haven't had our winters that u g…,479221 +2,"RT @ClimateUC: News on climate change science and clean energy solutions. Curated by the University of California, a national leader in sus…",718068 +1,"The Trump administration's solution to climate change: ban the term + +https://t.co/v0RP33CL9I",377246 +2,RT @tutticontenti: Penguins quickly disappearing from Antarctica due to climate change https://t.co/qYi8fV86qd,145203 +1,"RT @leahmcelrath: A friend and classmate at @smithcollege, @BrendaEkwurzel, speaks truth to power about climate change: + +������ +#RESIST +https:…",575347 +1,RT @TwitterMoments: A study found that Exxon went against internal findings to publicly downplay climate change dangers to the public. http…,879821 +2,Vatican says Trump risks losing climate change leadership to China https://t.co/QlXvrS4jTM,380704 +2,RT @snowleopards: 35% of snow leopard habitat can be considered safe from climate change - October eNews - https://t.co/4w2aYQMQX6,947891 +1,"Guys, we don't need to worry about Florida anymore bc global warming is a 'myth' they'll be underwater soon enough.",554053 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,367929 +0,"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",629178 +1,"RT @UN: If properly managed, climate change action can lead to more and better jobs. @ILO info: https://t.co/o6Mgxasjkq…",598098 +0,"RT @_summerstanton: Honestly people over react way too quickly. How much you wanna bet, the gay rights and climate change pages online are…",378819 +1,RT @midwestspitfire: #Badlands climate change tweets have now been deleted but never forget they existed. https://t.co/Sh8tzhhgrn,735137 +2,#Egypt #France #Italy The Latest: China calls climate change ‘global consensus’ https://t.co/WvJ4C7JjuY https://t.co/7Z9KuAUnkd,29690 +1,RT @HarvardChanSPH: How can health workers unite to combat misinformation about vaccines and climate change? https://t.co/ZGt9SnXY3K,80517 +0,"RT @amietrips: Making a thread on global warming facts, yall need to know",205411 +2,RT @liamstack: Trump asked the Department of Energy for the names of every employee who has been to climate change conferences https://t.co…,863414 +1,RT @KetanJ0: A climate change denier in charge of the EPA is worse than an anti-vaccination health minister or flat-earth NASA chief,851693 +1,"RT @VABVOX: The Trump White House website has removed: +■LGBT rights +■climate change +■healthcare +■civil rights +■women's issues https://t.co…",399241 +0,Who the fuck taught @WaltDisneyWorld to monopolize global warming... I'm spending $4.25 on a powerade to keep my ass alive in this heat,785491 +2,RT @YEARSofLIVING: Celeb-packed 'Years of Living Dangerously' wants to make climate change a voting issue https://t.co/JLCnrZMtuv via…,243818 +1,"RT @DrAlisonsTweets: @winlow_s on 'zombification' of crim & need to engage w big issues of today: climate change, inequality, resource w…",736236 +1,RT @AnonyPress: 2016 was the year that the United States elected a man who believes that global warming is a Chinese conspiracy,592498 +0,Don't blame climate change. Miracles do happen https://t.co/Sl5qmKe8lD,755508 +0,RT @Cassowary_Man: Prof Bill Laurence talks about the unknown unknowns of climate change & cassowaries ABC Far North #np on #SoundCloud htt…,132699 +2,RT @climatehawk1: Billionaire Richard Branson on Donald Trump: focus on #climate change https://t.co/pzZXtK6GVv #globalwarming…,72827 +-1,"RT @LouDobbs: Federal scientist cooked climate change books, whistle blower charges via the @FoxNews App #MAGA #TrumpTrain #Dobbs https://t…",567520 +0,RT @allidoisowen: So why are we bitching about #ParisClimateDeal again? Here is your man made global warming. Don't make those connec…,770514 +1,The answer to climate change is not insurance,200602 +1,RT @FastCompany: The 100 things we need to do—right now—to reverse global warming https://t.co/BdDUr2BtwZ #EarthDay https://t.co/TKnx2AZepD,722364 +2,RT @NRDC: EPA administrator Scott Pruitt said that CO2 emitted by human activity is not the key cause of climate change. https://t.co/kQZP9…,52397 +2,RT @guardian: Trump interior secretary pick on climate change: 'I don’t believe it’s a hoax' https://t.co/Xg2ZTC8izf,526946 +1,RT @chriscmooney: These stunning timelapse photos may just convince you about climate change https://t.co/pBNpZXiYa9 https://t.co/3OpycUDG7M,681155 +1,RT @EnvDefenseFund: These 3 charts show how climate change is the world’s biggest risk. https://t.co/GSP3FJM3u7,649749 +-1,"RT @BigStick2013: Breaking +Whistle Blower: Federal scientist cooked climate change books ahead of Obama presentation https://t.co/7Y5YfIPX…",407144 +1,RT @GuardianSustBiz: How companies make us forget we need to consume less to stop climate change #blackfriday #cybermonday https://t.co/ibw…,752523 +-1,RT @goburch: I just aint believing all that global warming bunk. https://t.co/KlI1Lvh6hL,477516 +0,Nigga asked me what's my inspiration I said global warming,711173 +1,RT @crewislife: Via @DailyKos: Cartoon: If the media covered climate change the way it covers Hillary's email: As many ha... https://t.co/k…,690639 +1,"@amcp BBC News at Six crid:42lj3r ... But on top of that there is climate change, bring higher temperatures makes bleaching likely ...",405015 +0,@eleanorfhh using global warming topics as a chat up line😂,213226 +-1,RT @PrisonPlanet: The so-called “Consensus” on global warming is a massive lie. https://t.co/2u3DhOIWeN,691382 +1,RT @tinahassannia: ok yes that article on climate change is horrifying & a necessary read & wake-up call but this one paragraph is pre…,468686 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,12255 +-1,"Sorry pop-science celebrities, but if you EVER referred to someone as a denier then your climate change thoughts aren't worth listening to.",355153 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,492729 +0,"RT @ProfBrianCox: Me, on Flat Earthers, climate change and Brexit. Off you go ;-) https://t.co/Q6qaFg3rXO",865538 +1,"RT @shane_bauer: When the president bans employees from talking about climate change, that’s a denial of free speech. People protesting a s…",812533 +1,"RT @OhNoSheTwitnt: Bannon: Jews are causing global warming + +Sessions: No it's the blacks + +Pence: It's God punishing gays + +DeVos: Guys,… ",549041 +2,Trump believes in climate change but wants a better deal – US ambassador to UN https://t.co/Pu1Hzn5gkb,391458 +2,Ireland doesn't really do climate change - so what will Paris deal mean for us? https://t.co/gXGQxfNjNL,20580 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,540675 +1,"@mtracey @DouthatNYT Instead they spent 6 years blocking all progress, denying global warming and attempting to nix the ACA, great job!!!!",646453 +1,"RT @TeaPainUSA: With Trump's disdain for science and climate change, there's actually a good chance Hell will freeze over before we see his…",479520 +0,This is the future that global warming wants. https://t.co/riRDr9C6nq,381166 +1,"@KPRC2 OK just take care not to say that this weather is insane, unpresident, too warm so as to imply global warming, corporate may not like",951437 +2,"In executive order, Trump to dramatically change US approach to climate change @CNNPolitics https://t.co/Wu9W4vMKng",571169 +1,RT @simon_reeve: Time to #showthelove & protect wildlife & environment from climate change! @TheCCoalition https://t.co/098MY9KyoZ https://…,18424 +0,It feels nice today I don't think global warming is that bad,221752 +1,"@SandiaWisdom are there indicators for these safe places? +with climate change concerns & unstable leadership the r… https://t.co/SC6HmZy4Hb",915907 +1,But climate change isn't a thing eh @realDonaldTrump - fucking idiot. https://t.co/771K3Tt0Qn,753092 +1,RT @LeoDiCaprio: We must continue to fight climate change. Educate yourself and see An Inconvenient Sequel. https://t.co/R3YvFooHo6…,994738 +1,RT @AnaKasparian: Neil DeGrasse Tyson slams climate change deniers amid Hurricane Harvey https://t.co/WvQFDxq1DT,597441 +1,RT @ChrisJZullo: #DearPresident climate change is not Chinese scam like Breitbart's Steve Bannon would tell you. 2016 set to be the hottest…,175101 +1,Malta is my main ancestral homeland. Stupid climate change... https://t.co/yjYJztGSBC,198649 +1,@Alberta411 @TheStreet That company doesn't believe in Climate Change. They're one of the biggest opponents of any US climate change policy,468147 +2,RT @guardian: Trump picks climate change sceptic Scott Pruitt to lead EPA https://t.co/ElVpcH7gLg,771538 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,222158 +1,"RT @Mikel_Jollett: For decades, climate scientists have been predicting that man-made climate change would increase the intensity of hurric…",620959 +1,RT @SueForMayor: Investors worth $2.8 trillion are uniting against Donald Trump's climate change denial https://t.co/wA9f0yIJKT,793280 +1,RT @SenatorMenendez: I believe in science. Therefore I believe we must act on climate change. On #EarthDay I stand in solidarity w/ the #ma…,943883 +1,RT @NewYorker: You have to be pretty desperate to take Rex Tillerson’s stance on climate change as cause for optimism. https://t.co/oXB6Zo3…,876723 +0,"RT @BronzeHammer: hey guys. the next time someone says silicon valley is going to solve hunger or climate change or take us to mars, rememb…",4358 +1,Adapting to climate change means adapting to Trump &ndash; here's how | Dr Aditya V Bahadur #Environment https://t.co/QDuEcjrB6j,389270 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,151794 +1,Is anyone surprised that Trump's EPA chief is a climate change denialist? https://t.co/4lbp9yD3IM by… https://t.co/2tzHPAzjWI,670924 +0,@sbbeef @Joecoolest1968 preservation of climate change legislation,663608 +2,"RT @HuffPostPol: Exxon Mobil 'misled' the public on climate change for 40 years, a Harvard study finds https://t.co/FE6E8reEhL https://t.co…",899683 +1,"RT @SunApology: £1 billion of our taxes was given to the homophobic, climate change denying DUP. In that context, I couldn't GAF what we pa…",386609 +2,"Unlike many Republican leaders, European conservatives don’t deny climate change. #news #follow #rt #retweet https://t.co/g7C1QHZRnS",276561 +1,RT @HDRarchitecture: A4: We need designers to continue to tackle climate change. Global health implications are escalating. #AIAChat,461865 +1,"Me: Earth is in trouble if Trump cuts spending for climate change + +Dad: Global warming is not even real remember https://t.co/NtOu4LmXLh",768236 +2,RT @Jackthelad1947: Emergency campaign launched to convince Trump climate change is real. Failure risks 'planetary disaster' https://t.co/J…,834412 +1,"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",649412 +1,RT @GreenerScotland: .@strathearnrose launching £8 million Peatland Action Fund to help regenerate peatlands & tackle climate change…,464096 +-1,Further evidence global warming is a scam. @BBCNews @bbctrust @metoffice @guardianeco https://t.co/XEimCIba9d,61032 +1,Kudos to @NorthshireBooks for doing what it can re: climate change: Booksellers Share Sustainability Suggestions https://t.co/M3rAbJsKkx,495977 +1,RT @EWErickson: Today we learned Democrats are worried about climate change and LGBT issues in nat’l security and GOP is concerned about ki…,105910 +2,RT @guardianeco: Trump begins tearing up Obama's years of progress on tackling climate change https://t.co/uzbReIv351,500497 +1,Americans who experience hot weather are more likely to believe global warming is real https://t.co/DsJj71DioG,155532 +2,"Crop breeders in race against climate change +https://t.co/cYOXBllfSb https://t.co/uqSnr0CqQl",567240 +2,"RT @washingtonpost: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming +https://t.co/I05RaAfK…",147600 +-1,"RT @LouDobbs: Left Anti-Science, Pro-Fraud: World leaders duped by manipulated global warming data https://t.co/bTKkBBulEv via @MailOnline…",985644 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,355541 +2,China delegate slams Trump over climate change hoax claims - https://t.co/i1Rer1Xnjn,762840 +0,And trying to prevent global warming will cause more global warming. Lol.,805712 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,516212 +2,"RT @MikeySlezak: The global green movement prepares to fight Trump on climate change – UK, US and Aus. @getup @ausconservation https://t.co…",182222 +0,"RT @TryNewBooks: Androids Rule The World due to climate change, but not for long. #scifi #99c https://t.co/oBigkZsyOU @donviecelli https://…",551070 +1,RT @SenSanders: 97% of scientists agree climate change is real and that it’s caused by human activity. Denying science is no longer an opti…,110325 +2,THE HILL: Sanders tears into EPA head for saying CO2 isn't a 'primary contributor' to climate change … https://t.co/KOyC2RP2sR,259176 +1,"RT @relevantorgans: We are flattered, American despot friends, but climate change is one of the few things we did not invent.",392972 +1,"RT @QuentinDempster: Hey @MrKRudd Good interview @leighsales but you didn't mention climate change: it's bigger than terrorism, anti-de… ",832429 +1,"RT @ForeignPolicy: For the first time ever, a GOP-led House has affirmed that climate change threatens America's national security: https:/…",507673 +1,RT @washingtonpost: Here are pictures of John Kerry in Antarctica to remind you global warming is still happening…,572703 +2,EPA chief: Trump to undo Obama plan to curb global warming https://t.co/zj4ZLadiE1,964588 +1,When you don't believe in climate change and cut funds to government assistance. GGWP Trump https://t.co/0jACnLwhl5,636193 +1,"RT @RVAwonk: Want to see what climate change looks like? 150 yrs ago, that tiny glacier on the mountaintop reached this signpost. https://t…",551555 +0,RT @RAWHM1000X: @CNN Just don't talk about global warming as you all use fossil fuels to get there. Thank you,777438 +1,RT @Oxfam: #ParisAgreement is now in force but action is still needed to help the most vulnerable adapt to climate change. RT…,337356 +1,"RT @politicalmath: This is stupid. The people who *don't* deny climate change won't change their behavior either, so obviously that is…",702232 +1,Comments excellent example of low-intellect climate change denial trolling. I think you have to be paid to be so re… https://t.co/2I5yVME1ZB,756129 +2,#Wine weather. Global climate change affects wine grapes more than any other crop. https://t.co/z3Wv82YR8R Hear Now And Zin Wine!,36283 +0,this kid told me that drinking water from glass can contributes to global warming.,633731 +2,"RT @FoxBusiness: Merkel urges EU to control their own destiny, after Trump visit, climate change decision https://t.co/hfo3tHnLP5 https://t…",713155 +1,"RT @insideclimate: Here's a reminder of what Exxon knew about climate change from its own research, and then tried to deny.…",811630 +1,"RT @Hogan80Hogan: Gotta admit , as far as global warming hoaxes go, three active hurricanes is a pretty good one. + +But 5 would break…",459283 +1,"RT @HMA26: Yesterday, I saw Before the Flood, a documentary about climate change🌍. Powerful and well-made.",283192 +2,Trump's environment chief says CO2 not main cause of global warming - https://t.co/RnJVo1SPsm,442410 +2,"RT @AMWClarkLaw: Macron to scientists and innovators, esp. re climate change: come to France https://t.co/x5E7qtpahb",451157 +2,RT @climatehawk1: World’s largest reindeer population may fall victim to #climate change | @ScienceNews https://t.co/nwaNx3frOa…,784202 +2,Tech's biggest players tackle climate change despite r ... https://t.co/tChaaZMdlS #CleanTech #Environment #Green… https://t.co/ihgNS1WmQX,631954 +1,".@StephenLloydEBN pls publicly oppose DUP views on abortion, same-sex-marriage + climate change #DUPdeal",433652 +0,Lol mfs literally don't believe in global warming that's sick as hell,850729 +1,"I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood +https://t.co/1ipV7kcdy5",718649 +0,@cathmckenna @ParksCanada Below temperature in the gta. No global warming here.,662545 +0,"RT @SimonBanksHB: 4 years of LNP energy and climate change policy #QandA: + +Electricity prices UP + +Carbon emissions UP + +Energy insecurity UP…",28421 +2,RT @thehill: National park deletes viral climate change tweets that defied Trump social media ban: https://t.co/DCUL60CyZo https://t.co/HgI…,49978 +1,"Energy Department climate change office bans ‘climate change’ language — yes, you read that right https://t.co/TZyFFgcHgB via @theblaze",59114 +2,How will climate change affect pensions? - Hamilton Spectator https://t.co/i3INJPViVm https://t.co/zqmw6gxMfq,512884 +0,"RT @JulianBurnside: Have a look at MAHB: Millennium Assessment of Human Behavior and its assessment of where climate change is going: +https…",615470 +1,RT @350Africa: 'The extreme weather experienced in various regions in #southafrica this month is a direct result of climate change' https:/…,818046 +1,"@ScottWalker The 'WORLD' is working on solution's to combat global climate change, EVERYONE but head up a** , laughing stock GOP!",486699 +1,RT @chrislhayes: This is the absolute perfect distillation of the right's central position on climate change. https://t.co/5aEmeinGJa,193832 +1,RT @naretevduorp: HRC reacts to Trump's reckless rollback of Obama's environmental/global warming measures. https://t.co/ifrIUEbLxb,914755 +1,RT @cnni: This forest mural has already been washed away. It was designed to send a chilling message about climate change…,854417 +2,RT @Reuters: Secretary of State Kerry urges countries to treat climate change as urgent threat despite uncertainty he says creat…,8507 +-1,Too bad this normally intelligent man believes that the world is ending due to global warming which is the fault of… https://t.co/zOMadhWQ6J,198488 +1,"RT @Alt_FedEmployee: Scott Pruitt, a lawyer, says climate change isn't real. + +NASA, thousands of qualified scientists, says it is. + +I'm… ",787312 +2,Why invasive plants love climate change @MNN https://t.co/d39p3NnlfV,234372 +1,RT @CarolineLucas: Nothing on climate change. Nothing on green energy. Nothing on air pollution. What a colossal wasted opportunity.…,18504 +2,RT @Hurshal: #climatechange Energy productivity vital to avoid worst effects of climate change: new report……,989138 +2,RT @FeelTheBern11: RT guardian: ‘There’s no plan B’: climate change scientists fear consequence of Trump victory https://t.co/1AsDy9WSr6,916873 +1,"RT @GuyEndoreKaiser: If we were going to lose anyways, I wish there would have been more than zero questions about climate change at the de…",5481 +0,Tonight Rowe will blame global warming for the Panthers loss. You heard it here first #FlaPanthers,265949 +1,RT @greenhousenyt: Trump names climate change denier as his top person to set direction of federal agencies that address climate change htt…,850557 +2,RT @guardian: ‘There’s no plan B’: climate change scientists fear consequence of Trump victory https://t.co/SPSsRcvGeW,393674 +0,"Haven't read the story, but does it mention climate change? https://t.co/9uvsqT9Afm",981643 +1,The effects of climate change are all around us if you’re only willing to open your eyes.' https://t.co/W9prMbRFra via @CC_Yale,84992 +2,RT @BirdLife_News: New research: climate change could deliver final blow to half the world's endangered mammals https://t.co/RSHAdEluYz htt…,333483 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,212280 +0,"@dallasnews In exclusive interview - Santa appears to confirm global warming? :-) +https://t.co/w7jIsuXjHa",161768 +2,China is emerging as an unexpected leader in fighting climate change https://t.co/0svc9UynUr,832479 +1,RT @ClimateCentral: Park rangers are talking about climate change more and more in National Parks. This is why it makes sense…,143746 +1,RT @AltNatParkSer: Want some real fact to go with your alt-president? US national parks posted tweets about climate change that were later…,478153 +2,"In executive order, Trump to dramatically change US approach to climate change https://t.co/1A6q3hS4jE https://t.co/u3PTKI4c3X",942254 +1,RT @World_Wildlife: We’re all in when it comes to addressing climate change. #COP22 https://t.co/F9qiydJ55C https://t.co/oArlHb9cQc,64962 +2,RT @caitrionambalfe: 150 years of global warming in a minute-long symphony https://t.co/ARKfGtVWhM,659077 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,401536 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,752320 +1,RT @Dale_Digabow: 63 degrees in mid January but it's completely normal and climate change is a hoax right...,748457 +1,"RT @strctlyfishwrap: Oh, Good: One of the most troubling ideas about climate change just found new evidence in its favor https://t.co/aq1Ui…",302311 +1,RT @fabionodariph: NatGeo: Maps and visualizations of changes in the Arctic make it clear that global warming is no hoax https://t.co/fZyzm…,862417 +-1,@realDonaldTrump promised for my vote that climate change was junk science. Now he's talking to Al Gore? OH HELL NO!! Not what I voted for!,569360 +-1,"RT @kwilli1046: Attention all liberals, Macron offers you “refugee” status. Please move and leave USA ASAP over climate change! https://t.…",858291 +1,RT @GeorgeBludger: EPA chief clings to his own fantasy by denying overwhelming evidence on CO2 and climate change https://t.co/k0v5yk7Owh,744575 +1,"@democracynow @RalphNader on climate change, certainly Al Gore would not have declared war on the wrong country. You own that.",253337 +0,RT @RichardGrenell: It's clear that US reporters in France who only talk about Russia emails and climate change are unprepared for foreign…,436496 +1,RT @jotycr: the 45th president of the united states doesn't believe in climate change...,55693 +1,.@RepJeffDenham Don’t let our kids face climate change disaster! #ParisAgreement #CleanPowerPlan #SaveTheEPA #ActOnClimate #swingdist,890801 +1,RT @tabby__terry: Y'all really voted for a man that doesn't believe in climate change....ok,172001 +1,"RT @BadAstronomer: The 'Supermoon' was overhyped, but it had a real effect: flooding. But it had help from global warming. + +https://t.co/7…",824864 +1,"RT @YourAnonNews: Amazing how many racist idiots are blaming Palestinians for forest fires in Israel. Like drought, fires & global warming…",220230 +1,"@Nori_NYC Denying climate change and poisoning our environment, denying people health care, privatizing Medicare/Aid SS, etc...",701716 +2,"US Multinationals clear on global warming, tell Trump to stay the course with Paris Accord.https://t.co/EFBAVaTFrp",98384 +1,"RT @S76FITZ: Join me in taking action with @ucsusa on global warming, our broken food system, and more: https://t.co/TKxYrhrVXb",567390 +1,There's an ocean of Methane under the Arctic that all this climate change is slowly releasing. Look it up https://t.co/lPBx7wVvAz,954725 +0,"RT @rjwerder: In case there was any doubt given the proposed #budget, OMB says, 'As to climate change... we consider that to be a…",504026 +1,RT @TheGoodGodAbove: How many 'once in 500 years' natural disasters do I have to send before you realize climate change is real?,587566 +2,"RT @climatehawk1: Mayors will lead on #climate change for political gain, says ex-NYC mayor | @Reuters https://t.co/2UeqtVWi8S…",385227 +1,"@realDonaldTrump now will you listen to scientists about global warming, this didn't happen for no reason… https://t.co/4iv0CPE7dR",378748 +1,RT @DavidPapp: Farmers are in a unique position to tackle climate change https://t.co/MlDDtncBFx,263385 +0,@CBSNews extreme global warming ��,614521 +1,RT @climatehawk1: 9 things YOU can do about #climate change | @JeffMcMahon_Chi https://t.co/8lkDNjeOx9 #globalwarming #ActOnClimate…,594701 +1,#AMJoy 98% of scientist agree that climate change is caused by human activity.,499133 +1,If you don't accept that climate change is caused by humans you are a ______.,637204 +0,What is the primary cause of climate change? @geoleleven #andieclimate,568567 +-1,RT @tan123: 'Apple could not resist pushing the global warming religion as part of its “Earth Day” political blitz on iOS users' https://t.…,382879 +2,RT @sciam: Energy Department rejects President-elect Trump’s request to identify employees who worked on climate change…,546269 +0,"RT @altUSEPA: '[Litterst] would not address whether climate change influenced this year’s problems.' One data point not a pattern. +https://…",721397 +1,RT @lifeaseva: Taking shorter showers and buying reusable bottles won't stop global warming. It's the main result of our agriculture demand…,808548 +2,EPA Chief Scott Pruitt says carbon dioxide is not a 'primary contributor' to global warming: https://t.co/PXzz2N9Dss via @AOL,717411 +1,RT @jonathanchait: Minor election footnote: Electing Trump would also doom planet to catastrophic global warming…,641830 +1,...and hasten global warming. https://t.co/5HW26Ru1dB,206414 +2,Prince Charles revealed to have written Ladybird book on climate change - https://t.co/SY4uzSLQKY https://t.co/NDzjuCtntM,417778 +1,RT @Trekles: Trump should be impeached for just believing climate change isn't real.,989690 +2,RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/ig8sxJGw2f,434241 +1,RT @UN: 12 #globalgoals are directly linked to climate change. The #ParisAgreement is crucial to achieve them.…,966434 +0,"The Sunday Best – Our most popular posts, climate change science, Walter Brueggemann and more →… https://t.co/IO33OEUWb7",927283 +2,RT @UN_Women: Report shows women in China are more vulnerable to the adverse impacts of climate change than men. Learn more: https://t.co/0…,97623 +2,YahooNews: Environmentalists fear President-elect Trump’s climate change policies https://t.co/aUtSVUldHk https://t.co/xjtV78XIkR,303922 +1,RT @AstroKatie: Now would be a great time for the rest of the world to find ways to pressure the US on climate change and human rights.,775406 +2,RT @coopah: Energy Department rejects Trump request for names of employees whose work touched on climate change https://t.co/f0WORugUdB,134717 +1,RT @dncpress: .@donnabrazile: “Dems accept the scientific facts of climate change.” RT if you do too. https://t.co/vwQ2x2LLD3,931248 +1,RT @sebroche: This is his and their level of stupidity..Donald Trump will be the only world leader to deny climate change. https://t.co/bn9…,395731 +1,RT @HelenErrington1: Bill Nye demolishes climate deniers: “The single most important thing we can do now is talk about climate change.” htt…,881514 +1,Why the media must make climate change a vital issue for President Trump - The Guardian: The Guardian Why the media… https://t.co/xOYF23zgko,704365 +2,"RT @Primal: @theecoheroes Scientists disprove there was a hiatus in global warming after... +https://t.co/OrRun2FUYs via telegra… ",113762 +0,RT @ZaidJilani: 17 minutes into Peter Navarro's china documentary complais about how china is furthering global warming https://t.co/1ZFs2q…,762950 +1,"@LiveLoveHunt you don't end animal extintion, global warming or nature destruction by killing more animals for fun",358389 +1,"RT @davidschneider: Nuclear war's imminent, Nazis are good, he’s in hock to the Russians, climate change is a lie, but at least he uses the…",525899 +2,RT @rhettrites: Perkins: climate change for U.S. Army means that entity must be ready for the circumstances at a location cc would bring. #…,970251 +0,"Ok here's my pitch, there's bells jingling, a horse neighs, then I jump in with this snappy tune about starving orphans and global warming",867127 +0,How come al gore got that peace prize for climate change? I could go round & tell everybody abt global warming' #dads,539389 +2,RT @DailyMail: Weather Channel attacks Breitbart for 'misleading' article on climate change https://t.co/djfYTJlouO https://t.co/RWORnghaxx,12795 +2,FG to issue $20bn bond for climate change soon https://t.co/HAAw8ITfVM https://t.co/lyUyisjpsh,695133 +1,"RT @SierraClub: .@MarcoRubio failed to show up in Tampa, but an empty chair with his name on it got an earful about climate change. https:/…",790449 +2,"RT @AmazonWatch: #Indigenous rights are key to preserving forests, climate change study finds https://t.co/otxSV8ECl4 https://t.co/1TH8ED2u…",194955 +0,@ScottAdamsSays What you're doing is interesting but with that anchor I FEEL the pro climate change side won. Valid side of argument or not.,902713 +1,"@send2gl @DFosterEvans We're feeling impact of climate change, globalisation, & we've had repeated UK Govts focused… https://t.co/mRrXUBQbte",117436 +1,"RT @TomWellborn: Here is your 'fake news', 'fake science', and 'fake climate change', @realDonaldTrump. + +Now that YOU are affected,…",466387 +1,RT @RichardDawkins: President Trump may destroy America but maybe we can stop him destroying the world. Sign the climate change petition ht…,123505 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,65501 +0,"RT @papermaw: *Throws phone* 'Please direct your feedback to our FB Messenger, which is powered by telepathy and climate change denial.' --…",313290 +2,RT @CNN: How cities across Africa are fighting the effects of climate change https://t.co/OX3bytJGnJ (via @CNNAfrica) https://t.co/BIfBc1VU…,633675 +2,Rex Tillerson wastes no time: The State Department rewrote its climate change page - Salon https://t.co/sh4GqyynxP,556644 +1,RT @ClaireWrightInd: What does that say about #Tory MPs? Cosying up to a climate change denying sexist white supremacist sympathiser…,382606 +1,RT @nvisser: Pretty much EVERY living thing on the planet has already felt climate change https://t.co/Xh0AfQWCS7 #COP22,950351 +2,"RT @ClimateChangRR: 2016 to break heat record, challenging climate change skeptics https://t.co/HGzyEhdoXp https://t.co/I8i1HYN6yM",511899 +0,Some scary climate change references in that last scene #ice&fire #GamesOfThrones #bestepisode,96246 +1,RT @JuddLegum: Obama's top environmental advisor breaks down Trump's destructive climate change order https://t.co/AHJNBNzvFW,989625 +1,RT @SwoleOsteen: Every dude in the South that denies climate change owns a $500 cooler to keep ice from melting at a high school football t…,446908 +-1,"global warming is a myth +innoculations cause autism +george bush was a genius",609277 +-1,RT @kcjw33: Dr. Roger Pielke Jr.: ‘The science ain’t there’ to link extreme weather to ‘climate change’ https://t.co/7Lz2QyM32s #feedly,814917 +0,@theprojecttv Ah Trump did not delete climate change etc from the white house website. It was archived which ins normal protocol,97401 +-1,@AbrahamEngel1 @jules_su @realDonaldTrump Me too. You know global warming is a hoax but with all these snowflakes m… https://t.co/ZCYVq9i2sq,957668 +1,RT dna '#MustRead: Fighting climate change in an unequal world https://t.co/M360nyeseO #EarthDayWithDNA… https://t.co/l6N648ySCL',911763 +1,@BernieSanders says we MUST stop Dakota pipeline. @POTUS says we must 'reroute.' Who's got the better legacy on climate change? Your call!,891350 +1,"Im constantly on the verge of a climate change rampage +WE ARE KILLING EARTH PEOPLE WAKE UP",795987 +-1,"RT @railboy63: 32 Inches of global warming on I-80 between Cheyenne, Wyo. And Laramie, Wyo. This week....@algore unavailable for c…",254184 +2,RT @christinawilkie: Pruitt: 'Human activity contributes to global warming in some manner.”,515823 +2,Russian President Vladimir Putin says climate change good for economy https://t.co/aLUrMYjQvm,53487 +1,Turnbull and the right nuts debate on climate will be biased towards climate change denial and will continue to treat Australians as idiots.,866899 +1,RT @BillMoyersHQ: America's whiplash-inducing reversal on climate change is China’s gain. Here's why. https://t.co/q2ENwALFcr via @lighttwe…,448822 +2,Testing the myth that global warming is leveling off https://t.co/EZpGdM0uK2 https://t.co/5qsmhZMadK,360268 +1,The Colorado river is shrinking because of #climate change https://t.co/gcjQikttP5 #environment https://t.co/uR2XgxYVUF,994537 +1,RT @foe_us: 'Actions by Exxon to marginalize the reality of global warming have endangered the health of the planet.' #ExxonKnew https://t.…,922041 +2,RT @Stevenwhirsch99: Trump in Jacksonville FL- ' We will cancel billions of dollars being sent to the United Nations for global warming.',119398 +2,"RT @CNN: From urbanization to climate change, Google Earth Timelapse shows 32 years of changes on Earth… ",290887 +2,"Last chance' to limit global warming to safe levels, UN scientists warn https://t.co/U3GZIkhswQ",207426 +1,Washington National Cathedral will go dark Saturday night to address climate change https://t.co/kJk5xRLXLk #StepsToReverseClimateChange,92058 +-1,RT @theblaze: Rick Perry urges more conversation about the unsettled science of climate change https://t.co/X8gvF763oz https://t.co/eFSUom1…,859674 +1,@ayicckenya @ActNowForCJ @PACJA1 youth need to take charge of existing processes in climate change,521516 +1,"RT @Fusion: Imagine, if you will, a world where the media covered climate change the way it covers Hillary Clinton's emails…",772449 +-1,"@ANTITRUMPMVMT climate change is NOT about climate, about CONTROL, pls understand NOTHING is what it appears, grow… https://t.co/QrrBlAOvmS",968889 +1,RT @the_resistants: @RVAwonk His response about funding for climate change research was horrifying. We're basically just not interested in…,53449 +2,"RT @nytimesarts: James Corden: If the administration won’t say “climate change,” how about “endless summer”? https://t.co/QGXxfOMNUe https:…",692373 +1,RT @TrueFactsStated: The incident at Trump's rally was an assassination attempt in the same sense that climate change is a Chinese conspira…,367019 +1,"RT @AllenFrancesMD: 37% in US support Trump +Same % believe in haunted houses/UFO's/angels/bigfoot +& dont believe global warming/big bang +ht…",674513 +-1,@HktkPlanet Orig.2UK sci.tht Gore ranw/thr data2 invent global warming(CC)fake news hve since admitted the LIED&fak… https://t.co/yI4Uq2eMqd,436987 +1,@realDonaldTrump Please listen to the people who are afraid of your policies that will ramp up climate change. #hottestyear #noflood,855522 +1,"RT @YEARSofLIVING: Watch @YEARSofLIVING on 11/30 where @NikkiReed_I_Am explores THE solution for climate change, a #PriceOnCarbon… ",691453 +2,"RT @Serpentine202: Trump names Scott Pruitt, Oklahoma attorney general suing EPA on climate change, to head the EPA https://t.co/1JlGe6zJ64",492046 +2,RT @washingtonpost: We may have even less time to stop global warming than we thought https://t.co/IMQRGKgOlq,40116 +0,Surely she's doing that to raise awareness of climate change https://t.co/wLGx1A0eBB,180516 +1,Bill Gates says investing in clean energy makes sense even if you don't believe in climate change https://t.co/ceoVMGCpIW,904926 +2,EPA purges pages that highlight climate change from its website https://t.co/LmTGOEPHtH via @HuffPostPol,429811 +2,RT @RisingTideNA: Humans on the verge of causing Earth’s fastest climate change in 50m years https://t.co/gXRVOVc7MT #climate @guardian,968186 +1,"RT @ashleylynch: So Breitbart is writing climate change denial articles and feeding them to the House Committee on Science, whose chairman…",696645 +0,RT @mariamichelle: Seeing my photo on FB's sidebar about global warming. I don't mind as I posted it on Pixabay there is no copyright…,354683 +1,RT @citizensclimate: Wow! Editorial in York urges GOP congressman to take action on #climate change https://t.co/r0PrOvJ7Rr via…,134302 +1,"RT @helenzaltzman: This goes out to UK & US govts: if you hate refugees so much, get serious about slowing climate change, which'll displac…",408433 +1,"RT @FiftyBuckss: An entire 1 hour and 40 minute documentary climate change, right here on Twitter. But it's ok, the Lord will save u…",41395 +1,RT @Andyphilipday: Top 5 novels fictionalising impacts of climate change. Or - maybe prophetic. Good reading for Geog GCSE/A level ss https…,490425 +0,"7/ Bret Stephens is convinced man-made global warming is danger government needs to address, but the media calls him a 'denier' of science.",200345 +1,"Solving #energy & #climate change challenge with earth, wind & fire. @TasteOfScience event tonight in Palo Alto:… https://t.co/rjzwiPTsx2",984167 +1,RT @motherboard: Why keeping CO2 emissions stable won't save us from climate change https://t.co/djoQMIADiw https://t.co/0Mr6t7uovH,331124 +2,RT @washingtonpost: Corrected satellite data show 30 percent increase in global warming https://t.co/JCn0USZZ0S,504924 +1,RT @johnfocook: Can't get enough of 97% consensus on climate change? Me neither. I answer common consensus questions https://t.co/vIF8QnslG…,96730 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",854720 +1,RT @zbeforey: @JerrysArtarama Your ads are on Breitbart. They revel in racism & scoff at climate change. Consider blocking them?…,234113 +0,Where the hell is the global warming I was promised https://t.co/K5Nxv8kCSK,835630 +1,The European Union (EU) is taking action to fight climate change. Watch video to learn more. #ClimaDiplo https://t.co/rYWq8qh673,65937 +1,businessinsider: Honoring climate change agreements will save millions of lives https://t.co/9VDAME66u0 by statnews …,236049 +0,RT @PaulRidd: Man snoring so heavily in a P&I screening earlier for a climate change doc I had to jolt him. Suspected Trump voter. #Sundanc…,309437 +2,RT @EcoInternet3: Seeing the #forest for the trees: What one oak tells us about #climate change: Seattle Times https://t.co/Pjovn1UYjO #env…,232322 +1,"RT @rebleber: IT RETURNS + +Sanders: Is manmade climate change a hoax? +Zinke: I'm not a climate scientist ...",503759 +2,"RT @_richardblack: Fossil fuels only appear cheap if climate change & air pollution costs ignored, says John Kerry #COP22",893835 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,98722 +-1,"RT @Rick_Stuart07: Concussion is like climate change + +It isn't real + +Stop listening to so called 'doctors'. + +If they have never played how…",220049 +1,RT @BadAstronomer: 4/6 NOTE though that Trump has nominated many creationists and surrounds himself with them and climate change deniers.,354186 +1,@arnoldcam @VanJones68 2/2 in this reform to combat climate change since they are one of the top polluters,813225 +0,@pakalupapito with the rate of global warming your wish will probably come true,184716 +2,"RT @SafetyPinDaily: Chairman of the House science committee says climate change is a good thing | By @c_m_dangelo +https://t.co/osRDto8E32",624210 +1,"RT @BernieSanders: The stakes are enormously high. Literally, in terms of climate change, the future of the planet is at stake. https://t.c…",335988 +1,RT @swapnilp0te: @aatechnology_in hey can u please watch & share this documentary with all your audiences. Its about climate change. https:…,373372 +2,"Canada's melting permafrost could accelerate global warming, study suggests https://t.co/viNoakjkzS via @YahooCanada",469188 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,299741 +-1,"#ScienceCelebs think humans cause global warming. Next the #libtards will say we cause animal extinctions, too. #UnicornsAreReal #Snowflakes",55575 +0,RT @Sudarshan_Mlth: @maidros78 What next? Genghis Khan saved humanity by postponing global warming by only killing a few million humans?,812673 +2,RT @ZaibatsuNews: Meet the Republicans fighting climate change https://t.co/rxBsz0EJEY #p2 #ctl https://t.co/Jm2appTKPV,864179 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,653171 +1,RT @ClimateReality: Donald Trump says “nobody really knows” if climate change is real. Scientists beg to differ. https://t.co/fMEdVPcR3D,934880 +1,RT @SarahKSilverman: I wish the eminent catastrophes from climate change would only happen to the deniers of climate change,632586 +2,Emergency campaign launched to convince Trump climate change is real. Failure risks 'planetary disaster' https://t.co/HwbEUv8qjt,377917 +1,"RT @codinghorror: I guess the good news is that with global warming accelerating on Trump's watch, Florida will be less of a factor in futu…",369958 +1,RT @climatehawk1: Mythbusting #climate fact: “Global warming” and “climate change” have both been used for decades.…,896814 +1,@GaryLineker BBC seems very proBrexit to me......these 70 MPs are like climate change deniers complaining about not getting airtime,572178 +1,Y'all still don't believe in global warming SMH https://t.co/T4Bdp0BSMJ,44188 +2,RT @scifindr: Fossil study: Dogs evolved with climate change https://t.co/dr3771jX0w,392427 +1,"RT @NasMaraj: Ok here's my problem with yall, there's global warming, terrorism, rape, murder, & war going on but a song is what…",705103 +1,"@Nwankpa_A 2. Nationalism in West, Conflicts in the middle-east/Libya & climate change r blighting their economies https://t.co/JErq3Jmk86",97742 +1,global warming got me fucked up bc im not a fan of destroying our planet but i am a fan of sweatshirt weather still in mid december ya feel?,206285 +0,"@ffflow @willfoth Might solve the global warming problem though, a nice long nuclear winter :-(",24141 +-1,@CNNPolitics it use to be global warming so now it is change = bs,852393 +1,RT @World_Wildlife: How climate change impacts wildlife: https://t.co/ozTap4cdlK #COP22 #EarthToMarrakech https://t.co/xm5XgpVhqY,30410 +2,"RT @WorldfNature: Polar vortex shifting due to climate change, extending winter, study finds - Washington Post https://t.co/gB6dBddyEG",584950 +2,"RT @greenroofsuk: #Indigenous #rights are key to preserving #forests, #climate change study finds -#Environment #biodiversity https://t.co…",629401 +1,People care about the environment more and more every day. Let's all battle climate change! @juanverde #environment https://t.co/MIKBBbQveS,808474 +1,"RT @jangir_SK6886: @Gurmeetramrahim These nature disasters are the results of global warming and lack of trees.... +Bless to all victims fam…",38844 +-1,"RT @LeahRBoss: The left's meltdown is causing global warming. �� + + #WhyWeMustImpeachTrumpIn7Words",324697 +0,"RT @redsteeze: Things discussed on CNN: Hands Up Don't Shoot, Asteroids causing climate change & black holes swallowing 747 +https://t.co/76…",699843 +1,RT @benmekler: It's 91 degrees in mid-November and the president-elect wants to cut 100 billion dollars in federal climate change spending,352127 +2,The quest to capture and store carbon – and slow climate change - just reached a new milestone https://t.co/aRw6Rpo9pz,389783 +1,RT @annalysiaaa: hi i'm really depressed because global warming is a real thing & no one takes it seriously,743534 +1,"RT @HulkandTankGirl: Now the DUP/UDA are in power a Tory vote may as well been a vote for Trump, climate change denial, homophobic... https…",140329 +1,@Lexialex They could chat about climate change while they're at it. @Pontifex knows it's real.,405731 +2,John Kerry says he'll continue with global warming efforts https://t.co/ub8gj6GSLf https://t.co/B59sjy2v0z,832102 +-1,"If the fukn libs would close their traps, there would not be global warming - all they spew is hot air and CO2 +https://t.co/7EyBH4trYC",682325 +2,Obama: 'Climate change is still climate change.',253333 +1,"Imagine trying to explain to @realDonaldTrump that; Per @UN, cows r responsible for 50+% global warming greenhouse… https://t.co/naMEFBF0Dk",642611 +1,"@alexis_levinson Partly due to climate change, vultures are moving more northward, toward 2018 GOP D.C. roadkill.",876584 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,584136 +2,RT @JavedIqbalReal: Pakistan ranks seventh in the 10 countries that are most affected by climate change globally.https://t.co/hoRD7J4oRZ,9421 +-1,RT @JunkScience: NOAA is adjusting temperature data to match global warming theory. https://t.co/f0dAG3m2od… https://t.co/Ci51An9iNg,102017 +1,"RT @KennethBerlin: Our work to solve climate change, one of the greatest challenges humanity has ever faced, has never been easy. What…",250096 +-1,"RT @charliekirk11: I am not concerned about global warming + +I am however terrified of global government",451699 +0,Before global warming you could snowboard A mountain :/,987551 +0,"@khadseraksha +Dear tai my idea for the global warming and climet chenge as a world class please need a help to shere my idea to pm please",632790 +2,"RT @Brasilmagic: At G-20, world aligns against Trump policies ranging from free trade to climate change - The Washington Post https://t.co/…",460376 +-1,"Notice they changed it to climate change. Look at the graphs they produce, 6th grade math from the 70's ciphers the… https://t.co/L8m2377UIA",197726 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,983087 +2,RT @TIME: Al Gore says he hopes to work with Donald Trump to fight climate change https://t.co/gbhzREvqAO,454686 +-1,@_Makada_ Warned them about that 'global warming' snow storm in late April. ��������,618340 +-1,@MikeHudema Anyone who thinks those three towns' coastlines are eroding due to climate change needs to repeat 3rd g… https://t.co/CZO8SY0rXO,957428 +2,Republican green groups seek to temper Trump on climate change https://t.co/AEiA7KCTq7,830909 +1,We shouldn't expect the PM to be the only culprit for inaction on climate change. There is a whole bunch in people in government#qanda,465398 +2,RT @likeagirlinc: Coal lobbyist Trump attorney seeks to bypass US kids' climate lawsuit | Climate Home - climate change news https://t.co/J…,478873 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,861793 +1,"RT @HuffPostPol: Trump's nominees say climate change is real, but they refuse to deal with it https://t.co/WcG3BjfWwC https://t.co/2seEac3z…",492668 +2,"RT @energyenviro: Germany, California to tackle climate change together https://t.co/kTXZ9mmRaJ via @Reuters #Germany #California #ClimateC…",832759 +0,"RT @simonbullock: Tackling climate change in the #Autumnstatement: + +4 red lights, 2 amber and 1 green for Hammond and May https://t.co/P9E…",2355 +2,RT @Biodirecta: #news #biotech Mustard seeds without mustard flavor: New robust oilseed crop can resist global warming https://t.co/BNYkYe6…,469583 +1,RT @Alyssa_Milano: This is huge. Kids suing the government over climate change can proceed to trial: https://t.co/C53TlAEN13 via @slate,621019 +1,"Yes, and not only in the future tense. (That is: Americans have already died because of climate change.) https://t.co/qbVh9YbGcc",220336 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,830324 +1,November 1 the high is 85 and the dude running for president doesn't think global warming is real,752125 +1,The choice is not jobs OR climate change: it's jobs in clean energy or doing nothing while the world burns.… https://t.co/fbu3hhSDK5,821692 +2,Vatican urges Trump to reconsider climate change position https://t.co/otS1CnJQfE # via @TheWorldPost,829709 +2,Theresa May urges President Trump to rethink climate change stance: … Paris agreement and… https://t.co/ZhztdrwA57,867921 +1,"RT @ErikSolheim: US Defense Secretary: climate change is a security threat. +A 'driver of instability' +No question!…",169456 +1,"wait hold up lemme get this straight +there are people who think global warming isn't a thing??",741942 +0,PoemStone: 'Keeping it Real': The most relevant post on 'global warming' now https://t.co/45tOhF5DLL,762902 +1,"RT @Delo_Taylor: Not only do I deny global warming because of the weather, I also think world hunger is a hoax because I just ate. #IAmACli…",929563 +-1,RT @TrumpNewYorker: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitiv…,895545 +2,"RT @ddale8: Trump's Environmental Protection Agency chief on climate change, two months ago: 'Is it truly man-made?'… ",509446 +1,RT @scifri: Here's how to talk about climate change with a denier: https://t.co/IdUpF3fP9D,589244 +1,RT @c40cities: Global #MarchforScience protests call for action on climate change: https://t.co/almVd3hE9M https://t.co/wyve2X7nu7,629472 +1,"Been watching #BeforeTheFlood this evening, I hope it helps inspire people to act to stop climate change - now! https://t.co/DiFF9GObCN",557537 +1,"RT @KennethBerlin: Our work to solve climate change, one of the greatest challenges humanity has ever faced, has never been easy. What…",827016 +0,@INTLROLEPLAY ofc because that global warming,581185 +0,@NatashaLuleka lmao. I'll sell once you've donated your nose to the people who are fighting global warming. Save us please 🤣,175793 +0,RT @js_edit: Skeptics are people who demand evidence. People who ignore evidence are 'deniers'. There is no such thing as a climate change…,23477 +1,RT @drvox: My new post: It’s okay to talk about how scary climate change is. Really. https://t.co/UOOlaKoCOp,282785 +0,"As it's the #firstdayofspring, listen to what Woolf, Joyce, Forster and Wells thought of climate change on Ep 2! 🌼 + +https://t.co/y5aH6SPejM",221004 +2,RT @XHNews: China to launch nationwide emissions-trading scheme. Will this help fight climate change? World Bank VP Laura Tuck…,667088 +2,"RT @NYTScience: Rex Tillerson and Exxon had a turnaround on climate change. Was it a sincere change of heart, or a cynical PR shift? https:…",493912 +1,"If Bill Nye wants me to help reduce climate change, well then dammit I have to do it.",700831 +2,RT @TheEconomist: Efforts to limit global warming will not stop the Arctic melting #factoftheday https://t.co/jW1PHcy3jc https://t.co/fMp7…,562806 +1,RT @jackbenedwards: HOW is the big fat wotsit man able to claim that climate change doesn't exist when HIS COUNTRY IS LITERALLY ONE OF THE…,967787 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/Zv0T2NLMT8,39045 +1,@realDonaldTrump bruh. It's January. Might wanna rethink the whole global warming thing. https://t.co/RPBVAHXiNp,322194 +2,"RT @CBCNews: Trump win a 'disaster' in the fight against climate change, scientists and environmentalists say…",316596 +1,RT @Tabbie_B: @algore watch how bad climate change will b w/ban on plastic bags & increase in cutting trees for grocery bags. Stop it b4 it…,615337 +1,"Trump has met with climate activists since his election, but he's appointed climate change deniers to his cabinet… https://t.co/4gxfiAtPuT",646197 +0,RT @MaddowBlog: The 2009 ad signed by the Trumps imploring Obama and Congress to act on climate change https://t.co/g0qgyGeVL3,690029 +0,RT @IAmKingSlater: you don't believe in global warming? you must have two phd's in the realm of science,290799 +2,"RT @hrkbenowen: EPA boss: Carbon dioxide isn't main cause of global warming + https://t.co/3ZTPEVWTuT",714706 +2,EPA removes climate change information from website via /r/offbeat https://t.co/cr7ifu7aJ7 https://t.co/jfnnqwUr1r,463181 +1,@tory_miller89 you're right he doesn't like facts..hence the global warming that's agreed by 98% of scientist but trump knows better right 🙄,714345 +1,RT @TREEAID: Soil health is the key to tackling climate change and #foodsecurity Trees play a big part in soil retention improv…,943661 +-1,"RT @Carbongate: Physicist - CO2 does not cause climate change, it RESPONDS to it - Video https://t.co/lySZb7ydcP",162018 +2,RT @aroseblush: �� Insurers count cost of Harvey and growing risk from climate change ��https://t.co/kjwqwTjTQ5,250061 +1,"RT @AngrySalmond: The DUP are anti-abortion, oppose same-sex marriage, deny climate change and support the death penalty. They're now There…",752988 +1,RT @BetteMidler: We are so fucked. Trump picks climate change denier for EPA team @CNNPolitics https://t.co/FmMc1OVZUn,903770 +1,I wonder how many cities a country has to lose to climate change before they decide it's real and happening. Three?,947272 +2,How will global warming affect Colorado River flows? - Summit County Citizens Voice https://t.co/GzOlEgCTxQ - #GlobalWarming,424490 +2,"Iran, Pakistan vow to boost cooperation on climate change https://t.co/ihpmXAvPGL",131808 +0,@trooper2121 @MelOBrienOregon. Part of common core- they push climate change also,889254 +1,"Since iron is a limiting factor in phytoplankton growth, dumping iron in the ocean could help fight climate change @FulweilerLab #BUOceans",443055 +0,"RT @DennisPrager: You want clarity on climate change? Watch these two 5-minute videos. +https://t.co/TD1S06Us1F +https://t.co/YOqTY9eei2",863533 +-1,"RT @licialopez16: good news: our next president doesn't believe in climate change!! at least we'll have a good economy though, earth ain't…",50397 +1,@POTUS not mt coyntry if you load cabinet with people who deny global warming womens rights education and health care. U are 4 the rich,838964 +2,RT @sciam: China criticizes Trump plan to exit climate change pact https://t.co/BxZFX1Xgxc https://t.co/tB92yrH6Bk,730867 +-1,"We just had an election about 'global warming.' +Fake Science lost bigly. +@beaglehaus @BurkeanBeer @kurteichenwald @cspanwj #PresidentTrump",945393 +2,RT @TIME: How climate change could make extreme rain even worse https://t.co/LKkBirWBtR,453248 +1,RT @guarebel: More mass shootings. More black people being murdered by police. Women still earning less than men. No climate change policy.…,315948 +2,RT @CdnPress: Barack Obama decries lack of U.S. leadership on climate change https://t.co/FEogyQn9Mx https://t.co/rFqYelN9wL,90514 +2,ADB rings the alarm about climate change impact on Asia https://t.co/EJykPC6EhS via @cgtnofficial,69522 +1,"RT @NasMaraj: Yeah Donald Trump is president, global warming is in effect, bees are nearing extinction, and terrorist attacks are becoming…",131135 +2,"RT @BBCWorld: Al Gore on the Paris agreement, Trump and climate change https://t.co/I6Wo1Bh1sA",94992 +1,"RT @davidgraeber: for me, Q is: will they destroy the planet (thru war or climate change) first? If not, this will end up leaving the left…",575927 +1,MUST READ. We are doomed by climate change!! Please retweet https://t.co/gsUknCEUs0,420808 +1,"> Shia plants the flag at the North Pole + +> /pol/ leaves their cars running, speeds up global warming to melt the ice caps, & sinks the flag",96784 +2,How much longer can Antarctica’s hostile ocean delay global warming? https://t.co/hM3iGkzE0W https://t.co/8dmmQBwm3i,266126 +1,RT @Spilsfairy: How can you deny climate change?? Literally how??,443590 +-1,RT @JessieJaneDuff: These Obama people just won't go away: McCarthy drove Obama's climate change agenda and now plans to keep tabs on T…,252854 +1,"RT @IndivisibleNEIA: .@RepRodBlum personally purchasd $100,000-250,000 stocks @ Exxon. He also doesn't thinks global warming is man made. h…",896188 +1,I got on a whole winter coat 😂 it's freezing ... I knew my body wasn't gone adapt well to this climate change,87306 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,691471 +1,This is a really good read actually - taught me how to frame and explain climate change much better! https://t.co/p8JRaB2kgu,166628 +1,Really worrying news for future global warming in context of current #UKheatwave and Portuguese #wildfire https://t.co/63f3XBWDj9,819918 +-1,@natemckay20 my name Nate climate change isn't real XD,565584 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,667511 +1,"Welcome (back) to the Dark Ages. +EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/s7hfvRTYIr",671573 +2,"RT @NPR: 'I would not agree that [CO2] is a primary contributor to the global warming,' EPA chief Scott Pruitt said. https://t.co/edEpI5Yufm",554771 +1,"RT @ezraklein: 'China’s vice foreign minister told assembled reporters that, uh, nope, global warming isn’t a Chinese hoax' https://t.co/Im…",714016 +1,RT @Dani_McCaffrey: Sustainability = action on climate change = creating a basis for public health @MartinFoleyMP @greghuntmp #WCPH2017,166647 +1,RT @coalaction: A great turnout. Great to hear Labour and the Greens pledge action on climate change. Other parties: where were you…,68672 +1,"#BeforeTheFlood Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change... https://t.co/HCIZrPUhLF",719879 +2,Spring came early. Scientists say climate change is a culprit. https://t.co/TGS4p4HhiE https://t.co/UPnWJEfMyy,373354 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,470532 +1,@PatrickJLavin The president believes climate change isn't real. How do we progress there? Especially when the US is doing so much damage.,434956 +1,RT @OnlyInBOS: When you want to enjoy nearly 70° in Boston today in February but deep down you know it's because of global warming…,549053 +1,RT @Lodizzle09: When you're loving the 60 degree weather but it's February and climate change is obviously a real concern. https://t.co/ll6…,468931 +1,RT @RoastMasterMatt: Friendly reminder that America just elected a man who thinks that global warming is a Chinese conspiracy theory.,712874 +2,"RT @archaeologymag: Archaeologists are racing to study middens at a site in Greenland, which are under threat from climate change…",402538 +2,Doctors unite to say climate change is making us sick https://t.co/239CIycp8M https://t.co/D0VRsl9SzD,176368 +0,Lebron Twitter is actually causing global warming.,585854 +0,"He saw a nuclear blast at 9, then spent his life opposing nuclear war and climate change https://t.co/To93J82pzL",426842 +2,Rick Santorum: I have 'concerns' about Rex Tillerson over climate change - Washington Times https://t.co/tmoi97mzT8,447279 +0,"RT @johnpodesta: Too bad he forgot what he wrote in Laudato Si, the Pope’s climate change encyclical, which he gave to Trump 2/2 https://t.…",461071 +1,"RT @jackbern23: So the DUP's inherent bigotry, homophobia, climate change and evolution denial should disbar them from mainstream politics,…",579286 +1,RT @honegger: Obama wanted to fight climate change. #Trump just wants to fight Obama. https://t.co/8ltFYLgx8T,991508 +2,"RT @CNN: In executive order, Trump to dramatically change US approach to climate change https://t.co/aEzuwgpX39 https://t.co/AZwiOpXMc7",989545 +-1,UN official actually ADMITS that 'global warming' is a scam designed to 'change world's econom… https://t.co/pEgoqqz3ni via @wordpressdotcom,389443 +-1,RT @davidicke: University scientists claim left-wing violence is caused by global warming… 'the planet made them do it'…,718471 +1,.@DFO_MPO .@Min_LeBlanc Harp seals are already facing threats from climate change without an early hunt. Have Mercy #sealhunt,251082 +-1,RT @CommonSense1212: There is no evidence of man made climate change. Warm days at the beach are always appreciated. https://t.co/aEIL8CLOgb,319052 +2,RT @SaleemulHuq: How climate change will threaten mental health -non economic loss and damage https://t.co/tDPXU17kzx,535465 +1,@schurre1 oh I believe in global warming 100% lol. I didn't mean to attack you directly there haha,975007 +2,How can we trust global warming scientists asks David Rose | Daily Mail Online - https://t.co/7HaTa13rOd,675211 +1,@bstein80 more federalism cannot solve national/international problems like climate change.,406426 +2,RT @realnewsvideos: #Russian President Vladimir Putin humans not responsible climate change https://t.co/P9wdEW3iPN,254144 +2,Will CBA's board vote against financing Adani – and against global warming? @CBAnewsroom https://t.co/a3rVHwodtd,431045 +2,RT @CNN: Is there a link between climate change and diabetes? Researchers are trying to find out https://t.co/IvTy1SCNC7 https://t.co/yWZXR…,80153 +2,Trump’s Defense secretary calls climate change a national security risk https://t.co/Ghs5Pft7tC,307497 +2,California Republicans face backlash for backing climate change program https://t.co/ki2A3c4u1R,103526 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,767794 +2,RT @deepuncertainty: Avoiding an uncertain catastrophe: climate change mitigation under risk and wealth heterogeneity https://t.co/ZeKWsG8v…,598873 +1,RT @ParaComedian09: Scott Pruitt is now claiming global warming is caused by Obama wiretapping.,545839 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,919577 +2,RT @spectatorindex: UNITED STATES: Department of Agriculture staff have been told to avoid the term 'climate change' and use 'weather extre…,531518 +1,RT @nowthisnews: Listening to Barack Obama discuss climate change will make you miss common sense (and then cry) https://t.co/2nhesGzUQM,327211 +1,RT @EnvDefenseFund: The fight against climate change: Four cities leading the way in the Trump era. https://t.co/nSd9h7FzZl,624049 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",893442 +1,"RT @MollyMEP: Mark Carney: firms must come clean on exposure to climate change risks - #stranded assets agenda now mainstream +https://t.co/…",873443 +0,Disregard previous tweet. This comes before everything else. Even health care. Even climate change. No sociopaths… https://t.co/uYaBfVTDsH,644434 +1,"RT @owillis: Like all science, climate change can be challenged, but you have to challenge it with science, not some bs opinion you pulled…",121005 +1,Want to develop your skills in communicating climate change? Don't miss our FREE interactive workshop!@nicknuttgens https://t.co/2mmLUuvWVW,593536 +2,"RT @TB_Times: A Collier County resident complained that evolution and global warming were taught as 'reality.' +https://t.co/cSE6JmICj5",16014 +1,And climate change is a hoax? https://t.co/XCQxHHRK8d,410312 +0,RT @michaelcrowel15: @ezralevant No Ezra it is global warming! Maybe the 8 Billion litres of sewage dumped by Climate Barbie in Montreal. h…,474391 +2,Trump takes aim at Obama’s efforts to curb global warming https://t.co/sfaWIeLJwH https://t.co/dMv8rRhzij,975778 +1,RT @netw3rk: future generations will call the politicians and industrialists who pushed climate change denial for profit what th…,124855 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,533107 +1,"RT @doitfortheusa: .@realDonaldTrump Rather than have lawyers vet your tweets, why not have scientists vet your climate change agenda? #Pa…",901815 +0,@CNN not bad it will give room for talks like brexit terrorism migrant crisis climate change etc& how trump wants to sustain uk as an allie.,180675 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",779442 +1,"@sluggoD54 believe whatever you want, it's irrelevant to physics. You wanna deny climate change? Cool, it's still happening",705570 +-1,"RT @LeahRBoss: North Korea is what happens after 8 years of fighting over bathrooms, and whether or not cow farts cause global warming.",824185 +1,RT @UniofOxford: What if we all turned vegan by 2050? It's the way to beat climate change argues Dr Marco Springmann…,623278 +1,How will the world's hottest #city (#Kuwait) survive #climate change? • @guardiancities • https://t.co/dXME4kRBJU #mitigation,361507 +1,"RT @badrujumah: There are risks posed by climate change and growing youth populations, however i recognise youth can uniquely shape…",785207 +0,RT @Kappa_Kappa: If climate change isn't real how come I keep getting hotter,773888 +1,Humans have a choice: die of apocalyptic climate change or die in tech wars.,847477 +1,RT @Greenpeace: Women will suffer more from the impacts of climate change. This is a fact https://t.co/FSQIn9ro0G https://t.co/KPr0AI9Dx6,306688 +1,"RT @bkunkel3: Insurers talk a lot about climate change, but most still do business in coal https://t.co/anFTyFXQMK via @HuffPostPol",517113 +2,RT @thehill: Arnold Schwarzenegger teams up with Macron to fight climate change: https://t.co/PgVoNyY5ht https://t.co/Ep8LoewfXm,310660 +1,"RT @markhumphries: .@sharpfang You're right, we should be more tolerant of this pussy-grabbing, KKK-endorsed climate change denier.",600250 +1,RT @BoingBoing: #Halloween's ok but if you really wanna get scared watch this new @NatGeo​ climate change doc with @LeoDiCaprio https://t.c…,462662 +2,"ASIA must spend $26 Trillion on infra by 2030 to battle poverty, boost economic growth and fight climate change: ADB https://t.co/VaJMgOTRIG",637360 +1,RT @Independent: The proof that something terrifying really is happening with climate change https://t.co/fle5ks3xm9,595297 +0,"RT @MarkDiStef: Tim Ball starts by thanking Malcolm Roberts for his first visit to Australia, calls global warming 'the greatest deception…",164225 +2,Congress thwarted Obama on climate change goals - Miami Herald https://t.co/3T71kthOT4 via #hng #news #political https://t.co/ZxrmLNjNaa,847910 +2,RT @MotherJones: Exxon investors staged an unprecedented fight against the board over climate change—and won https://t.co/k8cre8L6D8,627878 +1,RT @ClimateChangRR: Will we miss our last chance to save the world from climate change? #auspol https://t.co/ZKyPOXWY2c https://t.co/vneDJt…,687449 +1,RT @BCGreens: BC used to be a leader in the fight against climate change. This election is our opportunity to lead the world agai…,505301 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,163464 +1,Pruitt doesn't think carbon dioxide is the primary contributor to global warming? This man is in charge of the EPA?,335159 +1,"RT @elongreen: This @onthemedia episode on reporters and climate change is beautifully executed, and ought to be heard by all. https://t.co…",385870 +1,"RT @Doylethegreat: Millennials: we all wanna die constantly +Boomers: *elect a fascist climate change denier as President* +Millennials: touc…",660186 +2,"RT @cantabro: Europe faces droughts, floods and storms as climate change accelerates https://t.co/bOr8Me3BRJ",858604 +1,RT @UKenyatta: This Agreement is the beginning of transparent global action & support to address the challenge of climate change i…,280045 +1,Got castastrophic climate change?Brutal Basics of Factory Farming All n One Video Wthout th Gore https://t.co/l3ZaZa5WRF via @onegreenplanet,958622 +1,"RT @danagram: Among #Buddhists, A green armband means 'I'm concerned about climate change, I'm doing something about it, and I plan to do m…",615975 +1,Designed to spread awareness about global climate change.#nomorewarmwinters! https://t.co/DVOfHmNJfD,31378 +1,"#Calexit began before the primaries. It's about economy, climate change, and why California is so different from th… https://t.co/bsVYA9Nyfg",909994 +1,RT @nature: Increased use of air-con. due to climate change could raise US peak demand elec. costs by $180bn #ResearchHighlights https://t.…,20880 +0,@AlexBWall The irony here is that the term 'climate change' itself is a Frank Luntz creation intended to soften the danger of global warming,717085 +-1,RT @kwilli1046: Al Gore admits Paris Accord won't solve the issue of 'climate change.' https://t.co/5ULwaCQjpr,45510 +1,#Women4Climate Initiative will empower female leaders to take action on climate change. Stay tuned this March for o… https://t.co/PE6TJbVMD3,821601 +2,"RT @CNN: 'Human activity' is 'a major driver of climate change,' says Obama's former Energy Secretary @ErnestMoniz https://t.co/u2Sypicc99",781326 +1,We need party who actually cares about the Environment. I am sick and tired of people who claim they understand climate change but do not.,652741 +0,RT @johnmcinroe: Andy getting stuck into @theresa_may about rolling back climate change commitments.Good boy! #allinformurray,964062 +1,Tuesday I was wearing boots&a hoodie... today I'm in chocos&a tank. If you don't believe in climate change we need to exchange words.......,988356 +2,EPA chief says carbon dioxide is not a 'primary contributor' to global warming https://t.co/6c141PbWf5 https://t.co/J5c74Qf7Be,344064 +0,Nicole on trumps budget: we can fight climate change with the military,957179 +1,"RT @jphever: it's sept. 2 and it's autumn in the midwest, texas is under water, and california is on fire… +can we talk about climate change…",875203 +1,"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",684274 +2,Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/JpHGHuu0ju,410340 +1,jonathan toews instagram rant about climate change is the gift that keeps on giving https://t.co/LoywpgcuBp,102000 +1,"RT @AstroKatie: In case you were wondering: no, 4 years of US-led inaction on climate change will not go well for the planet. Now is when i…",33639 +1,"RT @AstroKatie: In case you were wondering: no, 4 years of US-led inaction on climate change will not go well for the planet. Now is when i…",20788 +0,"RT @CoffeeBuffet: Stop worryin bout trump, isis, computer viruses, AIDS, ya moms & mans, global warming, world hunger, the war, n SMASH THA…",623653 +2,RT @washingtonpost: Trump’s pick for Interior secretary can’t seem to make up his mind about climate change https://t.co/Gn1UEmHnA5,637371 +1,"climate change & intersections of race, environment and poverty. https://t.co/oqEoptiQhI #climatechangeisreal",237946 +1,"RT @Donalds_Diary: Just deleted climate change from the White House website. +Congratulations America, you elected a moron!",255604 +1,RT @PaulMcDivitt: The most effective individual steps to tackle climate change aren’t being discussed https://t.co/0C2gojtcUt https://t.co/…,881560 +0,@CrReaM global warming,677250 +2,"RT @TPM: Under Tillerson, Exxon under investigation by state AGs for allegedly downplaying the risks posed by climate change… ",498421 +2,Does Trump buy climate change? https://t.co/w2rWDrt6d3 via [CNN Int.],362957 +1,"RT @NatCounterPunch: Pingos may sound cute, but they are one more piece of evidence that global warming is a real threat to humanity.…",405960 +2,RT @CNN: Jill Stein: Al Gore needs to 'step up' in climate change fight https://t.co/ryFh7HOWw3 https://t.co/L4Oc7Kjr5D,372295 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,354672 +1,"RT @LeoDiCaprio: Want to stop climate change, @UWM? See #BeforeTheFlood at your University #BeforeYouVote. +https://t.co/ubMubJMbkv",755110 +2,"On climate change, Scott Pruitt causes an uproar - and contradicts the EPA’s own website https://t.co/huv76fuROq",226459 +0,Watch the climate change documentary by Leonardo DiCaprio 'Before the Flood' {full movie} • National Geographic • https://t.co/XfS15XihIG,304112 +1,for the environment because it encourages people to start using reusable bags. It was a small step towards helping global warming and he,586231 +1,@ScottPresler The anti-vaxxers and climate change deniers think that they're on the side of facts. what a fucking joke. fascist dipshit.,601732 +0,I thought you'd like to know that pasta in mystery red sauce and climate change were on the menu tonight… https://t.co/YrfteDMXt6,570068 +-1,"Tree-huggin' hippie! Man walking BAREFOOT across America to protest climate change, 'save the earth'… https://t.co/TS5f2lfkEY",483441 +2,"Curiosity—not just knowledge—about science influences public perceptions about vaccines, climate change https://t.co/MD62IEeBy4",913260 +2,RT @political_alert: Statement: The Australian Government has ratified the Paris Agreement on climate change and the Doha Amendment to t…,994687 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/4ERULrPRBE,496309 +0,@wsbtv @NicoleCarrWSB we need more babies to flood the planet with! Because nothing says 'screw global warming!' like more babies!,885470 +-1,@MeosoFunny Oh yeah...Al Gore the scientific proponent of 'global warming'!!!!!!!!������������������������������������������������������������������������������,699676 +1,"RT @krisnair_: With all the global warming and climate change, how can this be a white Christmas ?!",989633 +2,RT @Channel4News: .@LeoDiCaprio calls on citizens to vote for “people who believe in climate changeâ€; @realDonaldTrump has called it…,460524 +1,and he needs to honour climate change commitments! #Trump #ParisAgreement https://t.co/cc5f5AfepC,961582 +2,RT @tveitdal: Sea Level Raise: Indigenous Canadians face a crisis as climate change eats away island home https://t.co/2eZgUgDP55 https://t…,289241 +1,RT @NatGeo: These powerful photos show how people around the world are taking a stand against climate change: https://t.co/QapKyNHDfr #MyC…,257415 +1,"RT @BCGreens: Our #agriculture plan: $40 million to fund research, and support local farmers to adapt to climate change. #bcpoli https://t.…",234607 +1,Anti climate change stooge as well. https://t.co/XLKRXcRFjS,477594 +1,RT @peta: The meat industry is one of the biggest causes of climate change. Make the green choice and #GoVegan2017! https://t.co/wPlrIHZ8R0,663504 +2,RT @EcoInternet3: Study: Some tree species unable to adapt to #climate change: Duluth News Tribune https://t.co/276GghJ8Mt #environment,246071 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,467812 +1,RT @ClimateCentral: Here's what climate change looks like to Uganda's coffee farmers https://t.co/g3P7BDdmtf via @NPR https://t.co/sgTJHhlW…,921140 +1,Anyone know any open source projects working on problems related to climate change?,151340 +2,"RT @sciam: From climate change to public health, here's how President-elect Donald Trump views science https://t.co/SRrEKVqGym https://t.co…",125843 +1,"RT @UN: #ParisAgreement on climate change is just the start. + +Climate action is unstoppable. + +Here is what the UN is doing:…",576985 +2,Did Trump just change his mind on climate change? Who knows https://t.co/TJuMY1vTQB via @Verge,814543 +2,RT @pressprogress: Conservative leadership candidate: climate change is not a 'scientific issue' https://t.co/BNW7qaEgw9 #cdnpoli…,251353 +1,"RT @BernieTheBest1: We are all Zach: 'You and your friends will die of old age & I’m going to die from climate change.' +https://t.co/UOscUI…",412953 +2,RT @joelpollak: Times columnist blasted by ‘nasty left’ for climate change piece | New York Post https://t.co/kO3zGDVrYo,450418 +1,G20 summit shows Trump took U.S. from first to worst on climate change in under a year: At the… https://t.co/tgRfOp0swU #Tips2Trade #T2T,615533 +1,RT @RichardDawkins: President Trump may destroy America but maybe we can stop him destroying the world. Sign the climate change petition ht…,950250 +-1,Hello @POTUS have you stopped spending money on climate change now? #Day1Promises #Obamacare #MAGA https://t.co/KN270n5ptT,782395 +1,RT @DARIOOO8: 60 degrees the day after Christmas and bad hombre Trump thinks global warming is a Chinese scam,266292 +1,RT @mmfa: Trump's budget would devastate the network leading the way on climate change reporting: https://t.co/pZFbnsRxBE https://t.co/qisJ…,679377 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,922134 +2,"https://t.co/iUKDKLe5Zu - Starbucks, Nike, and hundreds of other companies beg Donald Trump to fight climate change https://t.co/RnacWKb2Hp",464436 +2,Kids are taking the feds -- and possibly Trump -- to court over climate change https://t.co/GrqByvtxnb by #CNN via @c0nvey,498680 +1,RT @rmasher2: Energy Secretary who doesn't believe in climate change. Education Secretary who doesn't believe in public education. We. Are.…,456859 +1,RT @amayawful: this is called 'climate change' or aka 'our planet is dying hastily' https://t.co/OX4WbkM15V,672800 +2,RT @thehill: Trump admin tells EPA to take down its climate change webpage: report https://t.co/GnGqpUjn6B https://t.co/eEYkNjECO0,191282 +0,@TheMaryseFan @l so by your logic Donald and his supporters say climate change is not real so because it's more than one saying it it's true,597882 +2,What mackerel and a volcano can tell us about climate change https://t.co/vC86wUIZ6x https://t.co/QxpykjkxyL,183127 +2,RT @CNN: Is there a link between climate change and diabetes? Researchers are trying to find out https://t.co/SMukw9yLCE https://t.co/7OiLl…,83551 +1,RT @yo: The state that will be most affected by climate change (#Florida) is voting for climate change denier...…,906186 +1,You can thank climate change for adding delicious mercury to your seafood. https://t.co/otV4pKeHoW,940072 +1,"racist, homophobic,sexist, republican,who screw his daughter, grabs p******, thinks global warming's a hoax started by China #NotMyPresident",949710 +2,#DailyClimate Pacific Island countries and climate change: Examining associated human https://t.co/TnMBReiAF0,550848 +1,RT @Davos: 7 things NASA taught us about climate change https://t.co/B2B7OZSD59 https://t.co/hAKtILc8C6,786327 +1,RT @tingilinde: global warming and non-linear impact to crop yields .. hot is *really* bad https://t.co/N2ueKOymxE,376751 +0,Differences in climate change #GHToday,888567 +1,RT @Independent: Artists visualised what climate change could do to New York and it's breathtaking https://t.co/MG9Mb9bFkg,765167 +-1,RT @AFreespeechzone: Merkley co-sponsors aggressive climate change bill @SenJeffMerkley #BullShit #FakeScience https://t.co/POARqlkWhB http…,400566 +2,RT @CNN: President Trump dramatically changes the US approach to climate change https://t.co/pNKLybArjd https://t.co/4IDI5w2QbH,191132 +1,"RT @MissLilySummers: Except pushing LGBT+ rights, addressing climate change, opposing Russia's aggression etc etc. https://t.co/77LxliH9I0",648960 +1,RT DinaSpector: Donald Trump doesn't believe in climate change — here are 16 irrefutable signs it's real … https://t.co/zdExaLdxOv,698245 +1,"RT @ClimateHome: ‘Shell knew’: oil giant's 1991 film warned of climate change danger, then they lobbied against action for decades https://…",761709 +2,Governments and companies to be hit with 'wave of legal action' over climate change https://t.co/s0Oq4SRzmM,552042 +1,"Yes climate change is real, but it also only raised avg temps about 1.5 degrees, every time it's warm it's not Bc of global warming 😂",608834 +1,if you don't believe in climate change then I'm just gonna automatically assume you voted for Trump 😇,694098 +1,RT @Independent: Artists visualised what climate change could do to New York and it's breathtaking https://t.co/FfY7aPiDRd,793095 +0,@janekleeb can you be more specific? Which corps/co.s paying @TysonLarson to stall climate change legislation? https://t.co/yB2ySLLA13,522914 +0,@SethMacFarlane I think we're looking at an America that is voting on more than just climate change.,537121 +1,"RT @exinkygal: .@SenToomey Please make clear to .@POTUS that climate change is real. Green jobs matter. Stop hurting Americans health, econ…",798862 +0,"@mikethe132 he made good points abt common claims, but he didn't debunk climate change, he debunked popular arguments, NONE of which I use",313248 +1,"RT @JilliRobi: Welcome to America. Where we deny climate change, men brag about rape, and the KKK supports our president. #notmypresident",338688 +0,I like how we're all just ignoring global warming lol ☹ï¸ https://t.co/75a8aFwRfJ,649222 +1,Adapting to climate change.. https://t.co/N2jbgezAQ0,571516 +1,RT @ManMadeMoon: 'Harvey is what climate change looks like in a world that has decided that it doesn’t want to take climate change s…,259291 +2,RT @TreeBanker: More people now believe human-made climate change is happening https://t.co/w4wkDjPqtD,364901 +0,RT @billmckibben: The Orthodox Patriarch Bartholomew delivers strongest words on climate change I've ever heard from religious leader https…,965249 +2,RT @Independent: Scientists have just discovered something on Antarctica that could make climate change even worse https://t.co/xHwa26I8tr,575084 +0,@yolandenorris *climate change,145319 +1,Independent tests have verified our motor oils have a 67% lowered global warming potential- choose green with GLUS https://t.co/nFGYRdm98c,495809 +-1,RT @ClimateDepot: Spencer: 'What a powerful theory..even more amazing is climate change can be averted by just increasing your taxes' https…,163775 +1,RT @MSR_Future: https://t.co/tgqIhxDsO0 #ClimateChange The Guardian view on climate change: Trump spells disaster | Editorial https://t.co/…,744499 +2,"RT @marklevinshow: More 'climate change' lies, says former top Obama official https://t.co/PSiI96YwZ9",376167 +1,RT @alanwilliamz: .@guardian - Hilarious you've referenced Matt Ridley to defend #fracking. He's a climate change denier with a confl…,428890 +2,"RT @BBCBreaking: UK government signs Paris Agreement, world's first comprehensive treaty on tackling climate change https://t.co/hDaFst5PFc…",464374 +1,"RT @stevesilberman: .@Google makes big committment to slowing climate change, becoming the largest corporate buyer of renewable energy. htt…",592067 +2,"Xi Jinping’s Davos speech shows how China is shaping up to be a world leader on #climate change, writes @lordstern1 https://t.co/dp5CnUtMTP",581131 +1,RT @guardian: The top five worst things Donald Trump has done on climate change – so far https://t.co/GjhFwkUmqC,910375 +1,"RT @richardbranson: From UN reform to refugees, conflict resolution to climate change – inside the work of @TheElders…",926709 +1,RT @Riselda: All the #badlandsnationalpark tweets proving climate change facts and statistics are gone. 😢#silencingthetruth,110243 +2,"US budget broadside on climate change +By Kieran Cooke +https://t.co/2hb3w2XnBX #climatechange https://t.co/s2fT2p2HFD",173259 +1,RT @ajplus: What if we planted a tree every time President Trump denied climate change? That's what Trump Forest is all about. https://t.co…,546698 +1,"RT @NathanHamm: You can be pro-life or you can deny climate change. + +You can't do both.",326505 +1,Well I guess if you're a coal miner then you really don't give a fuck about climate change anyway.,867382 +1,RT @ChristianFoust: The discussion of man made climate change in 1912. We must act now. #ActOnClimate #wiunion #wiright #Science https://t.…,267428 +2,Oman's mountains may hold clues for reversing climate change https://t.co/eH0iJtfxtn vía @SFGate,58318 +1,@JamwalNidhi Not that easy to blame climate change though we know increasing temperatures can lead to enhancement of such rain events.,944651 +1,"RT @iownjd: Don't know how people can still deny global warming and climate change, it's November and it feels like its midsummer outside.",839402 +1,"RT @SSludgeworth: After you round up all the climate change deniers, is there a Final Solution? https://t.co/vkSkNzQ0K1",269095 +2,RT @brontyman: Wis. agency scrubs webpage to remove climate change - USA TODAY @KHayhoe https://t.co/IlyvL0BjeC,633131 +0,"RT @handsock_butts: Reporter: Trump, what are your thoughts on global warming? + +Trump: Rearrange 'Miracles' and you get 'Car Slime' This me…",5898 +1,RT @NRDC: Women are disproportionately affected by climate change. We are also the next climate leaders. https://t.co/Gnk9K0F49b #IWD2017,387582 +1,Does Trump know or even care that his beloved Mar a Largo estate will be under water without an agreement on climate change !,666414 +1,RT @eriucc: #envucc Dr Aine Ryall nicely concludes talk with asking how we involve the public in the climate change debate? https://t.co/yT…,33876 +2,"RT @guardianworld: Boris Johnson faces MPs over Farage, Trump and climate change https://t.co/8Tso1r8nl6",987755 +0,"RT @EricBoehlert: i'm glad you asked... + +'e-mail' mentions on cable news since Fri: 2,322 +'climate change' mentions on cable since Fr…",336329 +1,"@RepAndyBiggsAZ Here's what your climate change denial is doing to your state, Mr. 'Einstein': https://t.co/QHuFMCGw7A",17790 +1,RT @foe_us: #PollutingPruitt lies and says CO2 is not a primary contributor to climate change. #Wrong https://t.co/QJLKAJiyar,796449 +0,RT @FashionPhases: Most scientists claim that recent global warming can’t be explained by... https://t.co/I079L8Bhdk #GlobalWarming…,729588 +1,"RT @auntieal1: So glad that so far, this info remains available. Steer climate change deniers here. +https://t.co/pCdeGhI9Yu",290662 +1,"Spent 6 years learning and understanding climate change. Now we have a republican house, senate, & presidency. This is the epitome of defeat",948554 +0,RT @350: A multimedia series about how 2 young lives are altered by the link between climate change and child marriage:…,695686 +1,RT @BillMoyersHQ: #Trump’s election comes at a crucial juncture in the fight against climate change — and it’s devastating https://t.co/2u1…,873502 +-1,"‘Bill Nye, #Eugenics Guy’ has a solution for climate change: Netflix and govt. regulated chill #Science https://t.co/sxIAYpS9wn",783254 +1,RT @UNEP: Tackle climate change closely tied to conflict prevention - incoming #UNSG @antonioguterres explains:…,835543 +0,RT @Lucas_Ranch: I understand the impact of global warming as I once had to DOUBLE apply sun screen while on a Bahamian Island vacation. #t…,524895 +2,RT @guardiannews: Donald Trump begins tearing up Obama's years of progress on tackling climate change https://t.co/ZMBw5Drgza,276176 +1,EDITORIAL: Communities can contribute to climate change effort https://t.co/vb7J9L1upy,920342 +1,Good thing DTrump is clear that global warming is a myth... https://t.co/It6TZuaskX,170642 +1,"RT @nadinevdVelde: Ted Cruz interview on Climate Change 'scientific evidence doesn’t support global warming....' Houston do you copy? +http…",784849 +2,RT @FastCompany: Michael Bloomberg says cities must now lead the way on climate change https://t.co/piMjjybVrl https://t.co/CwP83D62dZ,251525 +1,RT @RichardDiNatale: The only mention of the environment is new funding for gas. That’s how seriously this Government takes climate change.…,991883 +1,@billshortenmp Mt Baw Baw have only 5 out of 7 lifts open. Must be global warming. Still selling coal to China and India when elected?,416723 +0,"RT @goodoldcatchy: All terrorism is a threat, but what about climate change? Do you expect people to listen to you with your record of…",259004 +2,"RT @insideclimate: The climate lawsuit filed by 21 kids, challenging the federal govt to slow climate change has a new defendant: Trump htt…",570840 +1,"RT @NYCMayor: In New York, we will continue to fight climate change head-on, investing in neighborhood resilience and reducing po…",271475 +1,RT @joshgad: The mourning stage is over. Now we fight. Putting a climate change denier as head of EPA is an act of war on our kids. #StandUp,496506 +0,They r good for causing global warming because of all the hot air they r expelling. Maybe they need to shut the hel… https://t.co/QWtV1OuoPE,590266 +1,"RT @MTVNews: The US may be led by a climate change denier, but we're a huge part of the climate change problem. https://t.co/k5SV2nynMM",140990 +-1,RT @sean_spicier: The President's plan to fight climate change is just about the most comprehensive no point plan ever conceived,493959 +0,RT @_Mine_View: She causes global warming (1/2) @jason_cashh @SexySights @alldayicreep @MrCreeperpeeper @louisgaracares…,356865 +-1,@richardohughes @MaryCass95 @hidenhand1 @OpChemtrails I believe 'climate change' is GeoEngineering.. Dinosaurs? Who… https://t.co/V357xlhpet,915643 +-1,RT @chuckwoolery: Mayor of disappearing island faces Al Gore and shuts down global warming claim https://t.co/SqfyOnUnlr via @theblaze,464914 +2,RT @mariannethieme: Economist Nicholas Stern in 2009: 'People should give up eating meat to halt climate change' https://t.co/5eSQOmxV5s,100129 +2,Higher methane levels make fight against global warming more difficult https://t.co/3yfOKjqBxw przez @dwnews,160550 +2,RT @HuffPostPol: GOP plots to clip NASA's wings as it defiantly tweets urgent climate change updates https://t.co/5QSJltiHo6 https://t.co/O…,375509 +1,RT @ConservationOrg: The world is watching. It’s time to stand together against climate change. Take the pledge https://t.co/no1Sc3OPlB…,598666 +1,RT @PolitiFact: Energy Secretary Rick Perry dances around the facts on climate change https://t.co/kEDnagoCNU https://t.co/YH1jqVIlt3,53806 +1,"RT @dylanw: Scott Baio is a raging Trumper, Pat Sajak is a climate change denier, and Chuck Woolery is an anti-Semite. 80s TV is frightenin…",441143 +1,Isn't it time media held LNP& selves accountable for decade of blocking action on climate change & wasted ��for own… https://t.co/OVHpwY2234,290847 +1,RT @foxfire2112: While @TheDemocrats say they R 4 climate change solutions they keep putting oil pipelines across the US #Hypocrites…,178164 +1,RT @climatehawk1: A third of world now faces deadly heatwaves as result of #climate change | @olliemilman @Guardian…,853388 +1,"Say goodbye to global warming, GMs and pesticides! https://t.co/bCYvubx4BN Amazing new water technology grows giant veg and fruit.",740408 +2,RT @NPR: The lengthy questionnaire suggests Trump's promises to roll back efforts to combat climate change may dig deep. https://t.co/t2Er6…,69259 +2,RT @inhabitat: Al Gore fights climate change with 'An Inconvenient Sequel' https://t.co/hQLiYQ5voV https://t.co/eUGvEGnQX2,833296 +1,RT @davidsirota: “CO2 is linked to climate change” & “the healthcare crisis wasnt created by iPhones” shouldn't have to be sick burns or mo…,408114 +2,Residents on remote Alaska island fear climate change will doom way of life - USA TODAY https://t.co/RBvcV3lnOC,837317 +1,"term limits should hold just as much importance as taxes, global warming in this country.",786257 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",259718 +2,"RT @sarahkimani: Morocco environment minister: we must find urgent, tangible solutions and actions to the challenge of climate change. #SAB…",829968 +1,RT @ClimateCentral: A new poster series takes iconic landscapes and imagines what they’ll look like in 2050 with climate change…,188982 +1,This picture is like a metaphor for global warming. Cool technology bro! gonna suck if everything melts on top of y… https://t.co/Ln8WuPPFnE,847673 +1,Why the media must make climate change a vital issue for President #Trump https://t.co/1cqkFb6K5z,436994 +0,"RT @RepStevenSmith: A CNN host said we should all vote for Hillary because she believes in climate change. + +These countries make one t…",933575 +1,"RT @ColinJCarlson: glad to know that climate change, and not a massive neo-Nazi affront to core american values, is where elon musk dr…",363728 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,345462 +2,Mayors look to tackle climate change at city level #WorldNews https://t.co/In6BlMhjqj,900412 +2,Saharan oases struggle as climate change takes a toll https://t.co/qUqAVbBRUA,401746 +1,RT @mags_mcm: @ global warming ur ruining my fall pls stop,430153 +0,@kelsmoregon yo we should call it climate change!,305892 +1,RT @JustSchmeltzer: ATTN: All reporters who fell for pure BS sales job that Ivanka/Jared were WH forces for climate change fight and LGBT r…,398153 +0,global warming is definitely real nigga stepped outside & instantly started baking,538403 +1,@nunavutnews canadian government should invite trump to churchill manitoba in fall to learn about global warming from polar bears ptofview,749852 +1,"RT @SEEC: #PollutingPruitt denies CO2 is a primary contributor to climate change, a view at odds with NOAA, NASA and science… ",427111 +2,RT @sciam: A new study has found a steady growth of moss in Antarctica over the last 50 years due to climate change…,294062 +2,"U.S. already facing consequences of global warming, as the report finds #climatechange #globalwarming https://t.co/hjUWTPqLLe",227716 +1,"What a surprise. #p2 #dems #GOP 'Trump to sack climate change scientists and slash EPA budgets, says official' https://t.co/O2YXO7s5MK",725825 +1,The best perspective on renewable energy for climate change deniers. https://t.co/rqHaqSbsGq,62794 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,565338 +-1,RT @BreitbartNews: “We who voted for you consider stopping this climate change madness one of your key promises.” https://t.co/T5SwawFtn6,279551 +1,"RT @narendramodi: Talked about furthering cooperation in key areas like agriculture, energy, environment, climate change, sports & culture.",681233 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,312682 +2,RT @MotherJones: Donald Trump's interior secretary pick doesn't want to combat climate change https://t.co/rpp5tjKw87,109431 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,620569 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",510744 +1,Why am I freezing in the middle of May when climate change isn't real @realDonaldTrump,382820 +2,RT @JURISTnews: Federal judge allows climate change lawsuit to proceed https://t.co/o7b2VpMDOX,971585 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/Sj2QZgVjx5,57127 +1,RT @Greenpeace: Sad :( Animals and birds which migrate around the world are struggling to adapt to climate change…,909808 +1,RT @NRDC: He claims the planet is cooling and questions climate change. Who is...our next energy secretary? https://t.co/qL1X7ruBdK,148661 +1,RT @Jackthelad1947: No Nation can fight climate change alone. #Auspol #COP22  https://t.co/5XZ96VqgZa #science #education #wapol #qldpol #n…,839354 +0,Frosted climate change flakes #BreakfastHistory @midnight,2664 +1,"RT @VimtoBaba: It's nice that the biggest criticism of our generation is attachment to tech and not causing wars, climate change,…",816570 +1,RT @jill_out_man: my republican montco teacher told us that global warming is a hoax & taxpayer dollars fund abortions at PP. can't roll my…,24891 +2,"RT @Acosta: In executive order, Trump to dramatically change the U.S. approach to climate change - https://t.co/tZpcnEI3xj https://t.co/Jch…",21454 +2,RT @9NewsAdel: The Labor Party is offering to work with the Federal Government on climate change policy. #9News https://t.co/qooqRsICsC,873099 +1,RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,519780 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,971457 +0,"RT @kurteichenwald: In full page ad in NYT in 2009, @realDonaldTrump called for urgent action on climate change. Which does he believe? htt…",636253 +-1,So says global warming alarmists are unpatriotic racistsi urge him to look at.,985831 +0,#climatechange - https://t.co/rR0F0xgLHD Here's how to watch Leonardo DiCaprio's climate change documentary for free online,734542 +2,RT @thehill: Arnold Schwarzenegger teams up with Macron to fight climate change: https://t.co/wz7tfD9lVK https://t.co/Iir9ccNY8L,215501 +-1,RT @ScottAdamsSays: Did you know the consensus of experts says climate change has been good for the planet and it will get even better…,530783 +2,RT @ClimateNexus: CDC’s canceled #climate change conference is back on — thanks to Al Gore https://t.co/XsqWD8xswY via @washingtonpost http…,561384 +1,RT @kurteichenwald: Trump naming a key politician fighting against climate change action as head of EPA. Good thing Bernie-or-Busters voted…,524235 +0,Watch Leonardo DiCaprio's climate change documentary free for limited time https://t.co/xCXLUJ3WCC https://t.co/vfpPFL4039,57193 +1,"RT @PaulEMetz: Friend reminded me today: “climate change is a result of the greatest market failure that the world has seen”, as Sir Nichol…",577309 +1,RT @Greenpeace: Citizens all over the world are taking governments to court over climate change inaction. Big corporations are next…,353942 +2,RT @washingtonpost: The Daily 202: Evidence of climate change abounds amid extreme weather in the Pacific Northwest https://t.co/JS5zwhqkZi,553962 +1,"On Saturday morning, 200 hackers at UC Berkeley gathered to save federal climate change data before it gets erased.… https://t.co/UD4imgh9Ng",48767 +1,RT @davidwees: .@TylerNFlorida @DeathValleyNPS @passantino Park rangers measure the impact of climate change on national parks every year.…,590931 +1,@iamryanmcmanus I get that there a lot of shit things he can do to people in the short term but climate change is a big thing for me,714141 +2,RT @thehill: Wealthy Trump backers attend anti-climate change event https://t.co/ERfNJQY4Pp https://t.co/ZgNVu4msyN,668333 +1,"Global temperature development, here 2016 included. +Getting harder to deny man-made climate change +@NTNU @eptntnu +https://t.co/Ge7mhqlzES",672860 +1,RT @dogsrool_: Middle of November and the high is 88° but climate change is fake!!!,94204 +1,RT @Mr_DrinksOnMe: Trump's Presidency is like climate change. Every day it gets worse and Republicans try to deny it.,586344 +1,"RT @peterdaou: #Snowday is always that time when we have to explain the difference between climate and weather to climate change deniers. +#…",710897 +1,"RT @alecaxelblom: @AmbJohnBolton Can't believe no one has said this. But absolutely long term it is climate change, especially what w…",127691 +-1,"RT @LadyDurrant: Waste of our money! There has been little benefit from a £2 billion foreign aid programme to tackle climate change. +https:…",423837 +1,"RT @GrandSBIMedan: Tonight, we'll take part in #earthhour to increase awareness of climate change. From 8:30 to 9:30pm, switch off you…",787568 +1,Soils: Our ally against climate change https://t.co/RbyxThTOIK via @YouTube,705361 +-1,"RT @climateviewer: Rockets, Harry Wexler, and REAL climate change 1963 +Punching holes in the upper atmosphere causes chemical... https://t.…",768689 +0,"@TheRickyDavila no paying taxes, give USA away for Putin, investment from China, sexual assaults,stupid 'bout climate change'll make us sink",725385 +1,"RT @CarolineLucas: Donald #Trump isn't just bad news for the US – when it comes to his #climate change beliefs, he's a danger to us all htt…",207672 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,211705 +1,"RT @vegankrisha: Animal agriculture is the leading cause of climate change..and its cruel AF! +#GoVegan #climatechange #MondayMood…",170216 +-1,RT @KaptKan1: The Russians are making the climate change!,756968 +2,RT @amyrightside: US climate change campaigner dies snorkeling at Great Barrier... https://t.co/HToUo9txxe #greatbarrierreef,659390 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,665188 +1,well worth studying....#UKPoll Election 2017: What the manifestos say on energy and climate change https://t.co/42gbSrRg3m,469389 +1,RT @ItIzBiz: WTF is wrong with our species? Maybe climate change & #TrumpRussia are for the better. Maybe Earth needs a reboot? �� https://t…,745424 +1,"There is no such thing as climate change, it's just weather. And the moon is obviously bigger than Jupiter! #science https://t.co/vxhSHryQpC",771487 +2,Centrica has donated to US climate change-denying thinktank https://t.co/lALNJc3q7r,93177 +2,State #climate change actions on same path after #TrumpPresident. https://t.co/VEI0rZx3bk https://t.co/9SfUk6dA66,909180 +1,"Just to get this straight: everyone understands that the earth can't afford four years of doing nothing to combat climate change, right?",128095 +1,RT @twcuddleston: tories calling these climate change denying homophobic terrorist sympathising bigots 'allies' is just a tad scary https:/…,44068 +1,Nope no climate change here just weather https://t.co/CUyG94a0oF,8083 +1,"RT @KamalaHarris: Record-breaking droughts + long periods of flooding = what’s at stake in CA if we don't act on climate change. +https://t…",82270 +1,"Now @PHLPublicHealth is correlating hot & muggy weather with climate change, one of the first in the US to do so https://t.co/ao6gEpcVaq",224433 +1,please send him to Venus so he can experience what global warming really is. no walls can protect him there. right… https://t.co/vl1NevcQnT,989538 +1,@CP_XXXIII cause data is there... and people just choose not to believe it & many oil companies & people fund research vs. climate change,805016 +1,"RT @wwwfoecouk: Why was Trump advisor & #climate change denier Myrion Ebell visiting Number 10? +https://t.co/pqwrF3Hn3q https://t.co/xkjKU…",940390 +1,"RT @MotherJones: The Great Barrier Reef is in peril, and climate change will destroy it https://t.co/0Ufa6zdLcr https://t.co/mZmdlcXf3N",765811 +0,RT @AndyBengt: Vi ska inte glömma vem som är vice president. Mike Pence anser att homosexualitet är en sjukdom och att 'global warming is a…,421783 +1,"RT @GlobalEcoGuy: This is it. We have *this* window of opportunity to stop dangerous #climate change. We can, and must, step up! https://…",479937 +1,[please retweet] Analysis: Donald Trump is an international pariah on climate change - CNN https://t.co/MYC032Xov7… https://t.co/HPuHwp4Knq,647054 +2,RT @RWTQuotes: Trump says climate change is a waste of time and money. https://t.co/0uEcNrJo9G,110226 +1,RT @CleanAirMoms_FL: Listen! @mollyrauch of @CleanAirMoms talks air pollution and #climate change on @AWFRadio: https://t.co/2e1rkNmswx,983104 +1,"RT @ConversationUK: Reducing food waste helps, but it's going to take systemic action to tackle climate change https://t.co/nYgVu8gMYN",544223 +2,RT @Independent: UK government facing legal action over failure to fight climate change https://t.co/iYQ50moUl6,940333 +1,Good night except to people who still don't believe in climate change,895503 +1,"RT @funder: Trump supports Karen Handel who thinks being gay is wrong, climate change is fake & shooting someone is funny…",740777 +2,EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to global warming https://t.co/taFdbCRK3X https://t.co/wdMMWrHWbm,368933 +2,"As the planet warms, doubters launch a new attack on a famous climate change study https://t.co/DQcx41oBsY",780121 +1,"RT @_anthonyburch: ~30 yrs: baby boomers start dying +~50 yrs: climate change kills most of us + +For, like, twenty years, America is going t…",475306 +1,United in the fight against climate change. Take the pledge #COP22 #EarthtoMarrakesh https://t.co/fTSKecSShd,763098 +0,"So, how lovely are we gonna keep having the 'climate change is real & now vs. CC is a myth' argument?",3336 +1,RT @imani_raeleen: People get mad over the dumbest shit. Youre mad cause Starbucks cups are now green? Well global warming is real and anim…,191884 +1,And if the world doesn't accept the global warming.. it's going to be international catastrophe https://t.co/DphTKKWxvo,294571 +1,Donald Trump is betting against all odds on climate change - Washington Post https://t.co/bvNwiEebT8,883793 +1,"IF oil and gas methane emissions are declining, then the contribution to global warming would necessarily be going down.",192147 +1,I'm one of those people who doesn't believe in global warming but I'm pretty sure Noah's ark was a true story' hahaha,453624 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,616059 +2,RT @Salon: America’s youth are suing the government over climate change https://t.co/RaE7LmWHz6,798966 +1,"Reality is reality, whether you choose to 'believe' in it or not, whether it's real protesters or global warming. https://t.co/kXXiH2HdUE",731230 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,727369 +-1,"RT @palmtile: Climate change and global warming is totally natural,stop wasting our money on a trying to stop it�� it's impossible https://t…",954789 +0,RT @IngrahamAngle: Obama takes private jet to Italy and gives talk on climate change https://t.co/MhjJh3uKmB via @ccdeditor,711945 +-1,@realDonaldTrump Obama claims eating steaks contributes to climate change. https://t.co/5KvPdbYlzN,289982 +1,"RT @climatehawk1: All the risks of #climate change, in a single graph - @drvox https://t.co/kPfxiHJFRE #globalwarming #ActOnClimate… ",546150 +2,RT @thehill: Badlands National Park tweets about climate change amid Trump social media crackdown https://t.co/niDVAaKO9q https://t.co/y5x…,84237 +1,RT @richardbranson: Keep calm and carry on the fight against climate change https://t.co/TNw99Hm5lS https://t.co/1xrTTOoayY,232553 +1,"RT @yayitsrob: Thanks to climate change, Harvey “is apt to be more intense, … longer-lasting, and with much heavier rainfalls”: https://t.c…",320313 +1,"RT @Ashley_L_Grapes: #trump, you promised to represent the people, and we believe in climate change. Please rethink your pick for EPA! Our…",143528 +2,New US environment chief questions carbon link to global warming https://t.co/QXmDctodV3 https://t.co/kCLgm1x7Vs,472362 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,83329 +-1,RT @Liz_Wheeler: I wonder why climate change criers on the left don't protest #TaxDay? 300K trees are cut down yearly to produce paper for…,785074 +1,RT @BarackObama: Americans across the country agree that we need bold action in the fight against climate change. #ActOnClimate https://t.c…,796234 +2,There's A Reason Zika Virus Became A Pandemic In 2015: The term “climate change” may bring to… https://t.co/LuoBybyDMz | @HuffingtonPost,811398 +2,"Trudeau heads to summit with migration, climate change and trade on agenda https://t.co/LNZ8jVvx2q",3505 +1,"RT @sopranospinner: @Shakestweetz Tens of thousands of unnecessary deaths, immeasurable suffering, and irreversible climate change. Not wor…",815958 +0,RT @Mandac5: When you chilling by the Mbawula( portable fire place) and a random nigga starts lecturing you about global warming. https://t…,200783 +1,Overfishing could be the next problem for climate change https://t.co/HkZf5rpPT3 via @Salon,260831 +1,But global warming isn't real... https://t.co/T25DgQBcB8,8367 +1,"@globalwarming Trump doesn't support info.relating 2 global warming.When I see animals from Anartica on my front porch, then yes I believe.",573512 +0,"RT @vinaytion: The Dept. of Energy went from a nuclear physicist to Rick Perry, who probably believes that global warming is caused by gay…",209930 +2,RT @CECHR_UoD: Large Canadian Arctic climate change study cancelled due to climate change https://t.co/zWwQ8viYDC https://t.co/7nYw9qrW1a,136756 +2,The Badlands NP 'rogue' tweets on climate change have now been deleted https://t.co/FodSU8WCQu,941645 +1,"RT @strugglngwriter: When the right had to 'endure' Obama, they got health care, some attention to global warming, etc. What the left endur…",431336 +1,"RT @HannitysHead: 1% of Climate Scientists dispute global warming. 100% of that 1% were funded by the energy industry. #Fact +#NoDebate",304052 +1,"RT @Kloppholic: Imagine trying to convince yourself that global warming isn't real and instead a conspiracy. Wake up, before it's t…",189144 +1,RT @nytimes: California is holding itself out as a model to other states — and to nations — on how to fight climate change…,527681 +0,Niggas asked me what my inspiration was l said global warming.,961410 +1,RT @yungclynch: Yo I'm fired up this bitch doesn't believe in climate change,223414 +1,RT @SenBennetCO: Introduced bill with 30+ Senators to rescind @POTUS anti-climate EO so we can combat climate change & protect jobs → https…,960809 +2,RT @nytpolitics: Governor Jerry Brown vows California will battle the Trump White House on climate change https://t.co/SphX53cwOA https://t…,238348 +1,"RT @tragictorie: My manager doesn't believe in global warming, should I quit?",952518 +1,"RT @SoilScienceNews: Trump's Gift To America - Forward - Forward Trump's Gift To America Forward Aside from climate change itself, w... htt…",441442 +2,"Despite climate change exodus, some Marshall Islanders head back home https://t.co/FmrmunUlLj",474469 +2,RT @n_rosellini: #UNSG urges rapid scale-up in funding to address climate change #COP22 https://t.co/EaNJ6uMlcV,240666 +2,RT @SBS_Science: First mammal wiped out by human-made climate change lived on the Great Barrier Reef https://t.co/deGtZA4HKH https://t.co/6…,504372 +2,RT @business: Here's what President Trump's climate policies could mean for global warming https://t.co/6KOtQ6Lrve https://t.co/XlLQlEHbX1,433941 +-1,"This dumbass👇ðŸ» thinks that climate change is the most important thing to protect in CA. How about sanctuary cities,… https://t.co/3qIuJgEh2q",244483 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,202071 +1,"RT @splinter_news: How fossil fuel money made climate change denial the word of God +https://t.co/tah6mlZNzi https://t.co/1egT4c7KUW",899817 +2,RT @cnni: Kids are taking the feds -- and possibly Trump -- to court over climate change https://t.co/CnUR4YWoHe,91614 +1,The climate struggle is real: 10 biggest global warming stories of 2016 https://t.co/MigVUBrGRx https://t.co/Z3pTdmg3lX,55776 +1,"@ch_bowman I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",362981 +1,RT @schertz88: This darty in February is a good time but low key I'm really worried about climate change.,52587 +1,How can museums contribute in communicating climate change #CCCMan17 https://t.co/ElztCoKsxo,629936 +2,"RT @SafetyPinDaily: Another US agency deletes references to climate change on government website | By @JamilesLartey +https://t.co/sD9zXuD8aU",65866 +1,RT @deIuge: the president doesn't believe in climate change happy earth day,68319 +0,RT @TomWellborn: Remember when Jon Scott asked Bill Nye if the existence of a volcano on the moon disproves climate change? https://t.co/wU…,621317 +0,@Parlez_me_nTory @JaeKay remember global warming as well.,211161 +1,RT @KalelKitten: Isn't it fascinating how climate change was COMPLETELY avoided at every debate? 🤔 Our political system is so corrupt... I'…,788842 +-1,"Finally, Paris climate change agreement designed by crooks- #Trump is not buying this crap https://t.co/zO6EzRL2x4",864799 +1,"RT @PlanetGreen: From sea to rising sea, America is in the throes of climate change https://t.co/IFTcfopO5O #HumansDidIt https://t.co/Z1FV5…",850735 +1,RT @malcypoos: 'The atmosphere is being radicalized' by climate change - we need to act NOW! https://t.co/F6xo8hDXjp,510603 +1,"RT @JooBilly: And if #Houston isn't secure from the threat of climate change, the nation cannot be secure. +#Harvey",210748 +0,"@guardian He said that he is unsure if human activity is the prime contributor to global warming, not that CO2 doesnt cause global warming",54143 +1,"RT @fchollet: Actual global catastrophic risks: climate change, antibiotics resistance, nuclear war, the rise of populism. Fictional one: s…",559346 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,739319 +-1,@weatherchannel And miss me with that fake ass global warming.,714969 +-1,"Trump's environment chief says CO2 not main cause of global warming https://t.co/zjzD5q1cDX + +Thank the Lord for this flash of reality",801002 +1,"RT @wef: It might seem like an impossible task sometimes, but this is how we can limit global warming to 1.5°C… ",742570 +1,@tweeep_ global warming make sense now doesn't it,307333 +0,"RT @ScottAdamsSays: As I often say, I don't know the truth about climate change, but I have to wonder why the topic it conforms to the…",444170 +-1,RT @JohnStossel: Trump’s election won’t stop deceitful climate change propaganda: https://t.co/KDfK3N97AD,48257 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,816070 +1,I pledge to urge U.S. leaders to maintain our momentum in the fight against global warming https://t.co/mHLeiddGXN #globalcitizen #EarthDay,220082 +1,"RT @LeapManifesto: Ministerial panel raises concerns over climate change, indigenous rights, marine mammal safety #StopKM +https://t.co/hjM8…",811629 +2,thefirsttrillionaire Groups sue EPA to protect wild salmon from climate change https://t.co/JjcxQNZNZ3 via #SAPNAJHA,219811 +-1,@annehelen @priyankaboghani @DougieP2016 @ezra_rosenthal Anna cant tell if ur serious but global warming was proven 2 be a hoax in 2009.ðŸŒ🔥,428466 +1,There's only 1 ballot measure to fight climate change this election. And environmental groups oppose it https://t.co/jRDNnIltzn,580735 +1,"RT @4732pxqh: The last Polar Bear by Gerard Van der Leun. +global warming https://t.co/ClzF5mwWle",423039 +1,"RT @marwannafuq: Conservatives r the 1st to ask for sources when u give ANY argument, but then believe global warming doesnt exist just bec…",5874 +1,What if climate change isn't even real? What if we accidentally made the world a better place for no reason?? The horror.,176508 +1,RT @FlakesOnATrain: .@carolinelucas is right to highlight the vital importance of upland peat in climate change. Depressingly she is dismi…,4646 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",921313 +1,"RT @MacronInEnglish: Paris will host a new climate change conference in December of this year, to build on the progress we have already mad…",895098 +1,RT @FT: Martin Wolf: That the US presidential campaign has unfolded without a focus on climate change is astounding…,49671 +1,"RT @LeeCamp: Now that Trump is gutting what little climate change regs we had, media is acting like they care. They hardly cover climate ch…",825580 +1,RT @WWFCanada: We can't fight climate change without healthy forests. #IntForestDay https://t.co/gdyvOLosyc,823834 +0,research analyst environmental and climate change programs: BS/BA with coursework in environmental… https://t.co/MbHH3qY51T #ClimateChange,713976 +1,RT @SEIclimate: Transnational #climate change impacts: An entry point to enhanced global cooperation on #adaptation?…,143371 +1,"RT @MariyaAlexander: Climate change denier: I don't believe in climate change +Changing climate: *sends deadly cat. 6 hurricane* I believe…",452793 +1,@MittRomney @Lawrence Hope you'll have the courage to uphold justice democracy& fight climate change so you'll be on the #RightSideOfHistory,286334 +2,LA has created a $50 billion plan to cope with climate change. The challenge is getting Washington to help (via @BW) https://t.co/RDCFSL0vR5,397543 +1,"RT @Issa_Scottie: Now Trump is President, North Korea & Russia wanna nuke us,blacks cant walk down the street,climate change,and I th…",280031 +1,"So fucking mad, climate change isn't something to worry about?! Well if you're a fucking polar bear it is :-) :-)",352850 +2,"RT @PaulREhrlich: On climate change, Scott Pruitt causes an uproar - and contradicts the EPA’s own website https://t.co/I0Qw1DeDbZ TRUMP'S…",389968 +1,RT @mojri: Today discussing how #energy sector can minimize carbon footprint & manage risks generated by climate change.…,433043 +1,RT @StudentsNCL: Researchers from our university have revealed that wasteland could be vital in the fight against climate change. https://t…,125145 +2,RT @WorldfNature: Oman's mountains may hold clues for reversing climate change - ABC News https://t.co/2b1gbOMuTE https://t.co/kIgr8czXUZ,118708 +0,RT @shake_an_jake: When your a tree living in a global warming world #thisisqualitycontent https://t.co/8xAUY4V9xl,450880 +2,RT @ddale8: NY attorney general says Rex Tillerson used the alias 'Wayne Tracker' to email about climate change at Exxon: https://t.co/RE1U…,250425 +1,RT @THECAROLDANVERS: everything in the world is depressing... my life... climate change... politics... penguin on penguin violence... ci…,530012 +0,RT @smlemusic: If global warming isn't real then why is club penguin shutting down?? ����,922291 +1,"RT @ResistanceParty: 🚨BREAKING🚨 Breitbart push false 'climate change' story and @weatherchannel calls them out 😂😂😂 +#BogusBreitbart + +https…",696808 +2,The left and right agree: Fox News destroyed EPA chief Scott Pruitt over climate change - The Washington Post https://t.co/GvM3evf7nT,956213 +1,RT @JammingTheBear: It's December and here i am smoking a fag outside in a t shirt. Maybe global warming does exist,786420 +1,RT @athakur98: i respect differing opinions but i WILL fight you if you don't believe in climate change bc that's ðŸ‘ðŸ½ not ðŸ‘ðŸ½ an ðŸ‘ðŸ½ opinion ðŸ‘ðŸ½,832252 +1,"RT @CleanAirMoms: Dear @SenatorCantwell, please protect Washington's children from #climate change! #momsonthehill https://t.co/Y0Iv4enPtB",156066 +1,RT Meet five communities already losing the fight against global warming. https://t.co/1zrzziD78L #f4f #tfb,551414 +2,Trump really doesn't want to face these 21 kids on climate change https://t.co/m6t9VDrJqQ https://t.co/NYyUhYEaq1,144569 +2,RT @DrTeckKhong: Hundreds of millions of British aid 'wasted' on overseas climate change projects - The Telegraph https://t.co/BdA6xIPBXU,746047 +0,RT @bhakt4ever: Read somewhere Eating meat will cause global warming & also gets heart attack https://t.co/UDpOp6JLN8,375721 +2,Commonwealth Bank shareholders sue over 'inadequate' disclosure of climate change risks https://t.co/v6FSRWFZd0,671526 +1,RT @PakUSAlumni: Is climate change a security threat? Debate underway in @ShakeelRamay session #ClimateCounts #ActOnClimate #COP22 https://…,979273 +-1,RT @SteveSGoddard: Arctic sea ice extent is at a four year high. It is time for Republicans to stop supporting the global warming scam…,919766 +1,The whites really elected a man who doesn't believe in global warming HAHAHAHAHAHAAHAHAHAHAHAHAAHAHAHAHA,952171 +0,@gomadch I don't think there's even a hill for miles. But I'm hoping as global warming takes effect the shoreline 3 miles away gets closer,134711 +1,RT @ndbrning: When a climate change denier links you to a Daily Mail article as 'evidence'. https://t.co/lnUqI1WVqs,374007 +1,RT @MikeRMatheson: @EdKrassen @realDonaldTrump Irma turned into cat5 due to warm waters. And that's due to climate change. Which Trump deni…,598825 +1,RT @AJEnglish: 'Protecting the Earth's lungs is crucial if we are to defend the planet’s biodiversity and fight global warming.' https://t.…,443188 +0,"*modi farts* +Media:omg modiji does surgical strike on climate change. https://t.co/sWkU3c8iLa",133383 +2,RT @sciam: Dozens of military and defense experts advised President-elect Trump that global warming should transcend politics.…,345903 +2,RT @UpSearch: * Scientists copy climate change data in fear of a Trump crackdown https://t.co/FmLRKGJ4rJ @engadget,313975 +1,Me telling folk at #marchforscience in #Chicago we must drive climate change & science of evolution denying #trump… https://t.co/lGdLABcO1Z,808527 +1,"RT @MickKime: Not having read said Murdoch article, 98% sure it wouldn't mention #AGW or climate change in context of warming.…",122682 +1,"apparently the pick for the EPA is denies climate change. + +shit reminds me of how anti-vaccination people brought back measles",585463 +2,RT @MetroNewsCanada: Kinder Morgan president says last week's remarks about climate change 'didn't come out quite right' https://t.co/VZGzh…,504628 +1,RT @aj316420: @elliegoulding @Hughcevans If we (me & @EG_Army) open a climate change awareness raising body in Pakistan. Would you both joi…,903928 +2,"White House website no longer includes climate change, civil rights pages https://t.co/KIpw6ST32o https://t.co/UU0VO2InaP",401784 +2,RT @ale_potenza: Al Gore and others will hold climate change summit canceled by CDC https://t.co/kYY9nofQ3Q https://t.co/GlcWYsMBCf,312352 +1,RT WHLive: “We’ve promoted clean energy and we’ve lead the global fight against climate change.â€ —POTUS on the progress we've made to #Acto…,333870 +1,RT @katyperry: Looking to understand how much pain our Mother Earth is in? I recommend this eye-opening summary on climate change �� https:/…,941589 +2,RT @thehill: Energy Dept. tells employees to stop using the phrase 'climate change': report https://t.co/LEA0acGxkN https://t.co/FvVP7RGgzs,996509 +-1,@andrewzimmern @SarahKSilverman No connection between climate change and hurricanes,824356 +-1,"Even with all this prof proving your Wong, you snowcucks still think global warming is real. #sad https://t.co/OBOCDtxAVU",477033 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",775890 +2,Heathrow third runway 'to breach climate change laws' https://t.co/vj622J1CJD hic https://t.co/3M2O9jOG6g,387343 +2,RT @HarvardChanSPH: Scientists are concerned that climate change could lead to an increase in infectious disease rates. https://t.co/PCkrEU…,242969 +2,https://t.co/u4R1BqQ5UR | Parliament ratifies Paris climate change agreement https://t.co/hq2K9TpIL3 https://t.co/yNIfRbNzLG,104560 +0,"Chicago, mid-November, 72 degrees outside. +Until a polar bear writes me a heartfelt letter, I'm gonna enjoy the hell out of global warming.",6786 +1,RT @voxdotcom: Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/rVDaS8lT1R,704101 +1,"RT @RileyPit: @robreiner Have never been more terrified then I am now Afraid of losing my insurance Afraid of climate change, afraid of WW…",77872 +2,RT @CBCQuirks: Conservatives more likely to be open to the idea of climate change if you focus the message on the planet's past.…,229809 +1,RT @SenSherrodBrown: Refusing to act on climate change means allowing severe weather to hurt OH farmers and turning a blind eye to algal bl…,5671 +1,climate change is real climate change is real climate change is real climate change is real climate change is real climate change is real cl,32805 +0,#answerMug #question How do we know Global Warming and climate change is not the Earth returning to a previous ... https://t.co/x8kiZ8FD2n,700575 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,414516 +-1,RT @PrisonPlanet: Is there any kind of weather that global warming isn't responsible for? How convenient. https://t.co/kp0VHOPhXj,892222 +1,RT @RepBarbaraLee: Pruitt’s climate change denialism endangers our national security & puts lives at risk. He’s unfit to lead @EPA. https:/…,882510 +2,WikiLeaks wants any climate change data that Trump is ignoring - Mashable https://t.co/ekOdfV6Inf,827340 +0,"RT @davojrock: @EndaKennyTD +Enda says u can't ignore facts on climate change https://t.co/XnNpg48sWY via @rte +Stupid Lying Bollox!…",454586 +2,"Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges https://t.co/i5ZwsUqSYs via @FoxNews",717603 +0,RT @ThePowersThatBe: HERO: John Kerry will spend Election Day crop-dusting planet with jet exhaust to fight climate change https://t.co/qQO…,256141 +1,RT @SierraClub: We are pleased to see @senMarkey concerned about impact of extreme weather & climate change on the airline industry https:/…,497030 +2,"Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges https://t.co/PJ6v7m8IGl via @FoxNews",440091 +0,RT @xmandiiexx: ano na hirap mo hanapan ng matinong picture ha @ global warming,223007 +2,"RT @nytimes: Americans are eating less beef, and that might help in the fight against climate change https://t.co/IIdsHDR85j",663184 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,769928 +2,Schneider Electric CEO says war against climate change will be won or lost in cities https://t.co/aqKQeHIT1s via @IBTimesUK,584932 +1,RT @ClimateCentral: February’s record warmth was brought to you by climate change https://t.co/zqrzeERpDg https://t.co/AXii7fLkFC,927177 +2,How climate change is a 'death sentence' in Afghanistan's highlands https://t.co/VeqrAr5H1y,882373 +1,"You mean, add to global warming & more suffering for health & well being of Indian's. Put money into renewables! Au… https://t.co/E132YU03vv",736509 +2,Prepare for ‘surprise’ as global warming stokes Arctic shifts – scientists https://t.co/kAwonvyGgi. https://t.co/fZJHCkyNBm,773327 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,638192 +1,The climate struggle is real: 10 biggest global warming stories of 2016.. Related Articles: https://t.co/v9xNbldqTz,83048 +1,"RT @_Anunnery: @Bluepurplerain Otherwise, I think we have a problem grasping large, abstract problems like climate change, which i…",546291 +2,New York judge dismisses ExxonMobil's attempt to block climate change fraud case https://t.co/oen6xvVosQ,713975 +1,RT @EricaJong: Trump doesn't 'believe in' global warming though his hot air may be part of the cause.,752872 +2,"RT @Alex_Verbeek: Polar vortex is shifting due to climate change: extending winter + +https://t.co/MB3jpJY3Mn #climate #weather…",51110 +-1,RT @MorattiJ: @cathmckenna Am so done with ridiculous language from politicians like 'climate change' & 'carbon taxes' while they…,284570 +1,RT @AquaMarching: Ancient​ viruses thawing out because of global warming bothers me more than I thought it would. We are so fucked.,233213 +1,RT @ZekeJMiller: WH officials refuse to say whether Trump believes in human contribution to climate change. “I think that speaks for itself…,555157 +-1,@JunkScience the fraud & cult of 'climate change' is the scariest thing going today...real 'Stepford Wife/'Children of the Corn' type stuff,754069 +1,RT @thejoshpatten: Good morning! Hillary is proposing an 80% carbon emissions reduction by 2050. Trump thinks climate change is a hoax crea…,612381 +-1,"As with all trendy pseudoscience, the global warming hoax will likely go the way of spiritualism https://t.co/MeG4WdwWwG",979331 +-1,George Clooney claims that man-made global warming must exist because liberals agree that it exists: https://t.co/5KBJRs1G6m #climate,763659 +1,"RT @BeingFarhad: Like in last year's US election, the issue of #climate change has not been at the forefront of the French campaign… …",547905 +1,".@HouseGOP, act. + +- Yemen +- Mar-a-Lago +- taxes +- Russia +- racism +- climate change +- Syria + +Resign, @realDonaldTrump. + +(97 of 1,459)",781335 +1,you're gonna sit here complaining about things that actually exist but ur too far up trumps ass to realize that global warming is killing,965081 +1,"RT @followlori: 'Species have three options. When confronted with climate change animals can move, they can adapt or they can die.' https:/…",951710 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,752859 +1,RT @ClimateCentral: Trump could stop states from acting on climate change even if they want to https://t.co/BGWHggI8Vq,574623 +2,"RT @LouDobbs: Wanna Bet? France, UN tell Trump action on climate change unstoppable https://t.co/x9iqy4YvN7 via @YahooCanada +#MAGA #America…",239522 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",268676 +1,RT @JohnFugelsang: & Donald Trump wants you know this proves NASA's part of that whole Chinese climate change hoax. https://t.co/Mc7346asP1,968982 +2,Economist: climate change won’t be the only major concern if Trump pulls out of the Paris Accord https://t.co/43OkPj0ThU,184100 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,587945 +0,Do you have questions about climate change? Here are short answers to the most frequently asked questions… https://t.co/mJF2sH93xT,827493 +0,"RT @ProudFFAalumni: everybody wants to die, but also everybody wants to complain about global warming, so i'm convinced you bitches just li…",83747 +1,RT @Jay_Castro1: I hate when old people are like 'climate change isn't a big threat'..uhhm okay fuck off Tracy you literally have like 3 ye…,127313 +0,RT @showmetheguac: When climate change studies suggest that the temp in the future will rise by 2 degrees between your peak months…,153687 +0,So Nigel Lawson's dodgy outfit irresponsibly downplaying global warming has links with the IEA. Not with any... https://t.co/wIlOT515qt,954094 +1,RT @climatehawk1: Here's why true conservatives should worry about #climate change | @JimTolbertNC https://t.co/1ujtzIhEcB via…,561506 +2,RT @MotherJones: Obama just took one final step to fight global warming https://t.co/8JHzebBF1X https://t.co/nXVZeSX8Sr,530932 +1,"RT @billmckibben: .@NaomiAKlein says, with her usual clarity, that now is precisely the right time to talk about climate change https://t.c…",847195 +1,RT @OneAcreFund: 'Africa's farmers are among the most hurt by climate change. Inaction will be catastrophic.'…,67778 +1,RT @welovehistory: Pollution and climate change are threatening our wildflowers. Support #EarthHour to make a change #PassthePanda…,567915 +1,From Mashable: G20 summit shows Trump took U.S. from first to worst on climate change in… https://t.co/drrrMR8CSm,535814 +2,"Trump's EPA proposal cuts funding for climate change, pollution programs https://t.co/hwAlonRQ53 https://t.co/Ko0BRgpS80 via engadget",81116 +1,"Tom hardy and his voice rock!He defo needs to be the new David Attenborough, ppl will soon wake up about global warming when he talks 4 it.",106905 +0,"Forget Trump, Adelson, global warming, etc... the real news today is @artspander swiped Kyle Shanahan's secret #falcons papers. Look it up.",708788 +2,RT @comradewong: Obama calls for “bolder action” on climate change — warns of “waves of climate refugees.” NYT series on that issue: https:…,364426 +1,"RT @newscientist: On the 80th Anniversary of Los Glaciares National Park, find out how this UNESCO site is affected by climate change…",432410 +1,"RT @LisaBloom: As it has for years, NASA sounds alarm on climate change. Our Pres Elect is only major world leader who's a denier. https://…",556218 +1,G20 summary: World leaders are no longer worried about US fight against climate change. They will fight w/o our hel… https://t.co/8aDaG6qetS,830420 +1,"But global warming doesn't exist, right??? https://t.co/SBHsbZnxke",907204 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,699816 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,595486 +1,"RT @wickdslut: I still can't wrap my head around the fact that so many people that will run this country, don't believe in climate change.",685522 +1,"@StephanieGaray1 I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/nZCxr5XRhU ?",328288 +1,"@realDonaldTrump Mr. Trump, I don't think you read me, but you should take seriously the climate change issue, do it for your sons please",58904 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",951304 +1,RT @kurteichenwald: Conservs can keep pretending climate change is a hoax but other countries arent gonna be putting up with it anymore. ht…,81204 +1,RT @VeridianTweets: Join the millions of people around the globe switching off their lights and making noise for climate change action:…,37343 +2,RT @TIME: Republican congressman says God will 'take care of' climate change https://t.co/MUZ11hw7Dy,135016 +0,Kentut dari hewan-hewan purba adalah penyebab utama global warming di zaman dinosaurus. [BBCnews],469251 +1,"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",928682 +0,RT @Jacks_America: If you dont believe that the decline of pirates is causing global warming than look at this graph that is SCIENTIFI…,422351 +0,RT @AMZ0NE A SciFi author explains why we won't solve global warming. Read the blog. ▶https://t.co/1xGOrTELas #amreading,679011 +2,Radical energy shift needed to meet 1.5C global warming target: IEA https://t.co/7mMJ99Tz2l via @HumanityNews,470579 +-1,These global warming crackpots have lost it! Join us & enlist at https://t.co/GjZHk91m2E. Patriot central awaits. https://t.co/qGJpCL64UT,410706 +2,"By 2030, half the world’s oceans could be reeling from climate change, scientists say https://t.co/LrAYdaOjVJ @washingtonpost",136055 +1,@realDonaldTrump for president... now he just needs to realize the reality of climate change amongst a few other things #ivoted,288632 +1,"RT @EhrenKassam: It's 2016, and a racist, sexist, climate change denying bigot is leading in the polls. #ElectionNight",300749 +2,RT @Independent: The climate change lawsuit that could change everything https://t.co/pPuy2nZgmR https://t.co/2veA1JzSzS,894369 +1,"RT @WorldGBC: Check out theme & resources for World Green Building Week 2017! In the fight against climate change, #OurHeroIsZero…",87041 +1,RT @PopSci: These photos force you to look the victims of climate change in the eye https://t.co/HBrfexldYq https://t.co/DSkyetWykq,935671 +2,"RT @ECIU_UK: The news of the week on energy & climate change: Digested by us, so you don’t have to https://t.co/PROS4P88K1 https://t.co/FsU…",5035 +1,RT @LeeCamp: Just bc media ignored climate change for the past 8 yrs doesn't make Obama environmentalist. He was a catastrophe even if Trum…,673463 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,290870 +1,End to climate change #whatiwantforchristmasin4words,85564 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,455097 +2,RT @nowthisnews: Bernie Sanders wants to talk about climate change and income inequality – not 2020 aspirations https://t.co/rASODRTr3T,371138 +1,RT @OhFazFavor: Isaac Cordal - 'Politicians debating global warming' https://t.co/ehCaQ7NjaA,380866 +2,"Donald Trump's outlook on climate change could help economy, Alabama expert says https://t.co/TSd3whEDyn",141645 +-1,"@BobMurphyEcon Oh no, a place where no one lives is affected by climate change..everyone must now pay for carbon us… https://t.co/kBzadIJSgL",56543 +1,RT @ClimateReality: We can debate how to tackle climate change – but the science is settled #ClimateMarch #ActOnClimate https://t.co/WQCH89…,21027 +1,RT @algore: I'm optimistic about climate change. But people like you have to speak up for solutions: https://t.co/gwT6xJVIUP…,791009 +1,Australian governments used climate change weather destruction to attack renewables #ParisAgreement,809696 +1,Appears #Trump had team of archaeologists building gov. Hard to find climate change denier for EPA or 'what nukes in my dept' for Energy!,186590 +1,These beautiful paintings turn depressing climate change graphs into art: https://t.co/t4BHFv5GrJ https://t.co/8EHVAVSyp8,642420 +2,RT @pewinternet: Wide differences between conservative Republicans and liberal Democrats on likely effects of climate change…,361301 +0,RT @johnsalmond: .@MichaelEMann 'debates on climate change & endocrine disruptors have suffered from distortion of evidence by industrially…,324491 +1,RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,503702 +-1,RT @AlexEpstein: 97% of scientists do not agree that climate change will be catastrophic or with Bill Ritter’s policy solutions. https://t.…,94023 +1,"RT @ErinSchrode: FYI: climate change will force tens of millions more to leave home/homeland, join 66 million already on the move, s…",914203 +2,Robert F. Kennedy Jr. says President Trump's climate change policies are 'turning... https://t.co/RmG7mZtOUO by #CNN via @c0nvey,66412 +2,"RT @HuffPostCanada: What a Cherokee legend can teach us about climate change, by @CDuivenv https://t.co/kvG1ii22y4 https://t.co/FafjrjpOYR",128589 +1,RT @MClouvis: Africa did not contribute to global warming but will suffer greatly from it. Perhaps may suffer more than any other continen…,424153 +1,"RT @umairh: bw extreme climate change and peak humanity around 2050 it's crucially important to renew social contracts now. later, harder,…",91804 +2,RT @pablorodas: #CLIMATE #p2 RT 19 House Republicans call on their party to do something about climate change | Dana……,896231 +0,RT @myIoxylouto: i can't believe ed sheeran stopped global warming and ended pollution,415026 +1,@daniesch @AP @borenbears Uh look around. If you don't blame humans for the earth warming you're a climate change d… https://t.co/C2LRoeMeHr,382113 +1,@Mark_Neilg what percentage would u need to believe we contribute to climate change,251005 +0,Maybe you should focus on hair loss secrets instead because that is affecting you more than global warming guy! https://t.co/ODquIiACzJ,558314 +2,"For the first time, climate change has caused a river to completely reroute +https://t.co/keSyJf63aO https://t.co/LOFbwPI730",133985 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,396449 +1,Wasted food contributes to climate change #greenpeace https://t.co/E2omDbpui3,162005 +1,RT @jaboukie: when you don't know how to dress anymore cus of climate change https://t.co/05vL8r1tWg,221441 +2,Times subscribers are fleeing in wake of climate change column https://t.co/QNgdPbDtwx,717358 +1,your future president doesn't believe in climate change lmao,421947 +1,RT @QuentinDempster: The failure of our leaders to put climate change mitigation at top of our priorities is distressing. Heavy lifting…,424618 +1,#G7 ....climate change or as trumps call it 'weather channel fake news gets cold every winter don't understand' :)) #colbert,810049 +1,#tytlive climate change isint a debate its been proven by climate scientists because don't you believe in it doesn't matter,534289 +2,"Donald Trump expected to slash Nasa's climate change budget in favour of sending humans back to the moon & beyond +https://t.co/1vDrD3Uyyr",697911 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,193895 +2,#climatechange What does climate change mean for Tauranga Moana? New Zealand Herald How… https://t.co/sPKTIp4IKT vi… https://t.co/CDq5ABda4Y,362406 +1,"RT @ClimateCentral: A new, interactive map shows where climate change has affected extreme weather events https://t.co/YLsGHQZ0lt",733433 +-1,"Warmist review: Gore is a climate change James Bond in urgent, exhilarating ‘Inconvenient Sequel’ https://t.co/6YVPlq9m1A #Eco #Green",292937 +2,RT @ClimateCentral: The EU’s renewable energy policy is making global warming worse https://t.co/xSsDg9FFQC via @newscientist https://t.co/…,522031 +-1,Nancy Pelosi: Donald Trump 'dishonoring' God in global warming decision - Washington THIS TWIT agrees with abortion. https://t.co/AlLSDQ3TOt,923909 +1,"RT @CapitanPugwash: Time for #TheresaMay to choose is she with Trump, Assad & Ortega on climate change or is she with the rest of us #Clima…",174328 +1,RT @alfranken: Do you care about student loan debt? Combating climate change? Funding for Planned Parenthood? Vote. https://t.co/LzXNqKw2Wz,98992 +1,RT @ClimateCentral: This is what the future of National Parks looks like in the face of climate change https://t.co/XcA7CI5jVD https://t.co…,439501 +-1,@NF_SNEweather is this a shot at global warming nuts?,468847 +0,global warming,812943 +1,RT @DarkSapiens: I wonder if 'Donald Trump doesn't have the guts to fight global warming because he's afraid of fossil fuel companies' woul…,358724 +0,RT @JoshButler: FFS I look away from Twitter for FIVE MINUTES and Malcolm Roberts starts talking about dicks and climate change,757470 +1,"RT @ConservationOrg: For forests to combat climate change, 3 things we must do >> https://t.co/Z4yzbEajRh #IntForestDay #NoForestNoFuture h…",649666 +1,friendly reminder that climate change is real (in case people are telling you otherwise),801456 +1,We all know about the threat of nuclear genodice and climate change but what about the capitalist dystopia that is definitely well underway,944763 +-1,@NancyPelosi Paris agreement is bs. so is man made climate change.,452879 +2,"Watch Leo DiCaprio talk #climate change with Elon Musk, the Pope and the president - MarketWatch: https://t.co/IikuZzhmwx #environment",208910 +1,Do you believe in climate change? Vote now i really need it's a big help. Vote yes or no :),286813 +2,RT @x_feral: ‘Moore’s law’ for carbon would defeat global warming https://t.co/udj33tTTff,518772 +-1,"@usatodayweather ...supports global warming always makes the news, frequently getting headlines. Evidence to the contrary is ignored.",123411 +2,Bernie Sanders calls Donald Trump's new EPA chief 'pathetic' for climate change stance https://t.co/RYjz5cdaRo https://t.co/02c3wiI4lT,225563 +2,"RT @scienmag: Nature already dramatically impacted by climate change, study reveals https://t.co/3p4SRmZ2tD",500501 +2,"Trump is deleting climate change, one site at a time https://t.co/UJg52TfnAT",828640 +0,"RT @bbtfln: jiyong: girls are so hot +jiyong: guys are hot too oh damn +jiyong: why is everyone so hot +daesung: global warming.",256370 +1,"RT @zanf: Global climate change has already impacted every aspect of life, from genes to entire ecosystems https://t.co/CnGXXXeNwi @extinct…",21500 +2,"Rex Tillerson used an alias email at Exxon to discuss climate change, New York A.G. says https://t.co/4zmAF44bnN by #WSJ via @c0nvey",63041 +0,@eilperin @SierraClub @EPA @EnviroDGI I heard they will bring it back online after replacing 'climate change' with… https://t.co/T4vngmMfWv,103681 +1,"RT @wutrain: Ok back to fighting climate change, systemic racism & income inequality at the local level - more important than ever for citi…",790866 +1,tell me global warming isn't real https://t.co/5nMdgt8sA7,262207 +0,"RT @Susan_Masten: @GrElReSPAC Here's an explanation, https://t.co/4X3pk2PDAs but the answer is no, the main cause of climate change is not…",703959 +1,RT @thedailybeast: Stephen Colbert sums up Trump's climate change policy: 'F*ck the planet!' https://t.co/yDK1D0Wpno,851755 +1,"RT @AstroKatie: In case you were wondering: no, 4 years of US-led inaction on climate change will not go well for the planet. Now is when i…",223157 +0,"RT @OGEXXL: I hope Geography text books are being revised? +Cos this climate change get as e be.",211554 +2,RT @sahilkapur: The phrase 'climate change' has been banned -- by the Department of Energy's climate office. https://t.co/Eonns4Y3Iu,889499 +0,"True, sometimes they want someone to talk to about global warming. https://t.co/nC2SUkVj41",535047 +1,Man-made climate change began earlier than we once thought https://t.co/CXKCC8TDHB #globalwarming #climatechange,876957 +2,Hopes of mild climate change dashed by new research https://t.co/V4A3ie2n2Q,40791 +-1,if you believe in climate change then you are the biggest jackass in America' loool https://t.co/8V8YFzzti7,553499 +-1,"C'mon,We need to focus on important things this election like non offensive Halloween costumes & global wa...climate change' -actors #Trump",258590 +2,"RT @GuardianUS: USDA has begun censoring use of the term 'climate change', emails reveal https://t.co/BYsSUQuQHH",380528 +1,RT @ObamaFoundation: Revisit 8 years of combating climate change while growing the economy: https://t.co/MBzUToFlpt https://t.co/m0UmP5ncsA,241748 +2,G20 closes with rebuke to Trump on climate change https://t.co/kfGywO5CKe,945806 +1,@FoodieScience @NatureComms but bunyas overall are really being kickstarted by climate change and further industrialization near equator,156205 +0,"RT @MissLizzyNJ: Due to Russian bots and global warming, #AprilFoolsDay happened in November. https://t.co/s9BCGabAkz",732964 +2,RT @CanadianWater: Water’s role in global climate change policy https://t.co/eNErbOlmvu @GWFWater @UNUINWEH @UNFCCC @tlwestcott…,600979 +1,"@Belairviv Being a scientist. Supporting science. Working towards clean air, water, soil. Mitigating climate change… https://t.co/4DGOSgqWVC",965888 +-1,"Just because a group of scientists with a vested interest in man- made climate change say something, doesn't make it fact! Sad! #QandA",538765 +0,RT @moonsunight: I honestly think that moonbyul's intense stare is warmer than global warming. But what makes me wonder is how can Y…,902806 +0,RT @duycks: Watch Live: #SB46 technical briefing on #climate change & #children rights by @COP22 and @CNDHMaroc WEBCAST: #SB46…,731827 +2,RT @Stanford: A @StanfordMed report offers recommendations for mitigating the effects of climate change on human health.…,575157 +1,"RT @UKIPNFKN: Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees via voxdotcom +#Trump2016 +https://t…",273458 +1,"@prometheusknows losing hope? No. Just realigning thought. We have to save humanity, not the planet. What'll help us survive climate change?",199203 +2,G7 leaders blame Trump for failure to reach climate change agreement https://t.co/6MWJA4Rtrs,194202 +2,"RT @insideclimate: In 1979, two researchers made a nearly spot-on projection about climate change and Arctic sea ice.… ",564418 +2,Seaport developer ‘doubts’ climate change science https://t.co/WouzY3eEXd,238049 +1,Today I confirmed my position on a climate change & conservation research boat in the middle of The Amazon June 2018 #mydream ����,958525 +1,Help confront FOSSIL FUELS and climate change by supporting @DivestWMPF and by coming to our Meeting this Wed at 6:30pm @inTheWarehouse,855176 +1,"Wait, @potus sad that global warming is 'fake news.' He was lying...again? Shocker! https://t.co/aBi3JUBUZe",379683 +2,"#weather Climate talks: ‘Save us’ from global warming, US urged – BBC News https://t.co/lscMZxAAOE #forecast",701352 +2,"RT @WWFEU: Indigenous rights are key to preserving #forests, climate change study finds https://t.co/nsGGBD3w0Y",180663 +1,RT @revnaomi: May we nourish those migrating because of climate change & needing a new home. #NoBanNoWallNoRaids,126178 +2,RT @EcoInternet3: Read President #Trump's executive order on #climate change: Vox https://t.co/vRnkJ81lH1 #environment,324615 +2,City of Montreal to buy refrigerated skating rinks to counter effects of climate change #Science https://t.co/5usmKGuglC,445397 +0,"Eric..The CA Public Utility Commission is now collecting (mandatory) to 'fight climate change' +<https://t.co/0FCe64mnXr> + + WTF?",963357 +1,RT @LakeSuperior: More action against global warming and pollution #WouldMakeMeFeelSafe,218110 +2,RT @HuffingtonPost: EPA slams Trump's climate change policy — by accident https://t.co/6dfXZhsVkX https://t.co/TPiiRj0G7J,888051 +1,"RT @jswatz: When global warming deniers argue that climate scientists are in it for the money, have this @khayhoe post folded u… ",830245 +1,RT @PhilipPapaelias: The leading climate scientist explains how climate change bolstered the rain totals. There is no denying this. https:/…,68952 +1,"RT @PUANConference: He also has experience in climate change mitigation & adaptation,including post-disaster reconstruction & management #C…",324954 +1,RT @originalspin: So @ExxonMobil is now to the left of Trump on climate change https://t.co/fs2dhg6U97,557067 +1,RT @drvox: My new post: What Rex Tillerson believes about climate change & what senators should ask him https://t.co/kDSG7X3AYW,911977 +1,@GroverNorquist what do U propose to do about climate change? Trump plan? Just cut 100% of funding?,821609 +-1,RT @USFreedomArmy: Nothing worse than climate change now is there. Enlist with us & read the truth at https://t.co/oSPeY3QMpH. Act!! https:…,111139 +2,Scientists say reindeer may be shrinking due to global warming - Chicago Sun-Times https://t.co/ppFVItoYC2 - #GlobalWarming,812335 +1,"RT @Mark_Butler_MP: Why will companies cut pollution under Turnbull Govt? +Because they're 'good citizens' +Govt's climate change policy…",240669 +1,RT @johnupton: Scientists analyzed 36 glaciers and concluded their retreats offer “categorical evidence” of climate change. https://t.co/xd…,924196 +1,LRT: America isn’t the world but for a whole country to deprioritize climate change…,761612 +-1,This is attributing to 'climate change'. Government allow then charge you to cost toward CC. Is that the biggest f… https://t.co/0DJ8utGR1K,233706 +2,RT @02Cents0: PositivelyJoan: RT Doughravme: Florida employee 'punished for using phrase climate change' https://t.co/9xcd178mP8 … Fight cl…,351291 +1,"RT @LungAssociation: Nsedu Obot Witherspoon, director of @CEHN, shares why kids are especially vulnerable to climate change & air pollut…",997922 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,536967 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",381086 +1,RT @NEAToday: 5 ways to teach about climate change in your classroom https://t.co/JlXHeItBfo https://t.co/GjHfh39an5,753214 +-1,RT @jeffpearlman: But climate change is a hoax. Go back to watching the Kardashians. https://t.co/SWj7YVRHXj,211722 +2,RT @davidmackau: Trump budget director on climate change research: 'We're not spending money on that anymore. We consider that to be…,860191 +0,"Hey Canada, can you fuck off with this weather? I thought global warming would have an effect, but it still looks like I live on Hoth.",189027 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",341356 +-1,@washingtonpost people are gonna get stuck driving over that global warming...,765542 +0,It's likely that in 2017 global development agencies will be overwhelming focused on climate change and clean energ… https://t.co/Uol6cd1RWA,893777 +1,"RT @Void698: Asthma as result of climate change #WorldAsthmaDay #climatechange. + https://t.co/6tqg81eALu - @washtimes",623955 +1,RT @plough_shares: Preventing #nuclear war would save millions of lives AND prevent sudden catastrophic #climate change @AVastMachine https…,541433 +1,"RT @billmckibben: Today, Trump orders an end to all federal action on climate change. Just think about that for a moment, and imagine what…",48198 +1,@smytho It is sad. It's also regrettable that so few people make the link to climate change. Fires and storms will become more frequent.,616953 +2,Donald Trump's win deals a blow to the global fight against climate change https://t.co/J5aV9Hzoj8 https://t.co/LCwc51NGsk,14341 +-1,RT @ZehDuck: I just spilled orange juice on my shirt. I can't decide on whether to blame the Russians or climate change. 🤔,449637 +-1,Wow!! What a load of crap and no evidence again. Hitlary needs to go away. It’s climate change. lol https://t.co/oQK0VDxy5I,929756 +0,RT @billylockner: @OpChemtrails they sit around and talk global warming and this is what causes it.,353229 +1,RT @babitatyagi0: None except Gurmeet Singh had taken the step to remove danger of global warming from the earth. https://t.co/7Ybtcv1y0L,11524 +2,"No matter what Trump does, US cities plan to move forward on battling climate change https://t.co/TaWwNLtIIJ via @BI_Science",605178 +1,@neiltyson this tweet has 'real science that politicians can spin for their own climate change denial agenda' written all over it.,109902 +1,RT @ClimateReality: How is climate change impacting average temperatures where you live? Check out this amazing new interactive: https://t.…,384110 +2,"RT @Energydesk: Trump's EPA budget cuts a quarter of funding, targeting climate change initiatives and clean air/water programs… ",660932 +2,RT @CNBC: The White House website's page on climate change just disappeared https://t.co/i9zg37U1YQ,507368 +1,@BBCBreaking Not good Mr president. climate change is for real,343941 +1,RT @AbbyMartin: 1/3 of Bangladesh is underwater due to massive floods yet corporate media still ignores climate change causation https://t.…,186785 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,877260 +2,U.S. EPA chief unconvinced on CO2 link to global warming https://t.co/no9EHUHVrv,918711 +-1,RT @BennyMoody24: Environmental scientists from New York planning to travel and speak on global warming are going to be snowed in during mi…,476242 +2,RT @ReutersScience: EPA chief unconvinced on CO2 link to global warming https://t.co/2HaR8Mf14o https://t.co/Zegu8f5s1r,418821 +0,RT @skepticscience: Staff at the US Department of Agriculture (USDA) have been told to avoid using the term climate change in their... http…,793079 +0,@Arzaylea jk bc global warming. I'm currently wearing shorts,244709 +1,RT @NYTNational: Trump has called climate change a hoax. Now he has the chance to destroy efforts to beat it. https://t.co/i9hdsPig9Y,488963 +1,"RT @ABFalecbaldwin: Robert Mercer is a climate change denier +believes that the days of white racism have passed. +Read @JaneMayerNYer + +htt…",443356 +0,"Finally steps down, unable to climate change anything https://t.co/9Pvgf5vbtW",9339 +1,@Ryannnnn___ @MayaAMonroe @Boudreaux_23 ...the ones still standing when global warming fucks the rest of the world… https://t.co/cwDD4eCu7J,914500 +1,climate change!! https://t.co/lFn8j5WN0R,656992 +1,RT @savmontano: Our president doesn't believe in global warming so we're all doomed regardless,843456 +2,RT @pablorodas: #CLIMATEchange #p2 RT There's one last thing Obama can do to fight global warming. https://t.co/VcP5bBC3p9 #COP22 https://t…,826287 +2,RT @ReutersScience: Trump team memo on climate change alarms Energy Department staff https://t.co/WC76j7v9AN https://t.co/G91x6PQpR5,321014 +0,@_MrYezzir Minnesota?? I want fall weather not winter weather😑. This is global warming at its finest 👎ðŸ¾,828425 +1,"RT @bennydiego: “Without bolder action, our children won’t have time to debate...climate change; they’ll be busy dealing with its effects'…",532883 +1,Six ways #BP is taking action on #climate change & contributing to a solution https://t.co/E88VIGxmYz,236019 +2,"RT @motherboard: High schoolers deliver science textbooks to their climate change-denying Congressman, are sent away via intercom…",953045 +1,RT @WWF: Happy #InternationalForestDay! Forests are on the frontline in the fight against climate change #IntForestDay…,473612 +2,"RT @Seeker: Due to climate change, the U.S. Southwest faces a rise in periods of water scarcity that last more than 35 years. https://t.co/…",217905 +2,Obama administration gives $500m to UN climate change fund - https://t.co/2zx63XXXco https://t.co/f2uZwZgsTv,897647 +2,RT @nytimes: What would it mean for the biggest carbon polluter to abandon the most ambitious effort to fight climate change? https://t.co/…,347132 +2,RT @HuffingtonPost: Bill Nye slams CNN for putting climate change skeptic on #EarthDay panel https://t.co/cQkMe1noRE https://t.co/zAezWgHTPe,423161 +1,"sorry at drivenorth +but at communism_kills +you deny global warming +then all your tweets +have no relevance on matter… https://t.co/tBRL9ttQAT",701453 +1,"RT @6esm: Climate change, myth and religion: Fighting climate change may need stories, not just data https://t.co/iQ2WxZzpk6 - #climatechan…",821686 +-1,"As reported by the latest claims, the truth around the global warming is groundless. Argumentative generating that… https://t.co/41upxc600l",956651 +1,@AJEnglish @derrickg745 It's ok According to the noted science Donald Trump there is no global warming 🔥.,92945 +0,U really out here on Twitter expecting everybody to be doing nothing but thinking about climate change 24/7 ����‍♀️ l… https://t.co/hqEF918oKa,269846 +1,China will gain a lot of international respect if she becomes the champion in the fight against global warming whilst US will be an outcast,295049 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,663686 +1,RT @justinhendrix: Donald believes Russian interference in the US election is a hoax. He also believes climate change is a hoax. There is e…,399620 +1,"RT @CFigueres: When it comes to climate change, timing is everything. Thanks to all who contributed to this Comment in Nature https://t…",804631 +0,No publication bias found in climate change research https://t.co/GfqmGFGxiZ,791754 +2,Ship made a voyage that would not have happened without global warming - https://t.co/jKZhyMApI8,80070 +2,"President Buhari leaves for climate change conference Monday +https://t.co/DS716Z6jyz",251707 +1,$890m EU package to help 79 developing nations combat climate change @Climate_Action_ https://t.co/BhjipzRc4v #EUsupport #ACP #ClimateAction,144636 +2,RT @hellbentpod: 'They couldn’t convincingly argue that climate change isn’t real.' https://t.co/U0YV20myRE,660875 +0,Wow! heavy financial hitters demanding climate change risk evaluation for businesses. ASIC as well? Wonder how inve… https://t.co/KF8G0pHWQ7,417274 +1,RT @amaredak: Our globe LITERALLY can not handle 4 years of neglecting climate change. The effects will be near impossible to recover from,472256 +1,"RT @thinkprogress: Oklahoma hits 100 ° in the dead of winter, because climate change is real +https://t.co/ZiprRr60cP https://t.co/z7umaaKtcC",309067 +1,@J3ff800 @spunkygaga @thehill 99% of credible scientists believe that climate change is man-made. I'm going to beli… https://t.co/t4MXhytkwU,586828 +2,RT @guardianscience: Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/WY8578mNDk,284678 +-1,@SenSanders I'm in North Dakota in the oil boom. It's -25 and snowing. No sign of global warming up this way lol 😂,994419 +0,"Deny climate change +'I pay my taxes' (but probably not) https://t.co/6I0nIjxRpG",29512 +-1,RT @777BABYG: climate change is a myth https://t.co/DN1IN0xiRu,532008 +-1,@jarrodmyrick @CarlBeijer its 2 say that tho 4 selfishness ought imply global warming alarmism,865192 +0,they asked me what my inspiration was I told em global warming,685704 +2,Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/5pyZuAh9wO,306439 +1,RT @dodgr007: @SenBobCorker Please vote NO for Pruitt for EPA - he doesn't believe in climate change and doesn't care for the environment.,601629 +2,China warns Trump against abandoning climate change deal https://t.co/YLzWHMHcZL via @FT,326699 +1,"RT @KHayhoe: In the US today, climate change IS a political belief. Which explains why arguing the science doesn't generally go… ",308510 +1,"RT @CityMetric: Yes, the Arctic’s freakishly warm winter is thanks to man-made climate change https://t.co/8ZBsTUPhW3 https://t.co/Iih0ZMcd…",991410 +-1,"@SenSanders 1: even if climate change is true, how much control & power must be amassed to centrally combat such a 'scourge?'",315089 +1,Opinion: American executives who disagree with Trump over climate change ought to stand up for what they believe https://t.co/pmjILnqWPa,314157 +1,RT @INDIEWASHERE: wow ok if 'global warming' is real thn explain why boys r so cold hearted?? thts what i thought 'science' if thats even u…,69421 +1,"RT @JesusOfNaz316: The thing is that war, pollution, climate change, criminal justice, housing, care for seniors, education, & healthcare a…",710229 +1,RT @HillaryForGA: From climate change to immigration reform—we need the help of Democrats at every level to solve our most complex pr…,781618 +2,RT @thehill: Al Gore will hold climate change summit cancelled after Trump inauguration https://t.co/R4Mawe0s4O https://t.co/OBVEzssXsV,796731 +2,Leonardo DiCaprio urges US voters to consider climate change https://t.co/FjzZN6tpUv https://t.co/Ee3J4BNya1,355927 +1,@amcp BBC News at One crid:5ai0q6 ... He has repeatedly denied humans cause climate change and pledges to back recent ...,399179 +1,RT @catfuI: The new president of america is going on trial for raping a 13 year old girl and doesn't believe in climate change,454846 +2,RT @nytimesworld: The Paris agreement on climate change is official. Now what? https://t.co/To6ApOdQtI https://t.co/mpCO1PbgtL,101463 +0,RT @JoyceCarolOates: Hillary Clinton not (evidently) to blame for global warming--GOP doesn't 'believe' in global warming.,154540 +0,@adeelmshah this i agree on but plz understand that their role is disaster management not climate change,298442 +0,15% #Essay #Writing Discount. climate change https://t.co/TChfm0uKdI,137915 +2,Mitochondrial DNA shows past climate change effects on gulls #ChemistryNewslocker https://t.co/gO6NZ9Wtmx,822924 +-1,"climate change is real, but the cause are not humans. The cause may be outside our solar system.. other planets are heating also.. #planetx",253639 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,372548 +1,"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",673396 +1,RT @haveigotnews: Donald Trump announces plan to counter global warming by building wall around the sun.,670991 +0,"RT @AnnCoulter: .@tafrank: 'Poverty, bad schools, stagnant wages, homelessness, climate change'- all alleviated by less immigration. https:…",143640 +0,"RT @TheMichaelRock: I've been using a regular heater instead of a space heater. Sorry about global warming, you guys.",406234 +1,"RT @ViraIMemes: Yeah, I'm DTF + +D - Down +T - To +F - Save the planet by recycling and spreading climate change awareness",741687 +2,No evidence climate change boosts coffee plant disease https://t.co/V6gToc1BRr,756870 +2,RT @JoelAchenbach: Trump transition asks Energy Dept for names of anyone at meetings on climate change @eilperin @StevenMufson https://t.c…,158727 +2,RT @MarkDiStef: Senator Malcolm Roberts to Breitbart on climate change: “There’s no doubt (Tony Abbott) is a skeptic… I’ve been told very…,990850 +0,@JackFlack_Flash @davidjaygee @UKIPNFKN But... a nuclear winter would solve global warming.... (just yanking yr chain :),22440 +0,RT @paceturf: Cross-check- @turfpathology and @IrrTurfSvcs disagree on climate change - warming cause. What do you think?,872460 +2,"From Reuters - Vatican says Trump risks losing climate change leadership to China: + +The Vatican urged U.S.... https://t.co/qFt8OujPGd",811700 +1,It just got harder to deny climate change drives extreme weather | New Scientist https://t.co/MIjHWoofsR,489683 +1,"RT @SeanMcElwee: conservatives politicized bathrooms and eating vegetables, but noting how climate change denial worsens natural dis…",974140 +-1,RT @theblaze: Watch: Bill Nye blows gasket when a real scientist schools him on facts about ‘climate change’…,24243 +1,"I'm married to a scientist who really knows about climate change. + +Trump knows nothing. https://t.co/EHV3a2sP3a",384525 +2,"RT @Independent: Donald Trump's 'insane' climate change policy will destroy more jobs than it creates, says global warming expert https://t…",166651 +1,RT @Scaramucci: You can take steps to combat climate change without crippling the economy. The fact many people still believe CC is a hoax…,873365 +0,@thewire_in Is climate change real?,115788 +-1,Our scientists are working on settling mars and you still believe in climate change???,219965 +1,"RT @Sustainable2050: For Pauline Krikke, new Mayor of The Hague, climate is a core issue: 'The topic of climate change fits with the cit…",537042 +1,RT @ClimateReality: Our leaders need to listen to the science and #StandWithReality on climate change. Add your name now:…,706588 +-1,We do not have a climate change problem' . . We have a lying to the American voter problem . . . https://t.co/tLrfqn0fat,192850 +1,Five reasons to be optimistic about climate change https://t.co/5itsIPZoyZ https://t.co/3x9UrnoVZW,82408 +2,‘Moore’s law’ for carbon would defeat global warming say Swedish scientists https://t.co/ErmlcAIP2m https://t.co/pgkkfAJ54L,75393 +1,6 Reasons There's No Such Thing as a Meat-Eating Environmentalist https://t.co/ypFXyt6JUe. #vegan #environment #climate change,18918 +1,I believe we should reframe our response to climate change as an imper... #WilliamHague #quotes https://t.co/nG8SIcQm8O,391065 +0,RT @vinnycrack: shes thinking about global warming tell your husband https://t.co/LWWFA5aoiC,480265 +0,"RT @RBReich: I'm often told that climate change is a middle-class issue, and the poor care more about jobs and wages. The... https://t.co/9…",785238 +2,"Forests 'held their breath' during global warming hiatus, research shows https://t.co/0gW3vj46R7",152246 +1,"RT @heathermg: 'Energy department rejects Trump's request to name climate change workers.' Good. Stay strong, fascist resistance. https://t…",673197 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,46609 +-1,"RT @SteveSGoddard: It was very warm in the 1940's. This wrecked @NASA's fake global warming story, so they erased the prior warmth.…",746359 +2,RT @CNN: These are the six climate change policies expected to be targeted by Trump's executive order https://t.co/cTAwF6GLKx https://t.co/…,841680 +2,RT @RawStory: What 500-year-old clams can tell us about climate change https://t.co/MQE2fom1FW https://t.co/xtS0d3aUX7,764169 +2,"IPU, Schwarzenegger team up on climate change #ArnoldSchwarzenegger https://t.co/wbRQ5WV9BK #arnoldschwarzenegger",626151 +2,"Devastating global warming is inevitable due to inaction of international community, says leading economist https://t.co/DobZHoN8bu",385344 +1,"@scarfizal I see a guy in deep pains, having challenges adjusting to the climate change. + @EngrKamaldeen @akaebube",903399 +1,RT @CompleteItCuomo: PLEASE Call @NYGovCuomo NOW and tell him to #WalkTheTalk on fracking and climate change by rejecting the #NAPL perm…,356598 +1,RT @azeem: This could be what a global warming tipping point looks like https://t.co/AnN6bWsxiG,928389 +2,RT @alicebell: oil and gas company Santos admit their biz plans are based on a climate change scenario of a 4C rise https://t.co/xByfcIR0Ge,23654 +0,... ask me what my inspiration was I told em global warming ya feel me?' https://t.co/hcPaIaXmdO,717567 +1,RT @GirlMacFarlane: When will people get it through their thick skulls?The cost of preventing climate change is so much less than denying i…,393825 +1,That’s how we will overcome the functionality of climate change is dangerous. Join the new normal.,572372 +1,President Trump Poses These Threats to Environment: The new POTUS calls global warming a hoax. He is not a friend… https://t.co/IlMcQMFfDj,778114 +1,RT @tveitdal: Global Warming 2250 Could Make Earth Warmest In Over 400 Mil Years 9 ways climate change are destroying our planet…,659096 +2,"RT @Bentler: https://t.co/Aw6hhy9HgK +Record-breaking climate events worldwide shaped by global warming, scientists find +#climate…",728 +2,RT @azmoderate: Meet the Republicans fighting climate change https://t.co/oIkQe7Rtbz,638126 +2,"RT @BostonGlobe: At odds with scientific consensus, the head of the EPA says he doesn't think carbon dioxide causes global warming.… ",621274 +1,"RT @DavidSuzukiFDN: In the wake of the US election, more than ever we need to double down on our efforts to fight climate change. Inspi…",852707 +1,"RT @RVAwonk: This. Is. Devastating. Trump's budget eliminates $ for ALL climate change research & programs, & strips ALL $ for U…",634902 +1,"RT @IRENA: Young people will inherit the issues of climate change, it's important that you hold our feet to the fire @IRENA DG…",534986 +0,The problem in our world 2day is not climate change or economic issues but the rising challenges of inhuman senseless people in human form.,209357 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,291484 +1,"RT @tonyschwartz: Beyond global warming, the heart of the crisis we face worldwide is income inequality. Trump is a horrific symbol of the…",391872 +0,Niggas ask me what my inspiration was I said global warming',611588 +1,RT ClimateReality: A Republican governor just stood up for clean energy. Because climate change shouldn't be a par… https://t.co/5gvmpJuUpV,993222 +0,@T_S_P_O_O_K_Y @POTUS FLASH: Putin denies Russian weather machine responsible for climate change. World ends at ten film at eleven.,779356 +1,"RT @c40cities: Mayors of Paris & Washington are inspiring global leaders, committed to tackling climate change #Women4Climate…",441454 +1,How some People still negate the reality of global warming? https://t.co/srkj7uKp8u @Deanofcomedy @billmaher @pattonoswalt,826671 +1,@CMSH1969 @JohnKasich The 'deal' is about how the entire world is effected by climate change. It's unfortunate that… https://t.co/qUFqffl9KF,905190 +2,WATCH Siberian crater highlights dramatic impact of climate change. https://t.co/iNv4cEga97,613252 +0,Roses you carnation pink All global warming red trumpet earth me,353744 +-1,"RT @Education4Libs: Facts: There are 2 genders, global warming is made up, the pay gap isn't real, women have equal rights, guns save lives…",952071 +2,"RT @ajplus: 21 teens are suing the U.S. govt for its impact on climate change and violating their rights to life, liberty and property.",726517 +0,@scottwahlstrom Was kind of weird to be the only climate change student in a big oil and gas conference there with… https://t.co/M0opTbAVbD,744687 +-1,@guardian climate change with mankind as the main culprit has always been a huge joke. Solar influence is a main player never gets mentioned,151664 +1,"RT @colbertlateshow: Donald Trump called global warming “very expensive...bulls**t,â€ which is also the motto for Trump University! #LSSC h…",701615 +0,"RT @Haggisman57: When 225 Canadians jet to Morocco to ‘fight climate change’, they emit clouds of hypocrisy https://t.co/wfD91dyl0m #cdnpol…",972717 +-1,"@LauriLoveX Don't you start with that 'climate change' hoax again!!!111 +😜",671315 +2,RT @vicenews: Donald Trump’s unlikely climate change foe: corporate America https://t.co/PaCuRTkF8R https://t.co/lmWHU1xLmO,760751 +1,Does Earth Hour have value in the age of climate change denial? https://t.co/pXuZWa6Ynl,739113 +1,how people honestly think global warming is fake IT WAS 90 DEGREES IN OCTOBER,603746 +1,"What the world might look like soon due to climate change, visualised on a world map. https://t.co/8izQOVuw9N",943879 +-1,Mathematical proof that man-made climate change is a total hoax – https://t.co/JXkZaUzlei https://t.co/Px4yjkll4c,187710 +1,This anthropologist is sharing firsthand accounts of those at the forefront of climate change https://t.co/Qg7elFL1wx #MyClimateAction #h…,689586 +-1,RT @kwilli1046: JW suspects fraud ‘science’ behind the Obama EPA - a scheme to end coal under the guise of fighting global warming. https:/…,26374 +2,Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/OK6vnoujz4,630062 +2,The kids suing Donald Trump over inaction on global warming are marching to the White... https://t.co/KKPwWmr76b by… https://t.co/la5JbpIAeT,7566 +-1,"RT @AlanJones: The final nail in the global warming coffin. Read it and weep + +https://t.co/R3vr3xOsNt",801777 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,931326 +0,"RT @Sarcona_Felix: • Does this make global warming worse? +• What happens next? +• What does this mean for USA? + +My story, w/ answers: https…",812042 +2,RT @thebriefintl: Pakistan becomes fifth country in the world to adopt legislation on climate change https://t.co/nWlJuXr283,469822 +1,"RT @AlexSteffen: It's a form of climate denialism to focus on lost coal jobs but not on jobs being lost from impacts of climate change. + +Fo…",391857 +2,RT @EcoInternet3: New NOAA #climate change study finds more warming of #ocean: Stgist https://t.co/byYZpd6tgd #environment,71010 +1,But there's no global warming says President elect Trump https://t.co/tt4Zmiynck,139707 +1,RT @_OScience: Thawing #permafrost feeds climate change https://t.co/Tl8oNs452l @_OScience @floridastate #ClimateChange https://t.co/mKEP6L…,921016 +1,RT @Anthony: tfw Exxon is to the left of the President of the United States on climate change... https://t.co/Pr74eCgTCj,96769 +1,"RT @LKrauss1: Women's rights, and climate change. Two reasons Trump needs to lose, and hopefully Democrats gain senate majority.",823371 +0,@aoakeley I'm on board... climate change nerds are always fun to trounce,400424 +-1,"RT @RedHotSquirrel: When the much-publicised global warming hits the Northern Hemisphere in 2017: + +Greenland's icecap hits record +Switzerla…",789245 +2,RT @Anon_Eu: The country set to cash in on climate change https://t.co/yPiYy9EYJH #Worldnews #News https://t.co/1Lpx2XWYpz,88381 +1,A great Chilean writer with a tragic tale of destruction at the hands of climate change https://t.co/jRrktq0evc,907412 +0,"RT @MuzaimirMokhtar: If you bring warmth to people in a global context, would that be global warming ?",918397 +1,"RT @LeoDiCaprio: Want to stop climate change, @UWM? See #BeforeTheFlood at your University #BeforeYouVote. +https://t.co/ubMubJMbkv",656878 +1,RT @SwannyQLD: The imperative of reducing carbon emissions shouldn't be held hostage to climate change deniers in Turnbull Govt & BCA #ausp…,462669 +0,"RT @michellemalkin: In my house, 'climate change' is when my hubby keeps turning the heater down and I keep turning it up. https://t.co/iDu…",112264 +0,Hey does smoking weed add to global warming,483171 +0,"Mega-sized Canadian delegation in Morocco for this year’s United Nations climate change conference + https://t.co/pKKRIp5MfZ",576083 +1,RT @Suriya_offl: Together we can minimize the ill effects of climate change!! Have used solar panels at home! #CarbonZeroChallenge…,731321 +-1,RT @sean_spicier: Getting set up in my office. Found stacks of manuals titled 'How climate change causes terrorism.' Should be good kindlin…,869330 +1,RT @WhatDesignCanDo: On stage now: 'It's all about creativity vs. climate change.' - Naresh Ramchandani on his activist initiative…,431135 +1,RT @basedlightskin: We have a president who thinks climate change is a conspiracy made by the Chinese and have a VP who believes shock ther…,625105 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,85807 +1,RT @GeorgeTakei: Very bad news for planet Earth and climate change. https://t.co/3Gj8webWsK,738130 +1,RT @sasha_a_fox: @summerbrennan https://t.co/LddSfCRszX I collected a bunch of climate change stories people should have read in the last y…,537122 +0,"If Ong and Jaehwan don't make it into the top 11, Produce 101 is cancelled. Jaehwan's voice literally cured cancer and global warming.",10294 +-1,"RT @JaredWyand: Steve Bannon means bye bye to the climate change scheme we're spending $22,000,000,000 a year on for 'research' + +https://t.…",816901 +1,"World Bank & IMF must recommit to combating climate change, inequality https://t.co/B1f2IyPu5K",263482 +1,"You; If global warming is made up, why is it snowing in mid April + +Me; I agree",552939 +2,"RT @lennieforsenate: World has three years left to stop dangerous climate change, warn experts | Environment | The Guardian https://t.co/D5…",409326 +1,"RT @NiceTrumpTweets: I don't deny climate change exists, I just don't want to think about a world where sunshine and rainbows don't exist!…",635492 +2,RT @politico_media: .@weatherchannel is calling out Breitbart for the publication's skepticism on climate change https://t.co/9VVtCvGsw5 ht…,679735 +2,RT @maggieNYT: A million bottles a minute: world's plastic binge 'as dangerous as climate change' | Environment | The Guardian https://t.co…,593923 +0,RT @PornUniversity: My man said climate change is a gender https://t.co/bWVBNOB0RQ,893912 +1,"RT @TheKennyDevine: You say climate change isn't real, overwhelming evidence says it is. Let's call the whole thing an embarrassing bli… ",617558 +2,RT @Reuters: Secretary of State Kerry urges countries to treat climate change as urgent threat despite uncertainty he says creat…,997331 +2,New York braces for the looming threats of climate change https://t.co/Yxm7xTOmQ9,800786 +1,RT @nycjim: New EPA chief rejects established science on impact of human activity in #climate change. https://t.co/hdUbJ2tlxN https://t.co/…,675195 +1,RT @WorldfNature: Taking on Adani is not just about climate change. It's taking back power from corporate plutocracy - The Guardian…,955594 +2,#Science New research suggests current models predicting evolutionary responses to climate change are surprisingly… https://t.co/PUjbdA5A4h,436715 +2,RT @NewYorker: The teens suing over climate change. https://t.co/eoyQq0DsuE,44411 +1,@KStreetHipster Maybe the GOP plan for coping with climate change actually has been cold-heartedness *the whole tim… https://t.co/xGYu3y54es,595142 +1,"RT @DiscoveryIN: Uh oh! And he said human-driven climate change is one of the key threats to civilization. #DiscoveryNews +https://t.co/qQkH…",966388 +-1,RT @hockeyschtick1: 'When climate change warriors can’t keep their stories straight' https://t.co/pBC8xgminr,550084 +0,RT @larissaciauna: they asked me what my inspiration was i told them global warming https://t.co/M7WxSWvzLI,29234 +1,"RT @LeeCamp: More Americans are dying from extreme weather due to climate change than terrorists. End imperialist, resource stealing wars.",36306 +1,RT @VICE: The new EPA secretary is happy to ignore evidence CO2 causes global warming: https://t.co/dmba2An24m https://t.co/M1CCXoRd6c,565888 +1,RT @ClimateNexus: How climate change's effect on agriculture can lead to war https://t.co/ydbrX0v5zJ via @Newsweek https://t.co/2nRVw4YQp0,274823 +0,Sussex graduate Dr Melissa Lazenby explains why studying African climate change was a very personal choice for her. https://t.co/nXzGxqEShh,862944 +1,Take a stand for the climate in honor of Earth Day and sign @AWF_Official's climate change petition https://t.co/vvcZTduVdT,354740 +0,RT @RuBotDragRace: How can you deny global warming when my pussy this hot,732166 +2,RT @BI_Science: 'It is happening here and now': NYC is prepping for the looming threat of climate change https://t.co/zVUyz7kYsN https://t.…,588970 +-1,"RT @TwitchyTeam: Tree-huggin’ hippie! Man walking BAREFOOT across America to protest climate change, ‘save the earth’ + +https://t.co/goj1Nv…",741990 +1,@realDonaldTrump Does this mean you believe His Holiness that climate change is threatening our planet? So you'll s… https://t.co/NDAy1uIRri,574957 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",126061 +2,Entire financial system at risk'; APRA preps to apply #climate change stress test to AUS financial institutions: https://t.co/85p31WbzKG,913492 +0,RT @sirjoka: PMB attends a climate change conference to make commitments to reduce carbon emissions when we aren't even industri…,104550 +1,"RT @ECHOActionTeam: Doctors must respond to changes in the politics of climate change #ClimateChange and #Health #ClimateCrisis #410ppm +htt…",101062 +1,"As rain pelts a town near the North Pole, a plea to take climate change seriously: https://t.co/ipR78HH2Eu yulsman https://t.co/cW6s9uh7t7",306309 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,491670 +1,RT @PlanetGreen: Want to fight climate change. Think about growing more than just grass https://t.co/KKwgW27eY7 @russmclendon https://t.co…,235025 +0,Free stream of tonight's climate change event with @SenBobCasey on Pennsylvania Cable Network (@pcntv),187860 +0,RT @handymayhem: African Americans believe in man made climate change? Please RT,986830 +1,"Warmest February on record, but don't worry, even though climate change is happening before our eyes it's still a hoax. #alternativefacts",60288 +1,"@SenatorIsakson - No Tillerson! - conflicts of interest, wants fewer sanctions on Russia, denier of climate change",381817 +1,RT @retroJACE: global warming real as hell. al gore told us. leo dicaprio keep tryna tell us. its 82 degrees and its halloween. sumn aint r…,985330 +0,@SethMacFarlane what's your opinion on animal agriculture in links to global warming???,478445 +1,"RT @ZachJCarter: You don't 'believe in' climate change. + +You *understand* climate change. + +Stop asking people if they believe in it. + +Scien…",895826 +0,waiting for climate change effects https://t.co/hCQJih1Muo https://t.co/s9v13dQMcw,362795 +0,I liked a @YouTube video https://t.co/vETmaFEKVN these intros will legit stop global warming,884893 +1,Doubters like climate change deniers will insist 'there is no proof' https://t.co/6uWdjlLIQD,409169 +-1,"Climate Change Madness +Save the province from global warming zealots before they ruin us economically… https://t.co/akZjjB1ZJo",532509 +1,RT @Caeleybug: I get more heated than our atmosphere with all this CO2 in it when someone tries to tell me that global warming doesn't exist,659480 +1,RT @OrganicConsumer: Curbing climate change starts with healthy soil https://t.co/QsU8ugrH69,15158 +1,Bending emissions curve by 2020 is only way to limit climate change. IIED is at Mission 2020 launch today.#2020dontbelate @andynortondev,816413 +0,RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,250733 +2,RT @nytimesworld: One Chinese city has more to lose from what climate change may bring than any other city on the planet…,791267 +0,@realDonaldTrump if global warming not real then explain this #yourefakenews https://t.co/cmpi3zLbHr,433528 +0,"I mean, I’d look at her for that I’m just give it again – we need global warming! I’ve said if Hillary Clinton were a great",64788 +1,"RT @ThePlumLineGS: NEW post: + +Trump's new comments to the Times on climate change aren't reassuring. They're deeply alarming: + +https://t.c…",562497 +1,Explore MacArthur’s continued work aimed at preventing climate change: https://t.co/cN8aZmURoj https://t.co/2rpwgwDufP,493125 +2,Trump's threat on climate change pledges will hit Africa hard - The Conversation AU https://t.co/7vyxynAM6R,626785 +1,"RT @kurteichenwald: Ok, let them deny climate change. If GOP wants to save coal miners' opportunity to work, it should be pushing solar. ht…",737601 +2,"RT @NRDC: The #PolarVortex could be shifting due to climate change, according to a new study. https://t.co/w1ATkMiDaP via @washingtonpost",978629 +1,"climate change isn't a thing' + +want to try again? https://t.co/doST1QpAqV",77432 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,951843 +1,RT @ClimateReality: You might have heard the CDC cancelled a major conference on climate change and public health. We have something exciti…,115499 +1,RT @ajplus: Now you can plant a tree and protest President Trump's climate change denial at the same time. https://t.co/VmEMsnGl5J,972086 +0,.@oreillyfactor .@DennisDMZ @marthamaccallum Dispatch EPA paramilitary to apprehend flag burners for felony anthropogenic climate change.,42591 +1,"RT @danagould: Would Hillary Clinton have put a climate change denier in charge of the EPA? You voted for Clinton, or you helped elect Tru…",856244 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,500150 +1,"global warming, check. robotics/intelligence, check. human beings, next.",703035 +-1,RT @Thomas_Hern1: You might be a liberal if you'd rather fight climate change instead of ISIS.,123589 +0,RT @ReaderFaves: RT @AMZ0NE A SciFi author explains why we won't solve global warming. Read the blog. ▶https://t.co/balPA9uGdt #amreading,280934 +1,RT @Dory: me in 20 years cause all these politicians are ignoring global warming https://t.co/f5aJkxQumz,444732 +2,RT @sciam: An open letter from scientists to President-elect Trump on climate change https://t.co/A5DL4YVsuf https://t.co/WHKYXxg6Xb,403793 +1,RT @koifresco: the solution the correcting climate change is simple: go vegan,649228 +2,RT @Harvard: “Harvard must continue to drive progress related to climate change” said Harvard President Drew Faust https://t.co/h5z4XL8WRB,30331 +2,https://t.co/B2Fk05gnwC Forbidden phrases at US Dept. of Energy: Don't use 'climate change' https://t.co/B2Fk05gnwC… https://t.co/YpTdfuh3nw,954879 +1,RT @lifeaseva: Taking shorter showers and buying reusable bottles won't stop global warming. It's the main result of our agriculture demand…,877492 +1,"RT @Independent: Thanks to climate change, it's time to say goodbye to mild weather as you know it https://t.co/nqe9BJxZBu",471146 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,967208 +2,RT @JSchuurMD: Octopus in parking lot is climate change canary in coal mine. https://t.co/paciDSyQK1,839108 +1,RT @TDSIanJames: A climate change solution beneath our feet: California farmers could be paid to enhance soils in ways that store ca…,151641 +2,RT @CarbonBrief: NEW - Explainer: Dealing with the ‘loss and damage’ caused by climate change | @RozPidcock @some_yeo…,415302 +2,RT @amjoyshow: EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to global warming https://t.co/2tITYOUfcC,768636 +1,America’s children have officially won the right to sue their government over global warming. #earth #justice https://t.co/irf6A4bevu,668283 +0,"Ben Phillips | Spice Cream! - global warming on my tongue - PRANK! - + +The Best Seller You must read: This ... -… https://t.co/3ncOBkOpIw",984806 +1,"RT @LancsUniLEC: Mountaineer wins a fellowship to study how climate change may affect the role of mountains as global carbon sinks +https://…",959397 +1,The head of the EPA doesn't believe in climate change and the Secretary of Education wrote in his memoir about making friends with a bear.,170884 +-1,RT @drrimer: @TTrogdon @chrislhayes And there is no climate change. #Trump,116318 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",307020 +2,RT @CBDNews: Diet and global climate change |Study: Eating healthier food could reduce greenhouse gas emissions - @ScienceDaily…,919847 +2,RT @guardian: ‘There’s no plan B’: climate change scientists fear consequence of Trump victory https://t.co/SPSsRcvGeW,947091 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",995450 +1,RT @BrookingsInst: Progress in girls’ education & climate change are intricately interdependent. Find out why: https://t.co/MZoptSnhCD http…,781352 +2,RT @SDavld: EPA phones ring off the hook after Pruitt's remarks on climate change: report https://t.co/CEsJB8lCWH,55713 +2,Popular at @newscientist today: Most people still don’t know #climate change is entirely human-made https://t.co/UrGx2cipy1 @mjflepage,280821 +2,Philippines' Duterte signs Paris pact on climate change - Reuters https://t.co/pTvuObv3VT,846404 +1,@kranzman actually I think it's his Twitter password. If we act quick we can get on his profile and start posting articles on climate change,796313 +1,"RT @1StarFleetCadet: 45’s budget our scientists have been fearing $7 billion Cuts climate change, diseases, and energy + https://t.co/0mcwWB…",928988 +2,RT @VICE: Rex Tillerson allegedly used a fake email name at Exxon to discuss climate change: https://t.co/Doay1W3rFC https://t.co/qWz5fA73cr,519564 +0,RT @ErikWemple: Here's the statement of NYT editorial page editor James Bennet about Bret Stephens' op-ed on climate change. https://t.co/g…,298449 +-1,"@realDonaldTrump lectured by leaders on climate change who don't meet NATO commitment to 2% of GDP on defense, the irony #ParisAgreement",546943 +0,"RT @AmbJohnBolton: The #ParisAccord would have a negligible effect on global warming (per MIT study), and at an extraordinary economic cost.",697115 +1,"RT @ErikSolheim: 11 terrifying climate change facts in 2017. +We need urgent #ClimateAction! +https://t.co/U2f9Hq95f1",630330 +1,"Winter really lasted about 18 days, but global warming isn't real? Ya great-grandkids gonna be living on the moon eating chicken toothpaste",371849 +2,RT @NinjaEconomics: China tells Trump climate change isn't a hoax it invented https://t.co/uzyfIAURZ1,407300 +2,"In rare move, China criticizes Trump plan to exit climate change pact https://t.co/t98n438LhW via @Reuters",22833 +0,"@Josh_Moon global warming is a freakin joke, right?",215208 +1,RT @nytimes: Opinion: What is the most efficient thing you — just one concerned person — can do about global warming? https://t.co/JkDBR5yJ…,78330 +0,@realDonaldTrump listen to only about 100 scientists about global climate change,57367 +0,@DLoesch Eclips! Proof of climate change!!!��,938437 +1,The only way States can fight against climate change is 2 work around the ignoble authoritarian conman in the WH. https://t.co/81vJwRi1TU,572039 +1,RT @mehdirhasan: Says man who called climate change a Chinese hoax and appointed a climate change denier to run the EPA... https://t.co/0PK…,305229 +2,"Land use, global climate change exacerbating flood hazard in the UK: https://t.co/gv5oWxeAGp",422792 +2,RT @ClimateChangRR: 37 fossil fuel companies sued for 'knowingly contributing to climate change' https://t.co/yKBSthGfIw https://t.co/0dSZP…,424917 +1,RT @StigAbell: I know nobody cares about climate change in the brave new world. But the red line is this year's sea ice. This look…,366734 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,806243 +0,@TheLastLeg #isitok that Lawson went on the BBC and said climate change is bollocks?,146456 +2,RT @PWallenberg: How farmers convinced scientists to take climate change seriously https://t.co/ReoCGGKY4C,353496 +1,@MAGAJamesJoseph I either have the word of NASA who agree with 97% of climate scientists that climate change is rea… https://t.co/ndGuJ0IdwU,810486 +1,"RT @ErikSolheim: Unorthodox, but inspiring alliance! +California and Norway join hands to combat dangerous climate change.…",429583 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,543536 +1,RT @LeeCamp: My take on how Trump's memo to Dept. of Energy is a WITCH HUNT for climate change scientists in NEW REDACTED. WATCH: https://t…,378980 +1,RT @DalrympleWill: Look back with nostalgia on the good ol' days when we worried about climate change. Now we have Kim v Trump & we are all…,624332 +2,Indian farmers fight against climate change using trees as a weapon https://t.co/1ZHRmB7qh1,20339 +1,"From climate change, to species extinction, to mass human migration due to flooding, hunger and war. Humanity faces…https://t.co/mGVpqLfbx2",863222 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,561857 +1,"RT @SierraClub: Facing a President who denies reality of climate change, we must mobilize! Join us 4/29 for #PeoplesClimate March … ",977441 +1,RT @RealBradGarrett: Trump: 'Nobody really knows' if climate change is real He's so frightening. https://t.co/0lx76PhyFY,116872 +2,RT @AP: AP's @wirereporter explains how the loss of Arctic sea ice is caused by – and fueling – climate change. https://t.co/JPKar8lW9r,154560 +-1,RT @DineshDSouza: CLIMATE SCIENCE ACCORDING TO THE LEFT: We know global warming is real if it gets hotter--or colder https://t.co/r8sgsiBTxz,111323 +-1,@peacoatseason @LeahRBoss You do know when you exhale it's CO2. so if we get rid of liberals so called global warming problem solved,242977 +2,RT @SecretsBedard: Trump chooses Mitch McConnell over Ivanka on Paris climate change deal https://t.co/GfTJOsv9Js via @dcexaminer,133231 +2,RT @scifeeds: Researchers help rural women in India improve health and slow global warming through clean cookstove use https://t.co/Fo5KNFs…,163302 +1,RT @pharris830: The scariest thing I see is that nothing will get done on climate change. Hard to count your money when you can't breathe!,980008 +1,Here’s a reminder for Scott Pruitt: CO2 IS a major contributor to global warming – and people are to blame. https://t.co/d3QV8h3DWv,265202 +1,A huge climate change victory just happened in Rwanda — and few people noticed https://t.co/bUNb0tPnfP https://t.co/u7JwYEWChC,569444 +1,RT @ForeignPolicy: Trump may kill the world’s last hope for a climate change pact @robbiegramer reports on the bleak view from #COP22…,630790 +1,"RT @alfonslopeztena: How climate change has already affected the earth ➡️ +https://t.co/3tMWqk2piT",108273 +0,climate change is going to turn me into a radical miyazaki ecopunk lol,547161 +1,RT @deadhomosexual: honestly like yeah i wanna die but not in the hands of some white devils that think climate change isn't real https://t…,969723 +1,"RT @veggieathletic: @veggieathletic #Trump is so out of touch with the modern world, he thinks climate change is a myth.",394346 +2,Rex Tillerson used fake name to discuss climate change while Exxon Mobil CEO https://t.co/0guMn3nkW3,350977 +1,#Stigmabase USCA - Climate change's toll on mental health - But climate change also takes a significant toll on… https://t.co/xko6O23YIu,615195 +1,"I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood +https://t.co/8HQmzaAXIx",195506 +1,RT @Cannddycane: climate change is happening people!!! It's also very bad!!! stop listening to republicans that literally know nothing abou…,450161 +0,"DNC staffer rips Donna Brazille. Screams he will prematurely die from climate change. All her fault +https://t.co/09GSdNFESC via @HuffPostPol",570344 +2,What could the world do if Trump pulls the US out of the Paris Agreement on climate change? https://t.co/KkqSD5ujYy via @ConversationUS,13229 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,931086 +1,RT @MissEllieMae: There is no technological impediment to stopping climate change. It's an issue of political will and the power of the fos…,376222 +1,"Invasive species, population & climate change are present maj. challenges to #StateoftheEnvironment @JoshFrydenberg https://t.co/x6sEMPUo2z",701274 +-1,"The hard proof that finally shows global warming forecasts that are costing you billions were WRONG all along +https://t.co/poiIllyuGQ",876285 +0,RT @gentlemoonIight: if global warming isn't real why did club penguin shut down,20299 +2,Kerry says he'll continue with anti-global warming efforts https://t.co/aKE6nBXptu,825673 +2,RT @thehill: Sierra Club calls for investigation of EPA head over climate change comments https://t.co/q661mcztYk https://t.co/eLpJJkEQ3I,347530 +-1,"@SenSanders @realDonaldTrump It's hot here in Orlando everyday regardless, I don't give the slightest shit about climate change",850061 +2,RT @Pat1066Patrick: How we're waking climate change's sleeping giant - Environment - NZ Herald News https://t.co/1qxJqAfm2p,63872 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,207271 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,290896 +1,RT @griffin_klement: There’s another story to tell about climate change. And it starts with water | Judith D Schwartz https://t.co/SEBebUXI…,739293 +2,Peru floods kill 67 and spark criticism of country's climate change preparedness https://t.co/UmVIQzTNyE,569186 +1,RT @SJCR_GEOG: Malcolm Turnbull must address the health risks of climate change #climatechange https://t.co/TdFYcIlTbW,692147 +1,"The good news about climate change (yes, that exists) - a US angle & a great Monday morning read… https://t.co/mtXag74AGL",968152 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,775594 +2,"RT @ticiaverveer: Antarctic Ice Sheet study reveals 8,000-year record of climate change https://t.co/H8rZgdZ2CV",823836 +1,RT @Slate: China very kindly explains to Trump that it didn’t invent climate change as a hoax: https://t.co/wqQuPCgbeH https://t.co/2bFJ4wL…,776324 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,892130 +0,I wonder what the effects of climate change are on flying? Flights have never been bumpier,467843 +1,RT @skepticscience: How should climate scientists react to a president-elect who calls global warming a “hoax?” How much should they... htt…,127065 +1,RT @TeenVogue: And rightfully so — Trump has said that he doesn't believe in climate change more than once 😞 https://t.co/IuUKUWXsDM,481145 +1,"RT @kumailn: 'Catastrophic weather anomalies caused by climate change are pummeling us repeatedly. What do we do?' + +'Deport the immigrants.'",136845 +1,"RT @GeorgeTakei: The White House removed its climate change web page. And the healthcare, civil rights and LGBT sections. Just thought you…",34367 +2,This man is one of the world's leading experts on climate change. He's called for rebellion against Trump https://t.co/pPJ5xuGqMb,172201 +1,RT @ReinaDeAfrica_: When you know this unusually warm weather in October is due to global warming and climate change but you still kind…,212133 +2,Trump’s Defense secretary calls climate change a national security risk https://t.co/IZvDwohuFh https://t.co/iAG2BEhzOM,647191 +-1,@ColinJEly1 I'm starting to question popular views about climate change too. Really I'd just love freedom & prosperity.,855001 +2,RT @ClimateCentral: These maps show what Americans think about climate change https://t.co/nxNnH3qHLK via @grist https://t.co/92m4CINrkz,983147 +1,RT @cnni: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,151625 +2,"9-year-old sues Indian govt over inaction on climate change +https://t.co/Pd7Crlduuz +-via @inshorts",393557 +2,"RT @AltNatParkSer: EU pledges $20bn/yr for next five years to fight climate change despite Trump's plan to pull out of #ParisAgreement + +htt…",420571 +-1,RT @theblaze: Watch: CNN anchor tries to tie Hurricane Harvey to climate change — then scientist confronts him with truth…,844805 +2,Russian President Vladimir Putin says climate change good for economy https://t.co/kHX8q1bOul,783743 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,602921 +1,"RT @altNOAA: We need a National Security Advisor that understands climate change, and how it alters geopolitics, economics and migration.…",660924 +1,The Guardian view on Trump and global warming: the right fight | Editorial: The president-elect should understand… https://t.co/iOvlhwd53n,634591 +2,#weather Murray Energy CEO claims global warming is a hoax – https://t.co/FsuwTDDeJC – CNBC https://t.co/WIy9NDWP15 #forecast,277407 +1,"RT @JoshAGarrett: Say goodbye to funding for climate change research, funding for women's health issues and rights for the LGBTQ+ community",751436 +2,RT @feraliaga: Is there a link between climate change and diabetes? https://t.co/dO5u5rKywu https://t.co/zH4Y9FyO1I,134012 +2,RT @AP_Politics: BREAKING: President Donald Trump signs executive order rolling back Obama's efforts to combat climate change.,805749 +1,RT @manjusrii: At what point do we acknowledge climate change? When we've run out of names for cat 4 and 5 hurricanes? Houston sin…,962267 +-1,"@BreitbartNews The heck w global warming...Al, leave the rest of us some food!!!",821675 +0,Can this argument be used in a climate change related issue? So basically according to MMS we won't think about our… https://t.co/B7CVlvE6Vp,209134 +0,"RT @SirThomasWynne: Turnbull's dead end on climate change + + https://t.co/sn0jeT6o3G",280491 +1,RT @JohnWDean: UNBELIEVABLE: Rex Tillerson used an alias -- 'Wagner Tracker' -- at Exxon Mobil for climate change talk emails: WSJ https://…,135040 +1,"RT @HeatherPinnock: It might seem like an impossible task sometimes, but this is how we can limit global warming to 1.5°C…",192155 +-1,"@DTrumpExposed @realDonaldTrump exactly!! Over 300,000 jobs lost in climate change, idk how many thoisands from planned parenthood!!",171077 +2,20 nations sign up for climate change meet at https://t.co/GPGpShNNKP,859575 +1,RT @savmontano: Our president doesn't believe in global warming so we're all doomed regardless,836508 +1,@idreamofgoodgov @Anti_Coonary12 Hillary would have tackled climate change which you claim is everything to you. Donald doesn't give half a,998969 +1,RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,939526 +2,RT @Newsweek: Another climate change bomb drops as Interior Secretary Zinke signs Alaskan drilling order https://t.co/W8p3de6KuV https://t.…,815148 +0,carbon emission accounting intern: (CCC) creates unique and effective tools for mitigating climate change while… https://t.co/Ffo5h1zuDr,275324 +0,@CaseyNeistat Thoughts on #BeforetheFlood + global warming in the next #Vlog? ;-) https://t.co/4QGedkhEkW,936961 +2,"⚡️ “Meteorologist opens up about the struggle with fighting climate change” + +https://t.co/PaHjDABAMU",223703 +2,"In rare move, China criticises Trump plan to exit climate change pact https://t.co/uW2dAn82ps",349903 +2,China warns Trump against abandoning climate change deal https://t.co/D6wJwKmeUH via @FT,729566 +1,RT @twinkhoran: trump doesn't believe in global warming not only are we at risk but also our environment???,973824 +2,RT @guardianeco: Rebellious Shell shareholders to vote for new climate change goals https://t.co/INjrShk6Kv,646808 +2,"RT @SuzanneYork: Mexico's Maya point way to slow species loss, climate change. https://t.co/HGquuX1X51",879532 +1,"RT @openp2pdesign: Why humans are so bad at understanding climate change, and how we could solve this https://t.co/TjsZNGrzHO",70752 +0,"@RailaOdinga @RailaOdinga thanks for showing up sir story ya climate change simply clarify it with; +1. the polluter pay policy",919034 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,634526 +2,Stephen Colbert skewers EPA chief Scott Pruitt's climate change theory https://t.co/LtoIzM23fS via @HuffPostComedy,284511 +2,RT @AJListeningPost: The scant coverage of the #StandingRock protests “goes in lockstep with a lack of coverage of climate change” – Amy…,973340 +2,EPA director-CO2 isn't primary contributor to climate change: https://t.co/JsgXFRzXTn via @colorlines,315479 +1,"@PoliticusSarah @politicususa Time 2 wakeup to the greed of the oil barons, climate change, & Putin's sec.of state.",54399 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,255541 +1,RT @waldojaquith: We’re in Bizarro America when the only cabinet pick who believes in climate change is the Exxon CEO.,316945 +1,today our head of security said that climate change isn't real and i laughed in his face & made fun of him until he went back to his office,379020 +1,"In complicated political times, it's up to the private sector to lead sustainability and respond to climate change. https://t.co/YJF5B3X45Z",42127 +2,"Backlash as EPA chief Scott Pruitt questions science of global warming https://t.co/QdpApRVgZE + +— Sky News (SkyNews) March 11, 2017 + +#merc…",453574 +0,"RT @MimsyYamaguchi: @ScottWalker Affordable Care Act, legalization of same-sex marriage, Recovery Act, Paris Agreement on climate change, m…",555340 +1,RT @foe_us: #ExxonKnew about climate change as early as the 1970s. @AGBecerra must get to the bottom of their denial campaign.…,528009 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,742484 +1,RT @sydneythememe: global warming is real and she's here,179279 +2,What Trump's budget would mean for NASA and climate change https://t.co/VNy3VbIGkv https://t.co/Sc8fN1DVzU,210802 +0,RT @deathtunnelinn: lets thank our boy J-boogie trudeau for tackling climate change by glad handing in foriegn capitals and keepin tubes of…,869686 +1,RT @LuxuryTravel77: 10 places to visit before they disappear due to climate change: https://t.co/UIG2wf8sOL #travel #thebestisyettocome htt…,592840 +1,"RT @lumpylouise: @alfranken If you care about climate change, why support someone who sold fracking to the world & still thinks it is a goo…",360788 +1,"RT @lee_b_20: Forgive me if I don't take seriously a man who took climate change off the national curriculum. #GreenBrexit + +https://t.co/Z…",832158 +1,RT @business: Blocking pipelines is the wrong way to fight climate change https://t.co/1RVJWCqdvw via @BV https://t.co/xGa8rIgWwa,703449 +1,"Ryan Maue is a climate change denier and Trump supporter, fyi. https://t.co/7oXgc4nxBI",646435 +1,"@neiltyson Can we afford, as a planet, 4 years of backwards progress on climate change? Asking for a concerned citizen of Earth.",826091 +1,RT @TruthChanges: Not surprised. These gentlemen won't live long enough for climate change to be a big problem for them. must not hav…,802029 +1,"@realDonaldTrump If climate change isn't real, then why are global temperatures rising, despite low solar activity?",796314 +1,"I'm all for this sudden environmental support, but why have people only opened their eyes to climate change now? It's not a new problem :/",831649 +1,"RT @JoyAnnReid: @nytimes @robreiner Urban communities who have now been told their country will no longer fight climate change, and…",786572 +0,RT @naturalretreat1: RT @NewScienceWrld Jill Pelto's watercolors illustrate the strange beauty of climate change https://t.co/B6KibkCUUg' h…,297955 +1,"So. The Green party candidate has endorsed a dude who says climate change is a hoax. Feel shame, Stein voters. https://t.co/wYIKemRUBh",643527 +1,RT @sierraclub: Trump denies climate change. @HillaryClinton has a serious plan to fight it. RT if you're a #ClimateVoter! https://t.co/Bid…,969260 +-1,RT @InfoWarsChannel: Exposed: How world leaders were duped into investing billions over manipulated global warming data https://t.co/sNDwvj…,440461 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,927560 +-1,"@TuckerCarlson have senator cruz on about climate change he would have blown him away, God created the climate, he's got this, we are safe",168293 +1,Was weirdly shamed about talking about global warming in front of my 6 year old. Uh...she's gonna find out lady! 🔥 🌏,500289 +1,"Plus, I'm not optimistic about the state of the world, with climate change and how education in the U.S. is going",890704 +-1,@AmericaNewsroom Lesley's is a dumb lib who believes in climate change. How sad they must be. Climate has changed since the beginning ����‍♀️,414626 +1,"RT @JayhawksFan0965: @AustinHunt @BuzzFeedNews march for life but ignore climate change, send refugees back to their deaths, flood the coun…",767080 +1,RT @Kelstarq: @buccisilvio @mitchellreports Our elected leaders in the WH are dead wrong on climate change. As a scientist and an…,948499 +1,"RT @WilDonnelly: USDA chief scientist nominee Sam Clovis isn't a scientist, but he is a birther who says climate change was invented, +https…",668314 +1,"Storing carbon in soils of crop, grazing & rangelands offers ag's.highest potential source f climate change mitigation.",899849 +1,"Important as #GrenfellTower is, it is taking up a ridiculous amoung of government/media time compared to bigger issues like climate change.",216019 +2,"Elite US universities including @Harvard, @Stanford and @MIT defy Trump on climate change +https://t.co/DktXGpAWoO https://t.co/yNw2vryKDk",256448 +1,I'm REALLY looking forward to hearing what @evelynedeleeuw @cphce_unsw has to say about health equity & climate change at @wcph2017,605078 +0,"RT @mrspanstreppon: @bdylan234 @IvankaTrump In '10, Ivanka thought climate change was a joke. https://t.co/hMbJ1WkW3w",474573 +1,"RT @BadHombreNPS: 'Global climate change caused by human activities is occurring now, and it is a growing threat to society.' @aaas… ",714622 +1,RT @linznicholson: @Climatica has good background material and some teacher resources for climate change https://t.co/W1rh7hUXg0,970779 +0,"@donaltc Humans are the cause of global warming via carbon dioxide, right? Reducing millions of humans via starvati… https://t.co/8Cv23FzLFF",656566 +1,"RT @qzindia: With Trump as president, China—China!—will be the world’s biggest champion of fighting climate change…",365888 +0,@jnirving Vet link was in phone memory. I was hoping for quiet Sunday of save the rhinos or end global warming,205413 +0,RT @Stevenwhirsch99: Maybe people would respect Hollywoods opinion on climate change if they didn't fly around in jets every day. Just sayi…,441890 +0,RT @girlsgenratlon: it's funny how antis still attack armys for praising bts... what do you expect us to do? talk about global warming?? ht…,293299 +1,RT @IndyVoices: Donald Trump isn’t scrapping climate change laws to help the working man. He’s doing it for the corporate oil lobby https:/…,936888 +1,12 #globalgoals are directly linked to climate change. The #ParisAgreement is... https://t.co/dn9pZaGIau by #ClimateReality via @c0nvey,129095 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",84521 +1,RT @NYTNational: Trump has called climate change a hoax. Now he has the chance to destroy efforts to beat it. https://t.co/i9hdsPig9Y,300594 +1,RT @COP22: COP22 kicks off today! Let's keep the momentum going in the fight against climate change and towards a low-carbon…,933189 +1,"RT @Tomleewalker: probably because ur the single largest direct cause of species extinction, ocean dead zones & climate change becaus…",258111 +1,@Cornell It really shows climate change... this should not happen!!!,139876 +1,"RT @foe_us: By 2050, there will be 200 million people displaced by climate change related impacts. https://t.co/uSq8KNA6ok",893549 +-1,I hope you global warming assholes are happy. Its fucking cold again.,142104 +1,Our branch organiser Susan Pyne kicks off our climate change colloquium. #OUGSClimateChange. Follow us for... https://t.co/evYbFy9CCu,838929 +1,"RT @BetteMidler: #GreatBarrierReef is dead because of warming oceans, & #Trump rolls back climate change regulations. Short-sighted. Dim w…",831383 +0,@WIRED And climate change 'could' cause an ice age and the worldwide famine. T see no one claimed to author this video.,802407 +0,"RT @Eric_Hennenfent: To top it all off: on top of Russiagate and health care reform and the orb and climate change and North Korea, the bee…",500681 +1,RT @RT_America: 'We believe that the mitigation of climate change is essential for the safeguarding of our investments' https://t.co/jl3hOz…,605094 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,277488 +1,"RT @Grimeandreason: Dominant ideology in creating, denying, & blocking reform of climate change & the 6th mass extinction is scapegoate…",49425 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,137549 +1,"RT @UN_Spokesperson: Ban Ki-moon at @cop22: No country, however resourceful or powerful, is immune from the impacts of climate change.…",354620 +1,RT @BeIIaGirl: Oh another reason to not vote trump... he literally thinks global warming is a hoax... it was 80 degrees in November this ye…,485424 +1,"#notourgovernment I will never support a government that is anti abortion, anti LGBT and denying climate change, this coalition is evil",848052 +2,"Doomsday Clock ticks closest to midnight in 64 years due to climate change, nuclear fears https://t.co/JMtq2mpx7Y via @abcnews",301452 +1,RT @jamisonfoser: There’s a simple explanation for this: Donald Trump knows climate change is real but does not give a shit about you. http…,932469 +1,RT BernieSanders: It would be nice to put off worrying about climate change for a few decades. But the truth is we have no choice but to ac…,589353 +2,UN meet calls for combating climate change on urgent priority https://t.co/hIORGEkMwh,270816 +2,Trump's win feared by climate change experts https://t.co/Rm2IxCAEfB #cnn,133891 +1,RT @xocaiiit: @ everyone who thinks climate change is fake: fuck off the arctic is literally almost GONE https://t.co/Vy9OzVy8JS,851627 +1,"RT @sashaysdimple: The world's airless, I'm breathless, the water's boiling, the ice's melting & global warming is reaching its highes…",478601 +1,RT @nowthisnews: Hawaii is taking steps to fight climate change because our president won't https://t.co/O4kH3hUgm6,796876 +1,RT @Longreads: A radical plan to fight climate change. It involves bringing back the woolly mammoth. https://t.co/aaAehcr9ht…,524532 +0,RT @itsmeerikat: The relationship between fast fashion & climate change: https://t.co/NsuEPuzdlJ,205856 +2,"In rare move, China criticises Donald Trump plan to exit climate change pact: Donald Trump has threatened to ... https://t.co/lUBNj7T8qd",681336 +2,RT @DailyStarLeb: Pakistan ratifies Paris Agreement to fight global warming https://t.co/nD4DCFTMdY,426784 +0,"RT @pwwingman: Has Fizza got permission from George to ratify? +Australia being 'left behind' by global momentum on climate change https://t…",144317 +1,RT @BraddJaffy: 'You and your friends will die of old age and I'm going to die from climate change.' https://t.co/Yl2oSriNbs,645864 +1,"Anyone who thinks global warming isn't a thing, is brain dead. https://t.co/M751Z3BwYM",759219 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",616366 +1,RT @climatehawk1: What you can do about #climate change - @nytimes https://t.co/Ip5utQMrEj #globalwarming #efficiency #ActOnClimate…,30372 +2,RT @508gloryFelix: RFK Jr. issues warning about Trump's climate change policies @CNNPolitics https://t.co/08UzvehZ9j,131915 +0,RT @memekingpin: if global warming isn't real why did club penguin shut down,733501 +1,Former BSF grantee Dr. Doron Holland has developed a fruitful way to combat climate change. https://t.co/ekhCoAP26C,56485 +1,RT @c40cities: Women will play a critical role in tackling climate change. Many thanks to @LOrealCommitted for supporting…,317455 +1,"RT @damienics: Joint OBOR states, reads like a manifesto for global order, lots of inclusive co-op language and climate change https://t.co…",272240 +0,"RT @ColumbiaUEnergy: Missed our event with Fu Chengyu on China, #energy & climate change? Listen to the full audio here:… ",859353 +2,China's Li: fighting climate change is 'global consensus' - Chinese Premier Li Keqiang says fighting climate ch... https://t.co/rw5J3XwfIv,312046 +2,NY Attorney General uncovers email alias used by Rex Tillerson to discuss climate change at Exxon https://t.co/EEepoDvLSx,490383 +1,"RT @newscientist: For #EarthDay, we look at the big carbon clean-up, with 2 steps needed to stop global warming at 1.5 °C (from 2016)…",45814 +0,Now I Get It: The hot debate over the Paris Agreement on climate change https://t.co/eQBj13Z2wG https://t.co/8EiV0QLQHb,868545 +1,"RT @patagonia: If our elected leaders fail to approach the environment & climate change as serious issues worthy of urgency & action, it wi…",511194 +1,"PopSci: China to Trump: Actually, no, we didn't invent climate change https://t.co/opkfv57gtA https://t.co/bybzSIbn9I",762777 +0,"RT @KetanJ0: A simple, 105 year old explanation of climate change https://t.co/DOqqNkTtdH",630810 +2,Extreme summers driven by human-caused global warming: study https://t.co/NkQI8wjOxg,899045 +2,Trump picks climate change doubter for USDA science job | TheHill @docrocktex26 @MarielHemingway https://t.co/Y4F710INjj,991625 +0,Sports -> Social justice -> puppies -> sports -> global warming etc etc etc,286633 +1,RT @BluntedBitchCT: I'll argue with anyone about climate change. I don't mind losing friends. I like the planet more than people anyway. 😂,167298 +1,"RT @gpph: #Dragonboat in Tacloban aims to raise awareness on climate change issues, joins #BreakFree global actions against f…",948838 +2,RT @ScotClimate: Google:William Patten Primary School students get to grips with climate change - Hackney Gazette https://t.co/6AzQixGTjo,224994 +1,California wealthy cos of green jobs. What is point of avoiding climate change policies & withholding said employment opportunities @QandA,784187 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,881012 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,71986 +1,"Use some common sense.' - Person that proceeds to tell me the Earth is flat, global warming isn't real, & is a super conspiracy theorist.",841259 +1,RT @AlexSteffen: the very fact most Americans don't understand climate change—in 2017—shows that pretending science has not been politicize…,262249 +1,RT @terminaIIychilI: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/cBW4kG…,320669 +2,EPA Chief Scott Pruitt says carbon dioxide is not a 'primary contributor' to global warming https://t.co/m08hO9jSLq,77027 +2,"In executive order, Trump to dramatically change US approach to climate change https://t.co/5MwS1s1QAG",554703 +2,Canadian mayors encourage cities to play a stronger role in the fight against climate change. https://t.co/1H2WfHqc83,864474 +-1,RT @realDonaldTrump: Windmills are the greatest threat in the US to both bald and golden eagles. Media claims fictional ‘global warming’ is…,227988 +0,RT @scumyum6: global warming been showing out what you bout to do man? do it @god,148305 +1,"RT @BetteMidler: New #EPA chief “not convinced” CO2 from human behavior causes climate change, despite science. Also on fence that sex caus…",912195 +1,RT @MariannaWrites: Had a hard time getting out of bed this morning bc I kept remembering our next president thinks climate change is a hoa…,281093 +1,"RT @markusoff: Kenney: since when did Albertans look for excuses not to do something? (hm. climate change, nat’l securities regulator, farm…",689357 +0,"Don't you for climate change after visit to young liberal staffer would like when it had a special guest, Lady Gaga",341990 +1,"RT @foodtank: If we want to reduce the impact of climate change, we need to focus on sustainable food: https://t.co/hEQha1Onk7 via @EviePer…",854522 +0,"muh climate change +annudah shoah +😴 https://t.co/BUvW0zISKj",678238 +0,RT @ABFortisEtLiber: Can someone from @CBCNews ask our PM why we gave $2.65B to UN to fight climate change when Dubai is building 2400GW…,870490 +0,RT @FrancescaDykes: Club penguin - the latest victim of global warming?,653633 +2,RT @nytimes: Donald Trump has called climate change a hoax. A Chinese official says it is anything but. https://t.co/N7y35LTyN2,516727 +1,RT @SenKamalaHarris: We need to act on global climate change. https://t.co/NBkFkdJPvq,756625 +1,And Trump said global warming was a hoax......... https://t.co/j76NNjarA9,224772 +0,RT @ahSHEEK: The #GameOfThrones metaphor for IRL climate change politics is developing very nicely https://t.co/xAQuklNhVF,327227 +2,RT @GeoffGrant1: The Energy Department's climate change web page used to feature the Paris Agreement. It doesn't anymore…,574744 +1,"Since science is real, the only negative I can see from trump getting elected is we might die of global warming lol",714757 +1,RT @scienmag: Dramatic changes needed in farming practices to keep pace with climate change https://t.co/NlNEK17Xjo,825484 +1,"RT @rickasaurus: It's sad that there's a successful pirate party but no climate change party, IP means so little in the face of the coming…",256504 +1,"RT @euromove: So it begins. + +UK to roll back efforts on climate change to remain competitive after #brexit +https://t.co/P9leCN0Vaw",889422 +2,China may leave the U.S. behind on climate change due to Trump https://t.co/u9skWEMEqd https://t.co/V96wgsrbUr,516101 +-1,RT @barelypolitix: 'Earth Weekend' is a good time to recall that man-made climate change is a huge hoax designed by Liberals to centralize…,243968 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",355537 +2,"RT Rio's famous beaches take battering as scientists issue #climate change warning, https://t.co/K4zTMgms37 #globalwarming #beachlife",505607 +1,RT @xxMERE: Another nice day thanks to global warming. We bouta die but it's lit !!! https://t.co/w7MGBDHmzJ,434586 +1,@MrBenBrown You need to watch Nat Geo's 'Before the Flood' with Leonardo DiCaprio. The most shocking and inspiring film on climate change.,966887 +1,RT @climateprogress: Repeat after me: Carbon pollution is causing climate change https://t.co/Ppz68MzHDs,387542 +1,@LivingOnChi good reason for trump to be worried about climate change https://t.co/JVrtkEnieB,557522 +2,Harvard study: Exxon 'misled the public' on climate change for nearly 40 years - CNNMoney https://t.co/ok5ugnQEei,617899 +1,@realDonaldTrump Why would you claim climate change isn't real? #TheDamageIsDone #ScientificStudies… https://t.co/C4ew8fIcQp,721069 +0,I don't recall Obama's WH staff moves being front and center news ever. Hurricane Harvey taking a back seat. So much for climate change.,706455 +1,Higher ed 'has a responsibility to students who will live in a world affected by climate change.' https://t.co/A5b5aHeV3b,388517 +1,RT @UnarmedOracle: @UnarmedOracle climate change denial can't be fact checked. It can't be published away or disproved in experiment. It ha…,646086 +1,"RT @HadenBlackman: Solving big problems like this is why we need a President who believes in climate change and, you know, science https://…",321746 +1,RT @janosrauhler: climate change is legit a problem why does no one take it seriously,858542 +1,Now this nigga Trump is banning EPA and NASA from speaking about climate change. I'm smelling a fascist in the making,689966 +0,Worse than global warming. https://t.co/NLoOoN5Jrk,330275 +1,"RT @MarkRuffalo: This is how we create jobs, clean up environment,fight climate change,have energy independence & help deflate Middl…",763676 +0,RT @droskosz: @SpeakerRyan House GOP climate change plan: https://t.co/PyZPjc4jMF,23538 +2,The most effective individual steps to tackle climate change aren't being discussed https://t.co/6lb8Ja3PES,920155 +1,RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,959096 +0,"@deejaay_8 climate change i guess, mine hurts like a bitch too",632470 +2,A million bottles a minute: world's plastic binge 'as dangerous as climate change' https://t.co/zGjmzMdu4J,703464 +2,Russian President Vladimir Putin says climate change good for economy https://t.co/ioGI5k0rwB,852061 +1,"RT @NWSAlbany: The paradox of lake effect snow: global warming could bring the Great Lakes more of it, at least for a while: https://t.co/m…",411421 +2,RT @ViewFromWise: 'Donald Trump's budget guts EPA programs tackling climate change and pollution' #ClimateChange #Pollution #EPA #UGA https…,356934 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,374632 +2,Alpine ski resorts could see 70% less snow by 2099 due to climate change: Latest research about climate change show… https://t.co/aHRiSlENZV,66068 +2,RT @ALECexposed: #EPA chief #ScottPruitt says carbon dioxide is not a primary contributor to global warming @CNBC…,895345 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,24006 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,629809 +2,"RT @CBCAlerts: Trump says keeping an open mind on climate change accord. During campaign, repeatedly called climate change a hoax perpetrat…",625516 +1,RT @GreigMcGuinnes: Interesting roundtable @UKSIF is it time for trustees to give priority to climate change in investment decisions?,747393 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",995234 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,58189 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,977831 +0,"@JohnWren1950 @MinhKular @PeterDutton_MP @SkyNewsAust +The LNP who are against both climate change policy & parliamentary vote on marriage/2",132159 +1,"RT @AJEnglish: In Pictures: Surviving climate change in Bangladesh +https://t.co/BGWTaxJ4Jp https://t.co/XAgnvS3MWk",474658 +2,RT @guardian: Rio's famous beaches take battering as scientists issue climate change warning https://t.co/XG5tVwjkcl,157659 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",544339 +1,RT @wef: The #US had to relocate an entire town because of #climate change https://t.co/oyIFqVN6Pk https://t.co/5aBnhWCeFL,467945 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,724904 +1,RT @SenSanders: The Dakota Access Pipeline would be a huge blow to our fight against climate change. #NoDAPL https://t.co/47m6yUu4m5,916233 +-1,"RT @SteveSGoddard: Gina McCarthy was completely unqualified and incompetent, but she supported the global warming scam - and that made… ",20341 +-1,"RT @Chairmnoomowmow: Before you sit for a lecture about climate change from a california liberal, take a look at the job they're doing.…",536280 +1,"RT @robfee: Imagine having no concern whatsoever about climate change, but then freaking out to regulate who can poop in the same Wendys ba…",369739 +1,RT @BillHumphreyMA: 'You and your friends will die of old age and I’m going to die from climate change.' https://t.co/ZyJYQx45Ru,442379 +1,Can we all agree that climate change is real now?! #Harvey #Irma #hurricaneirma #Jose https://t.co/RhJpBu1cYm,93118 +1,RT @c40cities: How you can help your city fight climate change: https://t.co/L82N02coMz #Cities4Climate https://t.co/LBkgOK0fZs,904656 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,179289 +1,"RT @ProPublica: Suburban sprawl + climate change + local political decisions = more and bigger floods in Harris County, TX https://t.co/OdV…",545255 +1,Trump's first pick for 'environmental issues' is a person who proudly admits they're a climate change denier.,686419 +0,"RT @KeithHabs: 'If global warming is real, then why do you sleep under the covers?' https://t.co/f2cAbm5qcC",417344 +2,RT @terri_georgia: Senior diplomat in Beijing embassy resigns over Trump’s climate change decision https://t.co/nXpBoPLSo3,271693 +2,"RT @ZEROCO2_: Stopping global warming is only way to save Great Barrier Reef, scientists warn https://t.co/yeIoCjjpAF #itstimetochange #cli…",925494 +1,RT @MichaelEMann: What can we say about role of climate change in the unprecedented disaster unfolding w/ #Harvey? I weigh in: https://t.c…,680270 +1,RT @Powerful: The crazy part about Florida voting Trump is the whole state is going to be underwater once he defunds climate change research,150702 +2,RT @WACommunity: Svalbard Global Seed Vault gets $4.4M upgrade to resist against external hazards and climate change:…,348162 +0,@Mind_Phallus global warming,148238 +0,@ArunChaud It is called a lake... now consider rowing in favor of climate change prevention ;),890209 +1,"RT @sciencemagazine: In this week's Editorial, @Sir_David_King discusses the role that innovation must play in fighting climate change:… ",869095 +1,"RT @ibcityannouncer: companies doing harms to climate change, they can drive a truck like this on Ibadan road bcos they have 'emission p… ",673895 +1,RT @thepoIiticaltea: Dear @realDonaldTrump: Pittsburgh believes in climate change and voted 80% for @HillaryClinton. Find another scapegoat…,392735 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",601499 +-1,"RT @mitchellvii: If CO2 causes global warming and the warmer it gets, the more CO2 the oceans release, why isn't Earth Venus by now?",414038 +1,Slight change of topic: from nits to moths - How to rid plague of warm homes/ climate change? https://t.co/NVOukCkPoF,324648 +1,The urgency of acting to mitigate climate change is real and cannot be ignored:'... https://t.co/0HecsudFDI by #Avaaz via @c0nvey,87493 +1,"RT @FemaleTexts: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worst https://t.…",572649 +2,RT @HuffPostPol: Federal scientists leak their startling climate change report to keep Trump from burying it https://t.co/nWBWhrpBjL https:…,649289 +1,RT @grahamelwood: Flipping through channels stopped on Super Bowl ad for American Petroleum Institute. They fund climate change denial. Goi…,208265 +-1,"RT @MNasanut: @yceek Are these 'scientists' the same ones that promulgated global warming and climate change? +Pbbbbbbtttttttt ��",470323 +1,RT @drvox: Choice missing here: *rich people*. We continue to tiptoe around inequality when it comes to climate change.…,95463 +1,RT @AnimalBabyPix: Please stop global warming.. https://t.co/oM7kScRasf,964763 +0,I would say one of the only positives about obvious global warming is that I can go out and catch bass in the middle of February,971006 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,742197 +1,"@markiplier Can you do a global warming charity, global warming is literally killing us RIGHT NOW! #markisatool",908685 +1,#HelenKeane Insights from feminist sociology contribute to understanding politics of climate change. #GISS2016,386831 +1,RT @DanNerdCubed: Trump's put a climate change denier in charge of the EPA? https://t.co/iKRrbXRS4f,222944 +-1,@derivativeshort READ because he's from AEI & against the 'peril' of climate change. By the way they've ALL been proven WRONG NOW,212826 +1,RT @cwrice: Climate deniers blame global warming on nature. This NASA data begs to differ https://t.co/vxnKjXOVys,950171 +2,businessinsider https://t.co/6bXezyla90 of companies are urging Trump to heed climate change warnings — via guard… https://t.co/eV7d4QOoC2,563796 +2,"RT @EnviroNewsnaija: Workers Day: How climate change affects workplace, by Labour https://t.co/klMsVp3w4Z",637290 +1,"RT @codinghorror: I guess the good news is that with global warming accelerating on Trump's watch, Florida will be less of a factor in futu…",182836 +1,RT @RogueSNRadvisor: Pres is a total moron when it comes to climate change (and in general). Says polar bears 'will just turn brown' if Arc…,463088 +1,RT @OVO_Kabs: How I'm going to be enjoying this moderately warm winter but worried how it's clearly a result of global warming https://t.co…,450234 +2,"RT @Sustainable2050: Portugal forest fires kill 57 near Coimbra, as climate change-fuelled heat wave strikes the region. https://t.co/9UuCe…",981609 +0,RT @MuqadessGul: Dr. Jonathan Pershing's special envoy for climate change @PakUSAlumni @PUANConference #ClimateCounts https://t.co/tp0QTvp1…,27755 +2,"RT @JuddLegum: Minutes after Trump becomes president, White House website deletes all mention of climate change https://t.co/nF08Eeeigu",697528 +-1,@Lglwry @ManMadeMoon @business @Fahrenthold gr8 quote! Realised 'climate change' argument is designed to divide as this is true regardless.,155823 +-1,RT @HistoryTime_: The theory of global warming was first proposed on 7 September 1957. https://t.co/2mGrYSd4HR https://t.co/DpNl2NamNT,986991 +1,RT @TPW_foundation: Leo DiCaprio's new film 'Before the Flood' is a sweeping look at climate change! 'Planet E… https://t.co/RgvRQYcn82 htt…,792362 +0,RT @SkySporfsNews: BREAKING: N'Golo Kante's heat maps have been declared as the prime reason for global warming over the past 2 years…,93988 +2,"India, China's #climate change efforts make US look laggard': The Statesman https://t.co/1JFpSW61pP #environment",493715 +1,When ur prof asks the class if they 'believe in climate change' as if it's sth like the tooth fairy rather than sth backed by evidence :^),126456 +0,@FlitterOnFraud @Reuters meaning the climate change pact likely has massive kickbacks for China,775575 +2,RT @katiecouric: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/Jesb9T4PtI,148194 +1,"@GiFlyBike I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",330669 +2,RT @Jerusalem_Post: Gore: Trump may still surprise on climate change issue https://t.co/GpLlDzFbwh #BreakingNews,994553 +0,"Out here in short sleeves in November, global warming is pretty great so far",754506 +0,"If climate change isn't real, how come club penguin shut down?",285158 +1,"RT @NRDC: Now that Trump is running WhiteHouse .gov, there are no mentions of climate change anywhere on the site. https://t.co/Dn4EqN0rtW",433032 +-1,@nahjimin there is no global warming but milankovitch cycles. You cant stop global warming but you have to survive,478036 +1,"RT @johniadarola: To be fair, we were warned. Our odds of warding off catastrophic climate change fell dramatically when he won. https://t.…",529481 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,572962 +1,"RT @NotKennyRogers: Over 160,000 passionate climate change activists attended the Coachella Music Festival in California this year. https:/…",6111 +0,"RT @CitizenKayS: That would actually be nuclear winter, not 'global warming.'☢️ +Where are the scientists when you need them? Calling…",622775 +2,What parts of the country will Americans have to leave because of climate change? New data offers some clues.… https://t.co/UWN4er6ykd,115426 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,588521 +1,RT @TheCCoalition: Have you seen 3 min trailer of new Sir David Attenborough & star-studded climate change documentary? Check it out:…,566454 +1,RT @GreenerScotland: £400k investment in peatlands will reduce emissions & allow Scotland to build on its climate change plans https://t.co…,926327 +2,RT @NewYorker: When is it time to retreat from climate change? https://t.co/zzrVUVthup https://t.co/yoz9VILIxL,333124 +-1,RT @LIBSRSCUM: Not one of these climate change alarmist claims has ever come true. https://t.co/ROS8KPNRlg,383631 +1,"No matter what climate change deniers say, the principle of cause and effect is always in play. Our actions have consequences. Simple truth.",248898 +2,RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/ig8sxJGw2f,117311 +0,RT @knoctua: เพิ่งไปฟังสัมมนาเกี่ยวกับเรื่องนี้มา เรื่อง conflict ระหว่างอุปกรณ์ทำความเย็นกับ climate change อยากเล่า https://t.co/N43IYhTC…,653594 +1,RT @AltNatParkSer: What are the causes of climate change? #NASA probably has most of the answers you're looking for. https://t.co/5POvRwznjv,743277 +2,RT @Nordic_News: Norway to boost protection of Svalbard seed vault from climate change https://t.co/JL3C6EwPdo,525189 +-1,RT @MassDeception1: NOAA got caught faking global warming temperature data… so where is the apology for spreading fake science?…,754288 +1,A promising water technology invention combats climate change and helps waterway conservation.' https://t.co/CcDs4ldULI,136274 +1,RT @yo: The state that will be most affected by climate change (#Florida) is voting for climate change denier...…,84596 +1,@Computron34 @T16skyhopp one has real knowledge and the other think global warming is a hoax made up by the Chinese,206876 +1,RT @europeaid: Interested in #environment & #climate change? Don’t miss the 3rd edition of our #GreenDevNews ➡️…,316315 +2,RT @climatehawk1: Defense Secretary admits: #climate change is a threat | @KateWheeling @PacificStand https://t.co/sZ2x495jQo…,655634 +1,@amazingatheist even dumber than this person would be knowing that climate change is real and endorsing a climate change denialist,823290 +1,RT @justinlong: We have a new POTUS who doesnt believe in climate change. The sky isn't falling but it might be getting a lot dirti…,259745 +1,RT @TheCCoalition: 'Stopping global warming won’t just keep the planet habitable. It would also boost the global economy..': https://t.co/M…,190510 +0,RT @RiJizz: @TuckerCarlson @AnnCoulter @realDonaldTrump @FoxNews Only 15 minutes in and you've obliterated their climate change…,156079 +1,"#AJNewsGrid what do u suggest Australia does to protect the reef from global warming?The N hemisphere is causing it,R u saving the arctic?",95435 +0,@makingwater leo met up with President elect to discuss climate change. Taylor worked on a song for a film that promotes domestic abuse,969314 +2,Kerry continues global warming efforts #SciTech https://t.co/RGIK3nzhNZ,159110 +0,RT @Nouvo_EN: What effect is global warming having on the Swiss Alps? ⛰️ https://t.co/mMiESAISpd,887120 +-1,@BillfromBendigo @philos75pj Most people sit in aircon offices/houses now then go outside an think because its hot it must be climate change,706990 +1,RT @TulsiGabbard: We must continue to illustrate the impacts that climate change is already having on communities around the world—especial…,112684 +1,"RT @memesuppIy: 2010-2017, so sad to see what climate change has done to the Grand Canyon �� https://t.co/jhTGerfg0x",155705 +1,RT @sashakalra: when u come home after a long day of cashing in on black culture and denying climate change https://t.co/82tvSZHHXp,892851 +2,"RT @Telegraph: Coffee killing fungus was not driven by climate change, scientists find https://t.co/HZM6uAzFbG",630903 +1,RT @LaurenWern: Stein voters say climate change is important to them. But they couldn't even 'compromise' to stop a climate change denier f…,117005 +0,Just 4 per cent of those surveyed by @ComResPolls said climate change was not happening.,457885 +1,"RT @Trollzous: 'global warming doesn't exist' + +meanwhile jake in west midlands gets severe sunburn just from looking at the weather forecast",508057 +1,The thing about the ice melts taking place right now is that it isn't a linear response to global warming its a quadratic relationship,165516 +2,RT @SilverLiningGS: Sweden passes climate law to become carbon neutral by 2045 | Climate Home - climate change news https://t.co/1xbFMjUu8l…,115232 +1,"@kalpenn this does bother me. But my priority is planned parenthood and climate change currently. So many things to protect, so little money",636863 +-1,RT @sell4umore: Had to go out and shovel 20 centimetres of global warming off of my driveway. https://t.co/UAtz0UwUMf,952394 +2,"RT @CNN: Weather-related disasters will affect 2 out of 3 Europeans by 2100, largely due to global warming, researchers say https://t.co/Et…",205684 +2,"RT @350: Fiji has the presidency for #COP23 and their new logo focuses on the impacts of climate change on island states: +https://t.co/BCab…",212166 +1,"RT @kylegriffin1: Trump has tweeted climate change skepticism 115 times https://t.co/NSDrixFgKD + +What supports any evolution in his b…",588602 +2,200 nations vow to keep fighting climate change: … highest political commitment to… https://t.co/zGBT58U9Ge #ClimateChange #GlobalWarming,814374 +0,"@jonoaidney +Did you not ask how to fix climate change. +Fucking retard.",322516 +2,"China's coastal sea levels rise to record high, experts blame climate change https://t.co/fA5ggGFnqp",808736 +1,"RT @NWF: A warming planet means a rise in parasites & heat stress for moose, who are dropping in numbers. Join us to help:… ",7565 +2,"RT @DavidHasemyer: Trump's executive order on energy: more fossil fuels, regardless of climate change + https://t.co/VfTjamS9ll",70632 +2,RT @CNNPolitics: Julia Louis-Dreyfus cuts a video backing Clinton over her climate change position https://t.co/M1EyJQUFBe https://t.co/v5b…,535522 +2,RT @washingtonpost: The nation’s freaky February warmth was assisted by climate change https://t.co/0rVZc6p2al,270346 +1,RT @tonyposnanski: The people who continue to say the media lies are ones that think global warming is fake but The Jerry Springer Show is…,439652 +0,RT @ThePowersThatBe: HERO: John Kerry will spend Election Day crop-dusting planet with jet exhaust to fight climate change https://t.co/qQO…,28236 +1,"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",458687 +-1,Researching climate change or anything else isn't the issue. Being subservient to a UN mega treaty IS the issue. https://t.co/ppAUzJ6eXe,71258 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,604637 +-1,@thehill The ONLY remedy to cure global warming is to write checks to the UN?,3275 +0,the newsroom- climate change interview:https://t.co/stTbZCZ6Mq https://t.co/y6mSeAynMv,265427 +0,"@HoocOtt Zoe, tell me about 2016? +'Ok, well in 2014... August never ended, and it caused global warming, nazis, shitlords, Trump...'",914770 +2,RT @FortuneMagazine: Tiffany & Co. calls on President Trump to uphold climate change pact https://t.co/Oxslq6qFzu https://t.co/s2sBHIDajj,49946 +-1,@kylegriffin1 @MSNBC they can't tell how much snow is going to fall.... But yet you knuckleheads believe this global warming bullshit...,887506 +0,Donald Trump will find it 'very difficult' to back out of Paris climate change Agreement,880700 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",512735 +-1,Well that was embarrassing. @BillNye A concensus of scientists on global warming isnt science its a group of people… https://t.co/aFRK5BskaY,705065 +2,Pope Francis gave President Trump a copy of his encyclical on climate change https://t.co/znAgTgHLFC,743732 +1,"Wetlands are a solution to climate change. #COP22 #ActionTime #WetlandSolutions +https://t.co/eFuDkiVY8h",487378 +1,"RT @rohantalbot: Antigua PM Gaston Browne on #r4today: climate change is real, large countries polluting at cost of small states. #Hurrican…",121272 +0,RT @PRESlDENTBANNON: Today we will sign an EO to speed up climate change and the House votes on a bill to allow internet providers to sell…,940749 +1,RT @SierraClub: .@houstonchron editor: 'Harvey should be the turning point in fighting climate change' https://t.co/GhGZXg7SdF,923021 +0,Niggas asked me what my inspiration was i told em global warming,779303 +-1,@markellislive Yes climate change is real... it's only been around for millions of years... does anyone not see the… https://t.co/U2TYJbbSsW,821085 +1,RT @nowthisnews: Trump's EPA chief is so backwards on climate change even *Fox News* is grilling him https://t.co/nJBXnuf5jf,18251 +0,RT @MichaelPascoe01: 'Are you or have you ever been concerned about climate change?' (and you thought it couldn't get much weirder) https:/…,77247 +1,How climate change will destroy our world if we don't act quickly https://t.co/lNWC8GnZWa via @mashable,105200 +1,"RT @reveldor85: With a government that cannot govern and faced with global warming increases of 3-4 degrees, we are way behind world's 2030…",202656 +1,RT @FAOnews: #Climatechange glossary – understanding global warming from A to Z https://t.co/osiR9zurgy by @irinnews https://t.co/0TCOETnMGb,595982 +0,DNR magazine is valued publication John Fett: … such terms as 'climate change' and 'global… https://t.co/whjb7KQEGu,744214 +1,RT @cerealandforks: when u realize climate change will destroy the earth if immediate and drastic action is not taken https://t.co/hjYFMeBe…,493041 +1,RT @eoneal44: The world is literally catching on fire and people still think global warming isn't real. OPEN YOUR EYES,942925 +0,@igorbobic @RobProvince @jbendery dying of climate change 😃,940692 +2,RT @ReutersPolitics: U.S. Energy Department balks at Trump request for names on climate change https://t.co/cP6HZI9U6g,332304 +0,RT @UChiEnergy: Here is what Michael Greenstone and @CassSunstein want Donald Trump to know about the cost of climate change:…,671193 +2,RT @ClimateCentral: The Paris Agreement has disappeared from the Department of Energy's climate change page https://t.co/cYbNpR4SFW,741082 +1,RT @bath_taps: How on Earth do we do this? Abigail Thompson on climate change. Are we scared of the future? @TEDTalks @FromeTedX…,488282 +0,House Science Committee just tweeted Breitbart article to 'disprove' anthropogenic global warming. @LamarSmithTX21… https://t.co/NDc42hF7Bl,142401 +1,RT @ClimateCentral: Newsflash: climate change doesn't care who got elected https://t.co/qYgJobklVw https://t.co/xYeLxIMMmZ,30997 +1,"Just think -- Trump still maintains that global warming is a hoax. (Maybe when Mar-a-Lago is drowning, he'll finall… https://t.co/eEjM4kHvOb",576725 +1,RT @kylegriffin1: Kellyanne Conway asked 3 times if Trump still thinks global warming is a hoax. She dodges all 3 times. https://t.co/VK5oN…,561007 +0,"RT @jwalkenrdc: Smart thread from an @NRDC attorney involved in every Supreme Court climate change case, and who knows law far bett…",581096 +1,RT @mrdavidwatkins: The case for optimism on climate change #climatechange #ClimateAction @algore @ClimateReality https://t.co/2aIYG9EsBy…,181102 +0,RT @tveitdal: National Geographic’s climate change documentary with Leonardo DiCaprio is now on YouTube https://t.co/qe9TSnjzKA https://t.c…,838415 +2,Hundreds of millions of British aid 'wasted' on overseas climate change projects https://t.co/qJSBGEwTKY,326741 +1,RT @davidsirota: Theory: a climate change denialist has no more inherent right to a media platform than someone who insists the moon may be…,896796 +0,RT @Vice_Is_Hip: Is climate change gay?,77017 +2,Judge orders Exxon to hand over climate change docs https://t.co/JpNdFOUg5S https://t.co/UGwOJj4o3C,244643 +1,"RT @LeeCamp: 44% of honey bee colonies died last year due to climate change & pesticides. When the bees die, we die.",606259 +-1,@JuliaHB1 @JamesDelingpole The lies told to support the anthropological global warming scam are legendary. We will… https://t.co/GYEXPVLKKD,809220 +-1,"RT @Miskonius84: And so 'anti-science', since it continues to show up and ruin those beautiful global warming theories. https://t.co/9nGJKy…",927790 +-1,@rarmenta_ @POTUS @NWS This is normal. If we didn't have winter storm you'd be crying global warming,803989 +1,@CNN is this even news? CNN I love y'all I do. But global warming is..GLOBAL. Only idiots wouldn't notice it...oh wait..we elected one...,416067 +2,Bernie Sanders calls Trump climate change denying climate chief 'pathetic' https://t.co/ZT4QK5Q2pv,650065 +2,Norway's $950 bln wealth fund commissions research on climate change' https://t.co/JXrMESL55m,48994 +1,"I don't want to be right about climate change. I wish I could be ignorant about it, but I'm not. It's happening, and denying it kills people",312066 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,121489 +2,West Coast states to fight climate change even if Trump does not https://t.co/FrclOcMhoO,599747 +-1,"RT @SteveSGoddard: In case I never mentioned it, catastrophic global warming is the biggest scam in science history - and is being run by c…",518410 +0,RT @oldmudgie: Oh noes! Beer quality threatened by global warming! (From December's 'Opening Times') https://t.co/AGnNO4nc8V,428638 +1,"RT @ThomasB00001: Instead of $ for WALL, billions $ could be used for disaster relief, rebuilding & to reduce climate change #AMJoy https:/…",335537 +0,RT @ArthurSchwartz: It's from all the jet fuel burned by the private jets that shuttle you & DiCaprio to your climate change speeches. http…,417136 +-1,@ABC Who gives a crap if he used an alias? Man made climate change is the biggest hoax ever.,337514 +2,RT @janzilinsky: Xi urges leaders in Davos not to abandon the historic climate change agreed in Paris in December 2015 https://t.co/d8YynAl…,770102 +-1,"RT @robbincanada: What's gonna be more important, Canada relation w/USA & role in NATO or wasted tax payer climate change seat at UNSC.",34131 +0,@_Tempo11 @WhaJoTalkinBout Skies = weather = climate = climate change = global warming = HOW DARE YOU GET POLITICAL! = unfollow.,705451 +1,RT @ChrisCuomo: because it is really hard to find a respected scientist who doesn't put stock in global warming. https://t.co/ShPNWHOGDK,966018 +0,"RT @Salvesayson: You’re so hot, you must be the cause for global warming. #DestinedToBeYoursWorldPremiere",516809 +1,“EPA head falsely claims carbon emissions aren’t the cause of global warming” by @samanthadpage https://t.co/TFtGYkHIGz,784069 +2,RT @AFP: There is a 5% chance the world will be able to limit average global warming to under two degrees Celsius https://t.co/Qu7SSNhhTP,264668 +2,"RT @Independent: We're too late to stop climate change with renewables. We need to do something much more drastic, say scientists…",415262 +2,Rex Tillerson 'used email alias' at Exxon to talk climate change https://t.co/pyIfg6nU8N https://t.co/k1isG0DTDF,48422 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,359021 +-1,RT @StefanMolyneux: Advocacy for big government climate change programs is often connected to personally financially benefitting from those…,628026 +1,RT @theonlyadult: The people of Florida elected a guy who think climate change is a Chinese hoax. I'll sit here laughing when they dr…,758556 +0,"as usual, communism has an answer for everything. bring on the climate change + +https://t.co/jRborYgJSt",931192 +1,"Our video explaining the complex relationship between climate change, drought + migration in the Horn of Africa https://t.co/oJRWUYvEsc",313337 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,413829 +2,"RT @CBCIndigenous: Elders, youth meet in Iqaluit to talk climate change adaptation https://t.co/C4uDIIes5o https://t.co/Dpek1fHuod",650163 +-1,RT @abdwj48: @davidakin liberal motto..spend spend spend spend spend...tax tax tax tax tax...climate change..khadr is our hero,965403 +1,@johnhasey If you are one of many that don't even believe in global warming then honestly get ur head in the game its obviously real,351734 +1,RT @Julia_malloyyy: @ all the climate change deniers https://t.co/3Qwubz62lK,969844 +0,@guardian In that case we need to sterilize subsaharan Africa to help prevent climate change. The UN should begin t… https://t.co/pfUAiBlUV7,760796 +1,Case for climate change grows ever stronger https://t.co/55MMFvKUl8 via @usatoday,626747 +0,My moms response to my climate change anxiety 'it's 9am on a Saturday there's not much you can do about the rainforest right now is there?',641224 +1,"RT @foefnq: Adani Facts vs fiction - or will we contribute to climate change and destroy the Great Barrier Reef for 1,464 jobs? https://t.c…",3525 +2,Very strong' climate change signal in record June heat https://t.co/RNO0yUUCHt,587409 +0,"RT @exostext: Bbh: boys are hot +Bbh: girls are hot +Bbh: why is everyone so hot +Ksoo: global warming",975662 +1,RT @fivefifths: Here's a reminder that we completely blew it on climate change https://t.co/UvJYWGtzuc,608556 +1,RT @GreenPowerFiji: This machine just started sucking CO2 out of the air to save us from climate change #innovation #climatechange https://…,428138 +2,RT @democracynow: Top climatologist James Hansen explains the links between climate change and extreme weather events.…,546554 +1,RT @ActinideAge: It's obscene. We're all reminded of climate change daily. Nuclear plant workers are DIRECTLY FIGHTING more than most for h…,627593 +0,"RT @jonfavs: Then remember that last time the subject of climate change was in the news, the headlines went something like this:…",952438 +1,"Fascinating NYTimesMagazine article on Zika,other mosquito-borne diseases. With climate change,worse likely to come https://t.co/Lzq5p06o9P",8101 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",725909 +-1,RT @JudicialWatch: Obama admin officials may have mishandled scientific data to advance the political agenda of global warming https://t.c…,71448 +1,The biggest contributors to climate change are rich white countries & the main victims are poor black or brown cou… https://t.co/zwIdDk2sQ5,914828 +1,RT @HarvardBiz: The business world recognizes the tremendous threat of climate change. They need to make that perspective heard https://t.c…,9661 +1,"RT @Greenpeace: If climate change goes unchecked, many areas in southern Europe could become deserts. https://t.co/PGRHflqMtb #scary https:…",281961 +1,The EPA reports are damning on climate change,365292 +-1,Many globalist world leaders are convinced climate change is humanity's greatest threat. To not agree would make yo… https://t.co/RJucHlfxyF,817733 +2,Trump dramatically changes US approach to climate change @CNNPolitics https://t.co/L9BHiSIEmB,505695 +1,@JordanChariton @Mediaite this is the same MF that brought a snowball in congress yrs ago. Saying climate change is fake! #OverHaulGovNOW,587955 +0,RT @TheTruth24US: Why won't the White House tell us what Trump thinks of climate change #D5 https://t.co/awBL0FtAE2 https://t.co/bWNPFAOz9J,612002 +0,"So, who was it that said global warming was a myth started by the Chinese...? https://t.co/fazWNSD5Xw",144140 +0,"RT @kurteichenwald: In full page ad in NYT in 2009, @realDonaldTrump called for urgent action on climate change. Which does he believe? htt…",137690 +1,"RT @trapjeon: [its di year 3205,water has risen, global warming has won,half of humanity is wiped out] + +exo ls:this wouldnt have happened i…",501937 +2,Role of terrestrial biosphere in counteracting climate change may have been underestimated https://t.co/7mUjWdEnmE #education,174142 +1,pnwsocialists: Best resources for me to keep up to speed on climate changes and global warming? via /r/climate … https://t.co/BFXGErUvZd #…,319581 +1,"RT @AustralisTerry: You can't build and operate the world's biggest coal mine and expect we can slow down global warming + https://t.co/hBgB…",788009 +1,"RT @SenBennetCO: Fact: Carbon dioxide causes climate change. @EPAScottPruitt, check with scientists @EPA @NOAA @NASA @USGCRP @IPCC_CH https…",348614 +1,"RT @misandrism: seriously just be vegan at least once a week. animal agriculture is the biggest contributor to global warming, try the fuck…",222336 +1,RT @MemesOnHistory: It’s 2017 and the head of the EPA doesn’t believe in the science behind climate change https://t.co/RhwWL2GmuO,864356 +1,RT @c40cities: Greener cities are largest factor in preventing global warming: https://t.co/W0Ie2YblZC #Cities4Climate https://t.co/pQY9rNV…,841305 +0,@Notsosmarrt @eugenes_nam @Mohammad_Ho @benshapiro he's never denied climate change and that's not what this tweet is saying either,986786 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,609015 +0,As a businessman .@realDonaldTrump should favour climate change. More business opportunities.,441385 +-1,RT @JunkScience: Of course Al Gore announces a new global warming movie as the US gets an Arctic blast. #GoreEffect https://t.co/Gj3EKibjfp,647570 +1,RT @kristupher: me in 2100 when y'all flood the Earth cause of climate change https://t.co/1uvooQGIyR,611957 +1,I clicked to stop global warming @Care2: https://t.co/wc9W75HzXY,135068 +2,Interior nominee Zinke disputes Trump on climate change https://t.co/e0FJQ5OuL7,721281 +2,RT @Laura_Figueroa: Bernie Sanders on election: 'The stakes are enormously high...literally in terms of climate change the future of the pl…,974299 +1,"❤The Taiwan government should apologize to the whole world, making air pollution caused the global warming. https://t.co/LmKM1k2uTU",669951 +2,Tillerson ducks Exxon climate change allegations - CNNMoney https://t.co/N07M3KUzdm,287513 +1,UN SDG´s: People are experiencing the significant impacts of climate change.' https://t.co/nb9jeqOkzU… https://t.co/Oqk43h14mg,568821 +1,RT @NRDC: Women accept the evidence of climate change and want action. https://t.co/AM49Zn33Js #WomensMarch #WhyIMarch https://t.co/ngx5r1q…,950511 +1,"RT @WilDonnelly: Arctic climate change study has been canceled due to climate change. Warmer temperatures & moving ice make it unsafe +https…",13268 +-1,"RT @JaredWyand: Steve Bannon means bye bye to the climate change scheme we're spending $22,000,000,000 a year on for 'research' + +https://t.…",395132 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",429145 +-1,RT @Marie35396768: @deeaniels @AllenWest An oceans rising climate change panicer who has a waterfront mansion,371102 +0,RT @MikeCarlton01: Wife says tonight's #4corners on climate change is a ripper. Full of Pentagon heavy-hitters. Will probably upset Malcol…,454453 +1,"100% agree with @DrJillStein on climate change. The choices in this election look to be 100 steps backwards, 50 steps forward, or zero.",189914 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,859790 +-1,EPA faked biosludge safety data just like it faked global warming temperature data … Shocking... https://t.co/WvXb9eTHzX,534733 +1,Read this eye-opening article in #NatGeo on how climate change will alter #Africa's food systems & economies by 2100 https://t.co/WiFVvV4MuT,192014 +1,"RT @softreeds: GOP: 'God will save us from climate change' +God: WHY DO YOU THINK I KEEP CREATING SCIENTISTS?",971990 +1,@DC_Phelps the unforeseen consequences of climate change keep rearing their ugly heads.,141965 +1,RT @climasphere: How climate change impacted 2015’s extreme weather: https://t.co/Ee0x7vJrrH via @ClimateCentral,982770 +1,"RT @SenWhitehouse: A few years ago, Pres. Trump supported fighting climate change. Today, he began to unravel the Clean Power Plan, ju…",965504 +0,"RT @TrumpTrain45Pac: ��This is a photo of an actual climate change meeting in 2015. +MT: Deplorablerodent https://t.co/MpyOJbqj8F",922689 +2,RT @WorldfNature: Russian President Vladimir Putin says humans not responsible for climate change - FRANCE 24 https://t.co/Eaq1ZdstYX https…,38507 +2,RT @latimes: Senior GOP figures are pushing the White House to consider carbon tax to fight climate change…,839432 +1,"RT @SenWhitehouse: 97% of scientists agree that climate change is real. For our health, environment & future generations, we need to act no…",719419 +1,"RT @ClimateCentral: Even when concentrations of CO2 level off, the impacts of climate change will extend centuries into the future https://…",383921 +1,"RT @funder: Watch this video. + +If you don't think #HurricaneHarvey has to do with climate change, you must be a Trump supporter. https://t.…",295134 +2,RT @anthroworks: Indigenous Canadians face a crisis as climate change eats away island home https://t.co/buFK6n1hUt,226262 +1,RT @Carnstone: Shades of climate risk. Insightful report providing detailed breakdown of climate change risks by category & region…,907372 +1,"RT @ClimateReality: Over 97% of scientists agree that climate change is real, human-caused, and happening right now. RT if you side wit…",627987 +0,RT @SheilaGunnReid: I just wanted to ask her why Chief Kevin Hart blamed Aboriginal diabetes rates and poverty on climate change,294228 +-1,"RT @ZebulonPike1813: @luisbaram Definitely caused by global warming. Quick, hand over all your money!",728250 +2,RT @theipaper: China tells Trump: We did not invent global warming https://t.co/0afnJFSIAG,476589 +1,"RT @JilliRobi: Welcome to America. Where we deny climate change, men brag about rape, and the KKK supports our president. #notmypresident",269771 +1,He denies climate change. And just gave the go ahead to Keystone. Now I know his accounts a parody. ���� https://t.co/VMKEDlsPhz,828539 +-1,RT @TeamTrump: .@realDonaldTrump will cut taxes & cancel billions in global warming payments to the UN so we can use that money to…,4310 +0,@wrmead Do you think investors pressuring oil giants on climate change can impact value of oil reserves? https://t.co/ChuTsGTbUl,92441 +0,"RT @itsTim_eh: ...apparently, climate change is SO bad that it's causing penguins to mutate into puffins... +#ClimateBarbie…",567911 +0,@waterconflict kallas det inte på engelska climate change denier,627372 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",244701 +0,RT @TheGreenParty: *Alleged* climate change?! #BBCQT https://t.co/8wL7CDlq0W,880324 +0,RT @kevindroniak: Soakin' up that global warming sun!,567395 +0,hahaha dahil sa post nayan may climate change ulit...hahaha MAYWARD EIGHTernalLove https://t.co/W2ufh9K5JS,825355 +2,RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,733553 +1,.@RepBrianMast Don’t let our children face climate change disaster! #ParisAgreement #CleanPowerPlan #SaveTheEPA #ActOnClimate #swingdist,526396 +1,"RT @GlobalGoalsUN: What gives Mary Robinson, UN Special Envoy on @ElNino_Climate, hope for addressing climate change and achieving…",811578 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",537160 +1,"RT @macskagoly: So, since 'climate change' is now a nono word, how should we refer to it?",938421 +2,"RT @nytimes: In the Pearl River Delta in China, breakneck development comes up against the growing threat of climate change https://t.co/Ym…",361332 +2,RT @jswatz: Now more than 800 scientists and growing: the open letter to Donald Trump on climate change https://t.co/9oCSj9dfc1,763071 +1,RT @Alex37418765: Nailed it @RonPlacone 100% consensus on climate change implications EXCEPT 4 fossil-fuel industry backed researchers @Van…,760871 +0,"RT @NiceBartender: @chelseaperetti look into the camera and tell climate change, 'stop it.'",121451 +1,RT @derrickokeefe: BTW the founder of Kinder Morgan has financed climate change denying Republicans for decades. Another great reason…,769130 +1,RT @Pappiness: .@realDonaldTrump You're so smart that you think climate change is a Chinese conspiracy.,372705 +0,RT @billmckibben: Eagle Scout Rex Tillerson led double e-life as 'Wayne Tracker' to discuss climate change online says @AGSchneiderman http…,434176 +2,RT @ClimateCentral: NOAA challenged the global warming ‘pause.’ Now new research says the agency was right https://t.co/t5MspIMdwt via…,663981 +1,"RT @JYSexton: All cultural programs eliminated. All efforts to curtail climate change. The social safety net hobbled. And somehow, increase…",211595 +1,"oh excuse me global warming, can you allow us to experience the snow this year!",302321 +-1,RT @Lg4Lg: Al Gore confronts little girl who says climate change is bullshit! https://t.co/uyLDmbCjh8,842445 +2,RT @CBCPolitics: Mulcair: Did PM ask Germany to strike climate change from G20 joint statement? PM: No I did not say that #hw,753339 +1,Your clever tech won't save you from health-damaging climate change https://t.co/OBXR9KRbCD https://t.co/QWlDDptBsH,853739 +1,RT @walkingbisexual: this is gonna be in 50 years cause trump and all the politicians ignoring climate change https://t.co/nYor60bZXn,85660 +1,"RT @ecobusinesscom: .@RainforestCx conservation technologist @topherwhite fights #illegal #logging, #climate change with old phones.…",945539 +1,"RT @mawilner: Rick Perry, climate change skeptic, is President-elect Trump's choice for secretary of energy. The current secretary is a nuc…",247318 +0,@moneylog666 when climate change turns north america into antarctica every day will be december,648361 +1,RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,900595 +1,"Facing a President who denies the reality of climate change, we need to mobilize together. Join me. https://t.co/ZmJX9i0YEI",648958 +1,RT @TaitumIris: Our new president thinks climate change is a hoax. Our new Vice President believes in conversion therapy.,36002 +1,"RT @NatGeoChannel: 'The majority of scientists agree that climate change is a real and present danger, and we as a species must act now.' -…",338782 +2,RT @CNNPolitics: Badlands National Park deletes its tweets on climate change https://t.co/4alhCu9hQx https://t.co/YnahwNkwc4,951826 +2,"6 million people are at risk of starving in East Africa, and #climate change deserves part of the blame: UN Dispatch https://t.co/0abKPmovfO",294641 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,90006 +0,"BIKE chalate samay , bewajah flash-light marne walo ko , global warming ka doshi maan-na chahiye||||| ������ @Funnyoneliners @RVCJ_FB",81437 +-1,RT @CounterMoonbat: I moved from the south to Minnesota. Different climate. I bought a big-ass coat. I adapted to climate change.,873175 +1,RT @NYGovCuomo: Ignoring science and disbanding advisory panels won’t make climate change disappear. New York is committed to honor…,691192 +1,"RT @patagonia: If our elected leaders fail to approach the environment & climate change as serious issues worthy of urgency & action, it wi…",339783 +2,RT @revbillytalen: EPA chief denies carbon dioxide is a prime contributor to climate change https://t.co/sjEj24IuHd,130228 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",379636 +1,"RT @openDemocracyUK: Taxpayers Alliance, Vote Leave, & Lord Lawson 's climate change denying think tank (GWPF) all share the same address h…",411943 +1,RT @gray: @AmyMek This is from 2015. They're peacefully demonstrating for action to combat climate change. Please stop spreading your fear…,227580 +1,RT @qz: A new report shows that our efforts to fight global warming are paying off in the biggest way yet https://t.co/fPYZlR98PZ,911242 +1,5 ways China is becoming the global leader on climate change https://t.co/tvny16Eg6t,824630 +1,RT @ChiVeganMania: We have teamed up with @ffacoalition for @CHIScienceMarch! Fight climate change with diet change. #ScienceMarch…,268107 +0,"RT @KatyTurNBC: Trump says he will cancel Billions of dollars to the UN for global warming. 'By the way, no one knows what happens to that…",976341 +1,Everytime I tell an adult I'm going into the environmental science field they start telling me how climate change isn't real. ����❤��,877527 +-1,@LiamGeorge_ yeah but all that environmental budget that's been wasted on climate change can be spared now... 🙄,242232 +1,RT @AngleseaAC: Donald Trump wants to shut off an orbiting space camera that monitors climate change (Head in sand #uspoli #auspol) https:/…,692816 +1,RT @ElizabethDrewOH: Trump demand of names of Interior workers who attended climate change meetings reminds of Nixon demand of names of Jew…,373525 +1,RT @UniteWomenOrg: #KnowYourCandidates! @realDonaldTrump thinks climate change is a hoax! @HillaryClinton & scientists know its real…,606330 +2,Renewables-led energy transition can meet two-degree climate change goal while boosting global GDP says @IRENA study https://t.co/JFagr8hLhj,695389 +-1,"RT @ARnews1936: Whistleblower admits scientists manipulated data, making global warming seem worse to help Obama https://t.co/AVQGdvHCNI #a…",607660 +2,California unveils sweeping plan to combat climate change - CNBC https://t.co/x34jqJEBKd,474701 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,387357 +0,RT @mayhersays: We now have to say 'extreme severities in weather events' 😂😂😂 that's how we're gonna sell climate change to ol' boy,914904 +2,RT @RoundSally: Fiji pleas for a Trump change of heart on climate change https://t.co/ECpikkbJwq,713515 +2,RT @ChristopherNFox: One of world's largest asset managers Vanguard seeks improved corporate disclosure on #climate change https://t.co/9JB…,366552 +2,RT @washingtonpost: The Trump administration just disbanded a federal advisory committee on climate change https://t.co/G6u4KmlzIZ,944773 +-1,RT @SenatorMRoberts: The most profound change we are going to witness is the unceremonious dumping of climate change scams under a Trump Pr…,73462 +0,Year 10. We are starting our climate change unit when we return,289072 +2,RT @NRDC: 800+ Earth science & energy experts urged Donald Trump to address climate change. https://t.co/uvYcCqhS7M via @sciam,804952 +1,"RT @eugenegu: Category 4 #HurricaneIrma on the heels of Category 4 Hurricane Harvey is not a coincidence. It's climate change, stupid. And…",242016 +1,RT @ClaireyBeeS: Rapid climate change fears for North Pole ice melt. Time to move away from filthy fossil fuels. Ban #fracking. Rene…,430449 +1,"RT @YouTube: .@NatGeo teams up w/ @LeoDiCaprio to explore climate change and prevent catastrophe. + +This is #BeforeTheFlood →…",318163 +1,RT @WhiteHouse: .@POTUS on how acting to combat climate change can help the environment and grow the economy: https://t.co/dLThW0dIEd,245508 +1,"@simeonst91 I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",599004 +-1,RT @LamarSmithTX21: NOAA sr officials played fast & loose w/data in order 2 meet politically predetermined conclusion on climate change htt…,583203 +0,@SenSanders how does having three homes affect climate change?,445700 +1,RT @CarolineLucas: Govt to 'scale down' climate change measures to secure post-Brexit trade - good to know #climate in safe hands then http…,477398 +1,"@Outsideness So much of this going around, especially re:climate change. 'All we need is this marginal adjustment i… https://t.co/uUOCLOdQO3",715981 +-1,RT @PolitixGal: TOP Dept of Energy scientist was fired because he failed to toe the climate change agenda pushed by Obama. https://t.co/uJI…,893967 +1,"RT @adamjohnsonNYC: in the debates, Russia was mentioned 178 times–more than any other topic; 174 times more than climate change & 161…",453035 +1,"RT @elliemail: They write about the benefits of tobacco, coal, anti climate change, all the topics one would expect from an org re…",208437 +0,"RT @ryanlcooper: and what Stephens shows is that rhetoric aside, climate change is not that important to upper class libs. denial is a Resp…",129807 +1,"RT @PetterLydn: Ooh, a climate change quiz! :) Try the @guardian quiz to measure your knowledge (and maybe learn more): https://t.co/K5D861…",405297 +1,"RT @InsafPK: Pak is badly affected by global warming.Deforestation is one of the main reason,but I'm proud the way we stood against the tim…",733508 +2,RT @BillMoyersHQ: Did CA figure out how to fix global warming? https://t.co/jKHjbqjex3,145071 +1,RT @UNEP: The #ParisAgreement must enable countries & cities to combat air pollution & climate change simultaneously. More:…,608233 +1,"RT @williamlegate: @realDonaldTrump @NASA +The same scientists that brought MAN to the MOON all say climate change is a huge threat. You sma…",155414 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,774088 +2,"RT @CNBCi: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/XVQiwsQJlc https://t.co/IrVPMbatwt",652804 +1,it's 66 degrees outside it couldn't have passed 32 that day if this isn't global warming idk what it https://t.co/68COxDM3H2,941306 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,920994 +1,@Trump2016DJT sorry but your politics affects me. Having climate change deniars at the top fucks the world over. Also economic impacts too.,989811 +0,"RT @GhoshAmitav: My (no-longer-paywalled) article on the Moluccas & cloves, nutmeg, mace & climate change (with my own photographs) https:/…",201880 +1,"Evidence for @ScottPruittOK, et al. climate change deniers. https://t.co/NUij6eJyyt https://t.co/NEYPSh7brZ",592126 +1,"If you don't think climate change is real, you're an idiot. Don't @ me",77638 +-1,@LeahRBoss Dear Leftists. Your traditional working class base doesn't care about climate change. They dislike the Soros' of this world,848659 +-1,RT @reedsprague: Big Al: working to get his slice of the twelve trillion dollars he & others are demanding for fake global warming. https:/…,683162 +2,RT @ClimateChange24: Rwanda's gorillas become new face of climate change - CBS News https://t.co/tnXbstCgxR,444929 +-1,RT @sweetatertot2: In the 1970's the so called 'scientists' were telling us the earth would freeze over now it's global warming ��smh…,902924 +1,RT @TomHoltzPaleo: Badly misinformed lawmaker thinks our 'warm bodies' may cause climate change https://t.co/hi0wiLj7Xt via @HuffPostPol,329009 +1,Citizens around the world want quick and decisive action on global warming and clean energy #earthday @NemaKenya @JudiWakhungu @kunec250,261928 +2,RT @ABCNews24: Former military leaders are urging @realDonaldTrump to take action on climate change threat to international securi…,274752 +-1,RT @tan123: Climate change skepticism from a leftist: 'fear mongering around climate change needs to stop' https://t.co/RlnogaX67U,87416 +-1,World leaders duped by manipulated global warming data https://t.co/VvKAz718OW via @MailOnline,124606 +1,"RT @lorddeben: Can't be ambivalent about a liar & chauvinist bully who cosies up to Putin, denies climate change, mocks disabled,… ",616950 +1,"RT @InnerPartisan: Paul, you're a climate change denier. Don't try and pretend you have any clue about science. https://t.co/L7JMslZLPB",843497 +1,RT @LeahBarclay: Music and science combine to monitor climate change https://t.co/dYajot1cBh #ClimateAction #EarthOptimism…,886803 +1,"You can deny a global warming shift all you want, but the Northeast is experiencing the warmest winter in my lifetime. #tcot #tlot #ccot #p2",773336 +2,RT @politico: James Mattis believes climate change is a security threat and catalyzed the military's fuel efficiency efforts…,817841 +2,Biodiversity loss shifts flowering phenology at same magnitude as global warming #healthinformation https://t.co/McNvEsGeDW,190289 +0,He contestado: Trump called global warming a hecks #vaughanradio,774857 +1,"RT @HITEXECUTIVE: Tell me again how the earth is only 6000 years old, flat, global warming isn't real & science is fake news. https://t.co/…",874653 +-1,"Jina made up global warming, we hate them, they steal our jobs https://t.co/GCrtLSSbNs",117619 +1,RT @ajplus: The City of Chicago is posting the climate change data and info that the EPA has deleted from its website under the…,80236 +1,RT @DMReporter: ENVIRONMENTAL: Mail readers take on Stephen Hawking over climate change. It doesn’t end well. https://t.co/e1AfJzTCtV,535800 +1,"RT @geo_teira: With an ever warming planet, these people do realize that the last thing they'll ever have again is a white christmas, right?",948909 +0,RT @EhJovan: she's protesting for climate change https://t.co/whv80DvqZF,729697 +2,Philippines to remain at forefront vs climate change – Palace - Philippine Star https://t.co/SEkYGfvnet,142095 +1,"Fixed your headline, WP: Trump says, FALSELY, ‘nobody really knows’ if climate change is real https://t.co/RSEpmzFVzv",952238 +1,"@SenatorMRoberts There's tax reform, climate change, housing unaffordability to focus on. Not making Australia social neanderthals again",676893 +1,RT @ConservationOrg: The world is watching. It’s time to stand together against climate change. Join our Thunderclap >> https://t.co/YZkCM6…,749301 +2,RT @thinkprogress: Can the world fight climate change in the era of Trump? Obama's science adviser thinks so. https://t.co/HdknhKc4pJ https…,259428 +1,RT @ajplus: Is this deal to fight climate change too late? 😕 https://t.co/e76UJNCYN8,955164 +-1,"RT @mitchellvii: To reduce global warming, Democrats are planning a trip to the Sun to turn it down. As a safety precaution, they will lan…",942729 +1,@TeamWildrose then what will you do to combat climate change,205226 +0,RT @sujeongist: a face that cured hundred of diseases and ended with global warming https://t.co/LHxJXXVVqy,212971 +0,Flipboard just told me that White House's climate change & LFBT rights pages have 'disappeared' from a newsfeed I follow...That was quick!,853538 +1,@thenarayan_ If your so called food choices involves killing innocent animals and causing global warming then you better stay away from it.,204210 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,140637 +2,RT @guardian: Nicholas Stern: cost of global warming ‘is worse than I feared’ https://t.co/qBQaCYtska,795089 +2,China proposes major green investment amid Trump’s retreat from climate change. https://t.co/5iNuf7uvIo,452921 +2,RT @washingtonpost: The Trump administration just disbanded a federal advisory committee on climate change https://t.co/WCSwCKeUll,542187 +-1,"@YTICBT +not saying ...no global warming +but REALLY QUESTION... +• MAN MADE",231673 +1,I pledge to urge U.S. leaders to maintain our momentum in the fight against global warming... https://t.co/5fWWOlkHdY #globalcitizen,323777 +0,@philklotzbach gotta be global warming. They need some excuse?,966676 +0,@punisher766 @sassypants81 @Beppy77 @Seahawk17 He was looking for like minded climate change ladies,725465 +1,RT @MOON_SANd_: When a large percentage of the country believes climate change is a hoax but listens to the invisible man in the sky https:…,874576 +1,RT @GRAIN_org: We can't address climate change if we don't address corporate capture of the food system #GAID2017 https://t.co/F54KQL1m2e,541994 +2,Finance ministers from the world’s biggest economies dropped a reference to climate change… https://t.co/QkyoDLtTMv https://t.co/yVo3JBUq30,113181 +2,China urges U.S. to stay inside Paris Agreement on climate change https://t.co/6hVPn3cM7c https://t.co/SVArf0ikED,674302 +2,Youth conference on climate change begins: The Himalayan Times: Youth conference on climate… https://t.co/qAlhdabcWC,286037 +1,"Wow, this game gets more and more depressing!' 'That's #Downfall!' + +We accidentally played an allegorical game about climate change.",48386 +0,Really enjoying this global warming. Just need some rain,851572 +2,Mixed signals for economic switch on climate change https://t.co/jXsQ08vycL,260154 +1,@LonelyProbe @minutephysics It is flabbergasting that individuals deny the growing body of information that substantiates global warming.,876954 +1,RT @HuffingtonPost: EPA chief still doesn't think humans are the primary cause of climate change https://t.co/QL7xr5RtDv https://t.co/to2NQ…,926046 +1,RT @KHayhoe: How long have journalists been reporting on human-induced climate change? More than 100 years. (h/t to Mike Wehner…,52272 +0,"RT @FSIStanford: Tomorrow at noon, Scotland's First Minister @NicolaSturgeon talks #Brexit, climate change and more. Livestream here…",467343 +1,RT @grist: Major TV networks spent just 50 minutes on #climate change (COMBINED) last year https://t.co/K2UJ810xdK https://t.co/Dcn8s54yAJ,696229 +1,RT @JohnLutge: @MickKime @Lynquest Soon to be broadcasting clean coal and climate change denial documentaries 24*7.,146747 +1,"RT @CNN: 'When corals die off, we die off.' Thanks to climate change, the ocean is no longer a friend of Seychelles.…",86907 +2,RT @ChemistryatYork: Listen to Dr Kevin Cowtan's @BBCRadioWales interview on climate change in the form of warmer oceans (at 01:05:36) http…,689133 +1,RT @mcnees: Rumored Secretary of State candidate Dana Rohrabacher thinks global warming and TOOTH DECAY are conspiracies to exp…,811133 +2,"RT @climateprogress: #GameofThrones star: ‘I saw global warming with my own eyes, and it’s terrifying’ https://t.co/8hyQrxtfpg https://t.co…",207314 +1,RT @Keana_wat: how can you sit there and say global warming is not real like what,932740 +-1,"RT @SaveLiberty1st: Moore, co-founder of Greenpeace, says humans are NOT to blame for global warming, & 'no scientific proof' climate c… ",859620 +2,RT @themainichi: Britain's Prince Charles co-authors a book on climate change - https://t.co/MozQQF0ihT,289833 +1,RT @CycloneCharlie8: Thankfully the world's two largest nations - India and China - are out to do something about climate change…,800991 +2,What Trump's budget would mean for NASA and climate change https://t.co/7WjXRj8zuF https://t.co/VvO4DREKSE,787757 +2,RT @mmfa: Five crucial climate change takeaways from the Rex Tillerson confirmation hearing https://t.co/rw0YxDxaJo https://t.co/n31eVnrEmC,735635 +0,"If global warming isn't real, how come my two older kids know how to ice skate but my youngest doesn't?' - dad's case for climate change",814501 +0,RT @sonneyjo: What The Can't be Real Trump presidency means for climate change policy - https://t.co/aeZ1U6GKe9 via @BrookingsInst,348718 +2,UK government signs Paris climate change agreement - Sky News https://t.co/R94mRenSLW,280052 +0,"RT @cartoonmovement: #COP22 starts today, with more talk to combat climate change. Today’s cartoon by Salman Taheri:…",252067 +1,"RT @RuthHarrisonMSP: They may be fundamentalist, homophobic, misogynistic, climate change deniers supported by terrorists, but at least the…",104411 +2,Rex Tillerson used an alias e-mail at Exxon Mobil for climate change talk: WSJ https://t.co/4qUxlHPOFh https://t.co/V14oM6fixl,764266 +2,RT @TheEconomist: It briefly looked as if Trump might have had a rethink about global warming. Apparently not https://t.co/U0EeWOoLBa https…,970370 +0,"If his man crush continues to say climate change is a hoax, it'll be warm enough there soon. https://t.co/rlK7HZNcwD",340502 +2,Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/oQ4e5aHIVV,74242 +1,"RT @LRonnas: Join us at Kulturhuset, 11.00 hrs for #StockholmAct debate on how UNSC should deal w climate change",346041 +-1,again with the climate change? ok. let's see the altered data. https://t.co/vQhwSFwePN,189216 +1,"EPA boss: Here’s the good news about climate change (yes, that exists) https://t.co/rWbtOKH0gx https://t.co/9KBkst5gIU",592700 +1,Cities are reclaiming the fight against climate change. https://t.co/1h7ZbcNiAY,345237 +2,RT @theecoheroes: Trump's climate change agenda 'immensely depressing' #environment #climatechange https://t.co/0VzTZDdpdx thanks @AndyS_Re…,323796 +2,Trump to drop climate change from environmental reviews: Bloomberg https://t.co/DIO6DhE4iq,894598 +1,RT @CopernicusUnoff: #HESS https://t.co/mRkCTgK0rY Impacts of future deforestation and climate change on the hydrology of the Amazon Basin:…,242321 +0,"RT @pablorodas: #CLIMATE #p2 RT James Hansen, father of climate change awareness, calls Paris talks 'a fraud'…",666851 +-1,RT @CrazyinRussia: Russians haven't got time for you climate change shit. https://t.co/U8y0EX8sPc,433112 +1,"RT @Greenpeace: This is what 800,000 years of climate change looks like. Look at where we are now: https://t.co/8gGOBKLWMi https://t.co/FlC…",201375 +-1,@rootstak @vicenews Belief in man made climate change is the opposite of common sense. It's a fairy tale made up by… https://t.co/9rrPmWIgbl,862409 +2,RT @insideclimate: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/CO0p9PU3Fd,715289 +2,RT @Independent: US 'forces G20 to drop any mention of climate change' in joint statement https://t.co/49EE31tyP7,734830 +1,"RT @troovus: A couple of great, poignant climate change (and corporate misinformation / lobbying) cartoons by @joelpett1 https://t.co/Qfccu…",85298 +0,Bring on global warming so we can have this weather in the middle of fucking November please,529024 +1,RT @LeftFootFwd: They oppose abortion and gay marriage and don't believe in climate change—meet your new party of government…,487781 +0,Leave climate change; the political economy of #agriculture in India is fanning farmer anger. Also see… https://t.co/Fr23EYvxvK,23054 +1,One of the most irking things about the GOP is that they completely disregard the fact that climate change is real and catastrophic,990904 +0,Team 32: https://t.co/lwxWWx5ac1 interesting to hear more accounts about peoples opinions on climate change #17posc225,239175 +1,RT @Crawford3G: (NOT MUCH HAS CHANGED) Meet 'Mr Coal' — our new climate change minister Josh Frydenberg. https://t.co/I5Mgz3fyjD @Indepen…,15378 +2,RT @nytpolitics: Governor Jerry Brown vows California will battle the Trump White House on climate change https://t.co/unt7FUYOM3 https://t…,754788 +0,RT @rachaelvenables: WATCH as a woman walks into the middle of the M4 at Heathrow before being dragged away by police in climate change…,668228 +2,RT @insideclimate: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/CO0p9PU3Fd,13730 +0,"RT @AmyAHarder: In briefing just now, White House official responds to question about whether Trump thinks climate change is real: 'Can we…",546819 +1,"RT @TheRickyDavila: I hope you wipe the floor with that racist, bigot climate change denying fool. You have my FULL support…",429955 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,731660 +1,"Scientific research is one of the reasons we are getting anywhere in this world (also climate change is real, Google it)",814296 +1,"@Davos Since neither can do so without actually doing more damage than climate change would entail, both should focus on adaptive strategies",164876 +1,"We don't have the liberty, or the time to debate climate change.' 'Before The Flood' has its flaws, but it is still extremely important.",459144 +0,Why biodiversity loss is scarier than climate change https://t.co/4BvXubVJkJ,32148 +0,J&K beats global warming average https://t.co/tFD7CpU1fE,353027 +2,RT @MashableUK: Stephen Hawking has a message for Trump: Don't ignore climate change https://t.co/ts7hrsVP3d https://t.co/KCuIC2q3Lm,331470 +1,RT @JoinedAtTheArse: Liberals can't admit global warming is driven by capitalism's infinite need for growth + expansion + it's profligate s…,96234 +2,RT @guardianeco: Michael Bloomberg and Mark Carney: How to make a profit from defeating climate change https://t.co/gsCgiWyHnL,731519 +1,"RT @EnvDefenseFund: If you’re looking for good news about climate change, this is about the best there is right now. https://t.co/9v97InNDSd",165906 +1,"Here's how you can help make Congress tackle climate change + https://t.co/4Jc3At4EKt",37705 +-1,RT @EWErickson: Science is political. So you can’t trust science. But trust all the climate change scientists you bigots. https://t.co/ig…,43126 +2,"RT @KeepAmerGr8: Julia Louis-Dreyfus endorses Clinton, slams Trump over climate change https://t.co/AZqPhye9Up via @EW",649668 +0,"RT @andrerucker51: @RepAdamSchiff Our president on TV is climate change in reality Climate of our country Climate of our culture +Catac…",173285 +2,An Inconvenient Sequel review – Al Gore's new climate change film lacks heat: The former vice president’s latest… https://t.co/jD2J9unDpC,857758 +1,"As recent events have shown, climate change is not an environmental issue. It’s a global security issue.",557550 +1,Starting off the day with my coworker arguing that climate change is a hoax https://t.co/ebYZ3Hi3Us,503060 +0,"RT @rhodrilewis5: climate change, @wgcs_enviro @lesley4wrexham responds... @jonesarwyn chairs, 1140 BBC 1 Wales....",443332 +0,"RT @TheRoadbeer: After being stuck in my mentions for 24 hours about man made climate change, I pop out to find a conv about thigh-highs.…",862413 +2,"RT @nytimes: With Donald Trump in charge, climate change references were purged from the White House website https://t.co/KOtUdecPLu",421611 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,221438 +1,"RT @RealLucasNeff: How come generals get to fight wars however they want, but scientists don't get to fight climate change the way they wan…",586546 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",65474 +1,"RT @HeWhoLovesWords: Pruitt can scrub climate change references off the EPA site, but he can't delete these crowds. IGNORING A PROBLEM D…",907918 +1,"RT @ashleylynch: The House Committee on Science, Space and Technology tweeted out a Breitbart climate change denial article. + +But it… ",396810 +2,"The dirt on tourism and climate change - For an industry reliant on predictable weather, ... - green cyprus - https://t.co/TJPabFWi26",304468 +1,Who said climate change being a Chinese scam? https://t.co/NDyjKfv9a5,622728 +1,@sjcoltrane @mellowdramatic @jembloomfield climate change *will* screw with whatever we try next,672345 +1,"RT @mrccs_ltd: Bill Gates and other billionaires are launching a climate change fund because we need an 'energy miracle' #energy + +https://t…",200528 +1,RT @TreeGroupie: Lmao I believe it's called 'We're fucked' aka global warming https://t.co/RRqsbGJmfX,831869 +1,RT @anartdecodiva: “Another reason to be worried about climate change.” by @Alex_Verbeek https://t.co/6EyQVRk0Vx,876746 +-1,"RT @Joeydoughnuts75: @CharlieDaniels I would like to know if man made climate change exists, but there are no dinosaurs left to ask. The…",108142 +1,RT @EnvDefenseFund: These stunning timelapse photos may just convince you about climate change. https://t.co/Ih42fhgFOn,126925 +1,Someone try to tell me climate change isn't real...I DARE YA 🌎☀ï¸,421856 +-1,@tan123 @ScotClimate At least Leo finally admits what we've all known.... global warming is a giant financial scam.,806625 +1,RT @14babyken: I need a president who cares about climate change !!!!!!!!!!!!!!,236496 +1,RT @BetteMidler: We are so fucked. Trump picks climate change denier for EPA team @CNNPolitics https://t.co/FmMc1OVZUn,829906 +0,How do ghosts cool their environment and could we use that to combat global warming? #funny,645988 +1,"Donald Trump to scrap Nasa’s climate change research because it is ‘too politicised’ https://t.co/BdKbgqfxB5 + +This is unacceptable. #trump",401180 +1,RT @ryanlcooper: keeping global warming below 2 degrees is done. kaput https://t.co/7rBzvrtC7M,608101 +0,RT @sunlorrie: Here's my (other) Sunday Toronto Sun column: Schooling DiCaprio on global warming https://t.co/WUkaprx5yY https://t.co/lydBj…,478005 +-1,"RT @FightNowAmerica: The majority of scientists who say climate change is man-made received millions for their so-called 'research'. + +Tr…",836772 +2,INDIA: Nine-year-old sues government over climate change inaction. https://t.co/lonAaD2jZU,609407 +2,BBC News - New mercury threat to oceans from climate change https://t.co/2647YSxf1C,288875 +1,"RT @ASlavitt: NEW: The NIH cut this�� & all mention of climate change from website. Our nation's paid scientists.☹️ + +c/o @ddiamond…",799940 +0,"They ask me what my inspiration is, I said global warming.",452648 +1,RT @AltUS_ARC: Reaching global warming targets under ice-free Arctic summers requires zero emissions by 2045. https://t.co/c17aQWWtlu,920213 +-1,"RT @RawhideClover: There is not enough data to prove global warming. The earth has cycles, they have been messing with the atmosphere… ",895649 +1,"@FriendsOScience @Panther1224 @RogerHelmerMEP @NASA You are an org specifically set up to refute climate change, ap… https://t.co/UZFcSnMSnK",600560 +1,"RT @hellohappy_time: What if we tell Pence that ignoring climate change data is like, really really gay",975763 +2,How scientists plan to avoid another global warming “pauseâ€ row: Scientists need to fight the inevitable… https://t.co/BAh4dVAAEo,75628 +1,RT @SenSanders: On bigotry there is no compromise. We can't go back to a more discriminatory society. On climate change there is al…,673417 +1,RT @Kim_is__bored: Its funny when Cody calls someone stupid. Cody literally doesnt believe in dinosaurs or global warming. #BB19 #BBAD,686448 +1,"RT @NasMaraj: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worst https://t.co/…",439613 +0,"@pourmecoffee @GayPatriot @sallykohn when the right says 'it's really cold, no global warming' the left says 'that's weather not climate.'",178242 +0,"RT @DoYouEvenMikel: 'typical of John Terry to make it about himself' + +aye lads shouldve expected him to talk about global warming in his la…",875102 +-1,"Evidently some of you have never seen that algore's chart shows CO2 levels increase FOLLOWING global warming, rather than preceding it.",520688 +1,I clicked to stop global warming @Care2: Error,237751 +1,"RT @UNESCO: #FridayReads To mark the end of #COP22, let’s revisit & share our guidebook 4 African journalists on climate change…",48093 +1,"We have to figure out a way in which we address the common challenges that we face like climate change, continued war & social justice.",385476 +0,RT @DanNerdCubed: The 'Is climate change real?' one after that with a coal plant owner and a polar bear looks to be great too.,752638 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",744677 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",982511 +0,@mikelers hahaha. maka lagot. nagpa check up ko. either sa climate change daw or anxiety. 😫,613079 +2,"Under Trump shadow, world leaders tackle climate change +https://t.co/gO5SwI8whH",410824 +2,Generals sound alarm over climate change at Halifax International Security Forum' https://t.co/JeJ6NxJ35I #climatechange #security #drought,9654 +1,"RT @LisaBloom: As it has for years, NASA sounds alarm on climate change. Our Pres Elect is only major world leader who's a denier. https://…",466937 +0,RT @TalkingSchmidt: Theory: Self conscious politicians are fighting climate science to cause global warming to prevent shrinkage.,567796 +1,RT @gabbyroshelli: why is caring about the planet & global warming a 'liberal' ideal? i just assume if you live on this planet u would care…,630527 +1,"RT @SustainableDoc: @realDonaldTrump While you're at it, you should thank Exxon for hiding climate change evidence for almost 40 years. SAD!",151158 +1,RT @Sarcona_Felix: Each problem of climate change has a solution that makes society stronger. #ClimateofHope https://t.co/JhLEbxmTjn https:…,573917 +1,RT @pablorodas: EnvDefenseFund: It will be hard for Pres Trump to ignore the effects of climate change as Florida deals with risin… https:/…,196046 +2,RT @sciencemagazine: 'The urgency of acting to mitigate climate change is real and cannot be ignored:' -@POTUS https://t.co/KrxMehfDVv…,352184 +-1,"Record-low 2016 Antarctic sea ice was due to a ‘perfect storm’ of tropical, polar conditions – not ‘climate change’ https://t.co/Ic7zrnYPrw",111551 +1,RT @biancapelletti: Animal agriculture is a major cause of global warming which is raising sea levels so Venice might disappear and IWANTTO…,455242 +2,"RT @IRENA: CO2 emissions from the energy system must drop to 0 by 2060, to limit global warming to 2°C—@IRENA report reveals…",294936 +2,Merkel urges Europe to rise to climate change challenge https://t.co/k60MeiUm2e #WorldNews #News https://t.co/kOY6qSPvQJ,934579 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,402122 +1,"The reality is, you are unwilling to give up your car and electricity use to stop global warming. Which makes you a hypocrite. @Concordantly",487153 +1,RT @jamespeshaw: Details on @NZGreens plan to welcome more refugees to NZ + people displaced by climate change https://t.co/Bf9mIfMcU6 #Wor…,376402 +2,RT @ComplexMag: Leonardo DiCaprio is getting a major award for climate change doc 'Before the Flood': https://t.co/phGfe2yPsO https://t.co/…,409513 +1,"RT @think_or_swim: 'Delusion of climate change deniers' - @autofac bang on the money in @IrishTimes letters today + +https://t.co/6p08Ctatv2",275213 +1,Blaming @narendramodi for #ModiSurgicalStrikeonCommonMan is like blaming sun for global warming.,966331 +1,RT @tbhdaphne: Only in America do we accept weather predictions from a groundhog yet refuse to believe in climate change from scientists,548864 +1,@POTUS @realDonaldTrump contributor' to climate change. Bucks what we teach our kids in elementary school! So many missteps by your people.,359332 +1,Always thinking about the impact of climate change . . . and watching species of seasonal plants whose season of... https://t.co/o6TnrHWkj8,336423 +2,"US could suffer recession-era economic losses if climate change remains unchecked, study finds .. https://t.co/keOOMykiAL #climatechange",85258 +0,@teamsjipos global warming,587958 +1,Trump and climate change: why not talk about threat multipliers? https://t.co/xk3FCK0THa,697121 +1,RT @opejoe: 15. knowing fully well that the USD20-30b req to fund climate change adaptaion will not come 4m broke African govts #SustyBiz @…,385218 +1,Despair is not an option when it comes to climate change https://t.co/F61fngeiUA via @smh,577424 +1,RT @BuzzFeedNews: The Trump administration wants to debate climate change on TV. Scientists say that's 'bullshit'…,113277 +1,RT @benwar27: #MyWishForTheFuture Is that we wake up to the existential threat of man-caused global warming. Watch #aftertheflood. https://…,499906 +0,& donald trump said climate change isn't real https://t.co/aElFNq1Puf,921336 +1,RT @futurenorm: #exposetrump sacrificing earth's future for Trump's present #resist climate change denial https://t.co/hisuYCHMGD,731137 +2,RT @likeagirlinc: #EPA airbrushes #climate webpage as #Pruitt nears confirmation | Climate Home - climate change news https://t.co/qRwVj2uB…,508402 +1,"RT @acampbell68: They have voted a man in who believes that global warming is a hoax created by China, just think about that for a fucking…",31964 +-1,we've never met personally but i have witnessed you say that queers need to suck it up and that climate change does… https://t.co/TYseC0jY9L,196791 +1,But global warming isn't real. 🤔 https://t.co/MuXRb6SToy,120610 +1,RT @perlmutations: Guess we won't have to worry about climate change. https://t.co/BohQseV0hs,351054 +1,RT @mary_reinhardt: And you guys voted for someone that doesn't think climate change is real. https://t.co/5E5CA60GmE,922836 +-1,"RT @DineshDSouza: .@FoxNews Once again, the bad guys are caught red handed cooking the data on climate change https://t.co/VsxDNNV01N",449511 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,509287 +1,Which exception Louise? The white supremacist? The climate change denier? #bbcqt,498037 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,725607 +1,climate change is the greatest issue facing our generation and world.,128384 +1,@POTUS You could say the same to scientists! Are you afraid of climate change??? Don't you care about your grandchildren???,515357 +1,"RT @JohnRMoffitt: #ClimateScience On Sunday, #Trump falsely claimed (another lie) that “nobody really knows” if climate change is hap… ",756132 +0,RT @sazzzelh: I love global warming,936127 +1,"RT @LeoDiCaprio: .@ProjectDrawdown maps, measures & models the top 100 solutions to reverse global warming. A must read. #PaulHawken https:…",407443 +0,"LMAO Damn ya'll vegans are slow. The animals we eat are the ones affected by climate change, they don't cause or af… https://t.co/fkKthNtTjm",967277 +2,Two billion people may become refugees from climate change by the end of the century https://t.co/vUWQ3s1eOF,432593 +1,@guardian @elliegoulding and then people are saying that global warming and climate change doesn't exist...😔 Poor poor World...,705950 +-1,"Global warming, global cooling, climate change.... they all have the same goal. +https://t.co/uT0NSzTbEB",4662 +2,The fight against climate change: four cities leading the way in the Trump era https://t.co/7V34oFG4QY https://t.co/y9HMoARud0,87681 +1,"RT @igorvolsky: Pruitt is a climate change denier, has said the science is “subject to considerable debate”",635311 +-1,RT @KGBVeteran: WATCH: Crazed leftist verbally assaults Trump supporter on a plane. Then goes on bizarre rant about climate change. https:…,876391 +1,RT @ClimateReality: A Republican governor just stood up for clean energy. Because climate change shouldn't be a partisan issue…,185402 +2,Blackhawks' Toews speaks out on climate change: https://t.co/T0CDX7XcOi https://t.co/yNg6LmkS6m,451676 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,650545 +-1,"@StormhunterTWN @EK14MeV + +The beginning & impetus behind global warming mvmt were little more than TV weatherman & radical left wing groups",704432 +1,RT @DataCity_World: How cities can stand up to climate change https://t.co/d6jwxLINqr https://t.co/CVcpb0bBx5,271923 +2,RT @ScienceNews: Lichens sound a quiet alarm on air pollution and climate change. https://t.co/z1ILg9dpzq,687305 +1,RT @Bill_Nye_Tho: yea your nudes are nice but what are your views on climate change,55515 +1,There must be soo many more diseases frozen Anthrax outbreak triggered by climate change kills boy in Arctic Circle https://t.co/5YDQHc1u3Q,375467 +0,@Rob_Flaherty @LoganDobson @HFA But global warming will cause increased rain washing their well wishes away....,421710 +1,"RT @YHWHsFave: 30 ft of ice melted in 5 years. +If climate change doesn't bother you, then you're selfish. Extremely selfish.",932395 +-1,The earth had 'global warming' back around 800 A.D. Lasted about 500 years. Caused by prehistoric SUVs and power plants. I guess.,529406 +2,POLICY SHIFT: Trump to undo Obama’s climate change agenda https://t.co/yFdSDLOACC https://t.co/nadUCJieDe,19400 +0,I dont like that there is global warming but i would prefer it to be 60 tomorrow to melt the snow,282368 +1,RT @CityLab: Start treating climate change like a public health crisis https://t.co/DXBStI12KQ https://t.co/KQ3uATzLs9,831440 +-1,"@CNN Of course climate change is real, always has been. The dispute is only about human influence on it, which is most probably negligible.",367584 +2,The 'simple question' that can change your mind about global warming - CNN https://t.co/oDqYuSNZgb,151456 +1,"Retweeted Nili Majumder (@NiliMajumder): + +No one govt can fight climate change alone & no one government should... https://t.co/VMsv8gArpI",15424 +1,RT @LOLGOP: All the evidence in the world isn't enough to fight climate change but your can just make up a study to take a few…,602526 +1,"RT @RubyCodpiece: #Trump's Cabinet: Exxon shills, climate change deniers, and criminals. Way to #draintheswamp, Donnie.",288141 +-1,The priority for most Africans is getting food into empty tummies. Everything else pales into insignificance. #STFU about climate change,517059 +2,"IPU, Schwarzenegger team up on climate change #ArnoldSchwarzenegger https://t.co/0ecvDzEjsX #arnoldschwarzenegger",488614 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,623850 +1,RT @Jamienzherald: @GenerationZer0: Why New Zealand needs a climate change law https://t.co/PxxD0gqH3a,222111 +1,RT @IIT_Comillas: @AdelaConchado on bike against climate change #MovingforClimateNOW @PactoMundial,817872 +1,RT @EarthVoteOrg: Capitalism is the primary factor exacerbating climate change https://t.co/Ptc6BKfjHy,226785 +1,"RT @MrStevenCree: Sorry. Maybe I should have been sexist, racist, xenophobic, wall building & denied climate change exists. Is that c…",754092 +2,Exxon to Trump: Don't ditch Paris climate change deal https://t.co/1ZUpvKG1i1 via @CNNMoney,895689 +1,@TersooAbaagu @officialdaddymo proper planning is a continuous adaptation strategy to future risks of global climate change.,812351 +2,UAE establishes council on climate change https://t.co/NYyKY4bTmX - #climatechange,495380 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",358420 +1,"RT @KamalaHarris: The United States should be leading on climate change action, not rejecting it. #ClimateMarch",762468 +1,"RT @erikbryn: A simple, sensible revenue-neutral way to address climate change, by Marty Feldstein, Ted Halstead and Greg Mankiw… ",919652 +1,@realDonaldTrump Too bad climate change isn't real. https://t.co/3Vxsly6RGh,170849 +0,RT @dannielaraujoo: 19 de Julho e está a chover... come on global warming,94717 +2,Judge orders Exxon to hand over documents related to climate change for probe into... https://t.co/hXOlndpPt1 by #cnnbrk via @c0nvey,950282 +2,RT @SkyNewsAust: .@TonyAbbottMHR says the moral panic on climate change has been 'over the top' #auspol https://t.co/t5VbEJP6Ir,121381 +1,Francois Hollande says global warming denier Trump must respect Paris climate accord https://t.co/Y107v6OeTs,798244 +1,Still confused as to how some people still think climate change isn't real?,140919 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",5026 +1,RT @JonCozart: Slowly slipping global warming stats into my family's group texts as a means to avoid a trump presidency,88511 +1,RT @TheDemocrats: Trump's newest proposed executive action could set us back years on combating climate change:…,39391 +0,In ref to Russia tweaking the US election. Very true and applicable to climate change and variety of other touchy i… https://t.co/HmqgO5QWyb,847976 +-1,"RT @JohnRiversX9: Exposed: How world leaders were duped into investing billions over manipulated global warming data +https://t.co/q4NzEEN1…",126028 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,247650 +2,"RT @AAPInNews: Action plan on climate change awaiting final review, says Delhi government +https://t.co/mQb6u8lQnQ",72062 +1,"@realDonaldTrump We know, Ivanka got a big cheque...what about climate change?",226133 +1,@IvankaTrump thank you for meeting with AL Gore to discuss the most pressing issue of our time: climate change!,838127 +1,RT @RVAwonk: Aaaand the EPA just removed its climate change page. It was still there this AM (I check everyday). Here's the link…,103408 +0,The latest The climate change Daily! https://t.co/8sBlnoiz7f Thanks to @mangogemini @DaleaLugo #climate,53382 +1,RT @World_Wildlife: Want to understand what's at stake w/ climate change ahead of #COP22? Watch @LeoDiCaprio's #beforetheflood for free: ht…,499258 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,957848 +0,RT @climatehawk1: #Climate fact: “Global warming” and “climate change” have both been used for decades. https://t.co/7OUUpjkYWl…,739006 +1,"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",494064 +0,"year is useless. Yes, every little bit is helpful, & awareness is key, but there are other solutions for climate change. All it takes is...",508856 +1,.@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t.co/gm0Ba6TFnA,741698 +0,"No, climate change (draught) did not “cause” the Syrian 'civil' war. https://t.co/ukiMdY0sYu #PvdD https://t.co/HVPRUAyQLt",615568 +1,RT @NYCMayor: I signed Executive Order 26 because New York City's future is threatened by climate change. We will honor the goals…,724601 +-1,@verge remember when you liberals called it global warming. And then the winters were the coldest ever so you called it climate change?,555623 +1,RT @BernieSanders: Congratulations to all those participating in the #climatemarch. We will fight Trump who thinks climate change is a 'hoa…,14658 +1,"RT @ethoscentre: God save the planet: ‘According to Pope Francis climate change perpetration is a “sin against God”’. + +https://t.co/kAIRUkV…",617584 +2,RT @AngieHolan: EPA head Scott Pruitt: CO2 is not a primary cause of global warming https://t.co/sHTB2CbdZI via @PolitiFact,859204 +1,RT @VictorKvert2008: This sculpture in Berlin is called 'Politicians discussing global warming.' https://t.co/r6AlmORkFE,561203 +2,RT @climatehawk1: Vancouver considers abandoning parts of coast because of #climate change | @Motherboard https://t.co/285TKcSxAl…,722618 +-1,RT @SheriffClarke: Al Gore wasn't seeking common ground during 8 yrs of Obama. Was jamming global warming junk science down our throats htt…,782970 +1,"COMMENT: As doctors, we are worried about climate change https://t.co/5DvfS48u7D",874645 +1,"Leonardo Dicaprio documentary on climate change is scary, we have all ruined earth 🙈",685099 +2,"After Obama, Donald Trump may face children suing over global warming https://t.co/Txge3d37ye",986 +1,RT @exinkygal: Not bad column. But u don't get Paris. What's troubling @ w/drawal is .@potus notion that climate change is fake. https://t.…,875369 +1,"@courtghoward must stop acting like we don't know what 2 do, there are avenues in place 2 tackle climate change & we must take action #CtG17",896442 +2,Biodiversity redistribution under climate change: Impacts on ecosystems and human well-being https://t.co/5pfRMMnBdN,261896 +2,A little off piste: The importance of climate change on global economic trade winds https://t.co/gVmNrhEc2i,666991 +2,@BBCAmos The Arctic is at a record low. These observations are key to outlining the extent of climate change. https://t.co/q5F9vzB74a,488417 +2,"RT @TheEconomist: In Palau, some corals are thriving despite climate change. What's their secret? https://t.co/Tr26x4Y8Kh",110137 +2,The Independent Theresa May urged by climate change scientists to pressure Donald… https://t.co/CQQdc1owI8 #hng… https://t.co/KsofHrpy59,681932 +1,RT @StateDept: .@JohnKerry speaking at #COP22 on the importance of a #cleanenergy future to reduce effects of climate change. https://t.co/…,781205 +1,RT @GuardianAus: This is a call to arms on climate change. And by arms I mean flippers! | First Dog on the Moon https://t.co/4Y5pBxwDAV,872186 +0,"RT @t_mortin: @Lulu_McFu @MayorofLondon I alway look both ways when crossing streets, you never know when that climate change is…",795458 +0,Where is global warming when you want it? 😩 https://t.co/w54d3E254R,884229 +2,RT @latimes: China is now looking to California – not Trump – to help lead the fight against climate change…,301662 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",341660 +-1,RT @realDonaldTrump: They changed the name from “global warming” to “climate change” after the term global warming just wasn’t working (it…,320842 +1,RT @climatehawk1: Trump’s election marks end of any serious hope of limiting #climate change to 2C | @drvox https://t.co/O4uA38Ayq6…,57676 +0,RT @PRESlDENTBANNON: I found the root cause of almost every problem: people. Everything from an argument to climate change can be solved by…,752110 +0,@M_K_Armstrong I am blaming global warming.,628188 +2,RT @sciam: Legendary climate scientist James Hansen likes a GOP proposal on global warming. (By @aisneed)…,754018 +1,RT @oren_cass: Hopefully someday we'll get a reality-based climate agreement that helps prepare for and adapt to whatever climate change br…,518073 +0,"RT @Total_CardsMove: 'It's so warm outside because of climate change.' + +HA don't be naive. We all know it's because the Cubs are in the WS…",944273 +0,You can watch Leonardo DiCaprio's climate change documentary right here #climatechange https://t.co/RBB8MHjA1O,817937 +0,"Was hoping he'd say something about climate change or brown people, but whatevs. https://t.co/D5GDmFRtdk",589316 +1,"RT @NASAGoddard: How can cities around the world prepare for the effects of climate change? NASA, New York & Rio de Janeiro discuss:…",622341 +0,"RT @KaylaPekkala: Probably something about global warming, since temps will drop during it. + +He also blames Chicago for everything, s…",47393 +2,Globalization and climate change are spreading brain-invading worms by @AdrienneLaF https://t.co/bp2EaPk7bL,667790 +0,"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",183933 +-1,Problem with climate change research is that there IS NONE. No experiments just conjecture https://t.co/IhhtNGkD7t,357879 +2,Playwright: Trump administration's willful denial of climate change and its attempts to silence art are related… https://t.co/00qpCLUnHn,581338 +1,Talk about climate change for a minute. Very Important #bumblebut @markiplier,607708 +2,EPA head Pruitt: Paris climate change agreement 'all hat and no cattle' https://t.co/yrdZJGBiN8 via the @FoxNews Android app,29931 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,954571 +1,"@flinchman66 Given that poverty and climate change are linked, and given that climate change is contributing to mass extinctions, yes it is.",531710 +1,"RT @mikephilipp: If you haven’t read @dwallacewells’s recent article about climate change impacts (or the ensuing discussions), get…",46846 +0,More than 190 countries just subtweeted Trump on global warming - https://t.co/KwHejZpFe6,295947 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,754900 +2,"RT @Bolets: Spain's hidden €1bn subsidy to coal, gas power plants | Climate Home - climate change news https://t.co/gxI4aJg8uX @per_energia…",240462 +2,"RT @geekwire: Bill Gates, tech leaders announce $1B alternative energy fund, amid an uncertain future for climate change fight: https://t.c…",947667 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,522937 +1,"RT @JohnKingSFChron: A quick take on Trump, cities, infrastructure and (very scary) climate change from @anthonyflint https://t.co/Yme2j7z4…",683311 +1,RT iansomerhalder: LeoDiCaprio Im so grateful for the time you took to tell the important story of climate change in #BeforetheFlood Thanks…,103983 +0,"RT @idiot_teen: #Women4Climate women are the cause of global warming,, becaues they are so sexy Hot",509493 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,283063 +2,RT @CNNPolitics: Robert F. Kennedy Jr. issues a warning about President Trump's climate change policies https://t.co/3RRuiDI7mV https://t.c…,196836 +-1,Because climate change isn't important. https://t.co/JchkcTGYJu,469814 +2,RT @Gizmodo: Will human evolution be shaped by climate change? https://t.co/OPPeihxRP3 https://t.co/Hq7kchtk5V,315728 +0,A nice list of absurdities among the lines of 'CO2 causes global warming' or 'Sugar causes obesity': https://t.co/0WVQxKcbAY,249140 +1,"RT @JohnRSeydel: 44% of honey bee colonies died last year due to climate change & pesticides. When the bees die, we die. https://t.co/FdWgT…",340173 +2,"RT @ajplus: Here's some things to know about Scott Pruitt, the climate change skeptic Trump picked to head the EPA.… ",263393 +1,RT @SenFranken: Who are the major players behind the web of denial on climate change? Hint: They have a huge fossil fuel empire. https://t.…,363773 +1,RT @AJEnglish: What does Africa need to tackle climate change? https://t.co/xGR8lazxSN https://t.co/gClZki3gfV,344788 +-1,@brithume @aminterest I no since climate change is being debunked by conservatives only so sorry the liberal lunatics r going 2 have,524820 +2,Hamilton' creator Lin-Manuel Miranda offers up a musical guide to climate change. https://t.co/5BUMb8jZKM,847800 +1,"But major review of effects of global warming also finds fossil fuel emissions are causing deadly heatwaves, droughts, floods -@Independent",683156 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,643905 +2,"RT @kylegriffin1: New study finds that climate change costs will hit Trump country, especially southeast states, the hardest. https://t.co/…",835313 +1,RT @HuffPostPol: Rex Tillerson refuses to admit #ExxonKnew about climate change decades ago https://t.co/rOPBlDfbL0 https://t.co/8wBwQYyGXH,9720 +-1,@blixy84 global warming isn't real,371834 +1,RT @stressedshawty: when you're enjoying the weather but deep down you know this is a result of climate change https://t.co/g82AbTfexd,993478 +2,RT @climateprogress: The House Science Committee used global warming to… challenge global warming? https://t.co/mTRnLbOjAj https://t.co/lj5…,429769 +1,RT @BillNye: Ordering the EPA or NASA not to talk about climate change isn’t going to cool things off. Don't double down on deni…,292921 +2,RT @pilitaclark: Bank of England to probe banks’ exposure to climate change risks https://t.co/uoLscKz7xU via @FT,271505 +1,"g fucking g america. Oh yeah and just because you vote and say climate change isn't real, doesn't mean it's not real.",503920 +2,"RT @verge: Apple, Google, Microsoft, and Amazon will continue to fight climate change despite Trump https://t.co/3ShPpgs4jf https://t.co/X8…",736128 +-1,@WMO 'extreme and unusual weather' trends FAKE NEWS. Just ask @EPA & @EPAScottPruitt. SO-CALLED global warming BAD for profits & #MAGA ����.,815374 +2,Koalas don't like water but they're being 'driven to drink' by climate change' https://t.co/k1l0IOYAGR,714450 +1,RT @SidruRana: Dr. Najam Khurshid speakaing about climate change education. @PakUSAlumni #ClimateCounts #COP22 #puan…,765681 +0,@SaltyoSweet network can be a major reason..but cold? What happened to global warming?,39303 +1,"RT @AngrySalmond: Among other bigotries, the DUP are opposed to abortion, gay marriage (and homosexuality in general), climate change and w…",72379 +2,Turnbull government’s yuletide cheer runs out as climate change exposes more rifts | The New Daily https://t.co/jQgUhMX4uo,418051 +1,#ClimateChange|'The net damage costs of climate change are likely to be significant and to increase over time.' https://t.co/VWc54EkUQ8,107613 +1,RT @AgribusinessTV: 98% of African countries included agriculture in climate change strategies. They want to act urgently: https://t.co/Kb8…,863289 +2,RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,357796 +0,"RT @Go_MasterPiece: happy anniv KissMarc . imaah KM before hahaha . + +climate change + + KISSES AlbumAbangan",543956 +1,"RT @NationalPrks: You're right, climate change isn't real, the smartest people n the world are just all n on the same joke.. @RogueNASA @EP…",276464 +1,.@BostonGlobe No more opinion columns asking if climate change is real and dangerous. Please. The consensus among scientists was reached.,815356 +1,"EPA chief denies carbon dioxide is main cause of global warming and... wait, what!? - Yahoo News https://t.co/nFllTK5dnT #GlobalWarming",897157 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,253080 +2,RT @BASIS_org: Lord’s on the ball as climate change threat to cricket revealed | Resource Magazine https://t.co/Emj8ZMmqZa,38925 +2,RT @Reuters:U.S. EPA chief unconvinced on CO2 link to global warming https://t.co/jKM8nSufWi,34373 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,464110 +0,"RT @kairyssdal: The appropriate response in agencies asked to name climate change names, btw, is for the senior civil servant in each to re…",296886 +1,RT @TitusNation: EPA head says carbon dioxide isn't cause of climate change. Against 98% of world scientists. Bullets also don't cause deat…,743456 +1,"@realDonaldTrump hey bro here's climate change explained like a 5 year old. I hope it makes some sense. + +https://t.co/rXCGK2HX1Z",514569 +0,nadia fares nude video #global warming sex https://t.co/NBBCrIGCuS,463390 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/neaA5fU3bA,7012 +2,Trump poised to undo Obama actions on climate change https://t.co/ru8hzDxoFb via @FT,218448 +1,"RT @DisavowTrump16: Scott Pruitt , a climate change denier, has been confirmed by the Senate +RETWEET if you believe in science and want… ",312871 +0,RT @tom_harlock: i know global warming is shit but i'm not angry with my tan,795039 +0,"My name charity, you can let me have the 5% of the value of this, for the sake of world peace and climate change ������ https://t.co/lobDsxbIEi",391641 +1,RT @BillMoyersHQ: 'Merchants of Doubt' is one of 3 books the NYT recommended last week on climate change. Read an excerpt: https://t.co/ASr…,230218 +0,"@erikbryn Ok, this is wrong on many levels. 1) the effect of NOx / SOx on global warming is limited at best (https://t.co/6sXzW8dYOp)",66990 +2,"Retweeted Guardian Environment (@guardianeco): + +Arctic ice melt could trigger uncontrollable climate change at... https://t.co/UD3D6Etvsi",215033 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",602368 +-1,RT @brithume: Worth keeping these in mind amid the current doomsday predictions about climate change. https://t.co/JSjehB2BN7,626395 +0,"RT @AAPGujarat: Narendra Modi wrote a book on climate change. But even Guj's main city, run by BJP councillors, lost 2000+ trees in… ",706623 +1,RT @USEmbassyDublin: The #ParisAgreement enters into force! Learn more about the U.S. goals for climate change at #COP22: https://t.co/mU2I…,880446 +2,California politician likes climate change because 'our enemies' live in hot places: Republican assembly candidate… https://t.co/16gM4Xe53B,290324 +1,"RT @GeorgeTakei: For a 'Chinese hoax,' climate change sure feels pretty damn convincing along the Gulf. Oh and the West Coast. Oh, and Flor…",264485 +1,RT @JackedYoTweets: The iceberg wouldn't be there bc of global warming you dumbass Bitch https://t.co/txPHFYMFnz,181712 +2,#Emory initiatives support actions to address climate change https://t.co/OlAm04SqfT https://t.co/YB1J5Di1NN,357214 +2,RT @wef: .@BarackObama says tackling climate change means changing our eating habits https://t.co/6jAPDdfen1 https://t.co/eoUXrauY8c,905790 +1,How a professional climate change denier discovered the lies and decided to fight for science https://t.co/RBMFrKc2OA by @fastlerner,860673 +2,"RT @climatehawk1: Australian health fund HCF divests from fossil fuels, saying #climate change harms health | @Guardian… ",369712 +1,RT @UN: Countries & communities everywhere are facing pressures that are being exacerbated by climate change -…,621223 +-1,"RT @randykjo: The fake news (CNN) is trying to blame all this rainfall for towards global warming now, incredible that they know more than…",846510 +0,@Drakus__ You must be a rocket scientist with retorts like that one. Maybe you should tell Trump climate change wasn't a hoax from China.,243843 +2,"How globalization and climate change are spreading brain-invading worms, by @AdrienneLaF. @TheAtlantic https://t.co/tYjTOjUkgf",491234 +1,This is what climate change looks like https://t.co/4EY1mo29qX,749207 +2,RT @GlobalWarming36: John Kerry visits Antarctica to hear scientists on climate change - Newsday https://t.co/fPq5PDrYM0,2969 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,223758 +2,New head of USA's Environmental Protection Agency unconvinced on CO2 link to global warming https://t.co/RbnDCsZNxB,717386 +1,"Has the .@BBC ever done a major series on climate change? If not, why not?",936100 +2,US withdrawal from Paris Treaty on climate change universally condemned https://t.co/2NitwGbZ0Q,738094 +1,Trump falsely claims that nobody knows if global warming is real - Mashable https://t.co/kLn5W8Ob8v,889195 +0,"@shossontwits @pieter020 Zoals Reinier van den Berg zegt, tijd besteden aan climate change ontkenners is zonde van… https://t.co/R8krP51mpx",308931 +1,It's 26° where I live how can any one say global warming is fake it's to fucking hot for the UK,443117 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",369549 +0,RT @trayvontwo: global warming rock hard proof https://t.co/hd94U9cl8C,425919 +-1,"RT @SteveSGoddard: Dear #peoplesclimatemarch +Is it OK to bring snowshoes and Arctic clothing to the Denver global warming protest tom…",661401 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,475898 +1,RT @InggiMashudi: Business&academician must work together to find innovative solutions for climate change mitigation @univ_indonesia…,686129 +1,Oil that we're extracting now in Cali is dirtier than tar sands oil. Threat to clean air & inc climate change. #ClimateJusticeMonth @uusf,664586 +1,RT @faqirchand73: '@preety799: @babitatyagi0 Gurmeet Ram Rahim Singh started a mega tree plantation to reduce rate of global warming.',256219 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,330961 +1,RT @jgirvin: perhaps .@realDonaldTrump will understand how ignorant he is on climate change when #Mar-a-Lago is under water https://t.co/ce…,531043 +1,Father James Martin: Why is climate change a moral issue? https://t.co/qedq7CkeID,860321 +1,.@cliffhangernlv and of course natural climate variation is much slower than man made climate change.,772528 +0,"All the calls for her to challenge him on climate change, torture, the global gag rule and everything going else are being ignored.",217115 +1,"RT @nytimes: In the Netherlands, climate change is not a hypothetical or a drag on the economy. It’s an opportunity. https://t.co/Z7KoLwlLx4",423096 +1,Fixing democracy to combat climate change: Al Gore Q&A .. https://t.co/8OA8L0ynNI #climatechange,930358 +1,@AIANational @robertivy especially with a President-elect and staff full of climate change deniers/diversity non-believers in White House,67444 +1,Multinational companies have a crucial role to play in fighting #climate change and implementing #SDGs https://t.co/7YUZsjGlyy @OECD #BizFin,105665 +1,@IvankaTrump @realDonaldTrump @VP @SBALinda Congrats on ur new role. Hope you can pivot the administration to acknowledge climate change/EPA,194210 +-1,"RT @hale_razor: When Russia hacks the Pentagon, Obama says the greatest threat is climate change. Make Donna Brazile look bad? War! https:/…",468365 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,363673 +1,"RT @Rob_Flaherty: North Korea signed on to the Paris deal. + +The US now has a more backwards view on climate change than North Korea. https…",580881 +1,"As Thatcher understood, true Tories cannot be climate change deniers #climatechange #policy #environment #Tories https://t.co/tqjQhJ3T6J",799382 +2,RT @ScienceNews: Shrinking glaciers are “categorical evidence” of climate change. https://t.co/2wYWmKgpas #AGU16,218594 +1,@MikeRSpencer @EnbyDee @StephenColwell @stevenjgibbons Naww..these guys believe climate change is caused by Weather… https://t.co/3SFtZ1WBlp,798653 +1,RT @PaulEDawson: The facts are there that we have created.... a self-inflicted wound that.... through global warming. #climatechange…,241304 +0,"RT @tallmaurice: lol it's really gone. wow. Trump in less than an hour has solved climate change, i guess. https://t.co/Ci8eGj4O8I",127682 +1,@EPA @ScottPruittOK Doesn't believe in climate change. My AG @jeffsessions Perjured himself. @RealBenCarson said slaves were'immigrants'...,806594 +1,RT @NRDC: Even the sec. of defense cites climate change as a threat. What about Trump/the rest of his Cabinet? https://t.co/ook7UZvVop via…,836878 +2,businessinsider: 'It is happening here and now': NYC is prepping for the looming threat of climate change … https://t.co/5FNklOBtQW,374252 +1,"@MilesKing10 @MollyMEP @guyshrubsole Yes, there is an RED 2.... the climate change act would imply more renewables… https://t.co/HatgbasYJM",604989 +1,One of the biggest dangers facing us may be climate change.,639749 +1,"RT @KamalaHarris: Good for Gov. Brown. CA has a responsibility to be a leader on climate change when this administration won’t. +https://t.…",570618 +0,"RT @MarkSimoneNY: Turns out NYC Mayor is hypocritical about climate change, what a shock: https://t.co/DummgcuSAa",773795 +-1,"@FoxNews these are climate change Thugs, not protesters! Big difference",158921 +1,"As climate change scientists have been warning for years, idiots! https://t.co/T4SZTk7DG6",85457 +0,"In the first 100 days, Trumps actions to protect the American Worker #7 cancel payment to UN climate change program… https://t.co/6NOrxD36AM",118312 +1,"RT @SenSanders: Yes, Mr. Trump, climate change is a 'hoax.' It's just an accident that this year will be the hottest on record. https://t.c…",384086 +1,Gostei de um vídeo @YouTube https://t.co/asfOjqfw3H humans are so bad at thinking about climate change,257273 +0,@Airforceproud95 I blame global warming..... also for the lag........ or is that just the fact I SUCK????,944800 +-1,@tHeMaVriKc @JensenPnj @nbstv and develop the economy. See da mess we are in.. It's not climate change. It's no change in spending habits.,720489 +-1,@DRUDGE_REPORT Should we all extrapolate the 1918 rise to global warming,564674 +1,How comics can help us talk about climate change https://t.co/YyUuphYQ9z #Article #ClimateEnergy,815552 +2,RT @DonaldFartWatch: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming…,211715 +1,"RT @AbbyHoward: I don't think any climate change deniers follow me but just in case, here, watch as the ice disappears from our Ear… ",318585 +1,RT @vascopyjama: Innovation is what's needed to counter global warming but with no w/sale access to the electricity Market there's n…,661253 +1,"RT @DaShanneStokes: If you support the environment, Mr. Trump, why do you deny science of global warming? #resist #marchforscience #theresi…",649226 +1,RT @CrownRenovation: Y'all voted for a president who doesn't even believe in global warming!,197173 +1,"@velardedaoiz That would be a great building block, but even then an enormous challenge to keep global warming below 2°C.",38791 +1,"RT @Carrie_Etter: The best poetry collections addressing climate change? Please RT. This is for a course I'm teaching, beginning with Peter…",130729 +1,RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,996729 +2,wef: Plants appear to be trying to rescue us from climate change https://t.co/ZozsaoMVUX https://t.co/Dtkpp0qSDs,472419 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,67921 +1,RT @ClimateReality: Let us be clear: We will defend our progress on climate change. Join us for #24HoursofReality…,377035 +2,RT @arstechnica: Trump’s executive order on climate change finally drops https://t.co/P5hzvBmrtX by @SJvatn,64710 +2,"RT @NYDailyNews: The Trump White House website axes pages related to LGBT rights, civil rights, climate change and Obamacare https://t.co/N…",113750 +1,"RT @AltNatParkSer: Trump knows climate change is real, he just doesn't care. For deniers, ignoring these worries is more profitable. Why wo…",865530 +1,"RT @affair_state: Unless the critical issue of global warming does not hit every person on earth,#ClimateChangeIsReal #saveearth #WithNatur…",165640 +1,RT @iansomerhalder: @LeoDiCaprio Im so grateful for the time you took to tell the important story of climate change in #BeforetheFlood Than…,653129 +1,But @GOP doesn't buy climate change. Sheesh.... https://t.co/2p6rq1uYcM,820167 +2,These youth of color are organizing to address climate change https://t.co/8CXHdIqgpH https://t.co/xFLPAsBQeU,480651 +2,Scott Pruitt: Fox News roast Donald Trump's EPA chief over climate change https://t.co/P1arfNmbFt ^Independent https://t.co/uAtycS7mvo,733643 +2,"RT @WorldfNature: Africa's water crisis said to be worsened by climate change, human influence - Press Herald https://t.co/xDPBcQzbr9 https…",393091 +1,"RT @climatehawk1: Excellent read: Q&A: No, #climate change won't kill us this decade https://t.co/jIgmB7ZPpp via @nzherald… ",863021 +0,RT @JoshButler: Oh to have been a fly on the wall when Bill Shorten and Arnold Schwarzenegger talked about climate change https://t.co/fky9…,969440 +0,RT @TheDailyEdge: ICYMI: The US and China support action on climate change. Trump and Putin support the US not defending NATO allies https:…,599215 +-1,"@thehill Dear Anti-Semitic #UnitedNations, +If #CO2 causes 'climate change' then OUTLAW petroleum.… https://t.co/as31ari4A7",503508 +0,#PresidentTrump: What climate change sceptic can and can't do https://t.co/mRNKLeNUwG https://t.co/2bVWAzlJQD,589332 +1,"Whether you believe in climate change or not, shouldn't we just take care of the planet regardless?' https://t.co/CAjEkiPQbQ via @CC_Yale",918522 +1,"India, China — not US — must lead the fight on climate change https://t.co/pOKXl5H50j https://t.co/SsoRVdRfAw",7170 +-1,"@ThePatriot143 Hey @algore Is the $15 Trillion for 'global warming' +Or is it to refresh all the $$$ Clinton Foundat… https://t.co/ajutAs1GBP",250488 +1,RT @samsteinhp: FWIW. we have probably lost the battle against climate change tonight,819108 +2,"RT @TreyPollard_SC: In race to curb climate change, cities outpace governments https://t.co/GxLicETAkd via @Reuters",197554 +1,RT @andonyha: Really? You mean to tell me a gas mega corporation lied about climate change to benefit themselves financially?����‍…,487324 +1,RT @elaramaria: Im not one to judge anothers perspective but keep ur religion out of this. whats happening is bc of climate change not bc t…,100954 +2,Trump team cuts references to LGBT people and climate change from White House website https://t.co/uFvxt8Lx2w,547115 +1,RT @carlzimmer: Here’s how Wisconsin is already downplaying climate change on its web sites. https://t.co/l8qwGfdsQ7 via @DrJudyStone,166635 +1,RT @SarcasticRover: DID YOU KNOW: You can learn about climate change without making it about politics or opinion… because NASA FACTS! https…,485734 +1,RT @NRDC: .@NRDC to EPA: Release docs relied on by Scott Pruitt for falsity that CO2 ≠ primary contributor to global warming. https://t.co/…,654948 +1,"RT @UN: 'No country, however resourceful or powerful, is immune from the impacts of climate change.' Ban Ki-moon at #COP22…",135505 +1,"@RepMeehan climate change is a direct threat to the $21.5 bil PA rec industry, thanks for leading the Republican #ClimateChange Resolution",886912 +2,RT @ABC: Sec. John Kerry becomes highest-ranking U.S. official to visit Antarctica; he's there to learn about climate change…,705689 +2,RT @CNN: Will President Trump force China to take the lead on climate change? https://t.co/9VHD1SiKEA https://t.co/jtvm4cbSSf,773066 +1,Nope ... global warming is a complete myth I tell ya! https://t.co/35mnf2K2eJ,90942 +0,Bill Nye Is Not The Right Guy To Lead The Climate Fight⏩ https://t.co/rlqowQHJfM climate change is one thing; explaining it and defending …,64050 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",315445 +-1,RT @TeamTrump: .@realDonaldTrump will cut taxes & cancel billions in global warming payments to the UN so we can use that money to…,933595 +0,@ChristianLeave global warming be like that ya' know,160322 +0,"May climate change gni... Feeling pa ayhan.. + +MarcoVivoree UnscriptedKilig",597640 +0,cancel billions in payments to U.N. climate change programs and use the money to fix America's water and environmental infrastructure,480336 +0,I feel like climate change is personally attacking canada this week,887470 +2,RT @highcountrynews: A group of artists show the effects of deindustrialization & climate change. @PacificStand explains: https://t.co/5aei…,166966 +1,"@pagetrimble, Why are you hiding? NOAA on how humans contribute to climate change https://t.co/S1rwDiWOF6 @JohnJeffery61 @SethMacFarlane",92693 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,486357 +1,He better get use to climate change when he goes to hell. https://t.co/rJ9w0I7Gl6,141948 +-1,RT @BenWilhelm1230: Alt: Tens of thousands of gullible fools who think man-made climate change is a thing used fossil-fuel powered vehi…,582492 +2,"RT Trump seems ready to fight the world on climate change, and it could cost the US https://t.co/jaE77vkMp6",627007 +-1,@TuckerCarlson I know nothing about global warming... but I do know there was an 'Ice Age'. Did we do that too? We must be ASSHOLES!,324631 +1,"RT @LeeCamp: Not even in office & Trump's ALREADY persecuting people who work on climate change. WATCH via @RedactedTonight +https://t.co/sb…",298140 +1,RT @tveitdal: US top organization for meteorology refute EPA Administrator’s recent comments on the role of CO2 in climate change…,275876 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,589124 +0,"RT @kinetophone_com: One of the most interesting collaborations for Leonardo Di Caprio's climate change doc. Now on air +Before the... http…",720470 +1,RT @drvox: The next president's decisions on climate change will reverberate for centuries & affect 100s of millions of people. https://t.c…,50434 +2,RT @businessinsider: 100-year-old frost maps show how climate change has shifted the growing season — via @Slate https://t.co/kUPADMnYjW ht…,211075 +2,"U.S. State department recognizes 195 countries. Of those, 194 officially acknowledge human induced climate change.… https://t.co/eSwjiGpTWx",605979 +2,Here's what President Trump's executive order on climate change means for the world https://t.co/VEVbx1SNa9 by #CNN… https://t.co/UTGo1qoTpq,270228 +-1,And climate change was scientifically proven to be a mathematical error! https://t.co/4r57wt3LHa,414541 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,432065 +2,RT @climatehawk1: Yukon species list shows 'violent' #climate change in action - @PJTucker @CBCNews https://t.co/AL8BBPdPw3…,494110 +2,@CBCQuirks #quirkquestions Should Canada go ahead with a carbon tax when USA Russia and China are doing nothing on global warming?,634603 +1,"Demand Trump add LGBT rights, climate change, & civil rights back to list of issues on https://t.co/RBbGTCI51X site https://t.co/xwwhht5YRU",138144 +2,Nicholas Stern: cost of global warming ‘is worse than I feared’ https://t.co/qSzcF6Gliz,423544 +1,RT @SabOceano Human action is causing much more than just climate change: @cnrs #earthquake https://t.co/6oYvgEWDMq https://t.co/HzLldb3yaI,114476 +2,RT @HuffPostGreen: Thousands of protesters surround White House to demand Trump act on climate change https://t.co/cNTmfNELQx,726786 +0,RT @AugustusBonito: forever summer holiday is about global warming,38579 +2,RT @rudepundit: Scientists are 'guerrilla archiving' their data on climate change in case the Trump administration trashes it: https://t.co…,455134 +1,RT @voxdotcom: Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/cjiuP9xDIy,466756 +2,"RT @UNEP: Scientists say, 2016's super warm Arctic winter 'extremely unlikely' without climate change. Read more>… ",929450 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,309099 +1,"RT @CollegeDemsOSU: .@SenJeffMerkley Is on ����fire���� tonight, outlining the effects of climate change on Oregon's forests, farms, and marine…",924207 +1,"RT @MehcadBrooks: Scientists should run for office. I'm sick of all the climate change denial, evolution deniers and the bending of hard fa…",152180 +1,@ConnorSouthard They added climate change to the existential threat countdown in '07.,480882 +1,Great idea! Scientists who think climate change is a hoax on one side & all the scientists who know it's true on th… https://t.co/YOkbjXr9tJ,681512 +1,RT @Newsweek: A timeline of every ridiculous thing Trump has said about climate change https://t.co/U68vESEwxC https://t.co/rinGbqXbcd,220824 +1,EPA chief's climate change denial is easily refuted by the EPA's website - Washington Post -… https://t.co/CWCUdLHq6p,881841 +0,"@ClimateQuotes @BigJoeBastardi Which fake meme, that hypocritical celebrity lectures us about global warming while constantly jetting around",991419 +2,RT @Oregonian: New Yorker magazine: Oregon climate change-denier Art Robinson considered for Trump's national science advisor…,920001 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,404028 +2,"RT @gadyepstein: Role reversal: China—once seen as an obstructive force in UN climate change talks—warns Trump not to abandon deal + +https:/…",861039 +1,I pledge to urge U.S. leaders to maintain our momentum in the fight against global warming... https://t.co/rFXU4qafOz #globalcitizen,895409 +1,"It's gonna be 88 degrees in South Texas tomorrow, it's almost December, and people still wanna pretend global warming is fake smh bye",556271 +2,RT @BuzzFeedNews: Secretary of State Rex Tillerson allegedly used an alias email to discuss climate change while at Exxon…,17792 +2,RT @ajplus: Diplomats at the UN global warming summit are very concerned about Trump's stance on climate change. https://t.co/wZ6VbM60K8,695002 +1,"RT @Anger7_Meirala: Just to settle this: +(1) I am not & never have been a troll +(2) 98% of scientists accept anthropogenic climate change…",206563 +2,How climate change could alter the environment in 100 years - https://t.co/B1uC8U8Awy,259714 +1,RT @patagonia: 'We commit to fighting harder than ever for leadership willing to confront climate change and embrace the clean energy revol…,461238 +0,For grade purposes po kailangan ko po ng tulong ng Exo-L... 'Topic po is about climate change' pagiging hot ng exo lol😊,997783 +1,RT @BloombergNEF: Stopping global warming would boost the global economy by $19 trillion and create 6 million jobs…,422309 +1,338 #ClimateMayors now committed to adopting #ParisAgreement goals in their cities to tackle climate change… https://t.co/nkm6S68JCw,228101 +1,"RT @GayRiot: WOW @Axiogenesis look at the headline nxt to UR ad!UR advertising on climate change deniers,hateSpeech Breitbart.Pl… ",275206 +0,"If I had known global warming was going to be this prevalent this far into the year, I wouldn't started building my tiny house",743611 +0,"RT @NewsHubNation: John Robson: When 225 Canadians jet to Morocco to 'fight climate change', they emit clouds of hypocrisy https://t.co/duu…",781225 +1,@mcuban @williamlegate I'd rather have an international Manhattan Project to help ameliorate climate change. AI won… https://t.co/IfJRyRo75E,990443 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",58246 +2,RT @stevesi: Senior diplomat in Beijing embassy resigns over Trump’s climate change decision https://t.co/MWWAZepgau // Wow!!!,155994 +1,RT @ChronicKev: It's so hard to refute the facts around climate change after watching Leo's documentary.,991025 +1,RT @bruneski: This video shows the extraordinary trend of global warming in more than 100 countries https://t.co/n7myWOFntw via @voxdotcom,338154 +1,"RT @emigre80: In 2067, as millions die because of global warming, 'Bros will still be justifying what they did to elect Trump co…",398358 +-1,I don't believe in climate change' https://t.co/Oh28ryMy8A,288794 +1,3 good articles about the current extent of our climate change and the potential affects if we don't make some substantial changes...,993106 +-1,RT @Nappers824: Bill Nye blows gasket when a real scientist schools him on facts about ‘climate change’ - Hot news - YouTube https://t.co/K…,548852 +-1,"RT @larryelder: Lefties, who reject oil company anti-global warming studies, embrace gov't health care studies that 'prove' the need for mo…",791078 +2,Trump’s views on Paris climate change pact ‘evolving’ at G7 https://t.co/ZZFVCKjK94,106902 +-1,"RT @goddersbloom: Man made apocryphal climate change, is it the longest running State sponsored scientific scam in the history of man… ",310077 +1,"RT @juiceDiem: Before I go to bed: + +If you think flag burning is a bigger issue than refuting scientific evidence of climate change, you ne…",75306 +1,RT @Greenpeace: Meet the incredible Sudanese scientist helping Africa cope with the increasing disasters of climate change…,197958 +-1,RT @weknowwhatsbest: A whistleblower says the only global warming occurring in the last 12 years was caused by the Obama administration coo…,77894 +1,RT @greenhousenyt: Trump names climate change denier as his top person to set direction of federal agencies that address climate change htt…,337374 +-1,Nobel Laureate smashes the global warming hoax. https://t.co/MBTFq2bnJm,512076 +-1,@JBlowhard Good. Becuase it's not happening anyway. Which is why they stopped using it. It's now climate change.,762882 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,999243 +1,RT @credfernjr: We just entered an alarming 'new era' of global warming https://t.co/WlTaD5O4km via @mashable,170098 +1,RT @ClimateChangRR: Conservatives can be convinced to fight climate change with a specific kind of language https://t.co/CTyZdfLGvg https:/…,766651 +1,"Heading to session climate change, security and diplomacy :building bridges for peoples and nations @PUANConference #climatecounts",172389 +0,"RT @CoreyCiorciari: Kushner obviously wanted to urge Putin to protect LGBT rights and fight climate change, right @nytimes? https://t.co/Tf…",959009 +0,Serious q: If GOP believes climate change isn't real why need 'clean' coal? If humans can't impact enviro why need coal to be 'clean'?,438985 +1,Trump is ALREADY persecuting people who work on climate change. WATCH: https://t.co/Q1TFUeh7tS,86441 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/3EgWvuhC1Q,990100 +2,"As Trump heads to G-7 mtg, European leaders lobby him on climate change - just as conservatives feared: @evanhalper https://t.co/2sKbqYG5a9",964117 +1,"Trump will make climate change, income inequality, prisons, surveillance worse but democrats also failed to adequately address these issues.",584785 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,346584 +1,RT @renew_economy: Hurricane #Harvey: Connecting the dots between #climate change and more extreme events https://t.co/Qhzb2AlsXr,856566 +1,#RememberWhenTrump said climate change was a Chinese hoax,195095 +0,now that Obamacare is about gone. Obama basically didnt accomplish much just us in more debt and no climate change policy and #Trump.,358473 +0,RT @1942bs: remember the time republicans blamed Barbra Streisand for global warming,290323 +2,UN climate change agency reacts cautiously to Trump plan https://t.co/5f1ZvWLKIN,446558 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,647465 +1,"RT @first_edward: @washingtonpost can't be climate change because it still gets cold in Winter, right?",493279 +2,India to achieve climate change goal earlier than thought via /r/worldnews https://t.co/SUwXapiB4F,800263 +1,RT @bradplumer: Pruitt: Can't do anything about climate change until we research it further. Mulvaney: No more money for research! https://…,289567 +1,RT @UN_Spokesperson: Ban Ki-moon at #COP22: we have come far in past 10yrs. Every country understands that climate change is happening.…,967318 +0,@JohnnySoftware which doesn't what exactly? How can one prevent this 'global warming'?,406505 +1,@realDonaldTrump will you discuss climate change with the President of Fiji? https://t.co/9hg4uZngZ3,848544 +1,"RT @tcktcktck: 'No nation, whether it’s large or small, rich or poor, will be immune from the impacts of climate change.' https://t.co/X7w…",227098 +1,RT @StopTrump2020: #Pruitt refuses to acknowledge proven science on causes of climate change. Instead he is in bed with big oil.…,455676 +1,But global warming is a hoax perpetrated by politicians/scientists 🙄🙄 https://t.co/HLKj3ICrLx,227816 +0,@truth_toll I'm not saying it is or isn't. But why do you feel climate change is a hoax?,935505 +2,RT @KathViner: 24 hrs of rolling coverage about climate change to mark the eve of Donald Trump's inauguration https://t.co/r1h6pJXbAZ,690233 +0,The worst part of global warming is that I brought all my shorts to school only for it to be hot enough to wear one pair once,213206 +1,"RT @iansomerhalder: VOTE VOTE VOTE!!!! +;) VOTING for a candidate that believes climate change is a hoax is the MOST dangerous person to…",582332 +-1,RT @TelcoJ: Bill Nye whines at CNN for having actual SCIENTIST on who doesn’t support climate change doctrine https://t.co/BabjrJ3XJ5,386299 +1,"RT @Ashley_L_Grapes: #trump, you promised to represent the people, and we believe in climate change. Please rethink your pick for EPA! Our…",838229 +1,RT @FAOForestry: #nowreading Opinion: Fighting climate change and famine with #forests in the Horn of #Africa…,173405 +0,65° today. S/o global warming.,623323 +1,"We hv confirmation that yesterday's EO will not affect FFRMS or EO 13690. Good for FPM, bad for climate change & re… https://t.co/d5oiVfXUlQ",512535 +1,"@NickBurke9 on the other hand, we can elect someone who believes that global warming is a hoax and conversion therapy is the right answer.",359341 +1,RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,910442 +1,RT @Elainey0007: You don't say? I'd use the term climate change though. https://t.co/e0wgvwroqJ,117961 +1,"RT @CricketArt67: If you can't stand the heat, don't be a climate change denier +#FixAnAnnoyingSaying",185547 +0,"RT @girlziplocked: I move that we start calling 'climate change' 'climate fuckery.' + +All with me, retweet.",354237 +2,RT @thinkprogress: Australia’s record-breaking summer heat linked directly to climate change https://t.co/Lo5oGQLRiD https://t.co/NeKUOE1GPx,409564 +1,"@Crimsontider @ajc I think it was an extreme, focal concentration of global warming, occurring as a result of Trump's EO lifting coal regs.",589913 +2,RT @WIRED: What a Trump presidency means for the global fight against climate change: https://t.co/JhDmByNpNP,297407 +1,"RT @Khanoisseur: Trump CIA director nixed Violence Against Women Act and is a climate change denier + +Good job everyone who protest v…",700655 +2,#EarthChanges Brisbane Times 'Nowhere on earth safe' from climate change as survival… https://t.co/rKXGfOaYMp via… https://t.co/q6EYb88V9j,587303 +1,"RT @mzjacobson: “Oklahoma hits 100 ° in the dead of winter, because climate change is real” by @NexusMediaNews https://t.co/7X66ud91yV",930239 +0,"RT @AmarAmarasingam: Wait, what? Fox's Kimberly Guilfoyle says Trump called her at 8am to talk climate change. He doesn't have advisors?? h…",156321 +1,"RT @SandiDeMita: From college affordability to climate change, 'Hillary Clinton’s values are Millennial values.' https://t.co/rIPAs3BciW",556412 +0,"@johnaita +Those anti-trump ppl so worried about climate change but they're not doing a damn thing to change what they do day-to-day.",677371 +1,Florida reef rescuers race to keep pace with climate change https://t.co/1CBZSVrDXN via @sfchronicle w/ @nature_org #SaveOurOcean,772633 +1,RT @HausOfJuuso: Can't wait to see our planet die because of global warming �� I'll 'thank' you later @realDonaldTrump #MakeOurPlanetGreatAg…,526331 +1,RT @nytopinion: What can you do about climate change? Look for ways to influence companies and communities https://t.co/n36cjgRmm2…,936037 +1,#notmypresident Trump abolishes climate change in first moments of regime https://t.co/OB805FpZWx,318777 +0,RT @lIexos: @legendbyun @Jeff__Benjamin soooo let's pretend fire by b*s is about global warming then,249373 +1,@Rich_Homewood hello! So nice to find an Australian fighting climate change denial. Australia could have zero net carbon in principle.,370858 +0,"RT @kurteichenwald: In full page ad in NYT in 2009, @realDonaldTrump called for urgent action on climate change. Which does he believe? htt…",896463 +2,RT @EcoInternet3: Showdown over #science standards reflects #climate change debate: Idaho Statesman https://t.co/PUT5yG5fbZ #environment,80686 +1,"@NYTScience @nytimes Sad for THE WORLD USA FL AND NY to know D.Trump does not care for global warming, seas rising, droughts extreme heat😳⏰",490545 +1,RT @nature_brains: 'Nature is the world's oldest climate change technology and it is available at low cost' @JustinCMAdams @usnews https://…,617947 +1,"Hillary Clinton sold child sex slaves out the back of a pizza shop in DC, but it is beyond the pale to suggest that global warming is real.",345778 +1,"RT @UN: Only 4K snow leopards left in the �� b/c of poaching, illegal trade, climate change & other factors we can fight:…",208687 +1,This is it! @BillNye superhero costume to fight Trump's climate change denying agenda. #thescienceguy https://t.co/5NoQ6B1alG,712306 +2,RT @Gizmodo: Scientists aren't sure what climate change did to Harvey https://t.co/6L6PW6cikf https://t.co/oPmBQ3gcnm,531742 +2,RT @RawStory: Trump’s defense secretary James Mattis says climate change is real — and a national security threat…,588693 +0,"apparently in the Alien franchise, they ended global warming in 2016. meanwhile in reality....",647146 +1,"@realDonaldTrump no global warming, huh? 🔥🌎🔥@SenateGOP @SenateMajLdr @SpeakerRyan https://t.co/1gpANp1jRI",799194 +0,"@jeramytackett Now he believes in climate change. Oh, snap!",155170 +0,Today President Clinton called for stricter restrictions to combat climate change & for a substantial federal minimum wage hike. #aprilfools,524534 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",646889 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,716471 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",334131 +2,RT @ABCWorldNews: Top-ranking diplomat at U.S. Embassy in Beijing resigns over climate change decision. https://t.co/CureuoME5w https://t.c…,580625 +0,National Geographic’s climate change documentary with Leonardo DiCaprio is now on YouTube https://t.co/1Y3koz4KDY via @thenextweb,544614 +2,RT @dfrodl: GE CEO Jeff Immelt seeks to fill void left by Donald Trump in climate change efforts - Boston Business Journal https://t.co/wDZ…,200640 +1,"RT @richardbranson: Great show of civic power & voice – 150,000 people calling for ambitious action against climate change…",859195 +-1,"RT @PrisonPlanet: If you don't believe in man-made climate change you're a 'white supremacist'. + +FAKE NEWS. 🤗 https://t.co/0qrwiRDWQR",608084 +2,"RT @aen_texas: https://t.co/NYpvYNhW1d More shareholder climate change votes ahead, as Trump may loosen energy rules",832066 +1,"RT @NWF: Wild bees are in trouble due to habitat loss, pesticides & climate change. These 139 counties are most at risk:…",389833 +1,"It floods regularly down there now. Yeah, there's no climate change... https://t.co/headX5WUD2",891490 +2,Ivanka from Brighton's message for Trump: 'Please pay attention to climate change' https://t.co/uBddHiPrPz,374288 +1,"RT @Ehmee: - expressing the unfitness of Steve Bannon and his bigotry, to stand up for climate change research and progress.",15480 +2,"Oil extraction policy incompatible with climate change push, MSPs told https://t.co/bxZDyYpJC7 https://t.co/CNRum2EIOz",706347 +1,Doug Ducey: Increase climate change education in AZ high schools. - Sign the Petition! https://t.co/c10G3KocjR via @ohdaesuu1 #ItMatters,525649 +-1,"RT @hvd713: It's not denial, it's FACT. Show me your scientific evidence that global warming is man made and I'll apologize for… ",232452 +1,RT @60milliongirls: RT @GPforEducation Education makes people less vulnerable to the effects of climate change. https://t.co/O719y39D7x ht…,125239 +2,RT @thehill: Energy Dept. tells employees to stop using the phrase 'climate change': report https://t.co/8oLnJls5IW https://t.co/WU96YMERkl,304855 +-1,"#NewVettingQuestions Do you now, or have you ever, believed that Chinese hoax global warming?",194904 +2,RT @AEDerocher: Svalbard wildlife paper shows multi-species climate change issues. Not 'just' #polarbears but sea ice loss is sever…,101749 +1,RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,510481 +2,RT @alertnetclimate: Can Finland's Sámi reindeer herders survive climate change and logging? https://t.co/atKYPiGwun @Fern_NGO #Finland htt…,489751 +-1,"RT @ritholtz: DOUBLEPLUSGOOD + +Energy Department climate office bans use of phrase ‘climate change’ +https://t.co/OIavuwsTED",3326 +1,"@AskWY @GWPattie @RadioFreeTom when 97% say climate change is real and caused by humans, and the other 3% work for oil companies...",566848 +1,RT @altNOAA: Would the climatologist that told @ScottPruittOK CO2 wasn't a primary contributor to climate change please step forward! We'll…,624211 +1,"RT @galka_max: Watch climate change 'spiral' +out of control https://t.co/c5cxdzezJI https://t.co/pAYM6xWnXE",952253 +1,RT @serena_bean13: 'He doesn't believe in climate change! Do you know how dumb you have to be to not believe in climate change?!',997412 +1,RT @_CJWade: The craziest part about Florida voting for Trump is the whole state is going to be underwater once he defunds climate change r…,168187 +2,"RT @NBC24WNWO: UT professor tackles climate change at Lake Erie Center lecture. +https://t.co/UMkC6tMSFN",277791 +-1,@ScienceNews Sadly climate change is big hoax. So enjoy ur life.,739588 +1,RT @benmekler: It's 91 degrees in mid-November and the president-elect wants to cut 100 billion dollars in federal climate change spending,981287 +1,RT @zmklein: Applaud Mayor Ginther for this step. We must con'd to do out part to combat climate change and support green jobs f…,422197 +1,"RT @TeaPainUSA: Once you get around the air, the water and the food we eat, climate change is really no big deal. + +https://t.co/5oX03urupx",638003 +0,"ＮＨＫラジオ英会話2015.5.25より + +climate change(名詞) + +気候変動",835949 +2,Hundreds of millions of British aid wasted on overseas climate change projects: Hundreds of… https://t.co/IuPuOIQWjV,203618 +2,"Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges | https://t.co/HZGwI9Viut",607406 +0,"RT @OmanReagan: Also, dress codes are stupid. They're often racist, sexist, and classist, and contribute to global warming. Yes rea…",608876 +0,"RT @courtneyact: You are voting for more than just a president! Senators, members of Congress, propositions on condoms, climate change and…",477799 +0,What y'all think y'all can do bout climate change ? I'm curious to know,488546 +-1,"RT @AndyHortin: .@VP: 'For some reason, this issue of climate change has emerged as a paramount issue for the left. #MAGA�������� https://t.co/…",37083 +2,CDC abruptly cancels long-planned conference on climate change and health https://t.co/S53KCswr4g https://t.co/VQpOaWM98D,358130 +1,"RT @Ashley_L_Grapes: #trump, you promised to represent the people, and we believe in climate change. Please rethink your pick for EPA! Our…",335569 +1,"RT @Tony_Burke: We must have the world's only govt saying the answer to extreme heat & climate change is fewer renewables and more coal. +#a…",320535 +0,RT @ThatsSarcasm: if global warming doesn't exist then why is club penguin shutting down,272551 +1,"Fact check: Scott Pruitt on climate change, again https://t.co/CM2SEX7Up3 �� see here ���� RT �� https://t.co/ySkew6DkdH",422279 +0,RT @BecketAdams: Wait … you’re turning on all the lights in honor of a climate change agreement? https://t.co/qRwIe8cH2r,165366 +1,the benefits of climate change' pffftttt news flash: we'll die SMIIITH https://t.co/5wBQ5zcCZC,840574 +2,China praises role of Paris Agreement in climate change battle https://t.co/biJ6ejBs0p,494087 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,777175 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",602397 +-1,"RT @_Makada_: Liberals call anyone skeptical of their bullshit a 'denier.' Man made climate change is a HOAX. CO2 is NOT poison. + +#IAmAClim…",717932 +1,"We cannot blame all of climate change on the West, our activities locally also play a part' #GGIEcoTour https://t.co/lISUakUcQK",951742 +2,RT @frank8427zz9za: Miranda Devine: Perth electrical engineer’s discovery will change climate change debate | Perth Now https://t.co/He6ehA…,676876 +1,RT @Seasaver: The ocean is losing its breath – and climate change is making it worse https://t.co/myO8tGHlGK @ConversationUS,929144 +1,"4. 'The clean energy revolution is underway' +I am not optimistic about us doing enough to stop global warming without huge commitment",962727 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,56004 +0,RT @RotNScoundrel: According to leading climate change scientists ocean water makes fucking retards out of voters. #FuckNewYork #FuckCalifo…,964623 +-1,"RT @foxandfriends: .@guypbenson Regardless of your thoughts on climate change policy, alarmist rhetoric like 'Trump helped hurry our e…",481262 +1,RT @Taezar: It's crazy how cool 30° feels. Am I becoming a climate change Stockholm syndrome victim?,936704 +2,Paris Agreement on climate change goes into effect sooner than expected: https://t.co/DcZ2jroqow https://t.co/FNIjz4xSNG,390991 +2,Scientists blame global warming for new phenomenon called ‘river piracy’ https://t.co/9SDrlRrKj5 https://t.co/4GYu37nVVz,263830 +2,RT @HuffPostPol: Discover how climate change is rapidly transforming our Earth with Google Timelapse https://t.co/XjkhOtVHUt https://t.co/V…,168357 +1,RT @GirlUp: How is climate change a feminist issue? In 1 hour tune in for girls' perspective on climate action for the #EarthToMarrakech di…,995098 +0,It's funny how the mainstream media doesn't talk much about climate change. Maybe it's proof they're more conservative than liberal.,312110 +0,"@dosima_org 2/2 on Kipling's Puck and consumerism as a lead driver of climate change (Birlinn Books, Edinburgh, 200… https://t.co/oiQNeVLEQi",62418 +1,"RT @HillaryforOH: 'Are you going to vote for a president who will fight climate change, or a president & Congress who don't even beli…",737568 +0,"If climate change is real, then why are Chihuahuas always shivering",483496 +2,RT @HuffPostGreen: EPA slams Trump's climate change policy — by accident https://t.co/PdflQUeFp9,235881 +1,RT @imnotsavana: I know climate change is really bad but low key shout out to it bc it's tricking my seasonal depression into thinking that…,872208 +2,"RT @voxdotcom: The EPA is still required to regulate CO2. Scott Pruitt, who recently denied climate change, can’t easily undo that. https:/…",642843 +0,"RT @brady_dennis: As historic Paris agreement enters into force, climate change is turning into a race between politics and physics: https:…",661908 +1,RT @ClimateCentral: This is what it's like to be a young climate scientist in the age of climate change https://t.co/QX7wfvDA6w https://t.c…,671764 +1,RT @HeatherMorrisTV: I've been behind climate change for almost ten years feeling like an outsider. It's nice to… https://t.co/ZNREizOGEG,629345 +1,RT @PiyushGoyal: India makes International Solar Alliance a reality. Solar-rich countries come together to fight climate change. https://t.…,303467 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",200846 +0,HB420 [NEW] Relating to the admissibility of certain evidence relating to climate change or global warming in cer... https://t.co/Kuhjdavja9,281862 +1,Earth Hour is tomorrow night. Stay inspired to fight climate change with great environment… https://t.co/jwP9FiYw2J https://t.co/ZzL20NnFgN,98005 +1,RT @MrDenmore: The greatest stupidity of the media is to treat climate change as just another ratings-driven derivative of the left-right c…,213031 +2,"TRUMP DAILY: In Trump's America, climate change research is surely 'a waste of your money' #Trump https://t.co/yxdYPNU77N",949008 +2,Trump administration begins altering EPA climate change websites https://t.co/Y6pAgkMhyN by #mashable via @c0nvey,792109 +2,"RT @USARedOrchestra: Tillerson withheld evidence from NY AG on investigation into what Exxon knew abt climate change by using alias email +h…",626032 +2,RT @cnni: An Indian engineer is creating giant artificial glaciers to counteract the effects of climate change…,551550 +-1,"The Weather Channel video uses young kids to promote 'global warming' fears - 'Dear Mom & Dad, climate change...' https://t.co/Lbopm9sG0T",50256 +1,"RT @shoplet: Going #TreeFree is important to eco-brands like Emerald, because trees play a major role in fighting global warming. #careSHAR…",87182 +-1,.@RogerPielkeJr: My unhappy life as a climate heretic https://t.co/8hMtu5TjaB via @WSJ // Is global warming science? Or ideology? Read...,70377 +2,California targets dairy cows to combat global warming https://t.co/LpnGyPoQSS,475942 +-1,"RT @SteveSGoddard: 1934 was the hottest year on record in the US. That didn't suit the global warming agenda, so @NASA erased the heat…",925076 +1,Leonardo DiCaprio's documentary on climate change slays! ðŸ˜ðŸ˜ðŸ˜🌎â¤ï¸ Give it a watch on YouTube!,424728 +1,"RT @garigalAnj: What an idiot, climate change is not a left wing issue, it is a global problem which ABC scarcely covers #qanda",993884 +2,UK: Keep your climate change and wildlife commitments https://t.co/4SMhOQkoeZ,98837 +1,Trump has broad power to block climate change report https://t.co/VQjPMtYAmv 'That's the thing about Science: it's not pick & choose',855381 +1,"RT @jeremynewberger: My doc The Anthropologist is about climate change adaptation, or as Trump calls it, Do Nothing Its Fine. Playing @cine…",504761 +1,"RT @H2Owitch: TX among the states most vulnerable to climate change. Will Harvey trigger increased resilience? +https://t.co/QmCkNIJAGq",480356 +1,"RT @RealFedCo: The first question to ask isn't 'Is climate change real?' +It's 'Does the federal gov have the power to regulate it?' +https:/…",27663 +1,"#To curb climate change, we need to protect and expand US forests https://t.co/2FuS5wCRGs",765826 +1,"denying climate change is like denying that lettuce is green. you can be uneducated or stupid, but are you blind too? 🌴🌳🌲🌻🌍🍄🌤️🌱🦋🐞🐾🌈🏔️",692314 +2,"RT @Forbes: Scientists discover a way to capture carbon dioxide from the ambient air, creating new way to fight climate change… ",842896 +1,"@PFencesMusic The money, if any, is in climate change denial.",890731 +1,RT @LibyaLiberty: Well well well -seems the Trump camp has decided to walk back their Dpt of Energy climate change science witch hunt. http…,611406 +0,RT @nico_ordeyo: Two middle aged white men 'debate' whether penes cause climate change. I'll make my own decisions ty very much. #notmypene…,429398 +1,"@SenatorMRoberts If scientists are wrong about climate change, we spend some money on reducing pollution. What happens if you are wrong?",748459 +1,To deal with climate change we need a new financial system https://t.co/R0BUkNb9NC,888 +2,RT @canberratimes: 'Something wasn't quite right': Ex-#Canberra firefighter warns mega fires 'the real cost of climate change' https://t.co…,674934 +2,This forest mural has already been washed away. It was designed to send a chilling message about climate change… https://t.co/g592dZ5G5m,378093 +-1,@erstlecocq We have no control over climate change. The climate is changed by the sun. We have control over pollution; know the difference.,231363 +2,RT @CNN: An Indian engineer is creating giant artificial glaciers to counteract the effects of climate change…,375741 +1,"https://t.co/V66jKNdoJ2 +If Trump wins, the U.S. could end the fight against climate change. https://t.co/y32Bu3eHGD",385253 +1,"@brownbarrie Unless USA supports solutions to climate change then Canada (& even more so, Ontario) is irrelevant. Just rounding errors.",898795 +1,.@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t.co/XGsI4dg9P2,965903 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,603496 +1,RT @nowthisnews: The Trump administration thinks protecting our planet from climate change is a waste of money https://t.co/QTGMi3Iv6U,758318 +1,RT @sarahkendzior: First Trump admin came for those who believe in climate change; now they may be coming for those who believe in LGB…,734948 +2,"RT @joerogan: Don't worry about climate change, God will take care it, says GOP congressman https://t.co/thpxeDjlE1",551888 +0,RT @mitchellvii: Americans are even less worried about Russia than climate change.,458713 +1,RT @VeganStreetCom: Eating a vegan diet is the single most powerful thing the average person can do to combat climate change.…,136493 +1,@WaldnerZack global warming isn't bs and trump knows it actually even though he won't admit it considering he got some 'upgrading' done one,995175 +1,RT @WIRED: “The hurricane is a naturally occurring hazard that is exacerbated by climate change.' https://t.co/N4qFOgEiZn,795492 +1,RT @NatGeoMag: We asked our #YourShot photographers to share their stories about climate change—take a look at the final images. https://t…,721851 +-1,RT @USFreedomArmy: Now we know the real reason for the climate change hysteria. Enlist with us at https://t.co/oSPeY3QMpH. Join our pa…,793233 +-1,@NBCNightlyNews @ritaloooc69 There is no climate change,676035 +1,"RT @deleteuracct: NEW @deleteuracct!!! + +Ep26 - Feeling the Heat + +@EricHolthaus on climate change and what we must do to survive it.… ",46859 +0,Free access (4 now--& ideal time to read) @jas_tw forum on climate change book by @ghoshamitav (w/commentary by him) https://t.co/KWxgLno1Bb,789175 +0,@CNN Trump adm: No climate change?,397847 +2,"RT Pummeled by drought and climate change, beloved Lake Tahoe in hot water https://t.co/QWiIufXld8 via @SFGate",244724 +2,RT @BillClintonTHOF: Australia PM adviser says climate change is 'UN-led ruse to establish new world order' https://t.co/nYWTFYC14l https:/…,489291 +2,More Americans worried about climate change today than ever before -- Gallup https://t.co/b48ZQyHMAf,161968 +0,"RT @jtlarsen: In other words, cable news can solve climate change, health care, with story selection and video. Cable news execs…",652917 +-1,@SenSanders No proof for climate change .,428511 +2,"RT @SafetyPinDaily: Experts to Trump: climate change threatens the US military | via @voxdotcom +https://t.co/ZvSOH9cnf0",76230 +1,RT @d18Olson: I am an #actuallivingscientist studying climate change recorded in tree ring isotopes and I #DressLikeAWoman https://t.co/dY…,231169 +2,RT @ClimateCentral: The 'next stage in climate change liability litigation' resembles the lawsuits that knocked down tobacco companies…,302892 +0,The very climate change theatricals have responded by lined up when they have installed wiggling mobile phones to claim a glass car.,562258 +0,RT @TheFunnyTeens: if global warming doesn't exist then why is club penguin shutting down,8334 +2,RT @FBC_News: PM holds talks with China’s top climate change negotiator - See more at: https://t.co/CFEvjaGyaY https://t.co/LjkzbYuVkL,584709 +1,RT @Frank_Schaeffer: Denying science the science of climate change is now an article of faith for white American evangelicals https://t.co/…,715792 +1,"Wanted: Ambitious #Indigenous scholar with an interest in #Indigenous knowledge & finding climate change solutions. + +https://t.co/iuH1Tar8SG",761335 +0,@_NiallMcCarthy @GA14Indivisible @rachelheldevans I don't think that's accurate. Many doubt man made climate change… https://t.co/uqR0g7tkqI,627678 +2,Wis. agency scrubs webpage to remove climate change https://t.co/RLezPNlQNI via @USATODAY,281864 +1,"RT @greenpeaceindia: INSPIRING! Meet the nine-year-old, Ridhima Pandey who is suing the Indian Government over climate change->>…",874458 +1,Idiots! “The House Science Committee just used global warming to… challenge global warming?” by @climateprogress https://t.co/MRmgxj2D7E,289794 +1,"RT @JeannieG40: Republican lawmakers/voters don't believe in climate change. You know... +sciency mumbo jumbo.",539999 +1,"Current AM A president is a Liberal voter. +Say no more. +Coal kills via pollution and permanent climate change. +Blac… https://t.co/X07o5wj1Gv",824511 +1,we literally have a president who says global warming was made up by china��oh my god this country and its leader take the cake on most drove,868642 +1,"RT @EricBoehlert: reminder: network evening newscasts this yr spent 125 mins on Clinton emails, 0 mins on climate change;…",560625 +1,RT @GStuedler: Cartoon: If the media covered climate change the way it covers Hillary's email https://t.co/gvWN4WUWS5,574965 +1,African cities must confront climate change https://t.co/lswAgGcZ0f,617695 +1,"FWAPism: Trump believes climate change is a hoax, saying, 'When you've seen one Earth, you've seen them all.'",758565 +1,@Astrochologist @lonezenwarrior @awestentatious trump denies global warming and doesn't acknowledge aerosol forcing... yet ...wait for it,825269 +1,RT @JohnZiegler2017: Handel doesn't support science or believe in climate change. #ossoff supports science & believes in climate change.…,480166 +2,Actus Mer/Sea News: Climate change study in Canada's HUDSON Bay thwarted by climate change - @ashifa_k @guardia... https://t.co/ILZTPQEMUJ,544617 +1,"RT @AdamBienkov: NHS privatisation, climate change conspiracies, gay discrimination & all the other posts taken down by Paul Nuttall. https…",785548 +1,RT @igggie1: Trump: 'Nobody really knows' if climate change is real @CNNPolitics https://t.co/GsxQO3G4zy #PutinPuppetAsPresident,122553 +1,RT @washingtonpost: Opinions: Another deadly consequence of climate change: The spread of dangerous diseases https://t.co/enXD0TYSzP,486452 +0,If anyone needs a respite from global warming come over to my parents' house,521656 +0,RT @starshiplimo: Al hawked global warming for a Nobel cause https://t.co/VbxvAPVNkm,537459 +0,Your WCW snap chatted the snow outside and said 'global warming',873363 +0,"China to Trump on 'climate change history' + +-not Chinese hoax. Regan and Bush uses to complain to China about man made climate change",151872 +-1,"@MMFlint Good. Man-made climate change is horseshit. It's all about money & control, always has been. #SnakeOilSales",255103 +1,"RT @billycadden: If you don't believe, it's time to climate change your mind. We did this. https://t.co/CrdWlJVfBx",364778 +0,RT @ilooklikelilbil: hey there delilah whats it like in a country that believes in climate change,791327 +2,RT @thehill: Trump admin buries EPA website designed to be kids' guide to climate change https://t.co/GlvGo8ZIKl https://t.co/EQW5um45Ic,981280 +1,RT @brhodes: A reminder that climate change is already causing grave humanitarian and national security risks https://t.co/WHX31e9k3r,878393 +1,RT @macksylvester27: Can't even fathom how/why people try to deny climate change it's not a controversial matter of opinion. ITS. SCIENCE.,559865 +1,RT @Fusion: Trump really needs to watch this film about climate change and national security: https://t.co/QW7VSiPxpb https://t.co/1TuH03io…,921056 +1,"RT @Kane_Sharon6: @Slate Emails and pussy grabbing were discussed at Debates. Nothing on climate change, SS and Medicare.",710719 +1,"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",460788 +1,And of course climate change looms over us all. Damnit. We got a F'd up system and the world we live on is dying AT THE SAME TIME.,468622 +1,@timesofindia why do fishermen always fish much beyond limits to catch fish? Must be global warming effect that has less fish :(,855852 +-1,RT @SteveSGoddard: The global warming is bad in Vermont on the first day of Spring https://t.co/EUSii18KPr,755424 +2,12 economic truths about climate change https://t.co/ZUy6B3vdhh https://t.co/iLBVIJ5c7u,236798 +0,"Despite fact-checking, zombie myths about climate change persist – Bake media! @HRH_Sir_Loin @mjgworldaware https://t.co/dy4UIVsiUa",339321 +0,"@thehill They don't 'believe' in global warming, either",538199 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",259165 +0,@IvankaTrump I hear you were sent to climate change school! Love it that you and Melania could do something other t… https://t.co/OBDcJOhInq,21752 +1,"Now is the time to prepare for the health impacts of climate change. Ensure a healthy environment for all this #NPHW, #ClimateChangesHealth",65100 +0,@blissinminimal What is the book title? And what is the relation between global warming and the stars?,388573 +1,@billmckibben Whew! Good thing that global warming thing is made up! What? You mean that's what's causing all this?… https://t.co/EndCXF9ijg,110841 +1,RT @talentscope_aus: Green #architecture is inevitable if we are to fight climate change https://t.co/0GfkI3O4lx @YourStoryCo https://t.co/…,838456 +1,"The more ppl post about being worried about climate change now, the more I will post about going vegan for the environment bcuz it's true.",175052 +0,@Visiter And they say global warming's a bad thing. Soon we'll have a coral reef and clown fish..... or maybe just warm mud and grass.,876553 +1,"RT @OwenJones84: Meet the NHS-destroying, women's and LGBT rights-opposing, climate change-denying new leader of UKIP. My video: https://t.…",14914 +-1,@KlayBuckShotz climate change ain't nothin 🤐🤐,971789 +1,@SenSanders Overpopulation is the number one cause of climate change.,999535 +2," Trump taps climate change skeptic Scott Pruitt to Head EPA + +https://t.co/HgSLoiODDs via @ShipsandPorts",136101 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,512274 +1,"Corbyn saying he wouldn't be afraid to call Trump and tell him he's wrong on climate change. +Theresa May called Trump & told him he's wrong.",29100 +1,"RT @delmoi: Yeah, it's called global warming you dumb Republican bitch. + +(who supported climate denying Republicans for years.… ",242240 +2,RT @NYTScience: Trump has ignored climate change warnings from scientists and the government’s own research. Will he listen to CEOs? https:…,108805 +1,"Hey @GOP you want to say National Geographic is wrong on climate change? Accept it!! Please, for my grandson. TY https://t.co/QQb3XHRJWm",71373 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,92806 +1,RT @loletcetera: Do people know that stuff like this is a huge indicator of global warming? Lol https://t.co/FGdYx0w8wj,529011 +2,RT @Independent: The climate change lawsuit the Trump administration is desperate to stop going to trial https://t.co/pPuy2nZgmR,102299 +1,RT @UNGeneva: This interactive map looks at impact of climate change on food security https://t.co/Ja4yEFHaK5 via @WFP https://t.co/gBfdbC…,489760 +2,RT @guardian: Paris climate change agreement enters into force https://t.co/xawZnfPfjT,415638 +1,RT @HillaryForGA: From climate change to immigration reform—we need the help of Democrats at every level to solve our most complex pr…,517753 +2,Teens suing U.S. over climate change ask for Exxon's 'Wayne Tracker' emails | Reuters #SmartNews https://t.co/f0yD5rIXZo,27464 +2,White House dodges questions on #Trump's #climate change beliefs: CBS News https://t.co/8mU7DbAih2 #environment,709025 +1,Christians who deny climate change: Check Deut. 32:22 Hell is expanding https://t.co/ojQWRth3pP #GlobalWarming #HellExpanding #science,59091 +1,RT @RepBarbaraLee: Scott Pruitt’s confirmation shows once again that Republicans will deny climate change & protect the interests of Big Oi…,22931 +2,RT @SierraClub: EPA head Scott Pruitt may have broken integrity rules by denying climate change (via @mashable) https://t.co/ZIJpyKRQjU,850551 +1,@mikerugnetta How to address climate change with skeptics.,85424 +1,RT @ClimateCentral: Here are all 53 times Trump tweeted climate change is fake because it's cold outside https://t.co/Mm4P3Vopu2 via…,115711 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",555359 +0,National Geographic's climate change doc with DiCaprio is on YouTube https://t.co/xJHabX2CUv,625677 +1,RT @6esm: 7 foods that could go extinct thanks to climate change https://t.co/s19Qwgdn6X via @BI_RetailNews - #climatechange,458997 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,372967 +2,Kids are taking the feds -- and possibly Trump -- to court over climate change: '[His] actions will place the yout… https://t.co/0lXBSeZcJi,370386 +2,"RT @fergushunter: Kristina Photios, wife of Liberal Party powerbroker, quits over lack of action on climate change https://t.co/KxtTNYTzRY…",357101 +2,RT @AP_Politics: The White House talking points on climate change challenged the facts. AP reporters examine some of the claims: https://t.…,946215 +0,"RT @NextCityOrg: 'Whether we know what’s causing it or not, we are seeing climate change, and people aren’t arguing that anymore.' https://…",738568 +1,"Facts matter, and on climate change, Trump's picks get them wrong https://t.co/GVe0EUrwuR",640772 +1,"RT @rweingarten: .@BetsyDeVosED admits climate change, but still supports #ParisAgreementPullOut? This!directly hurts kid's futures. https:…",145148 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,357647 +1,RT @climatehawk1: Past disasters reveal terrifying future of #climate change: @simonworrall @natgeo https://t.co/AVrG66hY8E…,181117 +1,"Writing about climate change: my professional detachment has finally turned to panic + +https://t.co/wKqZ14CduI",123764 +0,If global warming was real then how are polar bears still building igloos and shit?,453020 +1,RT @libshipwreck: We should really start naming hurricanes after oil companies and politicians who pretend that climate change isn't real.,392519 +2,Wisconsin’s Department of Natural Resources site no longer says humans cause climate change – The Verge https://t.co/EqwKe7Aml0 #wtf #spot…,267893 +1,News from HBR The business world recognizes the tremendous threat of climate change. They need to make that perspe… https://t.co/7J8LDdmFvO,568916 +1,@Baker_Rules @fpizarro @AltNatParkSer Your world is too small.Scientists worldwide have substantiated climate change.,61247 +0,RT @enigmaticpapi: If global warming isn't real then explain why Club Penguin is being shut down https://t.co/w4rnMna7Bw,212325 +2,Koalas don't like water but they're being 'driven to drink' by climate change https://t.co/cS4CVXrKr4,160230 +0,RT @BobBurtonoz: Ex-Australian PM on #coal #tobacco and #climate change denial https://t.co/WZ5j76kKk8,992498 +1,Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/E9u546Mhit,593103 +0,@LordChvrlie global warming. https://t.co/RKAVRSPUMd,188948 +1,"RT @FastCompany: Fighting climate change means building dense, diverse, walkable cities https://t.co/GAvjT3A2ML https://t.co/9BoFgfDEDA",10873 +0,RT @jonathanvswan: 'We will cancel billions of dollars of global warming payments to the United Nations. We don't even know what they do wi…,466031 +1,With the crisis of climate change comes incredible opportunity. We can revitalize economy with jobs in renewable energy and infrastructure.,631688 +1,@pho3nixk Truue. But what if the effects of global warming on the system are not negligible and cause the equilibrium constant to change ����,51141 +-1,"@marklevinshow @FranMFarber @CR A scam ideology just like 'climate change.'Its A Con, Power&Corruption byCorruption&Power is their end game!",948375 +1,@KeithOlbermann One conspiracy I believe in is the US media neglect of climate change during endless campaign to the bottom. We R Screwed.,745929 +1,Humans aren’t just driving climate change — we’re also making our oceans more acidic. That’s a big deal… https://t.co/elLHEGNSxI,22245 +-1,"RT @Martin_Durkin: Wonderful Trump appoints the charming, clever, sane Myron Ebell to take on the global warming charlatans. Hurrah!!! http…",577342 +1,"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",520157 +0,RT @ThomasWictor: Multiple scientists and institutions have been caught lying about climate change. https://t.co/JxYDYB80TS,876297 +1,"RT @punkdive93: Lol when North Korea cares more about climate change than you, you might be a Trump voter. #realtime #hbo #resist #msnbc #l…",73156 +1,"RT @SFBaykeeper: The #TrumpBudget would slash @EPA funding by 30%, worsening pollution & climate change #SFBayNeedsEPA https://t.co/Q0cAqX…",209145 +1,"RT @azitaraji: Two things pose biggest threat to US national security: nuclear war & climate change. And Trump is aiding them. +https://t.co…",278865 +1,"@washingtonpost @IvankaTrump also was supposed to be for climate change, clean air,water & land plus women's rights… https://t.co/27OZDzSCv8",547970 +2,Evidence disproving tropical 'thermostat' theory: global warming can breach limits for life https://t.co/k9MHkUgdUO via @physorg_com,553713 +2,CNN: The Centers for Disease Control postponed climate change summit ahead of President Donald Trump's inauguration https://t.co/JMFw0vkP4S,946248 +1,RT @pradeepk333: Papua New Guinea and UNDP come together to build climate change resilience | UNDP's Climate Change Adaptation Portal https…,524794 +1,RT @2footshaft: @jakemfc1990 @Brett73 @LilianGreenwood Didn't even put it in the recycling bin. 7 year old climate change denier.,687511 +0,RT @StephenMangan: Please don't worry about climate change. Congressman Tim Wahlberg has a plan. https://t.co/51o2KEXZDy (via @JeffreyKla…,952660 +0,RT @AylinSerce_: This iceberg's parents melted.. now he fights global warming. https://t.co/b4UW1mHg2J,438340 +-1,"@thehill global warming, climate change, they change the name to fit the agenda, total bullshit.",563806 +2,RT @WorldfNature: Donald Trump's budget director calls efforts to combat climate change 'waste of money' - The Independent…,409110 +2,RT @Captsully: A new study shows air turbulence will drastically increase later this century due to climate change. https://t.co/t9FS5AAihr,640952 +1,"Retweeted Bernie Sanders (@SenSanders): + +We have a president-elect who doesn't believe in climate change.... https://t.co/lt104Ysnyd",760750 +-1,David the only climate change going around is massive corruption oppression and tyranny Melt the Artic🔥 then The hell with it,757513 +1,RT @mattyglesias: There is a vast range of reasonable views one can have about the appropriate response to climate change but ¯\_(ツ)_/¯ is…,527541 +1,#Climate4Impact usecase: #Impacts of #climate change on #crop #yields in the #tropics https://t.co/JmbeUj1SV6,751932 +-1,"RT @GMBnumba2: Obama could've spent the $678mil that he spent on climate change models, on things like helping inner city communities.",629228 +1,"RT @baltimoresun: .@LarryHogan: Now more than ever, we need fact-based, nonpartisan collaboration to fight climate change…",544400 +2,Global climate change action 'unstoppable' despite Trump - U.N.'s Ban https://t.co/5shXUUPvCW,908414 +1,RT @ArsalanISF: Foreign Media @AlJazeera report on #BillionTreeTsunami. KPK planting 1B trees to combat climate change! https://t.co/R4SCIG…,738840 +1,RT @AndreaDemonakos: Petition to stop a climate change denier from running the Environmental Protection Agency: https://t.co/2Nqj8M08L2,993546 +0,@realDonaldTrump Looked at a USA picture of global warming recently. Caused by the planes spraying chemicals? I rea… https://t.co/IbPfzBy9FC,314654 +2,Trump signs order undoing Obama climate change policies https://t.co/qkk8qwfjDT,213099 +1,"RT @kalpenn: And yet the State of Texas still says, 'The science of global warming is far from settled.' �� Stay safe down there…",604895 +-1,"RT @BittrScrptReadr: On a day of total humanitarian horror, Bernie Sanders is tweeting about... climate change and Wall Street. + +Hootie has…",725893 +2,What vanishing bees tell us about climate change https://t.co/fCSLr07cmX via @WGNOtv,926544 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,544952 +-1,"@X_USAF_E7 @SenSanders @MatthewModine When it's cold, it's global warming. When it's hot, it's global warming. #liars",748190 +1,"RT @TheDemocrats: Meanwhile, Senate Republicans are lobbing softball questions at Trump's climate change denying EPA nominee. https://t.co/…",842602 +-1,"RT @AdolfBiden: Dumbass liberals claim to believe 'climate change' is going to cause the seas to rise, yet they all own beach house…",724815 +1,RT @andrewsuleh: Universal Health coverage is like climate change everyone has a role to play though https://t.co/xDcWLBY2t5,562993 +1,RT @RebootDNC: .SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the wo…,205593 +1,Rising conservative voices call for climate change action https://t.co/7MqRpJzwUA via @YouTube,779874 +0,@bdomenech Looks like somebody forgot about climate change.,601985 +2,"RT @thehill: GE CEO vows to ignore Trump, continue to fight climate change: https://t.co/Atvj5p0Wta https://t.co/pZPUaiJNam",600946 +2,RT @altusda: Recent research suggests climate change may boost toxic mercury levels in sea life https://t.co/bkyPdxMGC4 #science #climatech…,830534 +1,RT @KenyaCIC: clear evidence of climate change join the movement #CLP17 let's make a change @SustainAfri @ClimateLaunch…,105556 +0,RT @ImLeslieChow: if global warming isn't real why did club penguin shut down,512271 +2,Review of migration and resettlement in Bangladesh: effects of climate change and its impact on gender roles https://t.co/1NwBqdLNYs,86072 +1,RT @forachelP: Germany's dirty climate secret: Their stagnant emissions show renewables are alone not enough to beat global warming https:/…,198901 +1,"@projectARCC @eiratansey climate change making organic artifacts disappear +https://t.co/PoNzCL3SRG",44299 +0,RT @LCHSDowning: Writing 'mr downing do you even read this' in your climate change persuasive paper is not proper APA style. Full name with…,750296 +2,EPA chief unconvinced on CO2 link to global warming https://t.co/s1E7mlOczy,618252 +1,RT @Grime_Me: https://t.co/Uq6O4XQk4w powerful video about global warming... #LeoDicaprio,647711 +1,RT @c40cities: Mayor of Cape Town @PatriciaDeLille is a model leader fighting climate change: https://t.co/0dv5b96NDP…,102085 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,739155 +1,RT @borealsongbird: Exciting talk about protected areas as solutions for climate change with @DavietFlorence and @Bird_Wells! #2017parks ht…,445815 +1,Pointing to several scientific studies which found evidence that climate change was likely driving up... https://t.co/mfjLjfrnfp,980974 +1,RT @ClimateChangRR: Top climate change @rightrelevance experts (https://t.co/cYQqU0F9KU) to follow https://t.co/J7tjWrKpYP,478277 +0,but with global warming perhaps we can't not afford it?,932465 +1,our president doesnt believe in global warming tho ������ https://t.co/BCSeteX8bK,827225 +1,Because global warming is a real threat! https://t.co/H8Zn1f3SSJ,554834 +0,@UnacceptableOne not unrelated but specifically re: climate change.,958686 +0,"RT @peterbakernyt: Message on climate change? “We’re not spending money on that anymore,” Mulvaney says. 'We consider that a waste.'",932957 +1,"No offense to a good meme, but could y'all chill on the whole #covfefe thing to talk about, you know, the whole climate change business.",248138 +2,Ancient methane ‘burp’ points to climate change 110 million years ago https://t.co/abgirnoQgh,551629 +0,@washingtonpost Much easier to concentrate on global warming.,496294 +0,sorry for the global warming y'all i cannot help that i'm so dam hot oop ;((,26478 +1,What factors drive global warming? Greenhouse gases! @NASA says... https://t.co/bT5BfAe8bY #globalwarming #climatechange,981022 +2,"RT @DrSimEvans: These 164 countries all have climate change laws + +https://t.co/5yPj4KoLUC https://t.co/j8gwjuEiF9",982687 +1,Scott Pruitt: climate change denier and bedfellow of polluter lobbyists. Reject his nomination as EPA administrator https://t.co/9aGLCVOiXI,956795 +1,"RT @altUSEPA: A pol'n claims that anthropogenic climate change is 'fake news' but environment does not hear him. Nor must we. +https://t.co…",560333 +1,RT @Salon: Donald Trump says “nobody really knows” if climate change is real. We beg to differ https://t.co/8XhGmGQWoh,382496 +-1,"RT @MarkYoungTruth: Wow, now Hillary is blaming the DNC? It's only a matter of time before she blames global warming and Bigfoot. Dems…",936998 +1,You are invited to a creative discussion on climate change. Tonight! https://t.co/DDI9J0CCB2,876600 +1,@JerryBrownGov at #CEM8. Government is still a super power that should have consensus of climate change. Subnationa… https://t.co/rJ7PoKaOby,816287 +-1,"RT @SteveSGoddard: If you can read this post and still be a believer in the global warming scam, then you are an idiot.…",628024 +1,RT @sdclimateaction: 'Use community choice energy as a vehicle to improve the resilience of communities hardest hit by climate change'…,679618 +2,"Tackling climate change will boost economic growth, OECD says https://t.co/t4TZWwc6qr",291460 +1,RT @Karahpreiss: @joshfoxfilm explaining the 'ethical core of the climate change movement' Today the movement prevails! #NoDAPL https://t.c…,836605 +1,Will Paris deal tackle climate change? Some of the most positive facts I've seen of late. Excellent ‼ï¸📈♻ï¸ðŸŒ🔋 https://t.co/REtNWrGrWA,860283 +1,RT @inhabitat: Meet the 16-year-old who sued the US government over climate change https://t.co/j6DB1I4Ezb https://t.co/vFUiWDAxEM,514507 +1,The effects of climate change do not know party affiliation/age/sex/nationality... Look out for the planet's future https://t.co/LO6vgk3vj8,435961 +2,RT @TheEconomist: Scientists are attempting to accelerate evolution to save coral reefs from climate change https://t.co/KYUF2xoZti,490098 +2,RT @PopSci: Kids now have the right to sue the government over climate change https://t.co/N34s2EphLI https://t.co/W3wxhICSRy,578857 +0,"RT @AgiwaldW: Are the effects of global warming really that Bad? +#climate #Science ��Stocktrek Images +https://t.co/XH4vy1CukU https://t.co/9…",17615 +0,RT @k_ibrahim15: @Relatabletxtes The titanic wouldn't sink in 2016 there would be no iceberg in due to climate change and global warming.,34123 +1,RT @SenSanders: The American people know climate change is real and a threat to our planet. That’s why they want to aggressively move to su…,522904 +1,"Trees reduce air temperature ground-level ozone, which contributes to greenhouse gas creation & global warming",93317 +1,"RT @yer_blues: Flat earthers, fake moon landers, climate change deniers, all lives matter, and @realDonaldTrump supporters all fal… ",407416 +1,"RT @SarcasticRover: Happy #EarthDay humans! + +I got you a present, but it was climate change and then I remembered you make your own. https…",180746 +1,@JolyonMaugham @montie Trump & Brexiters = the false promise of doing away with a major fear/inconvenience: climate change deniers 1 & all.,546690 +-1,"INCONVENIENT DATA? Whistle blower says NOAA scientist cooked climate change books, if you know what i mean",514627 +0,@TheRebelTV @SheilaGunnReid Wikipedia 74% of Canadians see climate change as a threat https://t.co/YYcLgm54nB so throw out that many voters?,682855 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,873008 +-1,"The thing is that I'm not going to deny climate change, but I will ask if we are to blame for climate change.",530853 +1,RT @PopSci: How we know that climate change is happening—and that humans are causing it https://t.co/ndhEHbuHXy https://t.co/GDGoPcw5CX,689068 +2,U.S. EPA chief unconvinced on CO2 link to global warming #ChainFeedsDotCom https://t.co/1MPLPWvNYt,320479 +1,Baptcare has become a TAKE2 founding partner to help fight global warming https://t.co/pVByayTFW4 #TAKE@forVic #baptcarecommunity,708782 +1,Sick and tired of hearing 'climate change isn't real' like Have you noticed unusual weather patterns through the clouds of smog? ��,958082 +0,"Seems like good news from an efficiency / global warming perspective. Less so if, to you, single-family home = Amer… https://t.co/0DHrT6gyyc",648476 +2,"New York, other states challenge Trump over climate change regulation https://t.co/wmosKrWlfQ https://t.co/1LyTjTDMWI",19456 +1,Potent discussions on climate change by columnists from The Philippine Daily Inquirer; thank you PDI! #INQBootCamp… https://t.co/sIitafkEar,447956 +1,@NYTScience @nytimes these old fat white fucks know they won't live to see the worst of climate change. To stupid to give a shit.,89095 +1,RT @haarleyquin: leo dicaprio is doing more for the environment than that nazi's president who doesnt believe in climate change...do…,91854 +1,@EPAScottPruitt Restore the climate change data to the EPA website. All of it. We paid for that data. It is not yours to swipe. @NRDC,781539 +0,RT @edking_CH: Twitter profile of potential #Trump environment chief @myronebell says he's '#1 enemy of climate change alarmism' https://t.…,664220 +1,"EPA chief doesn't think carbon dioxide is main cause of global warming and... wait, what!? https://t.co/cyz3mC51Qg via @mashable",629262 +1,RT @taylorcunning9: Annual reminder that cold weather doesn't negate the reality of climate change. Also stop saying global warming; it's a…,227650 +0,@SunsaraTaylor @Llyw Have you studied the effects of flag burning on global warming ? Asking for a friend,556948 +0,@BBCLookNorth So the council bang on about climate change and then allow this.,271250 +2,"RT @naretevduorp: In executive order, Trump to dramatically change US approach to climate change +https://t.co/fJAzpfiiB5",4744 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,411400 +-1,RT @sdmeaney: @DailyCaller The Don & Vlad skipping out on the climate change meeting to talk about ISIS and other more important issues,754740 +1,"RT @BadAstronomer: HOLY CRAP. + +Trump wants to dismantle NASA’s climate change research. + +This is a disaster. + +https://t.co/CEunFEH3NB https…",41214 +1,RT @lucretiaholcomb: How we know that climate change is happening?and that humans are causing it https://t.co/aIDFzVjRZx,826060 +2,"RT @CBCAlerts: Beavers move toward Arctic coastline in sign of climate change, causing trouble with Inuvialuit fishing spots: https://t.co/…",479408 +-1,"Think most people agree global warming is a problem, however not a man made one. Mans contribution only a single vo… https://t.co/dVeBmFVIri",415640 +1,RT @rolandscahill: Maybe Barron Trump will start crying about climate change and someone in the Trump family will give a shit,102249 +0,RT @DonDadaLipz: Would you bare back a polar bear to stop global warming?,991480 +2,"Depression, anxiety, PTSD: The mental impact of climate change https://t.co/prBSQJwDb4 https://t.co/NWfJagGw2N",644119 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,248387 +1,RT @DenisNaughten: My message to my colleagues at Cabinet today is that tackling climate change needs a concerted whole of Government…,818809 +1,"RT @HarvardEnvHlth: 'climate change...is already harming health, & is solvable if we act soon.' #EnvironmentalistPapers No. 3 https://t.co/…",956128 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,173300 +1,"RT @C_Stroop: I hear the weather in Alt-Factistan is lovely this time of year. After all, there's no climate change there. And on…",56430 +1,"RT @RHarrabin: Whale's shocking level of #PCBs. They were claimed safe - like asbestos, lead, and - some say - climate change. https://t.co…",825444 +2,China and India warn Trump against abandoning Paris climate change deal https://t.co/Rq4gxftZ6v,421955 +0,@milesobrien It's going to be getting pretty hot for sitting in that can...Oscar may be the first climate change refugee who is a Muppet.,902337 +2,"RT @CllrBSilvester: Retweeted Mike Allen (@AMike4761): + +Australia PM adviser says climate change is 'UN-led ruse to establish new... https:…",742695 +2,RT @ZaibatsuNews: Trump’s defense secretary James Mattis says climate change is real — and a national security threat…,81367 +-1,RT @jr7jc: At least 5 ice ages were ended by global warming when no humans or SUVs were present to cause global warming…,700077 +1,"RT @skepticscience: If it weren't real, it might read like a dark climate change comedy. + +President-elect Donald J Trump is expected... ht…",356655 +2,"RT @regan_fleisher: âš¡ï¸ “What Trump's presidency could mean for climate changeâ€ + +https://t.co/DLweeJywEt",32492 +1,"Human rights, climate change, supply chain, business ethics, CG: most important engagement issues for Swiss investo… https://t.co/jAY8akxikq",231056 +1,RT @peachoveraIls: shoot your shot before the world ends because of global warming,681131 +-1,"RT @SteveSGoddard: Sad news : The #fakenews @guardian says global warming killed us all two years ago. +https://t.co/cCM8rELMn0 https://t.co…",238062 +1,@TheEconomist Must be those global warming regulations Trump trashed! See! He's already killing the planet! Michael Moore was right! ��,275460 +1,@Trepedition To late and remember how long the U.S. denied climate change.,358629 +1,"@TedeumLaudemus @KarenMessier The Earth would be heading for an ice age, but global warming driven by humans have n… https://t.co/epIdWlv2q6",702574 +-1,RT @CStamper_: Dems' 2018 strategy: promise people they'll solve climate change by making everyone poor. Sounds like a real winner. https:/…,2566 +2,cnnbrk: India hits back at Trump in war of words over climate change https://t.co/fJSAMQQp3G,107647 +1,RT @Cecii_Monge: y'all need to pls stand outside rn and tell me climate change isn't real,199816 +1,"Pruitt doesn't need to believe carbon gases contribute to global warming- it is still a fact. #Iliketobreath +https://t.co/bFdsItl4jy",628899 +1,RT @HxppyAlien: 'I don't believe in global warming' is a horrible excuse to not take care of the home we share https://t.co/vSf5TDcZZB,497433 +0,"@Itaniklas snuggles u. Depression, random mood swings, global warming",97861 +0,@JayKraft Blamed global warming for the World SEries rain delay.,574591 +2,Norway’s $950 billion wealth fund commissions research on climate change | News Rows https://t.co/4X3Y50Ni20,581913 +0,"Gold's gone, many other minerals almost gone, we've restricted ~1/2 of sought import hardwoods and China's now planting for climate change.",364120 +1,RT @TaylourPaige: You elected a president that believes climate change is a hoax veered by the Chinese government.,895141 +1,RT @democracynow: .@NaomiAKlein: A lot of journalists 'don't want to politicize a human catastrophe by talking about climate change'…,943302 +2,RT @jilevin: It’s about climate: S-Town gets serious about the personal ramifications of climate change https://t.co/11E8h9zzpw https://t.c…,814900 +0,RT @chantalthomas9: @ChelseaClinton How about the amount of poison put in our food and rise of diabetes SMDH Everyone knows global warming…,685891 +1,RT @altusda: Stephen Colbert skewers EPA chief Scott Pruitt's climate change theory https://t.co/nqDo7WeGDF #climatechangeisreal #sciencema…,801252 +1,RT @JoshDorner: Noted climate change expert Donald Trump told mayor of island literally being swallowed by the Chesapeake not to wo…,621530 +1,RT @SOMEXlCAN: Listening to Barack Obama discuss climate change will make you miss common sense (and then cry) https://t.co/Edo9dixuzQ,779682 +1,RT @Cinderty: I was excited about tuition reform. I was excited about minimum wage raise. I was excited about real climate change policy. I…,987340 +1,RT @GlobalEcoGuy: I'm proud to announce @calacademy will become first major museum to commit to the Paris Accords on climate change. https…,835719 +2,RT @ClimateChangRR: Charles calls for global warming to be on TV weather forecasts https://t.co/QNdFXNJ93Y https://t.co/QcprPSOh0V,174046 +0,@ZACHATTACK15782 @trashyvinny Exactly how did religion cause global warming you fucking idiot?,296828 +2,ScienceNews: CO₂ released from warming soils could make climate change even worse than thought. https://t.co/KaaQzklXJC,806888 +1,"@CNN Just like California is countering trump in climate change, Dem Senators need to visit Europe and counter trum… https://t.co/3DPDNMWIOQ",920743 +0,"RT @studenthumours: Dear Icebergs, Sorry to hear about global warming, Karma is a bitch, Sincerely, The Titanic.",409771 +1,"Act now before entire species are lost to global warming, say scientists https://t.co/xpu7YpfKzA",846808 +2,RT @UNEP: South Sudan launches United Nations climate change framework. Read more: https://t.co/L7oKlQBHsR https://t.co/rdGr46cw72,334084 +1,"@RelianceFreshIN +#ChhotiSiAchhai +A3) Plant a tree to stop global warming",163875 +2,RT @emsaurios: Idaho lawmakers strip climate change references from new K-12 science standards https://t.co/MXkEIglT4i,828388 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",52250 +1,RT @mongabay: [2 years ago] Can we stop runaway global warming? ‘All we need is the will to change’: https://t.co/nWSjsf1EnZ https://t.co/J…,233753 +1,RT @speechboy71: Doug Heye confirms that Republicans don't talk about climate change because they resent liberals talking about it https://…,668383 +1,These floods are just the beginning of climate change.,138648 +1,"Standing Rock, climate change, bees becoming endangered, political corruption, & ppl still would rather watch the Kardashians and be sheep.ðŸ‘",838106 +1,"In this day and age of climate change-denying presidents, lack of healthcare, and anti-vaxxers, it’s easy to get... https://t.co/FFocTdCJIb",709243 +1,RT @TravelDudes: Q4) via @SonjaSwissLife: What types of travel activities do you believe contribute the most to climate change? Give exampl…,869143 +2,"RT @UNEP: Scientists find that for the first time on record, human-caused climate change has rerouted an entire river. Read:…",936211 +-1,@MarieAnnUK @MisterCS @AlwaysDonella watch my pinned tweet. Educate yourself. Catastrophic global warming theory is mince.,103547 +-1,@Reince @POTUS Will President Trump be able to destroy the global warming myth & make the whole world great again?,932153 +0,"RT @nhbaptiste: Since it's coming up again because of Irma, here's what we know about the link between climate change & hurricanes https://…",732641 +2,RT @BostonGlobe: A Wheaton College alumnus was killed while walking across the country to raise awareness about climate change…,664114 +1,RT @TheDickCavett: Expert scientists say no one with half a brain would question climate change. Isn't it that only those WITH half a brain…,124935 +1,Peary caribou are designated as 'threatened' with climate change contributing to their decline ���� fact 127/150… https://t.co/2Dlgn1lE3R,923556 +1,RT @altNOAA: The spouses of the G20 leaders toured a climate change center in Hamburg today. Someone was missing (Melania). Claimed protest…,93697 +0,RT @laurenduca: People who think there is a legitimate climate change debate mostly mean this https://t.co/7EQuqHVZzk,994476 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",989298 +2,Gov. Jerry Brown calls Trump energy plan a 'colossal mistake' that will galvanize climate change activists https://t.co/GnWwHsBoya,664121 +1,RT @ClimateGuardia: Arctic ice melt could trigger uncontrollable climate change at global level (The risk is obvious. #ClimateEmergency) ht…,416813 +1,RT @KAUST_News: Learn about R&D at KAUST aimed at finding climate change solutions. See full video > https://t.co/Y2C0mhTJct…,150051 +1,RT @hallaboutafrica: 2016 hottest year on record due to global warming says World Meteorological Org. Rising sea levels threaten Mauriti…,543885 +2,"Federal scientist cooked climate change books +https://t.co/PpxlDiF8Hv",544443 +2,RT @JuddLegum: Trump transition targeting Energy department staff who believe in climate change https://t.co/wxN0KpYrI0 (via…,694843 +1,About that time conservatives might start to accept the scientific method and climate change. https://t.co/lP7Ux88Qtt,141314 +2,Leaked government report points to the dire impact of climate change on US: https://t.co/qLiTfsW72P https://t.co/JhQZlfBaod,936512 +1,"RT @NYTScience: Short answers to hard questions about climate change, updated for 2017 https://t.co/BVAg1IrTjl",839351 +1,Leave no one behind. Prioritize the furthest behind first' - @MaryRobinsonCtr on social justice and climate change. https://t.co/rii9Kx8zvO,541084 +2,RT @CBCNews: How will Toronto weather the storms of climate change? https://t.co/gpNOKMIhBC https://t.co/PfnQ1GHs9I,426345 +1,RT @GreenpeaceNZ: 'We're the last generation that can stop climate change.' Rise up. End oil. https://t.co/ZEDpAHKdsP,299418 +1,A simple question all climate change deniers must answer. What if your wrong. https://t.co/7U8Fd2mQoQ #auspol #climatechange,557325 +0,@paulbloomatyale @R_Kri5hna @peterboghossian helllo internet. did you know we have to fix global warming?,598861 +2,RT @david_joffe: The Scottish Govt has proposed a 2050 target for a 90% emissions reduction vs 1990 for the new climate change bill https:/…,654854 +1,RT @fakemikemulloy: Now we have to raise funds to fight climate change ourselves because the government is run by cartoon villains.,348102 +1,"2016: the year climate change came home: During the hottest year on record, Karl Mathiesen travelled to Tasmania… https://t.co/BGSX7aWMXY",630348 +1,Stop watching trash ass shows like 13 reasons why and watch Bill Nye's new show on climate change!!!,270950 +1,RT @MetOffice_Sci: Indicators of climate change like precipitation & land temp show how our climate is changing #BSW17 @ScienceWeekUK…,456835 +2,"Freezing in record lows? You may doubt global warming, says scientist https://t.co/6NhFsMQfAm",684315 +1,RT @SenWhitehouse: .@POTUS needn't look further than his own Mar-A-Lago resort to understand how climate change will affect our oceans http…,610360 +-1,RT @brobert545: @AnnCoulter #MichaelCreighton addressed #environmental zealots. They have replaced religion with #climate change https://t.…,330798 +1,RT @sciam: Here are 8 ways climate change puts your safety at risk https://t.co/syDjKBGEu5 https://t.co/P8Rin49hpe,471672 +1,#AdoftheDay: Al Gore's stirring new climate change #ad calls on world leaders. https://t.co/SH8YLU8qh4 https://t.co/vnO76EM4ZG,74245 +1,"RT @WarMachine_2017: Thanks to global warming, Antarctica is starting to turn green + +#ClimateChangeIsReal + +#Resist + +https://t.co/BuceUUDJ…",170027 +-1,RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,326395 +1,RT @JayMontanaa300: 84 degrees in Atlanta......in November..........do you still believe that global warming is not happening???,168438 +2,Testing the myth that global warming is leveling off https://t.co/kJbNWttotU https://t.co/kG0Qy5uIoY,219818 +1,Fitting that on this Election Day it'll be 92 degrees in November and one of the candidates thinks climate change is a made up Chinese hoax.,919141 +1,RT @OMGno2trump: Another Trump troll. You know know they're a Trump/GOP voter when they deny climate change but blame immigrants fo…,841666 +-1,RT @AnnCoulter: New study: Whole galaxies nearby are dying off. So global warming a lot worse than we thought!,835074 +0,"@JimHagedornMN Cute. Jim, what would you do to support the fight against climate change?",388541 +1,RT @froggings: me thinking about global warming: the human race is #fucked,824785 +1,@ScottPruittOK @EPAScottPruitt can you explain why carbon dioxide is not a factor of global warming despite countless scientific research?,622599 +1,"This is even articulated in the ad when the climate change denier says 'you seem like you'd hear me out', thus so ending any discussion",611586 +2,RT @wef: Flights are getting bumpier. Here’s why scientists are blaming #climate change https://t.co/T4RrxneCkH https://t.co/w5ChVjBPmE,209366 +1,"Why yes, Mr. Businessman. I totally value your opinions on climate change more than those of the scientists who actively study it.",159667 +-1,"RT @LarrySchweikart: Bravo Rick Perry, who told Energy Dep. not to use 'climate change' or 'Paris Agreement' in memos!",829992 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",149819 +1,RT @SenSanders: Our job today: make sure lives are saved in Houston. Our job tomorrow: understand the role that climate change has played i…,50442 +1,@thefutureyousee @OurLabrador @TorbayToday I'm meh on a carbon tax unless it goes towards climate change initiative… https://t.co/yZoelHqiqs,721808 +1,"RT @alicebell: We don't need a 'war’ on climate change, we need a revolution https://t.co/CUuE2mQEL6",854048 +1,RT @WILifemagazine: Our first issue of the new year is out. Cover art celebrating the @WomensInstitute #showthelove climate change camp…,256204 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,197068 +2,RT @insideclimate: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/CO0p9PU3Fd,665275 +1,RT @MichaelChongMP: Strange for conservatives to argue for regulation as a way to fight climate change – we should be embracing market mech…,255161 +1,"@CrayKain but Rockport, Corpus, Beaumont - all those area are deep, deep red, and definitely climate change denying",386747 +1,"RT @SenDuckworth: Today, I joined members of the @ELPCenter to talk about the critical need to combat climate change and support clea…",962949 +1,i wonder if trump believes in climate change now,156546 +1,RT @SeedMob: 15 hottest places in the WORLD today are in NSW. @TurnbullMalcolm just wondering if you think climate change is a funny #Heatw…,307348 +1,"RT @schimmbo: There is a significant lack of understanding about the links between livestock & climate change among the public, an awarenes…",387782 +1,"RT @p_hannam: Good news, so long as you ignore the climate change warnings inf the article, and don't mind losing the Great Barri…",688770 +2,The most effective individual steps to tackle climate change aren't being discussed https://t.co/FEBA5250pC,986798 +1,RT @SabraNoordeen: I believe climate change has to be an election issue. A low carbon political manifesto that political parties can use #S…,290514 +2,RT @mimizelman: RFK Jr. issues warning about Trump's climate change policies @CNNPolitics https://t.co/HQJuALapf1,671628 +2,Role of terrestrial biosphere in counteracting climate change may have been underestimated https://t.co/56FgbL7yye #onmedic #science,567821 +1,"I don't blame any on e generation shits been snow balling for generations, climate change may stop those things. Ho… https://t.co/cfgD1YpohX",133047 +1,"RT @ClimateDesk: The first polls are closing in NH, where 43% deny climate change. Both Senate candidates are good on climate!…",446000 +2,A new study found with 99% certainty that climate change is driving the retreat of glacier… https://t.co/uXdulZwpDP? https://t.co/OQ9x4CVvYv,356107 +1,RT @TheDemocrats: The most vulnerable Americans could feel the some of the biggest impacts of climate change. https://t.co/NxyKTvDNBO,631447 +1,"RT @FrizzleFelicity: @realDonaldTrump Do you know what president supported the EPA, believed in climate change & supported a global init…",993375 +-1,Less show him we are all for getting rid of all global warming expenditures !!🇺🇸 https://t.co/DLSy0d0oUH,266711 +1,"He's started by removing LGBTQ people, climate change, and state funding of the arts from POTUS' website. He's had… https://t.co/9oPIOkxljC",642820 +1,"RT @gardcorejose: Man, us millennials have grown up in a time of perpetual war, economic recessions, climate change, and now a racist in th…",165721 +1,@SpeakerRyan @POTUS I hope your children will enjoy the havoc that climate change will bring.,131378 +1,"RT @aVeryRichBish: Meanwhile, leaders in America think global warming is a hoax.... https://t.co/5PKmZtZFQV",576913 +0,The necessary response to climate change is primate change.,459302 +2,"For 12 years, plants bought us extra time on climate change https://t.co/Fisv7uE57E",764540 +1,What do you do to help reverse climate change? Tweet your tips to inspire others! #ClimateChange #Tip #ActOnClimate,70968 +1,RT @bwecht: Seems like a good time to remind everyone that human-made climate change is real and likely to be catastrophic.,430512 +1,RT @RichardDawkins: President Trump may destroy America but maybe we can stop him destroying the world. Sign the climate change petition ht…,381533 +1,Carbon dioxide is the biggest contributor to global warming not methane but gautankwadis insist farting cows are th… https://t.co/hsvlzVJ5nP,555189 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",84183 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,298834 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",254824 +1,RT @ajplus: Leo takes on climate change skeptics: “You might as well not believe in gravity.â€ https://t.co/v8EdagKObD,693724 +2,RT @washingtonpost: The EPA buried its climate change website for kids https://t.co/uNeaTxzMPJ,796259 +2,Pakistan ratifies Paris climate change agreement https://t.co/a0qIJ4Ry16,496297 +0,@TheEconomist Will you guys do this post-facto analysis of climate change models?,472983 +0,RT @GRANDJIMIN: Literally y'all could blame Namjoon for global warming too,752860 +2,Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/YXawrzU59k,20491 +1,"RT @TheSanPlanet: Bbygirl its hard to focus on love when my mind is on poverty, social inequalities, climate change, islamaphobia, corrupti…",266308 +1,RT @TheTylt: This indigenous woman wrote a powerful letter about the devestating effects of climate change on her people. https://t.co/NJlB…,860477 +2,"World Bank Group is absolutely committed to tackling climate change and development together,' @JohnARoome tells the #FTCFS in London.",727820 +0,"Dr Laure de Preux, co-chair of next week's conference, looks at health impact of climate change: https://t.co/HTmmxJJ94S #MobiliseBusiness",748428 +2,RT @MotherJones: Donald Trump's interior secretary pick doesn't want to combat climate change. https://t.co/Y8Yvl4TFrm,479988 +1,RT @sofiak2110: Any judge stopping that? Donald Trump moves decisively to wipe out Obama’s climate change record - The Independent https://…,814466 +2,RT @Animal_Watch: Humans on the verge of causing Earth’s fastest climate change in 50m years | Dana Nuccitelli https://t.co/GXQ9xoON7N @gua…,680712 +1,"RT @Kon__K: He's a self - proclaimed racist, misogynist, climate change denier, homophobe & fascist. + +But she's a woman. #ElectionNight",50559 +2,Adapting to climate change means adapting to Trump – here's how | Dr Aditya V Bahadur: Donald Trump’s scepticism… https://t.co/YVsl0bGC3z,941337 +1,"RT @BenjaminNorton: While Democrats are obsessing over Russia, Trump's preventing action on climate change—which threatens life on Earth ht…",216417 +1,"AI, global warming, black holes and other impending global catastrophes! Videos for your weekend + https://t.co/1OlOe84RrF",522369 +1,"Please, if you ever have time, pick up the novel 'We are Unprepared' it is such an amazing book and has the issues of climate change in it.",309013 +1,...and they get to fight capitalism & global warming at the same time by having and making basically nothing.… https://t.co/4ED16e9Acf,918693 +-1,RT @OurHiddenHistry: Bill Nye the Policeman Guy is going to lock you up for thinking something about global warming. Sez Newsmax. https://t…,250008 +0,"Now I know why I am considered an expert in climate change, education, and other topics... I continue to read in... https://t.co/S0NrydrH53",584020 +2,NATO agrees with the Pentagon: climate change is a threat multiplier https://t.co/UmF6ZI14ni,953208 +1,RT @PalbergWERX: CEO conveniently decides he's not smart enough to grasp overwhelming scientific evidence of climate change #bcpoli…,131451 +2,WH Budget Director announces end to climate change research funding https://t.co/nUbvqW85xv via @theblaze,836928 +0,Kit Harrington said he's seen global warming firsthand and it's 'terrifying' and he's seen the army of the dead like damn. Must be legit.��,414569 +1,RT @DanRodricks: Maryland AG Brian Frosh fighting Trump's ridiculous reversals of Obama policies on climate change. The Baltimore... https…,616308 +1,"Keep doing nothing about climate change and winter will surely be cancelled + + #IfWinterWereCancelled",742788 +1,#Halloween's ok but if you really wanna get scared watch the new @NatGeo​ climate change doc with @LeoDiCaprio https://t.co/W0txddoeQZ,782356 +1,RT @NealTalkin: Hearing Perry admit climate change is real is like hearing a young person say 'Have you ever heard of this band called the…,70178 +1,"RT @philstockworld: Currently +reading an excellent inteview by our editor, Ilene: 'Why we need to act on climate change now': https://t.co…",693367 +1,Has @SiemensPLM_UK not heard of climate change? Helping find oil/gas faster is crime against humanity/nature. Shame on U #keepitintheground,306574 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,801338 +2,"RT @Independent: More likely a lesbian caused Hurricane Harvey than climate change, says right-wing commentator https://t.co/VBD8yY9MQb",660614 +2,"RT @Reuters: New York, other states challenge Trump over climate change regulation https://t.co/LZPsWfw1Ed",839126 +2,RT @pablorodas: #climatechange #p2 RT Australia ranked among worst developed countries for climate change action.…,503582 +1,RT @ChrisJZullo: #DearPresident climate change is not Chinese scam like Breitbart's Steve Bannon would tell you. 2016 set to be the hottest…,844507 +2,RT @guardian: Nicholas Stern: cost of global warming ‘is worse than I feared’ https://t.co/j46ztE09yz,292211 +2,UN climate change agency reacts cautiously to Trump plan https://t.co/8SmT98XtJN,812829 +0,"RT @chrisconsiders: All 'climate change' mentions removed from https://t.co/rBvrssmB3b the moment Trump was inaugurated + +trying not the spo…",520216 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/p2rCh98PvQ,948445 +1,"https://t.co/7MARTM0ZtG +The Guardian view on climate change: Trump spells disaster +#climate #policy #disaster https://t.co/Ux1nfziyew",376265 +1,The single shining hope to stop climate change https://t.co/vmd6B4nkNI via @TIME https://t.co/bVbdeyYv97,218787 +1,"RT @cheerity: Marching? Can't make it? For every photo shared, $1 is donated to fight climate change. #ClimateMarch https://t.co/bO1eE8l5mX",478079 +0,"ivanka will make climate change her signature issue? Is SHE 1st lady? I'm So confused + https://t.co/2P5s5K1oVA",848621 +0,Annual index reveals biggest movers in climate change adaptation - https://t.co/EcRxlFqjHP https://t.co/LANzon3GpD - #ClimateChange,628114 +2,RT @ThisWeekABC: EPA chief Scott Pruitt's language on climate change contradicts the agency's website. https://t.co/U738SgSqm1 https://t.co…,857357 +-1,"RT @tylerabbett3: @jacobahernz it's climate change, which is nature doing its thing, it's not global warming lmao",890176 +1,"RT @WhySharksMatter: Tim Kaine: 'Do you lack the knowledge to answer my question [about climate change] or are you refusing? +Rex Tillerson:…",552328 +-1,"Gore's climate change followers send a clear message to Trump, and that message is: 'There aren't very many of us.' https://t.co/wIoq01FEAt",427662 +-1,RT @ClimateNewsCA: HALF of #Arctic ice loss is driven by natural swings and not man made global warming https://t.co/ShBHi1EIrp Cc: @Earthf…,237308 +1,just put on dicaprios global warming documentary okay ready to feel horrible,259859 +1,RT @_CJWade: The craziest part about Florida voting for Trump is the whole state is going to be underwater once he defunds climate change r…,8503 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,543096 +0,RT @teknotus: Trumps solution to global warming is to create a nuclear winter.,962653 +1,RT @Notebook_Notes: Lets keep the multi-scale marine climate change discussion going beyond #AMSA2017! @CSIROnews @amsa_nt…,249905 +1,"RT @EricHolthaus: The truth about climate change: +1. It’s real. +2. It’s us. +3. Experts agree. +4. It’s bad. +5. There’s hope. +#climatefac…",820804 +1,We are committed to a trajectory of climate change for 20-30 years at least due to decisions already made. @LisaGraumlich #GHNextGen,480950 +1,RT @_ohmeohmaya: this rain is the environment crying bc the newly elected US president doesn't believe in global warming,382855 +1,"RT @Camila_Cabello: climate change is threatening miami, it needs our help. tune into @mtv on 8/2 at 7:30pm ET for 'an inconvenient specia…",611102 +-1,RT @CarmineZozzora: 1970's coming ice age scam caused global warming which caused climate change which caused the climate disruption th…,167232 +0,"RT @IzzyRod33: First @BLASS89 hits us with some fire,now Future just dropped another album, global warming is here,there's too much🔥around",324693 +1,"RT @Impolitics: Today was cold. The GOP calls that proof there's no global warming. And there's no obesity either, because today a 400 poun…",5835 +1,"RT @Tomleewalker: #WhyGoVegan because who wants to play a direct role in perpetuating the lead driver of climate change which costs us 250,…",392421 +2,"RT @ReutersScience: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/rGRaEOqkKV https://t.co/12IQZ3cPDC",134638 +0,RT @TheTumblrPosts: if global warming isn't real why did club penguin shut down,923618 +1,RT @Salon: 'Chasing Coral' documents global warming in real time as it destroys the Great Barrier Reef https://t.co/sb5xlOMQnw,365751 +2,RT @MotherJones: Scott Pruitt doesn't agree that CO2 is a major contributor to global warming https://t.co/KjjCKHiitj,107048 +1,"There's going to be too many jokes today, but climate change isn't one of them. + +https://t.co/P24I3IYAPS",810210 +2,RT @FortuneMagazine: Rex Tillerson allegedly used an email alias at Exxon to discuss climate change https://t.co/rLeiMpXS5C https://t.co/0v…,870966 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,465734 +1,RT @climatemegan: “Nobody is telling farmers how to adapt to climate change... Adding the pressure of a dam puts Egypt on the verge o…,972981 +1,"RT @WarAgainstWomen: #climatechange +#scottpruitt + +Trump's idiotic EPA pick: still 'some debate' over human role in climate change… ",388138 +1,RT @chrysta10: Scott Pruitt Just Contradicted Decades of Science: doesn't agree that CO2 is a major contributor to global warming. https://…,737762 +2,RT @ticiaverveer: Understanding new evidence of the impact of climate change in the Early Jurassic Period https://t.co/dfHKJyiFLP https://t…,127174 +2,UN climate change agency reacts cautiously to Trump plan https://t.co/vBUTQfEdUI,698283 +1,How are you gonna sit there and tell me climate change is a hoax when it's literally 106 degrees outside and raining ?!??,946323 +1,@pash22 @_andrew_griffin This is good news - tipping point in global warming? https://t.co/ramRBGgpsg,13055 +1,"RT @JilliRobi: Welcome to America. Where we deny climate change, men brag about rape, and the KKK supports our president. #notmypresident",366640 +-1,"RT @T_S_P_O_O_K_Y: Why would a political scientist, Noam Chomsky, speak out on global warming - because it's political, not scientific htt…",95774 +1,RT @amgoetz: Our biggest security threat is climate change. We need the entire US government to prioritize this above all else. https://t.c…,197788 +-1,"@cnnbrk Al Gore is a scam artist, I sure hope Trump can bury this climate change nonsense once and for all.",146441 +1,@ABCNews re https://t.co/dRBFT1c8Zv why should we invest in retirement when there's a high chance we'll die young from climate change?,583136 +-1,Spys saved the day in that charade. It's actually a reminder that global warming isn't the biggest threat to the existence of mankind.,308396 +2,Fiji PM invites Trump to meet cyclone victims in #climate change appeal – video https://t.co/pw4Wk9yhRD,908417 +1,RT @sierraclub: 'We've doubled renewable energy production and become the leader in fighting climate change.' -@POTUS in Philly #ClimateVot…,71069 +1,"RT @nelliepeyton: The EPA climate change page, with links to global warming research and emissions data, could go down today https://t.co/5…",958441 +2,RT @UCLAIoES: France's Macron urges Trump to avoid hasty climate change decision https://t.co/9V0mQ4xmeV https://t.co/HDeqL4QYWQ,745292 +1,@Brillianto_biz @ProfAlister 2/2 Habitats Directive trying to preserve in time from decade ago & no account of nature or climate change.,860556 +1,Has Pakistan really ‘improved’ when it comes to tackling climate change? https://t.co/MYuR8WEMVu,641990 +1,RT @latts92: I love how LNP uses 'data' to justify damaging child care access to underprivileged but ignore data that says climate change i…,470797 +1,"2016: the year climate change came home: During the hottest year on record, Karl Mathiesen travelled to Tasmania… https://t.co/nSLqyPV7y8",488550 +0,@FoxNews @BretBaier. God is punishing Progressive Liberial https://t.co/Z3G0pAFjUp. with rain. I guess its global warming. Happy New Years.,971716 +1,"RT @mrkjsnsbyn: pls use your voices on climate change, too.",471254 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",176280 +0,RT @2Marrr: s/o to global warming for this beautiful weather.,696697 +1,"RT @Kloppholic: Imagine trying to convince yourself that global warming isn't real and instead a conspiracy. Wake up, before it's t…",518526 +1,RT @nzila_annan: @SIDKDP NDMA also mandated to develop strategies on mitigating impact of climate change. We need to know what mecha…,966190 +1,Excellent - our project was approved! Adani Carmichael mine opponents join Indigenous climate change project #auspol https://t.co/htX9F72CgN,312648 +2,RT TIME 'World leaders on edge as Trump considers pulling the U.S. out of historic Paris climate change deal https://t.co/yLfkdeXXKO',222556 +0,"RT @DivestDal: Innocent babes not getting tattooed, still branded children of the climate change era. #Birthmark https://t.co/54Kan43mEf",941696 +1,"RT @azeem_tuba: Ideas on climate change +@PUANConference @PakUSAlumni #ClimateCounts @usembislamabad https://t.co/VKQiwlA8lx",109406 +1,RT @foxfire2112: While @TheDemocrats say they R 4 climate change solutions they keep putting oil pipelines across the US #Hypocrites…,343894 +2,RT @climatehawk1: .@Energy Department tells staff to stop using phrase '#climate change' | @EcoWatch https://t.co/EmDMJ2F5VI…,119300 +-1,#BillNye Grade school science guy spreading lie of climate change #CNN donna doesn't match truth does… https://t.co/zi4lfot0ru,84006 +2,"RT @olafureliasson: The link between women's rights and battling climate change. @nytimes @atugend +https://t.co/1T5VFA8d6o",131047 +0,"RBReich: I'm often told that climate change is a middle-class issue, and the poor care more about jobs and wages. … https://t.co/mO14qf6ZbL",639904 +2,RT @Milieunet: Al Gore meets with Donald Trump and Ivanka Trump to talk climate change https://t.co/pVLgwqH8bu https://t.co/KWTgpCPuXA,315921 +1,"RT @RadioLuke: You're protesting in a t-shirt in November in Alberta. I'm just saying, climate change might be real. https://t.co/tm0upSFZDO",426403 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,13085 +0,RT @EW: .@LeoDiCaprio’s climate change documentary #BeforeTheFlood is streaming online right now: https://t.co/Jk43gqmEMt 📽 https://t.co/HV…,379973 +1,Plant a tree this summer. Beat climate change���� https://t.co/4nlnNYZn2X,32634 +1,These R all great parts of controlling global warming-that along with limiting fossil fuel use that is destroying t… https://t.co/D8OPN9QJEP,827562 +1,"RT @kittycatboyd: Let's not forget-DUP are extremists, who hate women, gay people & deny climate change. Utter lunatics. The real coalition…",354322 +1,"RT @ConversationUK: It’s official: inequality, climate change and social polarisation are bad for you + +https://t.co/MeiaY8s3Uq https://t.co…",622376 +1,"RT @The_RHS: To ensure UK's pollinators are as unaffected by climate change as possible, we will need to consider the diversity…",111840 +1,"RT @cybersygh: Given that animal agriculture is the leading cause of climate change, adopting a vegan diet is the most practical course, if…",981594 +1,"@dwsjca cant call people who are anti-abortion, open carry, pro death penalty, with no belief in climate change Right Wing. thats 2+2=5",797622 +1,RT @Jakee_and_bakee: Only in America do we accept weather predictions from a groundhog yet refuse to believe in climate change from scienti…,644926 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",524987 +-1,"RT @os4185: Whistleblower admits scientists manipulated data, making global warming seem worse to help Obama https://t.co/9pq2rljf5f",889620 +1,RT @scienceclimate: Enrich your teaching on climate change. https://t.co/xDUazntsVA #climatechange #education #Science #climatemarch #clima…,64238 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,661335 +1,RT @pharmasean: The big winner of tonight is climate change. Congrats climate change. Feast on our coastlines and consume my body in fire.,482569 +1,Yah our new president thinks global warming is made up by the Chinese yet: https://t.co/8Wet2DhQ7i,394255 +0,I don't believe Bella Thorne's and Tyler Posey's relationship exists just as much as Donald Trump doesn't believe global warming does,708881 +1,"RT @PiyushGoyalOffc: @PiyushGoyal The world, like India, will have to take a call & play their part in the fight against the climate change…",35091 +2,RT @newscientist: Corals that grow faster in warm water could beat climate change https://t.co/vbhreKfP2o,166139 +1,RT @tveitdal: Half the world's species failing to cope with global warming as Earth races towards its sixth mass extinction…,840607 +0,RT @StanLewis_: There is no polar bear emoji. Still think global warming is a myth? ��,350943 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",274385 +2,RT @nytgraphics: Most Americans believe that global warming is happening and carbon emissions should be scaled back:…,856229 +2,"RT @CNN: Julia Louis-Dreyfus, who plays a president on 'Veep,' cut a video backing Clinton over her climate change position…",667613 +1,1.5ºC will change the world: tackling climate change #ClimateCounts #COP22 #PUAN https://t.co/vSyOzwlGI9,789019 +0,@Schwarzenegger Talking in German about food and climate change ❤️ #R20AWS https://t.co/hNidGVO1Db,706544 +2,RT @guardianeco: Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/rmpKCMaWiE,483369 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,404662 +1,"Dear climate change deniers, read this https://t.co/xU5bVg01z5",160964 +0,Silly climate change.,697437 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,246434 +0,RT @KarmaLoveee: Give me two beers and I'll give you the world's greatest speech about climate change 😂😂 swear,527125 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,595252 +1,"RT @andreagrimes: 12/ describing reality, or trusting science (climate change a notable example, also repro health facts) isn’t bias. It’s…",885373 +1,"RT @Kon__K: He's a self - proclaimed racist, misogynist, climate change denier, homophobe & fascist. + +But she's a woman. #ElectionNight",710059 +2,Energy and climate change https://t.co/jMAYWEKhRN by @AdvantechAfrica #energy https://t.co/FsCKVqBHv4,451444 +1,Imagine if world was more concerned about things like Indigenous suffrage and global warming than they were about Rihanna gaining weight,167005 +0,"RT @joyceangelos: So, Ivanka's influence: meet with Al Gore on climate change, Dad decimates EPA and regs. And this. Tell us again Da…",991418 +2,"RT @frankdugan: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/Kl5WpraDaw via @Reuters",683663 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,723460 +2,"RT @thehill: GE CEO vows to ignore Trump, continue to fight climate change: https://t.co/BbyducRM0O https://t.co/ZdOlNlicNk",788095 +0,It's theorized that the Akkadian empire—Mesopotamia’s first unifying civilization—was undone by climate change that created a drought.,926238 +2,RT @CNN: Scientists fear the White House will intervene before a federal climate change report is published…,627423 +2,RT @WorldfNature: Two scientists resign from EPA roles in protest at Donald Trump's climate change stance - The Independent https://t.co/iZ…,710230 +1,"RT @tristanalbers17: Trump just appointed Myron Ebell, who doesn't believe in climate change, to be the head of the Environmental Protectio…",882894 +1,"The Great Barrier Reef is damaged and dying, and stopping global warming is now the only way to save it… https://t.co/vrNzyRQb9j",392535 +2,RT @EnvDefenseFund: Why is Pres Trump attacking climate change efforts that the EPA has been working on for decades? https://t.co/aQH1yqMlIK,604557 +0,"RT @viewedmendes: shawn in a mv: *slips on ice* +fans: it's supposed to visualize how dangerous the global warming is & bring attention to f…",653638 +1,"@realDonaldTrump I will never support you because you don't care about climate change, green energy, fossil fuel pollution. U will ruin us",458472 +1,RT @LeoDiCaprio: Help fight climate change and expand renewable energy! Tell Nevada’s @GovSandoval to sign #AB206: https://t.co/vf9vXHfsDI,633582 +2,RT @news_va_en: Pope urges int. community to act in combating climate change §RV https://t.co/LUB0zjAxHD,709469 +1,RT @mashable: This bold 9-year-old isn't afraid to take on the whole government over climate change. https://t.co/LW1hhQkiYN,363390 +0,@FoxNews Paul Ryan can't be more wrong. Wrong direction is The nine climate change taking away a woman's right to choose and so on,270294 +-1,RT @WSCP2: Another global warming argument bites the dust: No Increase in Global Drought Over Past 30 Yrs: https://t.co/jBdObhn5HO #Climate…,881575 +2,RT @theecoheroes: A million bottles a minute: world's plastic binge 'as dangerous as climate change' #environment #water https://t.co/wZVR…,93696 +2,RT @CNN: New York AG: Sec. of State Tillerson used pseudonym 'Wayne Tracker' to discuss climate change while CEO of Exxon…,853153 +2,"RT @VICE: Introducing 'year 2050,' our guide to surviving the next 33 years of climate change: https://t.co/NqRgRqG7W4 https://t.co/L2sb4PZ…",741603 +0,"@BryanJFischer Dr. Bryan Fischer, climate change extraordinaire!",401865 +0,"RT @p_hannam: Australia, welcome to your new climate change policy https://t.co/fa78NyKeyv via @smh",733910 +2,RT @JoshMeadows3: Opponents of Adani's Carmichael coal mine join UQ Indigenous climate change project. https://t.co/6BrnheJmuY @jrojourno @…,13209 +-1,@BernieSanders Don't fund global warming stupidity . Put your money in for that dumb crap .,308437 +0,#ClimateNPS MAN STUPID! — A powerful musical message on climate change co-written by a Gorilla… https://t.co/O7hJltLk1n,522552 +1,RT @ajplus: Is this deal to fight climate change too late? 😕 https://t.co/e76UJNCYN8,315898 +0,I'm not saying climate change doesn't exist because it does but this isn't evidence of it https://t.co/DWVYRaNULH,959340 +2,"RT @kylegriffin1: SACRAMENTO, Calif. (AP) — California lawmakers pass extension of landmark climate change law that Gov. Jerry Brown holds…",654924 +-1,"Sailing expedition to North Pole to document climate change +CANCELLED +due to 'solid pack ice'",354709 +1,RT @AdamRogers2030: Effects of warming temperatures show that climate change is undeniable. Climate action is part...…,287231 +1,"Would you have kids, given climate change? | terrestrial https://t.co/Rr7uvoZN8t",10808 +1,*whispers* climate change is real and i will help stop it bc i love u https://t.co/J3frKbRTCr,862580 +1,"Extremely disappointed that my senator @JeffMerkley voted to confirm Perdue, a known climate change denier. Shame o… https://t.co/vG01es9hmj",987862 +-1,"RT @ClimateRealists: Three Cheers: New global warming study is terrible news for alarmists, good news for plants, animals and people https:…",258825 +1,"This is outrageous. A British tabloid is attacking climate change, science and NOAA with false claims. https://t.co/bqAwlFd11Z",517635 +1,"What a time to have an idiot climate change denying US president. 2016 will be the hottest year on record, UN says https://t.co/y0rFOE57Nl",337428 +2,RT @TheEconomist: The ocean is planet's lifeblood. But it's being transformed by climate change. WATCH https://t.co/vP8IFARMcN https://t.co…,520925 +1,"RT @MikeHudema: In face of corporate domination, injustice, & #climate change, movements led by women offer a way out…",565941 +2,RT @greenpeaceusa: Doctors say climate change threatens public health across the nation https://t.co/5nZbn0O7Zs https://t.co/ux8wu1Ol0x,208832 +2,"Scott Pruitt’s latest climate change denial sparks backlash from scientists, environmentalists https://t.co/eSkN2fNuqw",471698 +1,"RT @AGSchneiderman: 'At this point, no court could uphold a conclusion that climate change does not endanger public health and welfare.' ht…",56290 +1,RT @NYTNational: Trump has called climate change a hoax. Now he has the chance to destroy efforts to beat it. https://t.co/i9hdsPig9Y,616749 +1,"Enjoying the unseasonably warm day, because if you've lost all hope of slowing or stopping climate change, you may as well enjoy it.",366990 +0,@WSJ thank you global warming - and you thought it was a bad thing ;-) jc,454406 +2,"Pollution, climate change affecting everyone: Rajnath Singh: Addressing the valedictory session at the NGT World…",467565 +1,RT @JulianBurnside: #qanda It is horrifying to hear people denying the fact of climate change on national TV,341733 +0,RT @kccohaffa: About 33% of Americans think that global warming is hoax. #FASTMO #FASTNE,732823 +0,@Earthlife_JHB counsel says no dispute that climate change is a relevant consideration under NEMA @CentreEnvRights,288495 +2,"Trump warming to reality of climate change, says senior Chinese official https://t.co/0BjzDZlQau",338944 +2,A status report on global warming. Much depends on the next few years. - Fabius Maximus website (blog) https://t.co/IozvbObEJc,425592 +0,"EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/1o2vIQ3QjQ +Chok uden overraskelse: Faktaresistens :(",152968 +-1,@KHOUBlake11 @jcdrex @FoxNews @CNN @weatherchannel @GaughanSurfing 500 Year floods. No climate change back then. Pe… https://t.co/3jfYCDOLwQ,840230 +1,"RT @SierraClub: Here are the tweets on climate change Donald Trump doesn't want you to see, deleted from the @BadlandsNPS account: https://…",895609 +1,@TheRickWilson It's even sweltering in London. Thank god climate change is just a Chinese hoax.,228657 +1,"@KarlJKiser And yet to some, global warming doesn't exist",857382 +1,"Things that will always suck: the Colorado #Rockies, The Green Party, cats, Christmas music,Apple,climate change deniers. #ThursdayThoughts",438635 +1,"RT @BernieSanders: Fracking pollutes water, degrades air quality and worsens climate change. No amount of regulation can make it safe. +http…",276434 +1,"RT @NCConservation: 'Popular local weatherman Greg Fishel had strong words for climate change deniers' + +Thank you @gbfishel for standi…",6603 +2,New York hotels join fight against climate change - https://t.co/AQAEdqKqmZ #EcoHotels,97127 +1,"RT @DesiJed: Anyway, climate change is about to kill us all, and Trump is ruining my final days, so I'm really fucking irritated right now.",937397 +1,People aren't going to believe climate change is real until the ocean currents literally break down and Europe is p… https://t.co/uZ2ykZiavE,886945 +2,RT @Retiario: Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/BkuzUNFdRp,870527 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,163015 +1,"RT @DavidPapp: In Trump's America, climate change research is surely 'a waste of your money' https://t.co/I29jGwVgq6",334626 +0,"RT @the_pc_doc: @realDonaldTrump If your hurricane boner lasts more than 4 hours, consult a climate change scientist.",977459 +-1,"RT @peddoc63: Males XY +Females XX +Abortions are human fetuses. +Manmade global warming has not been proven. +Now, Do you believe i…",857786 +1,But Earth... 😢😢😢 -- Trump has replaced the White House climate change page with... https://t.co/RVGC1qqn3f via @voxdotcom,881889 +0,RT @IndieWire: Watch Leonardo DiCaprio's climate change doc #BeforeTheFlood for free online https://t.co/g3iUV8yU0u https://t.co/LVXS17ILSn,142818 +2,RT @BuzzFeedNews: Trump's EPA chief doesn't think CO2 is a 'primary contributor' to global warming https://t.co/mB6GI5VqMG https://t.co/vZD…,797582 +2,"RT @business: Renewable energy investment has probably peaked, holding back the climate change fight https://t.co/2OmZDrDTOp https://t.co/A…",947005 +-1,RT @PatriotMomNDJ: Mayor of disappearing island faces Al Gore and shuts down global warming claim: https://t.co/wF8y0NcFHE,460887 +0,RT @beyonce4pres: I didn't believe in climate change until after the election when all the snowflakes started melting...,951347 +2,Prince Charles co-authors Ladybird climate change book https://t.co/U5RZpboK7V,383937 +-1,"RT @hale_razor: Each ISIS attack now is a reaction to Trump policies, but all ISIS attacks during Obama's term were due to climate change &…",750425 +1,RT @ajplus: Leo takes on climate change skeptics: “You might as well not believe in gravity.â€ https://t.co/v8EdagKObD,217046 +2,Texas AG Ken Paxton sides with ExxonMobil in climate change case,648782 +0,@GeorgeHagstrom @MLaura54 Not always easy to show *if* harm will be caused - systems are complex + climate change -… https://t.co/FmfOhDhuEq,475402 +1,RT @1followernodad: my 2 yr old today: Mom how'd you get past the cognitivie dissonance of having me even tho climate change will render th…,845359 +1,RT @MoveTheWorldAF: 97% of climate scientists agree that climate change is caused by human activity. #AnimalsMatter Lean more…,109671 +1,lol we talked abt reasons why ppl don't believe in climate change in class today & THE MOST COMMON REASON IS PPL THINK ITS A CONSPIRACY,927347 +1,"RT @rebleber: Don't fool yourself, Trump still thinks climate change is a hoax. He's just making his henchmen do he talking https://t.co/…",459843 +2,RT @ClimateCentral: Corn could be major victim of climate change https://t.co/q7LKXXiX5X via @climate https://t.co/aCYhfQ47c3,738874 +1,RT @froomkin: When #HurricaneHarvey reporters don't mention climate change that's a highly political decision https://t.co/OdgppnIlrw by @N…,398956 +1,Nicaragua wasn't in because it wanted STRONGER climate change efforts. https://t.co/gShnYSXtJC,756571 +2,Trump's transition: sceptics guide every agency dealing with climate change https://t.co/g72QC10yJP,274867 +-1,"@TaylorCarson5 @CNN Yep, as long as they keep 'researching' climate change, they keep receiving billions of dollars. Why give up the racket?",319311 +2,Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/BU9pWuyN0S,643897 +1,RT @KamalaHarris: An EPA head that denies climate change is like a NASA Administrator who doesn’t believe in gravity. Dangerous and a…,416073 +1,"RT @HillaryClinton: Great to see ppl take to the streets & combat climate change, protect the next generation & fight for jobs & economic j…",638604 +-1,"RT @meyers000111: Finally, Paris climate change agreement designed by crooks- #Trump is not buying this crap https://t.co/vQc8E2Lt6P",406366 +1,RT @Pinboard: Google treating climate change denialism as just a “point of view” by promoting Breitbart bullshit in search results https://…,827528 +1,"RT @ddiamond: Re: big New Yorker piece on climate change, this was front page of Alaska paper today—how melting permafrost is war…",972166 +0,"RT @MattWalshBlog: If Obama sent Malia to meet with Al Gore about climate change, every conservative in the country would mock him merciles…",831749 +2,RT @kemet2000: Trump defence secretary favourite ‘gets climate change’ https://t.co/GJqc4p1kuV,537723 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",399269 +1,RT @businessinsider: @therealDonaldTrump doesn't believe in climate change — here's irrefutable proof it's real https://t.co/8I5Pnrdcy7 htt…,530270 +1,RT @GreenKeithMEP: Tackling climate change is at the very heart of @TheGreenParty's policies #VoteMolly #VoteGreen2017 https://t.co/DXAENwH…,845848 +2,"Why the research into climate change in Africa is biased, and why it matters @washingtonpost #ClimateChange… https://t.co/c0emI3P1Pz",972483 +1,our journalists and reporting institutions?! Or stop our fight on climate change?! Or completely gut the EPA?! Or declassify national..,788349 +2,RT @japantimes: Could Trump unravel Paris climate change deal? https://t.co/Wr8hMNZ2Vc,760406 +1,RT @amy_harmon: “The sea is almost at their doorsteps” - elegiac @egoode story & @joshhaner photos showing toll of climate change https://t…,561842 +0,RT @rachaelvenables: WATCH as a woman walks into the middle of the M4 at Heathrow before being dragged away by police in climate change…,983679 +1,"RT @margokingston1: I'm guessing we need to align with China on trade & climate change now. No choice but to distance ourselves from USA, y…",592683 +2,RT @PolarVortex: A rogue national park is tweeting out climate change facts in defiance of Donald Trump https://t.co/eaQ8H9ycwj @BadlandsNPS,314008 +1,RT @PhoebeAndrades: From college affordability to climate change: '#HillaryClinton's values are millennial values'. #StrongerTogether. http…,244225 +2,"RT @6esm: G20’s agenda can’t ignore climate change, business leaders say https://t.co/PKNvkipFnn - #climatechange",345327 +2,"RT @pier_dr: How borders change due to climate change. Glaciers meltdown between IT-AU. Italian Limes, by @mariofaranda https://t.co/AXpa2H…",376482 +1,Climate deniers blame global warming on nature https://t.co/mQOa31oR2K #climatechange,730604 +1,Kate Marvel: Can clouds buy us more time to solve climate change? | TED Talk | https://t.co/0eYG7YxdZH https://t.co/XiFnzHvpBH,447902 +2,RT @lazarotouza: US general: EU leaders must pressure Trump over climate change scepticism https://t.co/Eb2paCLpwD cc .@g_escribano @rielca…,973119 +-1,@greenhousenyt @TCPalmEKiller @NickKristof and climate change hasn't killed any1. If past predicted future we'd all be rich in stocks,339251 +-1,RT @1markconway: CO2 is not a driver of global warming & the globe is not warming. What else do you need to know? The money is what. https:…,705224 +0,RT @vixenvalentino: @GMWatch He implied I was a climate change denier then blocked me after he said he's always happy to talk science. Buil…,719591 +1,RT @theonlyadult: The head of the EPA doesn't believe in climate change either. https://t.co/9gWdgyB7h5,495470 +1,RT @thedailybeast: Trump’s climate change denial could cost us $100 trillion https://t.co/IJZnuTm7qS https://t.co/rwRZp01B5M,828676 +1,"RT @NRDC: He may meet with Al Gore, and his daughter may mention climate change—but Trump’s appointments tell the real story. https://t.co/…",509721 +2,John Kerry says he'll continue with global warming efforts - https://t.co/AAsfS1GbRy,153505 +2,RT @guardianeco: Naomi Klein attacks free-market philosophy in Q&A climate change debate – video https://t.co/KhCnnUQHfy,21879 +1,"RT @IntheNow_tweet: It’s almost like Poseidon himself is coming up to warn us about climate change �� + +#Venice #BiennaleArte2017 https://t.…",21220 +1,"RT @AJEnglish: To tackle climate change, conflict and disaster, we must join forces and take collective action…",209321 +0,"RT @sunlorrie: Um, Suzuki has chanted repeatedly that Harper should be locked up re climate change. Oops. https://t.co/Bzl98zbYrk #cdnpoli…",279319 +0,This lady at my job keeps telling me my generation needs to fix global warming... idk if she thinks I'm a climate control concierge or what.,136474 +1,"RT @alexanderchee: So... climate change list was first. Then gender equality, now violent extremism. https://t.co/15hseTtt4t",170188 +1,global warming is so real lmao we are all fucked,939489 +1,RT @Greenpeace: What will #climate change be like for the next generation…and the generation after….and after that?…,132728 +-1,"RT @LarrySchweikart: Under Trump, EPA to fix Flint's water supply instead of farting around with non-existent 'climate change.' + +Real poli…",286390 +1,RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,948709 +2,"Severe storms, increased precipitation and reduced ice cover - signs of climate change hit Great Lakes https://t.co/c61uDAvOia",594855 +1,RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,746460 +1,"RT @Salon: When China calls out Donald Trump on climate change, you know it’s bad https://t.co/qx1Xep7k82",856075 +0,"@ShelbyBouck Okay, wonder if it will be replaced by, 'China manufactured climate change' @CorrinaLawson",358459 +0,Octo results in climate change errors :,165830 +1,"A future of more extreme floods, brought to you by climate change https://t.co/zBeuUcFe5F",660724 +0,"Trump says he will cancel Billions of dollars to the UN for global warming. 'By the way, no one knows what happens to that money.'",799074 +1,CO2 doesn’t cause climate change?!? https://t.co/wDWBXISVCE https://t.co/QJYlHTmA2Q,180450 +0,RT @SoloChills: Look what global warming has done https://t.co/4g1Wc1QEoH,742662 +1,"RT @ClimateCentral: Of 21 risk experts that the @AP polled, 17 listed climate change among the top threats to the world…",943307 +1,New York Times news pages--climate change is an immediate & serious problem. NYT editorial page--we aren't so sure. https://t.co/wDmxIhYPw1,919142 +1,RT @takvera: So many truth bombs #4Corners on climate change #ageOfConsequences. 'It's all about water & impact on food' water as an instru…,822006 +1,"Bernie Sanders: ‘no compromise’ on bigotry, climate change, democracy https://t.co/wJAUBc6LbP",37136 +2,Trump seems to be changing his mind on climate change https://t.co/Ue8OWJo7Gm,304452 +1,RT @ProfTerryHughes: There's nowhere to hide from global warming: 'Does a new era of bleaching beckon for Indian Ocean coral reefs?' https:…,12781 +-1,Because we have actual evidence the Earth isn't flat. There is NO evidence man made climate change is real. https://t.co/J64fDNdCUZ,78233 +2,"RT @BicyclingMag: Devi Lockwood has been traveling, mostly by bicycle, to collect 1,001 stories about water & climate change…",46421 +2,RT @ClimateReality: Gallup poll (March 2016): More Americans than ever are taking climate change seriously https://t.co/uVIRF9Ob9w #Climat…,83114 +1,"RT @Sacha_Saeen: Today's #Smog is a good reminder that climate change has no borders, & we, as South Asians, must co-operate for our…",115328 +-1,"New study is disastrous news for fracking opponents, global warming alarmists' https://t.co/4qoPZ18fTn",835169 +0,"Dang flabbit, that darn tootin' Indiana weather. Ain't nobody knows climate change & rising sea levels like a hoosier. Yee ha.",405566 +1,RT @KaivanShroff: 'An EPA head that denies climate change is like a NASA Administrator who doesn’t believe in gravity.' - @KamalaHarris #po…,87282 +0,@Skaifox That and the proposals to combat climate change is extremely selfish :P,556557 +1,RT @corkfeminista: Up around @UCC tomorrow? There's a talk taking place about climate change and the refugee crisis in the library at 1 htt…,505360 +1,RT @energyenviro: COP22: Africa hit hardest by climate change - https://t.co/2LvPDQRDSW #Africa #ClimateChange,505435 +2,RT @thinkprogress: Funny or Die: Franken and Letterman take on climate change in hilarious web series https://t.co/MnrjEeXwjJ https://t.co/…,786447 +1,RT @SFGate: 30 terrifying before-and-after images of climate change https://t.co/TlPjjE46tt https://t.co/ieoESRKWie,171319 +0,"RT @swissmiss: A database of women’s rights, POC, LGBT+, immigrant, Muslim-American and climate change advocacy groups: https://t.co/tgcIvS…",607788 +1,Tell Shell shareholders to reject a pay policy that charts a path towards irreversible climate change! https://t.co/Vzbwa06zkH,782783 +1,@realDonaldTrump what will it take for you to open your eyes to global warming!! Help the oil and gas companies?!,128614 +1,"RT @ChuckWendig: Shit, that didn't take long. With this, with Russia, with climate change — keep calling, keep protesting, stay mad. https:…",991365 +1,RT @elonmusk: No need to rely on scientists for global warming -- just use a thermometer https://t.co/0PbtAL8uRK,932173 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,462990 +0,"@ThomasARoberts @JamesCarville +press. #Clinton emails. #Trump calls global warming a chinese hoax. Clinton emails. Trump praises #Putin and",201772 +2,RT @SEIclimate: The world’s oceans are storing up more amounts of heat than we thought - thanks to #climate change…,103933 +1,RT @WIRED: The $280 billion a year coastal cities are spending on climate change is propelling some ingenious engineering https://t.co/jDCQ…,934398 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,187188 +0,RT @dbeltwrites: I know global warming is real because jalapeños keep getting hotter and hotter.,7073 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",308321 +-1,"RT @Dwarfclone: @DocThompsonShow #WhatILearnedToday + +How can there be 'global warming' when college campuses are so overrun with 'snowflake…",701646 +0,"Leonardo DiCaprio the guy UN chose for global warming +Ain't seen often on social media +He doesn't transmit STD +Still he isn't seen",248337 +1,RT @cpnscience: Our @Trends_Ecol_Evo paper is out! 7 ways that variation in climate will affect species responses to climate change…,315541 +1,A web of truths: This is how climate change affects more than just the weather https://t.co/AuVJEMnSE5 via @mashable #climatechange,39811 +1,@wxbrad Brad thanks doing the @WFAE spot WED. As an allergy sufferer all the climate change and pollution deniers drive me nuts.,93902 +1,RT @GlobalEcoGuy: My thoughts on the future of climate change solutions in the @csmonitor https://t.co/4KQ9LUFhHL,489641 +2,"RT @KHonkonen: Act now before entire species are lost to global warming, say scientists https://t.co/9JevTtBuKi #biodiversity #climate",886476 +1,"RT @coollogistics: HFCs - the writing on the wall? They may represent a landmark in combating global warming, but uncertainty will... https…",186542 +0,In the world of climate change anything is possible https://t.co/MD1BOaxbUg,28068 +2,EPA chief Scott Pruitt doubts climate change science https://t.co/st6ZmRDhBf,746366 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,99889 +1,The places where water through climate change hits us hardest #powerofwater #SIDS #hlpwater @WorldBankWater… https://t.co/g4iiWaR1Ee,884305 +2,RT @AP: Scientists seek holy grail of climate change in Oman's hills. https://t.co/TUNhzmrSoo,429348 +1,"RT @calvinestrada32: 'It's cold, I don't believe in global warming' is the dumbest comment to ever come out of someone's mouth. #climatecha…",538295 +1,"RT @billmaher: Not a single question about climate change in all 3 debates. Sad. No, really - sad.",624947 +1,A muslim clerk gave us lecture today&said that'because people abandoned their faith it didn't rain yet'!! No dude its fucking climate change,704751 +2,Turkish gas companies with corrupt past get World Bank loan | Climate Home - climate change news https://t.co/wP1yFWjjpl via @ClimateHome,966499 +1,RT @newsthump: NEWS! Theresa May appeases DUP’s climate change deniers by handing environment to incompetent bellend…,309958 +1,@chrislhayes @AtticusGF Example A of never convincing religious conservatives of the reality of climate change,838806 +0,RT @zon_lee: @LaurendReid @hellobangsie i blame you girls for global warming. y'all should feel bad. haha,358696 +2,RT @ClimateGroup: Catalonia will strengthen its strategic policies to mitigate effects of climate change: new #StatesandRegions report http…,860211 +0,"RT @LagBeachAntifa: Because Donald Trump is ignoring global warming, we now have Nazi waves attacking our Laguna Beach Antifa members. http…",461911 +0,@BostonGlobe no climate change hum!!,205680 +1,@jay122891 big petroleum companies are paying congressmen/other high level politicians millions. why?most likely to denounce climate change,935213 +2,"Herbivory, climate change factors may significantly increase BVOC emissions from boreal co… https://t.co/oQTEdUGnpU https://t.co/f0FN3YSSEn",178073 +0,RT @CDCarter13: What if Smash Mouth's 'All Star' is really about ... catastrophic climate change. https://t.co/rPeSgrvW05,689739 +1,"RT @zachmider: Trump's called global warming a hoax, but CEO of Exxon (and rumored SoS pick) advocates for a carbon tax. https://t.co/tc6x4…",519961 +2,How the EPA chief could gut the agency’s climate change regulations https://t.co/N1rQQwS4Yw #epa,150917 +1,"RT @GlobalGoalsUN: People hit worst by climate change are poor, vulnerable & marginalized. Moral imperative to act is clear. -…",433384 +2,Businesses and investors renew plea to Trump: don't ignore climate change https://t.co/gqJvJmFp3U,532004 +2,"Pakistan ratifies Paris agreement on climate change + https://t.co/PvN5FaICH1",674724 +1,RT @SenKamalaHarris: #IfKidsWereInCharge they would combat global climate change. https://t.co/UmpRBiAS7T,78592 +1,"If climate change is fake/unimportant, + +Then why does trump try so hard to destroy data?",972049 +2,"RT @WorldfNature: Trump and Merkel to talk NATO, Ukraine and climate change - Deutsche Welle https://t.co/sNinTdarlz https://t.co/HNUxDqoEUW",34578 +2,UN climate change agency reacts cautiously to Trump plan https://t.co/EMstcQjJCF,898618 +1,RT @ClimateCentral: Here's how climate change could flood cities (and states) as the world warms https://t.co/YDgShYKusq #BeforeTheFlood ht…,963782 +1,"RT @Impeach_D_Trump: Find solace in that when climate change causes sea levels to rise, Trump's Mar-a-Lago, a beachfront Florida resort, wi…",165186 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,647101 +-1,"RT @SpeakeasyJames: Tell that to the zealots of climate change here in Ontario. Huge waste of borrowed money x3 elec costs. +Brutal https://…",658746 +1,"RT @theAGU: RT @AGU_Eos: To effectively respond to climate change, we must break the politicization of science-based knowledge https://t.co…",731382 +1,"#G20 leaders must aim to promote peace and increase global cooperation on trade, security, climate change and... https://t.co/zs14HLURRj",400255 +-1,"RT @WalshFreedom: Trump picks someone to head up the EPA who has the nerve to question the veracity of global warming. + +That's just awesome…",607528 +1,isn't it crazy that virtually every dystopian scenario has been explored in film but there are barely any movies about climate change?,455469 +1,RT @ClimateChangRR: Game over? Will global warming be even worse than we think? https://t.co/H8T8xYoLDl https://t.co/h1pe8hD2SJ,398470 +2,"Head of EPA said CO2 was not primary contributor to global warming, a statement at odds with scientific consensus is a thing that happened.",436370 +1,RT @erkkky: wow its almost as if global warming is real https://t.co/SFtphhyFJI,119020 +2,RT @nature_org: World leaders reaffirm their commitment to climate change and the #ParisAgreement. https://t.co/q6dKopWrSo https://t.co/BMp…,51003 +1,"like clean air, clean water, lessening effects of climate change...idiotic https://t.co/i5N7eBtNvu",491207 +1,RT @climatehawk1: Why we are naively optimistic about #climate change | @mgleiser @npr13point7 https://t.co/0mmAh54g51 #globalwarming…,524591 +1,RT @ChristopherNFox: Dear @realDonaldTrump @IvankaTrump - 'Don't listen to the 'ignorant voices' on #climate change' - Dr. Ben Santer https…,837050 +1,Thank u @OFA for inspiring us to organize this great climate change call 2 action forum. #climatechange #action https://t.co/TdwCN54bYI,435114 +2,"Longer heat waves, heavier smog go hand in hand with climate change https://t.co/ZOT665WtMq",18931 +1,RT @UNHumanRights: Main emitters of greenhouse gas must help vulnerable countries like Madagascar avoid worst effects of climate change htt…,349781 +0,All the global warming.,386646 +1,"RT @BernieSanders: The stakes are enormously high. Literally, in terms of climate change, the future of the planet is at stake. https://t.c…",751409 +1,RT @edyong209: How a professional climate change denier discovered the lies and decided to fight for science https://t.co/WFWbcudMRi,516909 +0,W/o climate change legislation military occupation will become more necessary to make hungry people shut up about being hungry #ChevyMalibu,466329 +1,RT @TPM: EPA chief starts an initiative to challenge the near-universal scientific consensus on global warming…,600082 +0,"I began to belive in global warming seeing all the believe in global warming, seeing all the fried brains here on... https://t.co/rVq9u1nEQp",610813 +1,RT BrookingsInst: The weight of new climate change evidence may be hard for Trump & Republicans to ignore … https://t.co/vKXE88fvfd,482522 +2,U.S. Energy Department balks at Trump request for names on climate change https://t.co/nacQFzVAe7 https://t.co/44trjrFvGO,278268 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,59836 +-1,@PaulineHansonOz @SenatorMRoberts the cost of climate change is minimal compared to your attacks on working pols wages and conditions,959360 +0,"@potus if climate change is a hoax, why did Club Penguin shut down?",113191 +0,HAARP 2015 Reveals climate change https://t.co/2saoWESIU3 via @UnzipW,348235 +1,"#ImVotingBecause women's rights, immigrant rights, equal pay, healthcare, alternative energy, lgbtq rights, climate change #imwithher2016 �",801467 +1,"Great interactive climate change modelling tool. Something all school kids, inc the #45 regime, should try out https://t.co/RpdZdp0IYm",796895 +1,RT @NOAACoral: How does climate change affect #corals & how can you help? This graphic breaks it down: https://t.co/oef2TA18LE…,514312 +2,"RT @MotherJones: In 1991, Shell produced this alarming video warning about climate change dangers https://t.co/UYFXjuQqJV",62251 +1,RT @JacobWhitesides: I think that's global warming not christmas https://t.co/VVAzjVXH6w,721933 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,107825 +1,How do you talk about #climatechange with the people who can help mitigate its effects w/osaying 'climate change'? https://t.co/1ZlDs1Pa9A,19897 +1,RT @BeatrizList: When it's nearly 60 degrees in January but our president doesn't believe in climate change lmao,411577 +1,RT @Darthcoal: global warming is real and super important.,262153 +1,RT @businessinsider: A climate change skeptic is leading Trump's EPA transition — but these charts prove that climate change is very real h…,683735 +1,RT @SikanderFayyaz: A country which Iwo among most threatened by climate change has a minister who has audacity to mock planting trees. htt…,104336 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,492370 +0,RT @Uniocracy: They'll tell you theyre doing it to save you from global warming. Theyre lying https://t.co/PRFpiM7pyj #OpChemtrails,723133 +2,"RT @BNONews: The U.S. will change its course on climate change and will abandon a global pact to cut emissions, a Trump transition official…",506769 +2,Rex Tillerson used fake name 'Wayne Tracker' to discuss climate change at Exxon Mobil https://t.co/8SaFEtixvH via https://t.co/99WwNevpBf,71271 +2,RT @LeoHickman: New Jersey newspaper editorial calls Trump a 'deranged mad man' for attacking climate change funding https://t.co/QKlEsRcLSr,605416 +1,RT @Slate: Trump will be the only world leader to deny climate change: https://t.co/0uCR0DV2jb https://t.co/a1BiBH3wE8,339578 +1,RT @extinctsymbol: The immensity of climate change has sent politicians into a self-destructive state of denial: https://t.co/ag7c3mBNrr,640896 +1,"RT @AntiRacismDay: #StandUpToTrump - worldwide protests tonight against racism, sexism, climate change denial... London 5pm US Embassy http…",30818 +2,RT @PDChina: City in #China plans to build Asia’s first Vertical Forest towers to tackle climate change & pollution…,123642 +1,.@theAGU to Pruitt: 'increasing atm. concentrations of CO2...is the dominant source of [current] climate change' https://t.co/29g5Lg15hD,852386 +-1,"RT @jeffswarens: Nope. + +Climate change is real and naturally occuring. + +Man made climate change is a joke. https://t.co/jqOIQVqXzq",155015 +0,RT @KKelseyBITCHH_: Polar bears for global warming https://t.co/8JsbiG0TfP,578979 +0,RT @RichardG1022: .@WingsScotland @IL0VEthe80s due to climate change we no longer see roaming AT-ATs anymore ... sad 🙁,894040 +1,RT @sixfootmonkey: Literally not a single other issue matters if we mess up climate change. Hey @JuddApatow hey @MotherJones help https://t…,845999 +1,@Commodity52now @albertacantwait @djmcanuck no he's a centrist as well as a pragmatist. Don't worry he believes in global warming,683423 +1,"@FoxNews @johnpodesta Absolutely, agree. Science-based, climate change is real!",765038 +-1,RT @RyanMaue: Those people losing sleep due to climate change are murdering each other at night. Crime skyrockets. https://t.co/1h2DWEvAhW,332870 +1,RT @GiroPositivo: immediate most effective individual action to reverse climate change? 'change your diet' #GidonEshel…,551115 +-1,RT @seanhannity: NEXT Bill Cunningham and @MonicaCrowley weigh in on the left and media talking about “fake news” and climate change #Hann…,654318 +2,RT @blkahn: This is how climate change is influencing the current Arctic warm spell https://t.co/qP4hA6c6jA https://t.co/MRTW5xeAeC,701094 +2,RT @BBCScienceNews: Obama administration gives $500m to UN climate change fund https://t.co/uYdqBxZ3EP,423124 +2,RT @CNNSitRoom: .@BernieSanders says it's 'pathetic' EPA chief thinks carbon dioxide not 'primary contributor' to climate change…,735057 +0,@LBC climate change protesters are causing traffic chaos and causing car journeys to take longer? Isn't this causing more pollution? Ironic,914655 +2,"RT @mcspocky: As ice melts and temperatures rise, Alaska fights to stave off climate change https://t.co/dr9PA1EV6m https://t.co/t2PPF1yyGl",458267 +0,"I love @PhilMurphyNJ's stances, especially on education and climate change!",123094 +1,The weather outside is frightful thanks to climate change and the polar vortex #Science https://t.co/IU98w3upO3,966329 +1,Why humans are so bad at thinking about climate change https://t.co/W6hwHc8BLp via @YouTube,716816 +1,"When they say 'I'm a climate change denier,' what they're really saying is 'I don't give a shit about our planet.'",149216 +2,"RT @9to5mac: Lisa Jackson talks climate change, Apple’s lofty mining goal, and more in new interview https://t.co/mn3XnJFPJi https://t.co/1…",201472 +1,Not only does this affect so many people but also the planet! This is a man who doesnt believe global warming exists!!!,103311 +-1,RT @worldnetdaily: Sorry global warming liars... Arctic sea ice today is about the same thickness as it was 75 years ago. https://t.co/Br60…,857394 +2,Cities best armed to fight #climate change: UN climate chief: Reuters https://t.co/ROliehTxOu #environment More: https://t.co/GO4ceKll1g,88866 +1,"Was having a nice convo w my mom until she claimed climate change as bullshit, have a nice night deb",891268 +1,RT @KamalaHarris: Taking bold action on climate change can improve our economy & our air quality. That’s why as AG I defended the Clean Pow…,760013 +2,"At G-20, world aligns against Trump policies ranging from free trade to climate change https://t.co/BNWjAJq4W8",855499 +1,RT @CFigueres: Thanks @MichaelEMann for reminding us that 2020 is the turning point on climate change. https://t.co/t6GT0loHgM,288009 +1,RT @SpiloveD: Heat index will likely reach 105 today. But global warming isn't real. #AlternativeFacts #Impeach45 #RESIST #notoverjustbegun,345739 +0,Join us Friday to discuss #Christian viewpoints on issues such as global warming! #PureTalk brought to you by… https://t.co/syIOb2TLOQ,352096 +0,@femmetron9000 idk all I know is that climate change........girl......,840763 +1,"RT @ManMet80: #ImWithHer @HillaryClinton because we are #StrongerTogether + +☀ï¸fight climate change +💃ðŸ½women's rights +ðŸ‘ðŸ½gunsense +🇺🇸Veterans…",728100 +0,RT @Gr8Dec_at_Woo: We are excited to welcome filmmaker Jared Scott! Join us on Thursday (2/9) to screen his film about climate change 'Age…,290826 +-1,"RT @Dork_Power: #IfOnlyTheEarthCouldSpeak, it would tell everyone climate change has been occurring since Earth: Day 1.",674799 +0,RT @CommonWhiteGrls: if global warming doesn't exist then why is club penguin shutting down,172797 +-1,"RT @SteveSGoddard: If you follow me on twitter and read my blog, you know that catastrophic global warming is the biggest scam in science h…",512616 +1,"@CNN wow- don't know what's scarier - that this place exists at all, or that it had a water breach due to climate change.",813586 +2,Paris Discord: Is Trump unravelling the climate change agreement? - https://t.co/w3GBDOzfAo https://t.co/i3Fom9lyTM,775485 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,202174 +1,Six irrefutable pieces of evidence that prove climate change is real https://t.co/SFmSVJCTHZ #education,443415 +1,"There was a thunderstorm yesterday...in February, and people are still questioning whether or not global warming is an actual thing?",558036 +0,@Alexis_Mcginnis global warming,719192 +1,Tell your Members of Congress: Condemn Trump. Say that Harvey is a climate change disaster. https://t.co/FlSpuoYpGD,697916 +1,RT @greenbeltnagger: .@CPRESurrey 'Continuing to live by the old delusions will only worsen the damage of climate change'. Does…,790311 +2,#CLIMATE #p2 RT Pizzly or grolar bear: grizzly-polar hybrid is a new result of climate change… https://t.co/dMpQYKfn1R,326829 +0,"RT @hrtbps: 'How can there be global warming,' pondered @RogerHelmerMEP, 'if it's cold outside? Cold is the opposite of warm. That's scienc…",577665 +1,Can you #showthelove for where you walk? Find out how you can help protect the world from climate change.… https://t.co/dg6zUHYezD,865305 +1,70 degrees out bc global warming 🙄🙄,988013 +2,CalPERS plans 17 climate change proxy efforts this year - Reuters https://t.co/MIq8i1h6JK,648678 +1,"♥The Taiwan government should apologize to the whole world, making air pollution caused the global warming. + +https://t.co/FsXnyOQb1m",373808 +1,"RT @StrongerStabler: Andrea Leadsom is BatShit crazy yet responsible for climate change, air quality & #fracking. We need better.…",462588 +2,"The curious disappearance of climate change, from Brexit to Berlin | Andrew Simms https://t.co/3N1piPV4Ft",388170 +2,"RT TFTCS 'RT BloombergTV 'Exxon spent 40 years undermining public concern over climate change, Harvard researc… https://t.co/aWMZVsX1Pd''",289878 +0,RT @rjgeller: 米国政府はある研究者に連絡して、申請書のアブストラクトに「climate change」(気候変動)との表現を削除しないと予算を貰えない、と通知した。スタリん時代のソ連や毛沢東の文化大革命並のサイエンスに政治的介入だ。どうなる米国…,185300 +1,RT @_Rysosceles: There's really people who don't believe in climate change lollll,196339 +-1,RT @1RossGittins: Climate change? What climate change? https://t.co/6bBowIUxaQ #climatechange #ausecon #ausbiz #auspol,421349 +0,Who's coming out to see me perform @ Hakkasan tonight for my 'I love global warming' tour?,561387 +2,"Wynne to focus on climate change after 2015's hydro, teacher battles #HydroOne https://t.co/zHg203Ke0o https://t.co/dUseD4amno",872547 +1,RT @HANAtruly: i don't want a president that doesn't believe in global warming or women's rights. i don't want a racist president. i can't…,760445 +1,RT @GaryRayBetz: '80% of Georgia's peach crop wiped out by global climate change' #gapol #GlobalWarming #ClimateChange #Dunwoody #UGA https…,63522 +1,RT @KamalaHarris: This is absurd. Denying causes of global warming will hurt our nation and our planet in the long-run. https://t.co/GpNL6a…,38803 +0,G20 rolls back on free trade & climate change after US pressure https://t.co/IvknPt6AY8 + import restrictions for booze etc after brexit,636158 +2,Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/tYDupnmdFO,126698 +1,RT @newscientist: Most people don’t know climate change is entirely human-made https://t.co/RpH5ZVhO3n https://t.co/pLdIREnLoU,844585 +1,"RT @greencatherine: Govt is 'reckless and irresponsible 'on climate change, Green Party commits to leadership in Govt on this fundamental i…",275711 +1,RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,580117 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,489969 +0,"Watching a movie in class about climate change, can't tell what's more interesting the glaciers melting or @LeoDiCaprio's face. ðŸ˜",640408 +1,"RT @UN: 'No country, however resourceful or powerful, is immune from the impacts of climate change.' Ban Ki-moon at #COP22…",776709 +0,RT @ThatDudeMCFLY: 'climate change isnt real' https://t.co/bmVlZIWe1X,971450 +1,"@realDonaldTrump another example of how climate change is affecting our world. Mass extinction is real & scary. #fb + +https://t.co/mBu2SM7QSn",231564 +1,RT @veganfuture: Meat industry's devastating role in climate change highlighted in new Leonardo DiCaprio film https://t.co/gSdc3PDOxJ https…,427292 +0,"RT @Peston: Is anyone going to defend Trump withdrawal from Paris Accord on climate change? Ah yes, @paulnuttallukip",348064 +2,RT @dcexaminer: White House attacks New York Times for publishing draft government report on climate change https://t.co/NP7ACI0qgF https:/…,244820 +1,"RT @KamalaHarris: They can deny it all they want, but climate change exists — and it's up to all of us to address it. https://t.co/3LrRYzUD…",450513 +1,RT @guardianeco: Malcolm Turnbull must address the health risks of climate change | Michael Marmot https://t.co/cBr1Sk3QtK,128758 +1,"RT @Lad87Red: Except climate change, equal rights for women & minorities, the Syria crisis, keeping NATO intact, helping the 3rd…",400983 +2,We are not well prepared': An expert's view of climate change and the next big storm https://t.co/s4Ah3tFiII #news… https://t.co/wLHqTWoZxT,482982 +0,#implications of climate change pre workout energy drink recipe,870237 +2,RT @Earthjustice: All references to climate change have been deleted from the White House website https://t.co/VBCajfjOja,959314 +1,RT @Left_of_Texas: Fiji invites Donald Trump to come and see climate change is not a hoax https://t.co/ke0hR12tc4 via @IndianExpress,667163 +0,Niggas asked what my inspiration was. I told em global warming,310429 +1,The U.S. could learn from China about climate change policy | Opinion https://t.co/1bM4Vb4W7Q,141882 +0,"@ChelseaClinton You mean climate change? Climate change, climate change, climate change. I will use it as much as I can. Climate change!",631468 +1,RT @PeterGleick: Every major scientific society & national academy acknowledges humans are causing #climate change. Here's a new lis…,131127 +2,RT @Trumpwall2016: How can we trust global warming scientists asks David Rose https://t.co/tOqVgUKLOw via @MailOnline,460401 +0,@NicolaSturgeon you fly 6000 miles.no doubt 1st class at taxpayers expense to talk about climate change! >>irony klaxon������,898987 +-1,RT @DineshDSouza: The Democrats--with time on their hands--are working on some amazing ideas to end climate change on Mars https://t.co/O20…,595020 +1,@jayne_thom @HambuloN @BrianChisanga6 @brian_mulenga @CardinalH The ability of SSA to tackle climate change will depend on skills & training,764390 +1,RT @LisaBloom: We will be the only developed nation in the world led by a climate change denier. https://t.co/tR1DclGWEz,352979 +0,@RobertIger @elonmusk Not exactly You resigned because you wouldn't be benefitting from climate change agenda. You… https://t.co/g9W8lIngRp,160054 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,502536 +-1,@curryja @ClimateRealists @indiatimes Don't you know climate change causes everything including acne. Biggest scam ever.,16867 +2,RT @thehill: Energy Dept. tells employees to stop using the phrase 'climate change': report https://t.co/rJj1HYvMY5 https://t.co/8H8O1qhunM,799679 +1,RT @Alyssa_Milano: Trump's head of Environmental Protection Agency falsely claims CO2 is not primary contributor to climate change https://…,212951 +2,Government scientist claims retaliation for speaking out about climate change https://t.co/Cjll3XOIgE,301321 +1,"@thehill wait...it seems as if he at least he BELIEVES in the idea of global warming as a problem, I think that's the first step in rehab",252763 +-1,@stevetelfer @GigaLiving @JamesDelingpole @PaddyBriggs can't wait to see BBC in emotional meltdown when he tears climate change treaties up!,320543 +2,RT @voxdotcom: Trump took down the White House climate change page — and put up a pledge to drill lots of oil https://t.co/hsk5iViSLc,221402 +2,RT @GlobalVillageSp: Thanks to climate change bread is less tasty https://t.co/9rNKw6xQ15 via @GlobalVillageSp,43611 +2,RT @guardianeco: Antarctic study examines impact of aerosol particles on climate change https://t.co/TcU3TUgEkg,285169 +1,RT @DavidCornDC: Why did @tomfriedman fall for @realDonaldTrump's bogus rhetoric about climate change? Look who's on the transition team. C…,762835 +2,"Scientists gather to discuss whether humanity should dim the sky to stop global warming, @yayitsrob reports: https://t.co/KuuPzzlVsC",208561 +1,RT @highlyanne: Teaching climate change this week. Here's a reminder of where we are today: https://t.co/7ibm7ZNjIY @Keeling_curve https://…,491146 +-1,@missLtoe @adtea @HuffPostGreen I thought global warming would kill all PB https://t.co/13XTbseitW,770008 +1,RT @PodSaveAmerica: On the pod: @KHayhoe joins to discuss just how screwed we are when it comes to climate change. Look for it here:…,368869 +2,RT @Independent: Elon Musk thinks Donald Trump is going to be good for climate change https://t.co/YwfrEKCdmT,830188 +1,"RT @Mikel_Jollett: “I don’t believe the science on climate change,” typed the man on the screen of a tiny supercomputer built by believing…",805324 +1,"RT @democraticbear: For those who don't believe in global warming, start looking at reality before it is too late. https://t.co/01GnqPsrHs",475088 +1,"RT @rickspence: Nixon signed Clean Air Act, 1970. +Reagan admin first to identify climate change as a problem. +Trump guts EPA budget…",584426 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,265556 +1,"@GadSaad https://t.co/n2mPqWLsW8 +A clear act of global warming, see how global warming affects everyone.",159658 +0,#IGES exchanged the views on climate change policy with #Tsinghua Unveristy. IGES and Tsinghua started the research… https://t.co/Pxs4RDQEHN,659709 +0,I'm with u on this. Although the dems should consider filibuster in him on climate change. https://t.co/wGN64JROSZ,932026 +1,"RT @annayvettemusic: If you're a climate change denier, you're a fucking parasite. Global warming is real, we are literally killing the pla…",352149 +1,RT @JohnFugelsang: & Donald Trump wants you know this proves NASA's part of that whole Chinese climate change hoax. https://t.co/Mc7346asP1,768514 +1,Developing countries most vulnerable to climate change. Need to invest in risk mitigation & prevention. Insurance plays big part. #IISforum,299700 +1,RT @cats520: The animal ag industry is the highest contributor to climate change but they put out ads like CHANGE UR LIGHTBULBS IT'S UR FAU…,388520 +1,"RT @weatherchannel: The new EPA Administrator states he does not believe that CO2 is the leading cause of global warming, but science p…",553829 +1,Technology is an opportunity for climate change adaptation. @StephenHilton #wczujmysiewklimat @44mpaPL @BristolFutures,561046 +1,Karolina Skog: We need to include the oceans in the work against climate change! #saveourocean #Agenda2030 https://t.co/ZFkmw5VbHz,953326 +1,"RT @James_BG: Just in case you were in any doubt, @UNEP confirms we're not doing enough to tackle climate change https://t.co/V0UFhdfVOn",429281 +1,"RT @greensjeremy: With their livelihoods vulnerable, farmers demand the Coalition government does more on climate change https://t.co/qiROa…",287587 +2,"China's coastal sea levels rise to record high, experts blame climate change https://t.co/k5LUYqyDi5",959142 +-1,RT @JunkScience: We don't 'believe' in gravity. It is a predictable force.... in contrast to climate change which is not predictable…,598836 +0,“At the Intersection of Politics and Eventsâ€ -- Marine Corps U Journal publishes special issue on #climate change… https://t.co/mnofJtrtXk,838958 +2,Water management at the heart of COP22 climate change discussions https://t.co/KA0sqelq4U,687701 +1,The world is waking up -- let's spark a massive movement to stop climate change. Join me and support @350 https://t.co/Qb5YZERBCg,690597 +1,"RT @1followernodad: ok a climate change denier heading the EPA is AWFUL, but what's that shade of lip stain my dude https://t.co/w8BKE4wZ3s",702156 +-1,RT @theblaze: Liberals have epic meltdown after NYT columnist suggests science behind climate change isn’t certain…,922544 +1,"RT @jaggi411: @arjunrammeghwal @FinMinIndia Sir,too much pollution and climate change is going on.Renewable sector needs governme… ",627098 +1,RT @tigranhaas: Top 10 ways you can stop climate change https://t.co/YLtx2cqPHT via @DavidSuzukiFDN @LeoDiCaprio @algore @EPA @BiophilicCit…,394428 +0,Of course the hurricanes and wildfires afflicting the US are not down to climate change. Any fool knows they're god's punishment for Trump.,471156 +1,RT @LeadingWPassion: 'It does not cost more to deal with climate change. It costs more to ignore it'. ~ John Kerry #GCCThinkActTank…,40409 +1,wait r people rlly out here thinking global warming doesnt exist,607012 +1,"RT @ret_ward: Apparently, being a climate-change-denying blog commenter makes you an expert on climate change https://t.co/oWUoGgiHDI",902494 +1,"RT @CraigCons: Preparing for President Trump: +1) Nuclear proliferation +2) Denial of climate change +3) White supremacy +Reckless. Careless.…",69439 +0,"RT @SteveSGoddard: 'Despite high profile preaching by Pope Francis, only 36 percent of Americans see global warming as a moral issue'",704429 +1,This is the climate change crisis of public (read: GLOBAL) health. AKA people aren't freaking out nearly enough. https://t.co/fdo7FnjevW,950322 +2,RT @thehill: EPA chief refuses to say whether Trump believes in climate change https://t.co/my8swWjFJU https://t.co/ZclxTtL9yu,337667 +1,RT @AlexDavidRogers: Arctic ice melt could trigger uncontrollable climate change at global level - but of course it's just weather.... http…,245360 +2,More winter-time haze in Beijing with global warming https://t.co/eRjWXPOGMt,671834 +1,Talk about climate change! https://t.co/H2xHYcgcJI,982552 +1,Higher methane levels make fight against global warming more difficult | Methane levels ha… https://t.co/iVvVDKh1ra https://t.co/F307YBIhjS,353529 +1,RT @ClimateCentral: Here's how climate change could flood cities (and states) as the world warms https://t.co/fTjh4AlGlK https://t.co/RVqNW…,49629 +1,RT @AstroKatie: Unexpectedly apocalyptic climate change and Trump's victory are not unrelated topics. https://t.co/1kccgBU0lT,81543 +1,RT @RealKidPoker: To any/all millennials who care about climate change but didn't vote cause 'they both suck' I hope you understand what yo…,596663 +1,RT @afreedma: BIG: SecDef Mattis understands climate change risks far more than the head of the EPA. https://t.co/aq94bUVR3o via @Revkin,671985 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",131407 +1,RT @washingtonpost: Al Gore thought Trump 'might come to his senses' on climate change. Nope. https://t.co/shURVtL4Vz,346903 +1,RT @NastyWomenofNPS: Ppl You Didn't Know Were Scientists: Pope Francis was a Chemical Technician & believes in manmade climate change.…,118857 +1,RT @annakhachiyan: The shittiest thing about climate change is that animals will go extinct before humans,945282 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,892428 +-1,"RT @2ANow: The Science Is Settled LIARS +World leaders duped by manipulated global warming data https://t.co/zbjkwtyl4O via… ",934068 +1,"RT @narendramodi: Also addressed the 2nd session, which was on sustainable development, climate change & energy. https://t.co/rgfNyLmXQI",808472 +2,How algae could make global warming worse https://t.co/zeAIN4pjb0 https://t.co/F8WqEpFfaA,374023 +0,"Except this one chick who's watching that Leonardo DiCaprio documentary about climate change. +#Boo #NoChicagoPride #ScienceIsBad",124299 +2,Trump's Secretary of State refuses UN request to attend climate change meeting https://t.co/xSrP87pfAF,85554 +2,"RT @altUSEPA: State dept reduces world projection of US soft power. Sweeps up special climate change envoy in process. +https://t.co/BPnqW75…",555898 +2,"RT @latimes: California targets cow gas, belching and manure as part of global warming fight https://t.co/8vHuraJI5v https://t.co/V8nsr3kzJ4",282568 +2,"Polar bears will struggle to survive if climate change continues, according to a... https://t.co/NSQbdZ82T5 by #dachanazoa via @c0nvey",284710 +1,"RT @joshbloch: You know things are bad when Exxon Mobil (!) urges US gov't to do the right thing on climate change/carbon emissions +https:/…",49594 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,143384 +1,We must prepare for climate change #qanda,898723 +2,EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to global warming https://t.co/RXTeZZWGdh,918143 +1,"RT @alishafulton0: 'Disagreeing' with global warming is like disagreeing that the sky is blue, water is wet and that humans need to breathe…",56142 +-1,"For all those climate change fanatics, you have lost all credibility. https://t.co/lDGIu2z1Uq",141059 +2,RT @MaryGPowell: General Electric's CEO takes aim at President Trump's approach to climate change https://t.co/a0TFwUmZFl,698088 +1,RT @bloosamis: who wants to solve climate change with me on thursday,564084 +1,RT @WhiteHouse: 'We've proven that you can grow the economy and reduce the carbon emissions that cause climate change' —@POTUS https://t.co…,833658 +2,RT @thehill: Sierra Club calls for investigation of EPA head over climate change comments https://t.co/wt8xiJI3V1 https://t.co/H3NItP4eQF,86301 +2,RT @GeoffLalonde: Wisconsin agency bans mention of climate change https://t.co/nDQAfQzza5 via @msnbc,606569 +1,".@EdWGillespie says he'll tackle 'sea-level rise' in @RalphNortham's Tidewater, w/o mentioning climate change https://t.co/j08vz4LFLa #VAgov",575245 +1,"@piersmorgan @GMB wow, wait a minute! Look at all the pro Trump climate change deniers that follow you! Some disrespectful comments here.",538255 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,236672 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,414482 +1,RT @Peters_Glen: Value choices have a strong effect on the attribution of historical contributions to global warming…,996751 +1,"RT @colbertlateshow: Tonight! If EPA head Scott Pruitt is unsure about the causes of climate change, maybe he should consult his own age…",338813 +1,"But ALLLLLL mean, global warming is the real. �� https://t.co/v45A4A7ITx",206608 +2,Scientists: Strong evidence that human-caused climate change intensified 2015 heat waves https://t.co/GjPSorxZC5 via @NOAAComms,985620 +2,China blames climate change for record sea levels https://t.co/4SWSisjGNQ,809486 +1,RT @carlhancock: 6/ The concept of how CO2 can contribute to global warming is not complex. It’s quite simple And has been understood sinc…,237613 +-1,There has been no statistically significant global warming in about 17 years. #climate,8864 +-1,RT @Stevenwhirsch99: Remember when Al Gore predicted the ice caps would melt by 2014? Man has nothing to do with climate change. It's a…,700453 +1,RT @foe_us: 'USDA can't help farmers cope with effects of climate change if the agency's head of science doesn’t believe in it' https://t.c…,826213 +2,"Next US Govt 'dare not avoid' climate change, John Kerry says https://t.co/FlCMsI1UzX",151148 +2,"RT @ABCWorldNews: Sec. of State Rex Tillerson used alias account in some climate change emails during tenure at Exxon, prosecutors sa…",502986 +1,Trump's positions on climate change arguably the scariest part of his victory https://t.co/uRRPhCfOm8,640568 +1,Is this the climate change stat that will wake people up? https://t.co/o5ZgAylivg,309871 +1,"@_s_clark Not environmentalism per se, but definitely the climate change/global warming part of it. People like the environment. Really.",534347 +1,"RT @SenSanders: When it comes to issues of national security, we need to be putting climate change at or near the top of the list.",117205 +1,RT @numetroloch: #TeamSmurfs needs your help to combat climate change. Visit https://t.co/xQbYHnzl1u and get tips on how you can tak…,104226 +2,"#news Climate talks: 'Save us' from global warming, US urged https://t.co/fLcoSPz48v",380217 +-1,RT @derekahunter: Now they make 100 year predictions of doom & gloom for climate change because no one will be around to call BS when it do…,209291 +-1,RT @paulbenedict7: @Rubysayzz @theblaze People believing global warming & Darwin will believe anything. Sad when an enemy makes more s…,570157 +-1,"Man Made Global Warming is a lie, just like talking animals. 'Meltdown' is about global warming, but that's shit and ignored, like StarTrekV",210025 +1,RT @ClimateStore: US business schools failing on climate change https://t.co/MBQhrNkZmM via @ConversationUS,54139 +0,RT @IrjaIda: Today 'Adaptations to global climate change' symposium at #eseb2017 Program here: https://t.co/wp6JYBmlLU @Lancaster_LT @Fredr…,118669 +2,RT @jaketapper: EPA chief: Carbon dioxide not 'primary contributor' to climate change (leading scientists say he's wrong) https://t.co/y657…,245590 +1,RT @Independent: The proof that something terrifying really is happening with climate change https://t.co/fle5ks3xm9,621195 +1,@realDonaldTrump @SebGorka Economic alt nationalism - to keep the oceans rising & temps elevated - climate change i… https://t.co/glBpXcWO1f,764754 +0,I know that climate change is within.,48543 +0,The weird part about @BillNye new Netflix snow is everyone who's watching already believes climate change is an issue,409754 +2,Trump budget would gut EPA programs tackling climate change and pollution https://t.co/zBHtNuLK9n https://t.co/mJDRHknBVi,261577 +1,New research points out that climate change will increase fire activity in Mediterranean Europe … https://t.co/9Ah0Db9B0P,651739 +1,RT @blkahn: These posters update classic national park scenes to show what climate change could mean for iconic landscapes…,817445 +1,"RT @DrCraigEmerson: It's against our nation's interests for Labor MPs to criticise a man for his sexist, racist, bigoted, climate change de…",145817 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,510353 +1,"RT @claredemerse: For those concerned that climate action is too expensive, our new op-ed looks at the cost of climate change itself: http…",513912 +1,RT @AstroKatie: Now would be a great time for the rest of the world to find ways to pressure the US on climate change and human rights.,153311 +2,"RT @RolienSasse: Dutch Chief of Defense: 'I see climate change as a security game changer, posing a serious security risk' #PSC2016",937307 +0,Stephen Hawking: 'I may not be welcome' in Trump's America @CNN https://t.co/qJzRTBTpPC No climate change action equals not feeling welcome?,159623 +1,"For anyone who cares about climate change: online strategy session, 7 p.m. tonight via @350 #nonprofit https://t.co/SiguHhQW5s",42385 +0,@RealBobMortimer I blame global warming :s,502842 +1,#Google climateprogress: RT thinkprogress: Yet another Trump advisor is clueless on climate change https://t.co/tBYMpV0BT0,640254 +1,RT @eva_darkk: The perfect solution to the public transport shortage and global warming? #cars #climatechange #globalwarming…,708843 +0,RT @JimmyKulaga: How do hurricanes justify climate change exactly,353018 +2,RT @novapbs: Few issues are as contentious as climate change. But does it have to be that way? https://t.co/vea5PbOSQH #NOVAnext,191309 +1,"RT @zachjgreen: Trump's +–EPA pick denies climate change +–DOJ pick opposes voting rights +–Edu pick derides public schools +–HHS pick wants Me…",411672 +1,RT @PopSci: Late-night comics could have a real impact on climate change denial https://t.co/otHzFnsPSI https://t.co/EOrOkiCZy7,231213 +1,@NewDay EPA Pruitt lied to congress about climate change. Sessions lied about meeting with Russia. America is being taken apart from inside,605841 +0,Lowkey not complaining about global warming ☀ï¸ðŸ¹,570210 +2,RT Trump picked a climate change skeptic to head his EPA transition team. https://t.co/AKpjlSYi3r #f4f #tfb,617522 +1,RT @yannickunwomen: Few years ago women and climate change did not exist in the same sentence. Today it is self-evident. #GenderDay at @COP…,821054 +1,RT @mmfa: Bernie Sanders slams corporate media for failing to properly cover key election issues like climate change: https://t.co/aQMcbAOM…,651291 +2,Scientists say climate change is causing reindeer in the Arctic to shrink - The Week Magazine https://t.co/QENAuCEpap,300732 +1,I pledge to urge U.S. leaders to maintain our momentum in the fight against global warming... https://t.co/OLqmY6uOHT #globalcitizen,13566 +0,RT @lkimsht: kim myungsoo the number one cause of global warming 🔥🔥🔥 https://t.co/NKv3j56jUh,843687 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",518883 +1,"@MihirBijur those days food was aplenty. No climate change, no drought/famine. Farmers weren't committing suicide",215817 +1,RT @JarniBlakkarly: The govt has 'abandoned all pretence of taking global warming seriously' - member of Climate Change Authority quits…,985404 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",406145 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,69618 +1,"Meet Godfrey he think that if it snows in Turkey climate change is a myth +Godfrey is a #ukip bod .. this explains… https://t.co/5dHVBrQNAc",702206 +2,The great cost of averting climate change https://t.co/hkxXAVctlG By IVO VEGTER @IvoVegter,94765 +1,RT @savmontano: Our president doesn't believe in global warming so we're all doomed regardless,169280 +2,RT @Independent: Theresa May's new DUP friends are climate change deniers like Trump https://t.co/9rOdiHqYjH,266719 +1,Farmers can profit economically and politically by addressing climate change https://t.co/6PuZjbcJQQ,396413 +1,RT @NYCMayor: This city has seen the destructive power of climate change. That's why we're committing to the #ParisAgreement. https://t.co/…,814264 +1,"RT @OmanReagan: The world is already full of climate change refugees, we just don't often describe them accurately. It's a planetary crisis.",840074 +1,@cathmckenna 2. Ostriches don't really do that but climate change deniers do.,120777 +1,RT @FCM_DCausley: @doniveson speaks to the rise in importance of cities and partnership to address climate change @COP22…,521032 +2,"Now under attack, EPA’s work on climate change has been going on for decades +https://t.co/xewKVCms2Q",16095 +1,"Saw great talk about how 40 years of studying arctic lakes has given speaker irrefutable evidence of global warming +https://t.co/vYbFHHJoHV",763879 +1,RT @MelissaJPeltier: In case you forgot about that 'Chinese Hoax' global warming: https://t.co/FjrMDMhvs1 #climatechange,587737 +1,RT @andre_spicer: The mechanisms of climate change were known to the citizens of Warkworth in New Zealand over a century ago https://t.co/K…,28144 +2,RT @voxdotcom: Slowing down climate change isn't about “saving the planet.” It's about us. https://t.co/67S1Ii4N4V,161668 +-1,RT @ChrisIsTheSaint: @SupaBudda @xKidxGuccix Cause climate change is just as retarded as his 'music'... 'Yeah' *Uzi's gay ass voice*,162306 +0,Harry is trying to come up with a chorus about the dangers of global warming shortly,326115 +2,Head of U.S. Environmental Protection Agency doubts carbon dioxide’s role in global warming https://t.co/iV6rzR2ola via @nationalpost,493675 +1,"Help, Al, help!! --Al Gore reaches out to work with Donald Trump on climate change https://t.co/9qzgAOMlOv",504084 +1,A this week NYT opinion section published climate change denying and sort of endorsement for an antisemitic fascist… https://t.co/sI2Ui6JQfj,111883 +1,RT @staffo_sez: Credit where due as @couriermail gets semi-serious about Barrier Reef bleaching and (shock) link to climate change https://…,855713 +2,Pope urges world leaders not to hobble climate change pact #climatechange,289664 +1,RT @philosophybites: Is today's climate change denialism the equivalent of Fascist book-burning? https://t.co/zdzIH7z91i … @aeonmag,762261 +1,Pika are climate change indicator species - learn more at https://t.co/oHar2GwcOz https://t.co/qwvLFmWnDW,209626 +0,@melanie22314 @JeniferStevens @latimes Even if every nation in world adheres to its climate change commitments by 2030 the only difference,709291 +-1,"RT @mmccdenier: Trump has the shovel now, and it's time to bury the pseudoscience of climate change... https://t.co/B9IYEAvxlW",610096 +-1,"RT @BienMart: Turnbul is not a scientist, worse, he believe scientist who are paid to lie about 'global warming' it is good for b…",552015 +1,"RT @altUSEPA: More climate change denial propaganda forthcoming. Stick to the science. It's not 'stupid' .. it's just 'wrong.' +https://t.co…",526628 +0,RT @AMarchettiT: Che non lo sappia #Trump ... The new Captain Planet? Bill Gates starts $1B fund on climate change https://t.co/QaboTnx9Hc…,397114 +1,.@AunieLindenberg @realtalk995 good thing global warming is Chinese hoax or we'd be in real trouble!,538382 +1,RT @sevmirzag: But 'climate change isn't real'. Disgusting. https://t.co/EuPi453QoJ,669427 +2,RT @politico: 'This is just nuts': Critics pound EPA Administrator Scott Pruitt after he disputes human role in climate change…,281099 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,438745 +2,#concierge #conciergeservices #malta #lifestylemanager @Independent: The climate change lawsuit that could change… https://t.co/2MkMboCl6k,253720 +1,RT @Dex300Mike: @TurnbullMalcolm Yes @TurnbullMalcolm it is called climate change? What are you doing about it?,726751 +2,Donald Trump accused of ignoring scientific evidence of climate change by George W Bush's environment chief https://t.co/dS4NNAoGaP,944752 +2,RT @thehill: Lawmakers move to protect funding for climate change research https://t.co/sHasa0uw1R https://t.co/EIEq4PH6Na,171444 +2,"RT @sciam: For the third year in a row, the carbon dioxide emissions that drive climate change worldwide have been level. https://t.co/FVix…",418438 +2,"RT @IBTimes: You can now look at how climate change has changed the earth, all thanks to NASA https://t.co/2V6bpR3wLq https://t.co/m6QGutwl…",435427 +0,@greggutfeld @oreillyfactor We appreciate you risking your life in the global warming blizzard,655506 +0,John E. Doyle: Consensus about humans' impact on global warming https://t.co/d8CPxl6qc6,978417 +0,Stop global warming so they can film the next season of Game of Thrones,733351 +2,DNR removes wording saying humans cause climate change - WEAU https://t.co/g6PM21Ckwg,162516 +2,"On climate change, Scott Pruitt causes an uproar - and contradicts the EPA’s own website https://t.co/SPCzMZJAlQ",70944 +1,The upside of catastrophic climate change. https://t.co/hnZe3xYs2t,364244 +1,What magic! Human ingenuity at its best. It shows that we can beat climate change with behavioral changes & the use… https://t.co/ubFznjW8gv,511782 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,592531 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,675893 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",582670 +1,"RT @thecultureofme: hates muslims +hates women +hates POC +hates LGBTQ +hates disabled +doesn’t believe in climate change +leads in polls",98325 +2,Netherlands bets €1m on global #climate #adaptation centre | Climate Home - climate change news https://t.co/2x7LuASx5e,321570 +1,"@FeyNudibranch Thankfully we’re not spending dollars on insignificant problems like poverty, hunger and climate change….",343382 +1,RT @AGSchneiderman: We can no longer afford to respond to the threat of climate change with denials or obstruction—especially at the highes…,707935 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,962167 +1,RT @USATODAY: This year's unusual warmth is part of long-term trend due to man-made global warming. https://t.co/GRHVGDd6vw,867174 +1,RT @SenatorHassan: .@AAAS says: global climate change caused by human activities is occurring now & it's a growing threat to society. https…,874072 +0,RT @crossconway6: If global warming doesn't exist then why is Club Penguin shutting down?? Stay woke,362956 +1,"RT @RichardDawkins: Yes, climate change is real. And, yes, humans are responsible. But don’t worry, God will intervene (Congressman): http…",705222 +2,"RT @Alex_Verbeek: North Pole above freezing in sign of 'sudden' and 'very serious' climate change + +https://t.co/8FMJuIcWZg #climate…",770889 +0,@NWSSeattle is this climate change or just weather?,653725 +0,@FoxNews What happened? Did the Chinese turn off their climate change machine?,420950 +1,@ddiamond nothing. you have an entire political party that went from acknowledgeing climate change in 2008 to saying now it's a myth.,389754 +0,@warriorqueen333 @asamjulian Hell is getting crowded and that's why we have climate change....😈,137318 +1,RT @Rylund_Marks: shoutout to humans for causing global warming and making this the most depressing winter ever,658977 +0,I'm sure the climate change tour was high on the agenda anyway.�� https://t.co/wgmQuuJbyO,711429 +1,"RT @AlexSteffen: There's no 'moderate' position on climate change, now. Acknowledging science means agreeing we need actions unaccep…",20673 +1,RT @DetGreenSkills: @EPAScottPruitt Your statements re: climate change are anti-science and inaccurate. Result: unnecessary human suffering…,377017 +1,"RT @whoabrochill: Anyone who does not believe in climate change and the intensity of its impact does not, in any way, belong in a position…",706599 +2,RT @thewire_in: Why people are depending on the success of the Paris climate change agreement for their survival…,18810 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,613254 +1,Fighting global warming. https://t.co/oH4Eerl52Q,798130 +2,New post: No sign of healing in G7 climate change rift https://t.co/wdq9oATxHY,330365 +2,RT @HuffingtonPost: Stephen Colbert skewers EPA chief Scott Pruitt's climate change theory https://t.co/NCJeuacbA0 https://t.co/sHEZlosrJl,393836 +1,"RT @Nigmachangeling: i am so annoyed by people who say because it still snows, global warming is a myth. + +i guess birds disprove gravity to…",793472 +2,Scorching Phoenix may be out of position to deal with climate change https://t.co/DSU5Vi3RRU https://t.co/Er8KDXcJ7R,831494 +2,"RT @BBCBreaking: UK government signs Paris Agreement, world's first comprehensive treaty on tackling climate change https://t.co/hDaFst5PFc…",151024 +2,Donald Trump's climate change-denying EPA chief told: Carbon dioxide is causing global warming https://t.co/BhgaKiqj2j - #HNG #NEWS,462135 +2,"https://t.co/BuJ3Xb5hNx lllll The UK will continue to lobby the US to take climate change seriously, the Foreign Secretary has said, as th…",877388 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,611954 +1,@WoodMackenzie Put a #priceoncarbon and fight climate change by entering @climate-xchange’s #CarbonPricing Awarenes… https://t.co/riMkkRlbrD,984606 +2,"Rex Tillerson used an alias email at Exxon to discuss climate change, New York A.G. says https://t.co/gzJgnJWeFb by #WSJ via @c0nvey",749370 +1,What's the best way to deal with #climateskeptics? EPA chief doubts carbon dioxide's role in global warming https://t.co/mxJYjNQGkl,534098 +1,"RT @Rockthevote2018: Keep it up! +Pruitt’s office deluged with angry callers after he questions science of global warming-Washington Post ht…",578004 +2,Cloudy feedback on global warming - https://t.co/fS6IM9qPWD https://t.co/5j7XG3L2Gz #global https://t.co/QYBMGHItzg,659920 +1,"RT @bani_amor: My latest for @BitchMedia is part of a series on climate change and oppression, beginning with white supremacy: https://t.co…",652050 +1,RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,970442 +2,On front line of climate change as Maldives fights rising seas https://t.co/8BeVUkA3WM https://t.co/iTdDraRLw6,8053 +1,RT @adamalmosawy: Can't believe we have to waste time convincing people climate change is real. You believe religion off blind faith but ca…,31192 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,332008 +1,Rick Perry denies the science of climate change. How will he lead an agency tasked w/using science to advance energ… https://t.co/Lf0I93N39l,218283 +1,@LaurieRoberts @azcentral when it comes to Ed this far right Leg. continues to be out of touch.climate change not discussed? That's Science,451266 +0,"Scientists are now saying climate change is 'whatever' and life is 'bullshit' and 'Judith left me last night, that's why I'm drunk at work'.",32885 +1,RT @glossyfilm: how are there actually people who dont believe in global warming & climate change? like are we not living on the same bleak…,536451 +1,Seeing that trump literally doesn't believe in climate change is overwhelming to see among other things.,20972 +1,RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,977402 +1,"@joshtpm @nickconfessore They call people of color criminals and university professors propagandists, and blame climate change on gays.",771187 +0,RT @LeighYaxley: @ClimVari show us another of your charts to explain how this event was caused by global warming. https://t.co/HgSWyEwkhb,250169 +2,Billionaires launch $1bn global warming fund https://t.co/FtnXCAkcNq @MaREIcentre,472328 +1,It's high time we consider as 'TERRORISTS' to those politicians who deny climate change and are bought by lobbyists.,478777 +1,"RT @swrightwestoz: The column - why banks and insurers are worried about climate change. Reality, not an ideological battle ... + +https://t…",681318 +1,"RT @BadAstronomer: Exxon lied about global warming for decades, and funded disinfo campaigns about it. + +Now their CEO is our Secretary of S…",617508 +2,RT @ClimateChangRR: The Arctic sea ice could be about to trigger uncontrollable global climate change https://t.co/1Seq49Quls https://t.co/…,503511 +1,"RT @PurvaVariyar: Shocking procedural flaws have plagued this project. Prime forests, our best defense against climate change, to be…",145799 +0,RT @VicBergerIV: Will the climate change by the year 2000? Ask Secretary of Commerce Wilbur Ross. #ParisAccord https://t.co/zEUDUCLccQ,686076 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",221528 +0,It's global warming https://t.co/QAJT7zEg7b,385273 +1,global warming should really be the #1 thing on everyones mind https://t.co/RCHGfLMRgV,912756 +2,"Govt investment in climate change paying off, say reports .. https://t.co/XjWuJA74xA #climatechange",409701 +2,RT @thinkprogress: Can we act on climate change without acknowledging it? https://t.co/Oe6qvblDu5,280702 +2,Researchers collaborate on climate change as cause of wetland die-off https://t.co/X5HxHvXSWi,772601 +1,RT @pritheworld: Trump’s climate change denial is a weakness that Beijing knows it can exploit. https://t.co/hx0MEEyIOL,184432 +2,Bernie Sanders calls Donald Trump’s new EPA chief ‘pathetic’ for climate change stance - The Independent https://t.co/PqEiU8frTY,785493 +-1,"RT @SteveSGoddard: Nobody personally sees any evidence of climate change. When the funding is cut off, the scam dies. https://t.co/wy6wz0SB…",310440 +1,RT @TEDTalks: The first female President of Ireland shares why climate change is too important for politics: https://t.co/IllZwiKUuk #Presi…,560578 +0,"RT @naretevduorp: American Airlines flight sent 10 to the hospital yesterday due to bazaar turbulence associated with global warming. +https…",431221 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",159420 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,680898 +1,"RT @WhyToVoteGreen: Very encouraging that #Macron mentions climate change in his 1st speech as President-elect of France +#ClimateChange ht…",269601 +1,"RT @UNEP: To keep global warming under 1.5C, we need to accelerate #ParisAgreement implementation & increase our ambition. - @eduardopaes_…",479562 +1,RT @nytopinion: The physics of climate change cannot be reversed by calm negotiations https://t.co/L4wadshChU #NYTLetters,513441 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,257749 +1,"RT @aidan_comiskey: #ThankYouObama For pushing for better access to healthcare, fighting against global warming, and everything else you ha…",574836 +2,RT @GuardianSustBiz: More than 600 businesses and investors released a letter today urging @realDonaldTrump to fight climate change https:/…,762838 +1,"@RotiTosser_69 there goes marriage equality,climate change reform and gun restriction laws",446624 +1,RT @Tim_Canova: We stood strong today at @marcorubio's office in Doral to tell him to reject Trump's climate change denying cabinet…,213681 +1,RT @jimalkhalili: Two articles in today's Guardian highlight stupidity of Trump and his climate change denying buddies – here's one: https:…,185421 +1,RT @smerconish: 'For there not to be a single question on climate change during the debates boggles the mind...' @MichaelEMann on #debate Q…,480598 +2,"House Republicans buck Trump, call for climate change solutions https://t.co/w2PtORRczq",434597 +1,RT @FastCoDesign: This shocking tool shows how climate change will transform your neighborhood https://t.co/HKSY3GutTa https://t.co/2mmW2AR…,59799 +2,RT @EnvDefenseFund: How climate change is affecting you based on the state you live in. https://t.co/dbVwR55an8,540013 +2,RT @Sustainable2050: China's President Xi slams countries unwilling to combat climate change https://t.co/pn4Q9VhBDu,525855 +2,RT @climatehawk1: Signals of #climate change as record fires give way to massive floods in Peru | @robertscribbler…,538691 +1,RT @SarahCAndersen: Global warming is an undeniable fact. Myron Ebell is not a scientist and is an open climate change denier.,630897 +2,Google:Response from a spokesman for Jacqui Lambie for a FactCheck on climate change - The Conversation AU https://t.co/tVUoWypkR1,821623 +2,"RT @abcnews: Australia won't meet Paris climate change targets, urgent policy needed on emission reduction: Finkel report +https://t.co/Oy5Y…",648326 +-1,@KamalaHarris climate change is fraud - earths climate has changed 1000 times in last million years without range rovers,564079 +1,RT @SaskiaSassen: Why NYC cannot ignore climate change https://t.co/dChRloVW6I,609003 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,305227 +-1,"@desmoinesdem @JoelAschbrenner Um, since it's a 500 year flood, was there man made climate change 500 years ago too? @channingdutton",285882 +2,RT @lenoretaylor: Tony Abbott says 'moral panic' about climate change is 'over the top' https://t.co/B7uCuzR004,404725 +-1,"RT @GOPBullhorn: Obama blames ISIS on climate change, guns & George Bush. + +If we could all just follow his model in Chicago.... + +#ObamaLega…",618121 +1,"RT @GlblCtzn: Trump just destroyed Obama's progress on climate change, so we revisited our favorite Leo quotes to get fired up ����…",177758 +1,RT @ClimateCentral: Remember that climate change lawsuit filed by 21 kids in Oregon? It's moving forward... against Trump https://t.co/E63s…,153196 +1,"RT @alisterdoyle: Good roof in #Oslo to slow #climate change? Trees soak up CO2, white snow reflects sun's faint heat (...this won't…",718939 +2,RT @WIRED: .@AlGore answers all your burning climate change questions. https://t.co/fnEITox6VN,578370 +1,RT @TIME: President Trump’s proposed budget is a blow to fighting climate change — and it’s not just the EPAhttp://ti.me/2nxMbd5,505061 +1,"I just donated to help @350 fight climate change, Trump's agenda, and Exxon. Join us! https://t.co/0pnezJlWsY",476348 +1,"RT @tveitdal: How to fix climate change: put cities, not countries, in charge Look to Oslo and Seoul @RaymondJohansen @MiljoHeidi…",278203 +1,"RT @EnvDefenseFund: The White House calls climate change research a “waste.” Actually, it’s required by law. https://t.co/ud4vEE8v3n",57156 +1,in ms i wrote an 8 page research paper on overfishing and its impact and how climate change and humans suck,391939 +-1,RT @RedHotSquirrel: I believe that man-made global warming is a devious money-making scam designed to feather the nests of the rich at the…,912276 +2,Philippines' Duterte signs Paris pact on climate change https://t.co/Cl5ExjSxw0,845818 +0,"RT @PhotoTimeGeo: So surprised to find a dramatic Lorenzo Quinn sculpture in Venice. +The human hand in climate change. +#Venice…",391463 +-1,RT ltoddwood '50BlueStates no that is not true...the 4 did not get their sign off...its a lie...just like climate change...why they don't w…,630854 +-1,RT @SteveSGoddard: Warm days are climate. Cold days are caused by climate change.,867481 +1,Top climate change @rightrelevance experts (https://t.co/cYQqU0F9KU) to follow https://t.co/7WEJQ4ci3L,645732 +1,RT @KamalaHarris: Science deniers and oil companies are trying to impede us in the fight against climate change. RT if you’ll stand up to t…,501065 +1,@WeatherKait Your video response about global warming is effortlessly spectacular. So much love.,161133 +1,"RT @patterson_evi: i'm just saying if we ignore climate change for the next 4 years, there's no coming back from it",940168 +0,"RT @break: 'People think global warming is real. Honestly, I don't think the Earth is that hot. It's barely a 6.'…",528662 +1,Dramatic Venice sculpture comes with a big climate change warning https://t.co/CTr1D16Dvb,520427 +2,"RT @deepgreendesign: Was that climate change? Linking extreme weather to global warming https://t.co/d3ewx0FXPh + +#Climate #COP23 #GIE #CdnP…",460165 +1,@shhjosie @tombomp I'm just thinking about... climate change is bad,750993 +0,Nie widzę związku między tym co widzimy (efekt huraganu) a global warming.. ktoś mnie oświeci? https://t.co/F0ySTzTlZO,222583 +2,https://t.co/miUJPRDwiK #ClimateChange Medical scientists report on the impact climate change is having on health |… https://t.co/VsA7VG6usQ,521210 +-1,"RT @JoshNoneYaBiz: Last I checked climate change wasn't running people over with trucks, shooting up nightclubs, or raping the women of Eur…",401584 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,97720 +1,"RT @IVWall: He's pretending not to believe in climate change to make a profit. The WORLD is on board for a deal to help SAVE it, and he tur…",193620 +2,RT @WatchCTVNews: .@Whalewatchmeplz and @mitchellmoffit of @AsapSCIENCE discuss the effects of climate change: https://t.co/DwQoQOtZag http…,816191 +-1,"RT @bfraser747: 🇺🇸🇺🇸 #AmericaFirst + +'It's crazy to think that climate change takes priority over terror.' ~ @greggutfeld… ",109875 +2,"World has three years left to stop dangerous climate change, warn experts https://t.co/x5OBRR4wuD",905347 +2,Scientists just linked another record-breaking weather event to climate change - Washington Post https://t.co/tJrhKNLvsp,24058 +2,China may leave the U.S. behind on climate change due to Trump - Mashable https://t.co/53AGxg0txt,119900 +2,"RT @Alex_Verbeek: �� + +China and California sign deal to work on climate change without Trump + +https://t.co/mSD4foex2V #climate…",234906 +1,RT @BetteMidler: We are so fucked. Trump picks climate change denier for EPA team @CNNPolitics https://t.co/FmMc1OVZUn,549223 +2,Measurements by school pupils paved way for key research findings on lakes and global warming https://t.co/5D08emGkPh #ruggerorespigo,317193 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,524938 +2,"Volcanic eruptions triggered global warming 56m years ago, study reveals https://t.co/FMgeYeqz5g",821983 +1,RT @climatehawk1: 2016 was a pivotal year in the war on #climate change | @WIRED https://t.co/4QBjYqxm7Y #globalwarming #ActOnClimate…,452603 +0,@VerstegenWX F*ck me! I'm being told to turn my TV off at the wall to help fight global warming but look at all those planes in the sky!,93512 +1,"@federalreserve US monetary policy -global economy have many common problems: what is the job today, chronic economic crisis, climate change",611614 +2,"RT @nytimes: “For us, climate change is beyond ideology”: How the Dutch are learning to live with water https://t.co/FlfMURU0ec",785578 +1,tfw the new governing party actually has a detailed policy position on climate change @walabor #wapol https://t.co/hGfwiQAO4w,961912 +0,"@aflightybroad literally manufacturing money out of thin air for holding pointless stocks for microseconds, what does climate change matter?",358218 +0,RT @philsadelphia: can you believe paul rudd singlehandedly ended global warming https://t.co/9m0FgcQVTv,518820 +1,RT @ProfEmilyOster: Prediction: Trump presidency will push us toward looking for technological solutions to climate change. No other altern…,558958 +1,RT NatGeo:These powerful photos show how people around the world are taking a stand against climate change: https://t.co/Xp0cRgdih4 #MyCl…,948557 +2,New trailer for Al Gore’s 'Inconvenient Truth' sequel shows President Trump as climate change villain https://t.co/1AHugjAlLm,475722 +1,����will continue to lead in climate change & working together with ���� https://t.co/rlFokndFMX,663004 +1,Imagine not believing in climate change,948143 +1,@Nash076 @the_moviebob 3) his followers don't believe in climate change so of course they'd pick the more obscene option,173596 +2,RT @MarcusC22973194: Judge orders Exxon to hand over documents related to climate change for probe into whether company lied to public http…,250720 +1,"RT @OMGno2trump: Time to remind #MAGA that Trump believes in global warming when it comes to his own properties. Just not yours. + +https://…",946524 +2,RT @WSJ: Watch: Bernie Sanders grills Trump's EPA pick on climate change https://t.co/eGxSt6v1lv,666989 +1,RT @Bellaquiraa: People are so convinced that global warming doesnt exist theyre not gonna get it until all the glaciers melt & we're livin…,41556 +1,The Guardian view on Trump and global warming: the right fight | Editorial: The president-elect should understand… https://t.co/oEYDrjLi5w,582473 +2,"White House says committed to implementing Iran deal, climate change agreement https://t.co/t92tNOxvIj",746180 +1,RT @Laurie_David: Imagine more than 250k march in streets over concerns about global warming & @EPAScottPruitt says NOTHING. @billmckibben…,930332 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,85570 +2,What cherry blossoms can teach us about climate change https://t.co/L8p4xbTfs2 viaTIME,659726 +0,@djgeoffe It's an op ed saying nothing is certain and life is complex and one example is climate change . The piece is largely not about CC,743849 +-1,RT @MousseauJim: Record breaking STUPIDITY makes you a Green Party Leader. We all know climate change is a scam. Give it up morons. https:/…,408906 +1,RT @whereisdaz: Imagine if people got as fired up about existential threats like climate change as they did about Facebook posts.,281623 +1,RT @Defenders: We'll continue to fight climate change as it is one of the leading threats to wildlife & wild places! https://t.co/TRKLrbiat…,680840 +1,"RT @guardiancities: How to fix climate change: put cities, not countries, in charge | Benjamin Barber https://t.co/d3jpXkQqLY",528976 +0,RT @GetUp: IRONY: @JoshFrydenberg using UN conference on global response to climate change to whinge about Australians challenging Adani's…,508780 +0,It was in the 90's in 1911. Does this mean global warming is slowing down? Lol https://t.co/6uk2KsLmbE,912293 +1,Ocean Sciences Article of the Day - Trump’s denial of catastrophic climate change is clear danger (Washington Post) https://t.co/vTugmHeF1W,243332 +2,RT @EnergyVoiceNews: Shell’s video on climate change from 26 years ago resurfaces: https://t.co/2xVcE5pWlE,473715 +1,RT @Contract_Now: @NYGovCuomo Governor lots of rules & regulations needed to slow climate change but you can end #local3 strike agai…,544785 +1,"RT @StephMThomas: Because a wall, a registry and discrimination are NOT welcome here. Also, fighting climate change and promoting gun laws…",18676 +-1,"@TuckerCarlson Tucker global warming its June 1st and its 55 degrees! This climate change is a scam! Obama,Clintons… https://t.co/2vFpnMTXxt",309836 +0,"Aren't Private jets, space rockets, cars, helicopters, weapons part of global warming? Can someone enlighten me? #ParisAgreement",875001 +1,RT @BrendanNyhan: 'the world may have no way to avoid the most devastating consequences of global warming' https://t.co/QndkSFKsss,420362 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,24103 +2,RT @pewinternet: Partisans in America are worlds apart in their beliefs about climate change https://t.co/wWU4tRqkZa https://t.co/YrcvXpoDYE,381943 +2,RT @YaleE360: Will biodiversity be affected by climate change? Some say reduction in genetic diversity is already happening:…,607600 +2,"RT @Economist_WOS: Assessing climate-change risk in the ocean: Christopher Knowles, head of the climate change and environment divisio… ",528906 +1,RT @Garossino: Just imagine if climate change was as big an issue in this campaign as Hillary's damn emails.,384487 +-1,@SaucyLilHeather #ooc he's a climate change advocate? What a tool ��,349514 +-1,RT @1u4m4: Murdoch 'climate change' sons along w moslem major stockholder are destroying FoxNews. Maybe our new place:…,634542 +1,@NyaNyaJo @JenniferWishon @CBNNews its not the democrats who invented climate change.its established by scientists of all parties.muppet,16357 +0,RT @AtelierDanko: #cop7fctc Banning ecigs at a tobacco control conference makes as much sense as banning wind power at a climate change con…,205758 +0,"Just have to make it to Saturday. Then we can get some sunshine!!! 😄 +Boy, this global warming is… https://t.co/o4zyMVr6Ch",484096 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,26674 +1,RT @firefly233: #G7Summit #trump #ParisAgreement #climatechange seems your the only one at G7 who thinks climate change is a Chinese hoax…,916693 +1,RT @williamm264: @kathleenrosee16 its like Christmas if I got a choice between a broken toy and a toy that believes climate change is a Chi…,148556 +0,@jonathanchait You are supposed to call it climate change- get with the program,945655 +1,RT @EnvDefenseFund: We can’t let the Trump admin censor new climate change report for political reasons. Demand scientific integrity. https…,544607 +2,“European Environmental Agency - climate change will hit genetic biodiversity in all European regions... https://t.co/7SsQ1DhBIO,328456 +1,RT @BernardJTyson: .@KPShare will fulfill our climate change commitments and preserve clean air and water for all to thrive. https://t.co/K…,189248 +0,RT @SocialUnderGrnd: Leonardo DiCaprio's receiving a major award for his climate change #documentary - Watch the full documentary here:…,71386 +-1,@Slate I am so happy he is not going to cater to the climate change alarmists.,247570 +1,"RT @Marmel: Hates LGBTQ community. +Doesn't believe in climate change. +Destroyed Race For The Cure over her own politics. +Handel…",566775 +2,"RT @criminology: One of the most troubling ideas about climate change just found new evidence in its favor +https://t.co/aaGdvfplIt",551426 +1,"RT @BernieSanders: The stakes are enormously high. Literally, in terms of climate change, the future of the planet is at stake. https://t.c…",62384 +1,RT @JulianBurnside: Try to watch Before The Flood on YouTube. Leonardo Di Caprio shows why we have to take climate change seriously: right…,583098 +0,RT @karoxxxx: 🎵it's beginning to look a lot like global warming🎵,805556 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,238988 +2,"‘Moore’s law’ for carbon would defeat global warming +https://t.co/V6FBoVHefp https://t.co/E8aNxW2GQF",554921 +0,RT @Timothy_Cama: At the very end of a Friday news dump: @EPA might take climate change information off its website https://t.co/Gngh62R5sJ,614899 +1,"RT @outofedenwalk: An unexpected result of climate change: the rebirth of prairies grasses in Kazakhstan. #MyClimateAction +https://t.co/73z…",627807 +1,RT @haveigotnews: Donald Trump announces plan to counter global warming by building wall around the sun.,222101 +0,RT @MarkDice: I'm a big fan of global warming. I hate snow and cold weather. #climatemarch,23090 +2,RT @sciam: Kids' climate change case against the Trump administration to go to trial https://t.co/94J8CxB7an https://t.co/78TajhsvUE,298637 +1,"RT @chuck_gopal: In a world dominated by Trump, Brexit, ISIS, hatred, global warming, it's heartening when things like this happen. https:/…",900541 +1,"RT @katewillett: The White House website removed: LGBT rights, climate change, healthcare, & civil rights. +They added: Melania's jewelry…",770055 +1,RT @RwandaResources: Min @Vbiruta has encouraged all vulnerable nations to work together to scale up the response to climate change at…,769723 +1,"RT @AXAResearchFund: #AXA : Fight climate change : “Understanding, Reducing and Managing African Climate Riskâ€: a new chair in #Africa http…",754365 +1,@UNEP the #anthropocene is soon upon us & climate change is real - Antarctica has started to turn green (https://t.co/1IScBiosuU) 1/3,145445 +1,"My kids learning about volcanoes, glaciers and #climate change at the excellent #Perlan museum in Reykjavik. https://t.co/MogCSHml70",6821 +1,"RT @alstoffel: Trump 'jokes': police brutality, Russia hacks & expelling diplomats, Obama founding ISIS, global warming a Chinese…",949823 +2,Tory leadership candidate cheered for dismissing climate change https://t.co/78ROYBAapW #cdnpoli https://t.co/aIf49z9yj2,520664 +1,"Retweeted CitizensClimateLobby (@citizensclimate): + +We must bridge the political divide to solve #climate change.... https://t.co/kogipeqEE7",369616 +2,RT @Independent: Theresa May's new DUP friends are climate change deniers on the scale of Trump https://t.co/9rOdiH9ns9,569844 +1,RT @Dmooch97: idk how people do not believe in global warming. thats wild,751988 +2,Is there a link between climate change and diabetes? Researchers are trying to find out https://t.co/CWcnaGnQpf https://t.co/JhuBTtV6Bq,649192 +1,RT @MattBors: Florida. Half the state's going to disappear in ten years due to global warming. They're going for the guy who says it's a Ch…,194041 +2,Radical energy shift needed to meet 1.5C global warming target — IEA https://t.co/m995A8Q4kA https://t.co/VWmVKlEJ0r,934621 +-1,"RT @MORE2CENTS: @DCTFTW @cathmckenna Yeah Cathy, Did my SUV cause this ? MANN-MADE-UP global warming is a scam",767000 +1,"RT @owenxlang: The iceberg in club penguin finally tipped, and conservatives still wont accept climate change as real https://t.co/jPKNk6xf…",375081 +0,@PopSci @melissajmeli Because the backlash against their hectoring will make it harder for climate change measures to become popular?,913102 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,531597 +0,Is climate change sexist? 👀 https://t.co/GamBF0ruDx,401676 +0,@BasedGodNorthy global warming?,606293 +1,"@fas_eddy @350 when your grand children start suffering because of the 'there is no global warming' idiots, don't come crying then, to late.",666974 +1,@Tech4Campaigns candidate @MikeLevinCA talking climate change and affordable healthcare. https://t.co/AAMRRy91YR,923155 +1,"RT @KamalaHarris: Memorize this number: (202) 224–3121. Keep up the calls to Congress about health care, climate change, and so many other…",992405 +-1,@robstead @res1mp7q @BrexitCentral Oh give me a break 'tackle climate change' is just code for wealth redistribution to corrupt 3rd world,593224 +1,Exxon Mobil sued over climate change cover-up âž¡ï¸ by @c_m_dangelo https://t.co/YTsUYIJAJt via @HuffPostGreen Back #JILL & support renewables,463879 +1,RT @callie_erwin: i can't believe the possible president of our country thinks global warming is a hoax,272409 +1,@SenatorMRoberts Do you have empirical data that climate change and CO2 activity is not occuring?,434923 +1,"RT @GayRiot: .@castletrust Any news on blocking climate change deniers,hate speech Breitbart?Look at the headline nxt to ur ad!P… ",577337 +1,RT @ZamaHRW: Child rights need to be at heart of climate talks & action: kids already suffer effects of climate change #SB46…,454249 +1,"RT @RepAdamSchiff: Deeply troubled by WH decision to exacerbate climate change by authorizing KXL, slashing EPA and repealing regs. We MUST…",527866 +1,We're now further away from taking action on climate change than we've been in almost a generation https://t.co/YCNsJqchOe #climatechange,826929 +-1,RT @KTHopkins: Pruitt is not a climate change denier. He is a brave acceptor that climate change is a naturally recurring process. #PruittS…,380104 +2,Paris climate change agreement enters into force https://t.co/15LbiWKCGp https://t.co/9RfFLreuew,618484 +1,I'm closing my @ANZ_AU account. They will keep losing customers until they stop funding climate change,223510 +1,"EPA chief doesn't think carbon dioxide is main cause of global warming and... wait, what!? https://t.co/459WwjGaqD #Douchebag",52968 +1,"climate change poses serious threat to humanity and countries, I mean some of it has been happening or part of... https://t.co/IOsQSs2JXJ",911405 +0,"RT @AmericanMex067: Do you believe climate change is driven by humans/CO2 or is a natural, cyclical phenomenon? +#climatemarch",71841 +2,RT @NBCNews: 'The Terminator' Arnold Schwarzenegger and Pope Francis teamed up to talk about climate change…,551742 +1,"RT @sarahkendzior: She works for an admin that defunds scientists, denies climate change, destroys national parks. If they could ruin…",311915 +0,"❤The Taiwan government should apologize to the whole world, making air pollution caused the global warming. https://t.co/qzuFsmnyYY",364717 +2,RT @BostonGlobe: Obama urges more action to be taken on climate change during farewell speech. Watch live: https://t.co/ReZCW5JJQ3…,26713 +1,RT @PattyArquette: The White House page on climate change has already been removed from the website. #Resist,18866 +1,RT @charsghost: If u don't believe in climate change plz remove yourself from my life thx,65961 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,393827 +2,trump - https://t.co/OtrqynsFx4 Trump team memo on climate change alarms Energy Department staff,6390 +1,@arundquist Nasa might eliminate the climate change according a solution in: https://t.co/nAzqrCc1M0,5616 +1,Should've been talking about this sooner. If we elect someone who claims climate change is 'Chinese hoax'... https://t.co/9T3o5PxF4E,515558 +1,"RT @morgfair: In Greenland, a once doubtful scientist witnesses climate change's troubling toll https://t.co/gyMIQIv0GF",674454 +2,RT @thehill: EPA flooded with phone calls after EPA head denies CO2 role in climate change: report https://t.co/QsGp6Lz2GB https://t.co/kTn…,403829 +2,Growing algae bloom in Arabian Sea tied to climate change https://t.co/L22ScrlRwH,955357 +2,RT @HuffPostPol: Suit seeks any info about bullying of federal workers over climate change https://t.co/mjbjYVWH5d https://t.co/oZiLJ2P5Pu,800135 +1,"RT @KentHaeffner: @kylejmcfadden @JohnKasich He expands Medicaid, pursues criminal justice reform, and believes in climate change. As…",609283 +0,"RT @stevenLholder: The Cold War was very cold. We needed global warming bigly. + +#TrumpTeachesHistory",834404 +1,"On climate change, we often don't fully appreciate that it is a problem. We think it is a problem waiting to happen' -Kofi Annan",251837 +2,RT @Reuters: U.S. EPA chief unconvinced on CO2 link to global warming https://t.co/oq7HO3PGWJ,521381 +1,RT @JohnFugelsang: & Donald Trump wants you know this proves NASA's part of that whole Chinese climate change hoax. https://t.co/Mc7346asP1,662335 +2,Trump sends 'much smaller' team to UN climate change summit https://t.co/fMLNZSFuH5,196308 +-1,RT @lukesilka: @Besnaz climate change is a hoax! Anways what would a hurricane have to do with it?,642261 +1,What about riding a horse to your job instead of driving a global warming contributing oil based fueled vehicle? @Concordantly,242387 +1,Tokyo Waste Processing Center. World class & should be studied. Could solve our global climate change problem. https://t.co/bccD8NKkny,889841 +1,"The cruelty of climate change, Africa’s poor suffer its effects https://t.co/O3SPDW4a5S",924100 +2,RT @Reuters: Secretary of State Kerry urges countries to treat climate change as urgent threat despite uncertainty he says creat…,247948 +1,"RT @rhizomic_farm: Naming cyclones after climate change deniers or fossil fuel shills should be a thing +#cyclonedebbie",967477 +1,RT @Green_Footballs: And now the House Science Committee recommends a climate change denial post at Breitbart by Delingpole @HouseScience h…,150117 +2,End of the National Climate Assessment: Trump dissolves climate change advisory panel https://t.co/3y2z7ltFg7,159504 +2,"RT @CNN: Time-lapse, bird's-eye video shows thousands of protesters marching toward White House during climate change march…",425432 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,653238 +2,"RT @TheAtlantic: How climate change covered China in smog, by @yayitsrob https://t.co/BtqazYiyQ0 https://t.co/8Ie2E9LUBl",481471 +1,"RT @Lollardfish: It wasn't so long ago everyone agreed climate change was a problem, just disagreed on means. Directed market (cap/t…",414855 +1,RT @AaronWherry: Joe Biden delivering a succinct overview of climate change policy.,107805 +1,RT @joshgad: The fact that not one of our three debates raised the question of climate change is a disgrace. https://t.co/FdqCXkm34A,402055 +1,"RT @bthmrsh: Largest silver mine in Africa, #MANAGEM, does deep damage to farmland already hard-hit by climate change: https://t.co/D9fmHwz…",673921 +2,"RT @ACSimonelli: In rebuke to Trump policy, GE chief says ‘climate change is real’ https://t.co/FhdcOschZv via @WSJ",917839 +0,RT @PoliticsScot: I love that they're going ahead with the Paris climate change agreement meetings. Like holding a birthday party for someo…,238349 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",80743 +1,"RT @MercyForAnimals: #DidYouKnow Animal agriculture is one of the leading causes of climate change?!? Go green, go #vegan! https://t.co/kRo…",979659 +1,"RT @Parkour_Lewis: Yeah, who would ever think global climate change is a real thing �� https://t.co/GxpcLZie4y",450389 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,975350 +1,"RT @ClimateReality: In @YEARSofLIVING, @VancityJax investigates the impacts of climate change on the world's oceans. Watch 11/23 on… ",613667 +2,Australia scrubbed from UN climate change report after government intervention https://t.co/Tv6rzyGJ6A,826146 +1,Huh. Better watch out or he'll get fired next--Tillerson signs international declaration recognizing climate change https://t.co/QJyxH0osyR,190633 +2,The quest to capture and store carbon – and slow climate change - just reached a new milestone https://t.co/XQ0khiuY3n,219850 +1,And he doesn't believe in climate change does he want his little family to die in future generations cuz idts cuz he's obsessed with them,696138 +2,RT @washingtonpost: Scientists just linked another record-breaking weather event to climate change https://t.co/ThCJSDXh80,930336 +2,RT @CBCAlerts: PM uses World Environment Day to urge Cdns. to turn frustration over climate change into action that 'can't be undone or dou…,666722 +0,Beloit Wisconsin the global warming is killing me oh I forgot it is climate change will hurry up and change climate. https://t.co/ZqWxbvuTGU,205307 +2,RT @intlspectator: UNITED STATES: Trump is consulting on how to withdraw the US from the Paris climate change deal,675364 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,363784 +2,RT @emmalherd: ICYMI - investors planning for physical risks of climate change https://t.co/WK5uuN8A42,361662 +2,RT @smartprosperity: 60+ CEOs and Leaders urge the Prime Minister and Premiers to take bold action on climate change. https://t.co/4NuwJ22e…,628987 +1,"RT @nytclimate: Trump tends to cherry pick his facts when it comes to climate change and the environment, and then repeats them. https://t.…",340303 +2,RT @cardiffuni: #CardiffResearch from @PsychCardiffUni finds UK less concerned about climate change than European neighbours https://t.co/q…,871546 +1,RT @IndiaToday: And there are many people in power who think climate change is 'not real'. https://t.co/UO2wGUg6gx,657676 +2,RT @EcoInternet3: Governor Jerry Brown extends #climate change bill 10 years: ABC7 News https://t.co/VOSgrwec3u #environment,778336 +-1,"Head, meet desk.' + +I don't share the climate change zealotry of the Left, but action and American leadership are n… https://t.co/No4Acq4yQo",44976 +1,"The more I read about history the more pragmatic/optimistic I get, but the more I read about climate change I'm just not sure",845175 +2,"#Hastings https://t.co/r4qFqr6Y2U + NDP would be ‘a huge leap forward’ on climate change says environmentalist activist Tzeporah Berman",528379 +0,RT @westonz11: Explain this global warming stuff to me...��,438752 +1,RT @gpph: Take a stand on climate change & hold the Big Polluters to account for the climate crisis >>…,827006 +1,"RT @Princeton: A new study finds that if climate change isn't curbed, increased precipitation could overload waterways w/ nitrogen. https:/…",886685 +1,RT @EP_President: .@MikeBloomberg and I agree: The fight against climate change must continue. EU is committed to the #ParisAgreement. http…,385097 +1,RT @citizensclimate: Great piece in @guardian: 19 House Republicans call on their party to do something about #climate change…,585967 +1,Donald Trump administration for lying to undermine climate change course with #LondonAttack have survived one asks Turkish,701898 +2,RT @mcspocky: New York Times climate change debacle: when news outlets worry too much about 'appearing' unbiased…,402402 +1,Birds and butterflies could be hit by climate change https://t.co/Y3gWmDLVwy,502413 +2,"Trump's first day in office: cancel UN climate change agreement, reimplement Keystone Pipeline, and much, much more. https://t.co/1QsZCo3TY8",191524 +1,RT @indianschoolboi: sad to see what climate change has done to the Grand Canyon https://t.co/2j1JAZbivw,487179 +2,"Climate talks: 'Save us' from global warming, US urged - BBC Newsn https://t.co/jLGgZk2ki9",537822 +1,RT @HarvardBiz: It is very possible that global cooperation to fight climate change will collapse due to the Trump presidency https://t.co/…,523283 +2,RT @CGIAR: Turkey recognizes scientist for work on #wheat and climate change data https://t.co/16iE0CgBJg @CIMMYT…,833502 +1,RT @JackBoardCNA: Manila's 'water world' is symbolic of its urgent need to address climate change and fix city planning…,842216 +2,"RT @IndianExpress: Human-induced climate change worsened 2015 heatwave in India, says IIT research https://t.co/lxJiwxsnL1 https://t.co/CeV…",4898 +1,"RT @EdSust: Tackling climate change: The role of universities after Paris. Get tix for this event on 31st Jan 2017, 18:00-19:30… ",518070 +1,"RT @UlrichJvV: THIS! 'To find solutions to climate change, we have to look at the bigger picture.' https://t.co/QWWBKfpog6…",573785 +1,RT @TIME: 'America's cities are the only hope for climate change action' https://t.co/4WxnC3QyG5,164659 +2,Polar bear population bounces back despite climate change warning https://t.co/8EmrGkPeWU,759145 +2,RT @caitrionambalfe: 150 years of global warming in a minute-long symphony https://t.co/ARKfGtVWhM,240636 +-1,RT @_Makada_: Pope Francis gave Trump a book of his writings on 'climate change.' He wants to tax cars while he lives in a palace & flies a…,499365 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,545361 +1,RT @LynnCinnamon: Don't Google global warming if you're already feeling a little on edge.,683665 +1,“Trump lines up staff to avoid international action on climate change” by @samanthadpage https://t.co/RFZKEMQCKR,796399 +1,"RT @AstroKatie: Yes, we have in a sense reached 'point of no return' on climate change. Doesn't mean stop working against it. There are deg…",721993 +2,Heat and health: Doctors taking the pulse of the planet on climate change /via @globeandmail https://t.co/3kOhMsitpr,239440 +0,"The fact that I'm wearing a t-shirt and gym shorts in Michigan, in February, is proof that global warming is a good thing #WarmTheGlobe2017",874023 +2,RT @KurtJaenen: Cloudy feedback on global warming #news #tech #science https://t.co/7STMLbiZfX https://t.co/XwxJVy0YgR,526948 +2,RT @GovtOfPunjab: CCI approved national forest policy in principle and directed the minister of climate change to sit with the provincial g…,378905 +2,"As eco-friendly Prince Charles pens children’s book on climate change, we imagine a guide to our future King https://t.co/kNwMlnJuRM",30252 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,360659 +1,RT @HMOIndia: Today climate change has been recognised as a major global challenge. : HM at World Conference on Environment,803618 +1,"RT @350: .@badlandsnps was forced to take down their tweets about climate change, but don't worry we saved them - now let's… ",494000 +1,RT @pablorodas: #CLIMATE #p2 RT Rockefeller family tried and failed to get ExxonMobil to accept climate change…,516498 +2,#NATO lawmakers warn climate change may worsen Middle East security risks https://t.co/iGLlTrA9wC via @Reuters,704624 +1,RT @pdacosta: Trump's Defense Secretary thinks climate change is a national security threat. Trump thinks it's a hoax.…,806559 +2,Top university stole millions from taxpayers by faking global warming research https://t.co/WwvfhILc3q #earthfirst https://t.co/xQcKibuPBb,723972 +-1,RT @antiecm: They will go back to global warming soon. See Winter is over and Summer is coming. Why are so confused? You are ri…,989346 +2,"Donald Trump set to clash with rest of G7 on climate change and trade, as summit begins in Italy https://t.co/exHOKOFaaS",337153 +2,"RT @washingtonpost: Record-breaking climate events all over the world are being shaped by global warming, scientists find https://t.co/IaNR…",563482 +2,New research on Antarctic volcanoes sheds new light on climate change https://t.co/uNZas07xQZ ^ABC[AU],778613 +0,Sitting in class sweating bc global warming but at least I'm making this room smell like a pool bc I sweat chlorine 🏊🙃,797938 +2,"RT @WSJ: Appetite for oil and gas will continue to grow despite efforts to curb climate change, says Saudi energy minister https://t.co/oBu…",251515 +1,RT @Mngxitama: The floods are a direct result of climate change caused by imperialist countries. They should pay an environmental reparatio…,907441 +0,"I hope everyone is paying attention. Trump has started global warming. First Yemen, then Syria, today... https://t.co/6rjDDfMhIn",349054 +1,Which companies are blocking #climate change progress? https://t.co/znUNJvQlpy https://t.co/w1Y29XMpYu,46400 +-1,"RT @SoCal4Trump: Last year the government spent $700,000 of your tax dollars on a climate change musical. This is the WASTE that the…",936648 +0,RT @gubes96: 'I don't see how global warming is real when all these bitches are thirsty' my resident everybody @JEverettRende,610326 +0,this might just be the only polar bear glad for global warming https://t.co/KZr0lBXPom,133593 +1,RT @_SPIRITCIRCLE_: now is a really good time to cut meat out of ur diet considerin trump doesnt believe in global warming n doesnt care ab…,800287 +-1,"@Vickigr81567276 Yeah, so it's important to note that 94% have not said that man is the main cause of climate change.",76405 +1,RT @charlesmilander: Reindeer are shrinking because of climate change https://t.co/CDyjj5ol7Y #charlesmilander https://t.co/oXTgP5Qkg3,38179 +1,RT @SteveStuWill: “Suppressing speech that’s wrong-headed and hateful is like curing global warming by breaking the thermometers.'…,86321 +1,"RT @CAREClimate: We MUST remain under #1o5C global warming, particularly to protect the most vulnerable! @TheCVF #CVF4ClimateAction.…",957777 +1,RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,962758 +1,RT @scifri: Want to change the mind of a global warming denier? More data probably won't help. https://t.co/mzU0LamKNK,431200 +-1,@RealGSalvador @secupp So what caused climate change before man ca.e along? Dinosaur farts?,649822 +2,"RT @thevandykeparks: Earth Day 2017: with a climate change denier in the White House, experts are fighting back. https://t.co/43mHJIqKo5",595571 +2,"RT @NatKeohane: 'This … follows from the basic laws of physics’: Scientists rebuke Scott Pruitt on climate change, via @chrismooney https:/…",785748 +2,"Polar bears will struggle to survive if climate change continues, says report + +As the Arctic heats up twice as f https://t.co/tfewGScCGj",594917 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",824977 +1,"RT @brucel: Coalition of chaos: the DUP are anti-abortion, anti-LGBT rights & climate change deniers. https://t.co/YhQZLWB6H1",678887 +1,I'd say America's even stranger but the BBC give Melanie Phillips a televised platform for climate change denial so… https://t.co/3wfr99Lgns,41280 +1,@mfjak @MangyLover Yes but climate change is affecting sea levels which would erode the coast and cause more severe… https://t.co/Fuz7eaqr77,640496 +2,Trump: 'Nobody really knows' if climate change is real https://t.co/Pigk7ISIu7,247445 +1,RT @ClimateCentral: Here's how climate change will affect sea level rise (and flood cities) as the world warms https://t.co/btLitj44uU…,153463 +-1,@DonaldJTrumpJr I swear you guys better not pass gas cause they will pile on trying to say Trump is trying to speed up global warming!!,450168 +2,Indian farmers fight against climate change using trees as a weapon https://t.co/Go3yOxBFmi,553396 +2,RT @DavidPapp: [TECHCRUNCH] The official White House website has dropped any mention of climate change https://t.co/2qzfTnFDh8,297692 +0,"Sad , but trump shouldn't worry about climate change https://t.co/jOoPVGOLUW",467611 +2,"RT @CochraneCBC: New from me and @AaronWherry | Trudeau and premiers to announce climate change deal Friday +https://t.co/Pxh7gUTGmW https:/…",553044 +1,RT @tveitdal: Deforestation has double the effect on global warming than previously thought https://t.co/EPngFkWBG7,61965 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,525171 +1,RT @FMGlobal: The business impact of climate change could be a bigger problem than anyone’s predicting. See why...…,676899 +2,RT @OceanBites: today on oceanbites: The Kelp in the Coal Mine: can kelps act as an indicator for climate change?…,261014 +1,There's almost nothing in there for the environment.Theres virtually nothing in there that tackles climate change.'Larissa Waters #QandA,44387 +0,RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,639247 +1,RT @BraddJaffy: 'You and your friends will die of old age and I'm going to die from climate change.' https://t.co/Yl2oSriNbs,41106 +1,"RT @justicedems: #SonnyPerdue has a history of climate change denial, corruption, cronyism and advocating voter ID laws. 87-11 vote. Shamef…",312840 +0,RT @SheilaGunnReid: You mean the same UN that tried to block me from reporting at their climate change conference in Morroco last year? htt…,314124 +1,RT @WorldfNature: Meet the woman using photography to tackle climate change - The Independent https://t.co/M7g3ASC0py,519623 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",951259 +2,RT @guardian: The fight against climate change: four cities leading the way in the Trump era https://t.co/144venn9cp,136182 +2,WH official briefing reporters on #ParisAgreement could not say if @POTUS believes human activity contributes to climate change.,590046 +1,"RT @NPR: A competition is calling for solutions to the most pressing problems, like climate change and extreme poverty. https://t.co/m9xlL8…",215456 +1,"RT @HobbieStuart: Conservatives resorting to partnering with a homophobic, climate change ignoring party 'in the national interest' is this…",504305 +1,RT @environmentca: The only way to tackle climate change is to tackle it all together - @EC_Minister #YouthClimateAction,314537 +1,RT @sopenama: Good morning everyone except climate change deniers,545390 +1,"RT @HowardYLAPE: Ernst on Large Igneous Provinces: 'The most dramatic climatic effect is global warming due to greenhouse-gases' +https://t.…",733338 +2,Urgent' action against global warming needed to save coral reefs https://t.co/FM9A1pfE1o via @NPR by… https://t.co/PcawbpJlxQ,891025 +1,RT @madmarch_: Hey just a reminder that animal agriculture is the leading cause of global warming https://t.co/FDjVHx7Jok,421405 +-1,@mkmm_avemaria Hard-working miners are losing jobs b/c of senseless 'global warming' policies by our big govt bureaucrats. Good protest.,91961 +1,Its the Northern end of the reef that's bleached you stupid 1 nation climate change deniers #auspol #hansonisdumbas,402332 +2,Where climate change is threatening the health of Americans - CNN https://t.co/z8r5lrIz5A,344685 +2,"The American South will bear the worst of climate change’s costs, @yayitsrob reports. https://t.co/jbJVU63QjW",872913 +1,RT @antoniodelotero: me in 20 years cause all these politicians are ignoring global warming https://t.co/FAC8MprI4K,32291 +-1,"That said, I still see no absolute agreement among science community that ppl are the main cause of global warming. https://t.co/YnGKc2RhmG",768111 +2,RT @PopSci: The truth about climate change continues to be inconvenient in Al Gore's new trailer https://t.co/iSHKKjxGQX https://t.co/pcsVw…,489145 +1,RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,952907 +1,@PLucero @rolandscahill @TracieB90464356 @foxandfriends @iamsambee But of course Obama is a Kenyan Muslim and global warming is fake.,956460 +1,RT @jeremynewberger: Here's an accomplishment Trump could do in his first 100 days. Don't be a total asshole on the climate change issue. #…,27860 +-1,@KIR_bigg50 @KamalaHarris NOBODY SAYS THERE's NO CLIMATE CHANGE. it's man-made global warming that's the junk science. STOP LYING.,599469 +1,"RT @guardian: As Thatcher understood, Conservatives are not true climate change deniers | John Gummer https://t.co/vrG8pt4NoB",621703 +2,"Palaeoclimate study suggests global warming is shifting rainfall patterns worldwide +#ResearchHighlight https://t.co/oVnjmP6xfk",550129 +1,@JHopkinsBooks I hope we can get people to wake up and realize that climate change is not a political issue.,417989 +1,#SolarPower: Denying climate change is only part of it 5 ways Donald Trump spells doom for the environment ... https://t.co/y7i6fN5DrL,415455 +1,RT @esquire: 9 things to know about Donald Trump's climate change denier-in-chief https://t.co/t2p8Dzkyky https://t.co/9xVGp9cAwM,694450 +1,RT @stephblanc0: whoever thinks climate change is a hoax must be the most ignorant person on this planet,627865 +1,"RT @mashable: EPA chief denies carbon dioxide is main cause of global warming and... wait, what!? https://t.co/SEL2IDs8FZ",547798 +1,Environmental art project heightens awareness on local climate change impacts https://t.co/zrvNQUtXjQ,617434 +0,RT @bessbell: The Pope gave him his climate change letter right before this decision. Trump spit in his face.,272649 +2,RT @NYTScience: The rising cost of flood insurance due to climate change fears is harming property values in some American cities https://t…,570441 +-1,"RT @EladHutch: Sharia law has hurt more people than, 'climate change'. #Fact + +#MarchAgainstSharia",453336 +1,RT @WordLinkSCIENCE: What if President Donald Trump stops federal funding for climate change war? #science https://t.co/mL3QJtQIAW https://…,87923 +0,"RT @OnepodJ: @Adele_Sweet_ Is it even possible for @Adele to be hotter? Ah, now I understand the reason for global warming! ��☝������",58637 +1,RT @RTUKnews: Guess who's back? 😂@Ed_Miliband was greeted by cheers as he asks @theresa_may if she'll bring up climate change wit…,343427 +1,RT @ClimateCentral: Here's how climate change will affect sea level rise (and flood cities) as the world warms https://t.co/btLitj44uU…,626876 +1,Laughing gas is seeping out of the Arctic thanks to climate change https://t.co/iWQP4CqeLc via @qz,294110 +1,RT @MichaelChongMP: Strange for conservatives to argue for regulation as a way to fight climate change – we should be embracing market mech…,374364 +-1,"RT @DixonDiaz4U: Liberals: Weather is not the same as climate. + +Also Liberals: See this bad weather? That's climate change.",292905 +2,RT @guardianeco: Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/7e5TainJYU,346052 +1,RT @matthew_d_green: Reading an HN debate about climate change. Maybe human extinction not all bad.,701903 +1,RT @NickAberle: Matthew Guy nails his colours to the mast. Does @CoalitionVic have no interest in stopping global warming? Serious…,124077 +1,RT @Forbes: EPA's Scott Pruitt says CO2 isn't a primary contributor to climate change. Here's the science behind why he's wrong…,77474 +1,"RT @rachaelxss: how i sleep knowing i'm not contributing to the major causes of climate change,ocean dead zones & habitat destructi… ",155972 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",175231 +1,RT @KamalaHarris: Preserving the progress made on climate change is critical but we must also take bold action to further improve our plane…,977002 +1,RT @MotherJones: Every insane thing Donald Trump has said about global warming https://t.co/SyPtjLHQZy,598084 +2,RT @ProfAbelMendez: Rapid emergence of climate change in environmental drivers of marine ecosystems https://t.co/kfXI90CnKK https://t.co/Hw…,715847 +1,It is so sad and OUR fault so we need to stop this climate change - will take years but we need to start! https://t.co/8FNC7F9GN3,719487 +2,"RT @htTweets: To curb climate change, 4 nations map their course to carbon-free economies https://t.co/iSEEr6GSQ4 https://t.co/OHxwJ8UJoA",379696 +2,RT @BelugaSolar: Donald Trump actually has very little control over green energy and climate change https://t.co/cKamQurLWC,630594 +2,RT @UNEP: What are the impacts of collective inaction against climate change? Find out here> https://t.co/RdwM1pMNhm…,7889 +-1,RadioAnswer: What are they smoking? Green Party blames World Series rain delay on global warming … https://t.co/mZDqPqnov4,164214 +1,"RT @scienceclimate: Join the conversation about climate change. Spread awareness, help people learn. https://t.co/aVCTQNbZOg…",349187 +0,"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",435133 +-1,Yes I pray that you stop being a shill for climate change. There is no climate change it's a scam. https://t.co/R5cTkhcgAA,632808 +2,"RT @jaketapper: Sec'y of State Tillerson while at Exxon would use email alias 'Wayne Tracker' to discuss climate change, per NY AG + +https:/…",856617 +1,RT @Jess_Shankleman: It's not just The Donald. Global populist movement threatens efforts to tackle climate change…,597779 +1,"Swiss cheese polar caps->drilling/extracting fossil fuels & weapons testing can't possible be good ->climate change. +https://t.co/iNTxDnprE6",189954 +2,RT @thehill: CO2 levels in atmosphere hit new high as EPA head denies its role in climate change https://t.co/CZx82svmeU https://t.co/G88Ku…,264814 +1,Our researcher @samuelhall0 quoted on why climate change mitigation is compatible with strong economic growth https://t.co/gCs5PVlWPI,565718 +1,"RT @TheLensNOLA: Louisiana drowning: 27,000 homes and other buildings endangered by climate change - even with $92 billion plan… ",514541 +1,RT @veryfawny: he said i've been to the year 3000 not much has changed but they live underwater bc trump didn't take climate change serious…,311221 +0,"Dealing with that ♋ cancer, late night bothers from yung thot, clients that don't tip, coworkers that dont tip, global warming...",925702 +1,RT @SenatorDurbin: Rs have demonstrated time & again unwillingness to accept science of climate change & contempt for laws protecting our a…,894842 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,526405 +1,"RT @FamesJallows: Anarchists key cars. Officials make policy that exacerbates climate change, destroying not just property, but untold life.",666071 +1,"@washingtonpost yea they want to eliminate them 1by 1, climate change deniers setting up shop in the white house.",655864 +0,61 in November. Shout out to you global warming 😎,860248 +0,RT @THECAROLDANVERS: liberals are so annoying... have fun working to fight climate change w/ a person who believes climate change is a m…,646402 +2,Leonardo DiCaprio meets with Donald Trump to talk climate change https://t.co/IEZAilVJNr (via NZHerald) https://t.co/76H5XA1szJ,287727 +1,"RT @dizzycatdesign: 'if I talk about global warming, that’s not politics. That’s science.' +Neil deGrasse Tyson ��#ParisAccord #CLT https://t…",319318 +1,RT @MikeBloomberg: Every climate change problem has a solution that can make our society stronger & healthier. #ClimateofHope https://t.co/…,565807 +0,RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,104343 +0,Trumps regering dicteert wetenschappelijke censuur: Amerikaans onderzoeksvoorstel moet de term 'climate change' sch… https://t.co/sxvyBjMK8m,243370 +1,RT @Slate: Why hope is dangerous when it comes to climate change: https://t.co/UvCrbOkpcA https://t.co/79Z3E420q3,685739 +0,"Schnee Frostina went to town, global warming melted down,froze again another day. Gender ambiguity: please use 'Sch… https://t.co/GCRWUbttbr",134024 +2,"From racism to climate change, CEOs keep turning on Trump https://t.co/ckBEQRQWqA via @CNNMoney",822408 +2,RT @thehill: Government scientists leak climate change report out of fear Trump will suppress it: report https://t.co/pA2HQevjRH https://t.…,506497 +2,could your diet save the planet from climate change? - ABC Online https://t.co/pbUn0A1Arr https://t.co/EmWWt0z3mm,715581 +1,RT @IndigenousX: The answer to climate change? Aboriginal knowledge. We've cared for this country for tens of thousands of years #qanda,237577 +1,@SenScottWagner Apparently you don't even have a college degree so why not leave climate change science to those who've studied it. #Moron,227958 +1,RT @PacificStand: Want to fight climate change? Consider fighting gentrification first https://t.co/AIPuZxsdA8 https://t.co/tvWDSfkJMd,515441 +2,RT @washingtonpost: Trump’s budget would torpedo Obama’s investments in climate change and clean energy https://t.co/zQoU4cAgAQ,501407 +0,"RT @valpvcinox: Enjoy the weather kids, global warming boutta yeah, ya hurrrd",423856 +1,RT @PakUSAlumni: Is climate change a security threat? Debate underway in @ShakeelRamay session #ClimateCounts #ActOnClimate #COP22 https://…,76186 +0,RT @TheSteve12: @MAnotGinger @brithume @NBCNews Whew. I thought they were going say sexism brought us 'global warming'. There might be some…,975121 +2,RT @Independent: China slams Donald Trump’s plan to back out of climate change agreement https://t.co/Bo78HT1eQ3 https://t.co/k0XQvcpr4l,35776 +1,RT @estefania_dm: Ironic how the country with the president who doesn't believe in climate change is being hit with the most power hurrican…,323758 +2,RT @V_of_Europe: Macron: Terrorism linked to climate change https://t.co/LGb5dRRqeN,944967 +2,RT @aliasgar1234: How ancient Indus Civilisation coped with climate change... https://t.co/XHcB9rD1wm,846199 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/f5Jzzwl7Cs,360687 +0,@Niikkkiiii_ @Thestevepop Give me a large scale policy the government could enact and show me how it would measurably slow climate change.,662363 +2,RT @sciam: Dozens of military and defense experts advised President-elect Trump that global warming should transcend politics.…,122228 +1,RT @katesrock: @Doro_BC talks about tropical algae in climate change @bps_algae turfs in the future https://t.co/pxAmHkAPNa,452154 +0,"https://t.co/xpPRyMX4PT +Eye opener how do scientists FEEL about climate change. https://t.co/dAit5Vhlrh",239100 +2,Bloomberg Video: Paris mayor tackles climate change with or without Trump https://t.co/u22Q3tb2Yb,588498 +2,Northampton wins grant to prepare for climate change - https://t.co/qmaguVICnS https://t.co/TVQI0OKLtf,684941 +1,"RT @TrumpsBane: .@washingtonpost Funny thing about global warming, it doesn't care whether you believe in it or not. #ScienceMarch… ",531916 +0,What does GOD say about climate change Bill? @NoTillBill @Thirzey @DrMarkImisides,88917 +1,RT @jamesthetyke: Stacks of conversations about the impacts of climate change and the need for action @TheForumNorwich today…,633694 +2,RT @washingtonpost: The quest to capture and store carbon — and slow climate change — just reached a new milestone https://t.co/pso0zND4PJ,990731 +2,"RT @NRDC: Man-made climate change is making Americans sicker, according to top U.S. doctors. https://t.co/q2k4IDCga2 via @USATODAY",356232 +1,"RT @AnsonMackay: How much longer can Antarctica’s ocean delay global warming? Excellent article on Southern Ocean + carbon +https://t.co/LZD…",342776 +0,is this an article about global warming or a coupon for tide? either way the pictures are so pretty' ~ hasan minaj,103511 +2,RT @MSNBC: U.S. Secretary of State Rex Tillerson used an email alias as Exxon CEO to talk climate change…,474066 +1,What can you do today to fight against climate change??? @LeoDiCaprio @ValeYellow46,852616 +1,"Yes, nor did she ask about climate change. https://t.co/FUhuvzsB7l",479698 +2,RT @nytimes: How are hurricanes related to climate change? https://t.co/Y8jGeD6S30,185530 +2,RT @EasterCaitlin: ‘Shell knew’: oil giant's 1991 film warned of climate change danger https://t.co/RAy1PGhNUX,830095 +1,RT @PopSci: Late-night comics could have a real impact on climate change denial https://t.co/xR2aDvIdI2 https://t.co/VSvPUPWgV4,697422 +2,RT @Reuters: Secretary of State Kerry urges countries to treat climate change as urgent threat despite uncertainty he says creat…,738472 +1,"@HuffingtonPost Mankind has contributed to climate change. I still believe it's cyclical, but that doesn't mean it isn't happening.",759970 +-1,"RT @BrosukeH: It's also why the liberals want to stop global warming + +Their lizard overlords are literally being COOKED ALIVE",142997 +0,RT @tan123: Formula E 'can change Donald Trump's mind' over climate change https://t.co/QC3K2jrfIS,421580 +1,New plan: Planned Parenthood and climate change need to switch names. Republicans will care more about the climate than our swimsuit bits.,233429 +1,RT @AbbyMartin: .@TheRealNews exposes how the #Koch bros have used their vast wealth to ensure US takes no action on climate change​ https:…,936159 +1,@NancySinatra Sadly it's not just climate change that is endangering the Reef. https://t.co/JE49rZQLIX,551237 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,824763 +1,@JuiceCs4 @melysebrewster @sciam you know that global warming is proven through physics right?,436835 +2,RT @nytimes: Trump’s team asked the Department of Energy for names of all employees who have attended climate change conferences https://t.…,782507 +1,"RT @MyraRez: gn! please remember that black lives matter, climate change is real, not all immigrants are 'bad hombres', & love…",8931 +2,"Judge orders Exxon to hand over documents related to climate change + - (https://t.co/XHZRTeBiK3) https://t.co/wn1t16odun",279844 +2,RT @NYTNational: Mayors call on Trump and Congress to rejoin Paris accord on climate change and vow to take up the battle https://t.co/Pitr…,839322 +0,@amcp BBC News crid:3ty940 ... but scientists believe that man-made climate change is still pushing global temperatures upwards ...,572050 +1,@hvysnow @LindaSuhler I don't believe in climate change but humans are killing the planet with the pollution we create,157993 +1,"RT @alfranken: Everyone is entitled to their own opinions, but climate change is a fact.",854140 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,548929 +1,"@Siotag I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",833805 +2,RT @lhfang: Republican Kelly Ayotte lost millions of dollars by defying Koch brothers on climate change https://t.co/NK60G87Nwj by @AlleenB…,147173 +1,"RT @_Shenanagins: It BOGGLES MY MIND that 195 countries can agree to take action against climate change, but the US (2nd largest polluter)…",458393 +2,"RT @nytimes: The federal climate change report, by scientists from 13 agencies, is awaiting approval by the Trump administration https://t.…",303207 +1,"The Weather Channel shuts down Breitbart: Yes, climate change is real - https://t.co/5zxAFzrLSQ https://t.co/sHKr5SpQD3",856539 +1,"RT @Nature_Climate: Seagrass meadows, saltmarsh and mangrove forests are a powerful climate change solution. https://t.co/y3s0KDtHMM…",23726 +0,Great to find experts using data rather than dogma in analysis of climate change. .@AlexEpstein… https://t.co/HE6u0xAnkv,59192 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,397555 +1,RT @nowthisnews: President Trump may be ignoring climate change - but Hawaii isn't https://t.co/Y9bEfpnplc,355738 +2,Antarctica's disappearing penguins reveal impact of climate change #NewsVideos https://t.co/deoNPyoGmp,505760 +2,"RT @ConversationUK: New Everton football stadium could end up underwater thanks to global warming, warns researcher +#lfc #efc…",924430 +1,RT @algore: I'm optimistic about climate change. But people like you have to speak up for solutions: https://t.co/gwT6xJVIUP…,862388 +2,The ocean is planet's lifeblood. But it's being transformed by climate change... https://t.co/bT5aD79U3t by… https://t.co/cEEJh874Ei,118639 +1,"RT @Angus_OL: Art + +Politicians discussing whether climate change is real or not https://t.co/63xv7HZ11h",145696 +1,RT @ForeignPolicy: Trump may kill the world’s last hope for a climate change pact @robbiegramer reports on the bleak view from #COP22…,647706 +2,"RT @dino_grandoni: As Exxon CEO, Rex Tillerson emailed under the alias 'Wayne Tracker' to discuss climate change risks +https://t.co/6jdoVMW…",732325 +1,"RT @echsechoclub: No matter what any politician says, climate change is real, threatening to the entire planets future, and should be taken…",885329 +1,RT @MattBors: Florida. Half the state's going to disappear in ten years due to global warming. They're going for the guy who says it's a Ch…,240091 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,883596 +1,RT @FareedZakaria: I asked @neiltyson for his take on climate change skeptics: https://t.co/95AqLdtN6W Watch the full interview Sunday 10 a…,850699 +2,"RT @tveitdal: Polar vortex shifting due to climate change, extending winter, study finds https://t.co/pFeqP3mhya https://t.co/tA5fDSJzfg",58826 +1,"November 16, 2016 at 05:19AM This is what climate change looks like https://t.co/nskYlac4OO",806468 +2,RT @brady_dennis: CDC’s canceled climate change conference is back on — thanks to Al Gore: https://t.co/Imzqh1NrKN,523675 +1,"Science TV shows for kids on Nickelodeon, Disney, and PBS ignore climate change. JV https://t.co/gJMOU8PAuR",777978 +1,RT @NewScienceWrld: You need to get inside the mind of a climate change denier if you want to change it https://t.co/uThmXOUx2e https://t.c…,367284 +2,Trump's budget would torpedo Obama's investments in climate change and clean energy https://t.co/mU6YngE3XX #fb,414627 +2,"RT @SciMarchRaleigh: 'Mad Dog' Mathis, Trump's Secretary of Defense, says climate change poses immediate issue to national security https:…",195050 +2,Oil firms could be sued over climate change https://t.co/Bp4G2sUZKX,764617 +0,"RT @boopsehun: if btob are really bringing btob time worldwide, then i am glad global warming will finally be put to an end",933467 +-1,"RT @SonofLiberty357: As a Texan, I totally believe in climate change, in Texas we call it seasons. #climatemarch",811735 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,400999 +1,"President Trump's decision to pull US out of the Paris Accord on climate change reflects a materialistic, selfish & short-sighted mindset",518606 +1,Republican Congress calls climate change ‘direct threat’ to US security. What? But… Mr. Trump said it was a hoax! https://t.co/sXWBOIok36,443192 +-1,"RT @timgw37: Surprise TRUTH about global warming revealed, liberals SILENT… https://t.co/QX4pmZ9bn6 https://t.co/nC2Y1we389 AllenWest + +Surp…",502437 +1,"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",469936 +1,"RT @lexcanroar: US peeps, please get involved with climate change campaigning + orgs - otherwise we could globally reach a point of no retu…",817945 +0,RT @tedfrank: Reporter suggests climate change caused by Paris withdrawal will cause East River to rise by over 200 meters. What…,718303 +2,US cities vow to tackle climate change in wake of President Trump's decision to withdraw from #ParisAgreement…,336074 +1,"#Climatechange ISRAEL21c All faiths must unite to fight climate change, clergy urge ISRAEL21c Rosen,…… https://t.co/32ihuHIcj0",199134 +2,RT @ReutersUS: U.S. EPA chief unconvinced on CO2 link to global warming https://t.co/NgRt5l79PM,728681 +2,RT @thehill: Perry says he disapproves of Trump's request for names of climate change staffers: I will 'protect' climate researc…,343433 +2,EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to global warming https://t.co/eTAq2yoWYq #SOPride #Energy,564102 +1,@Alex_Verbeek He's putting someone who doesn't believe in climate change in charge of environmental affairs.,233398 +2,@DeptofDefense EPA removes climate change info from website. https://t.co/435zYm40mW,991377 +1,RT @seattletimes: Space Needle to go dark for #EarthHour in 30 minutes to support action on climate change: https://t.co/QpeeM1oRNn https:/…,990335 +1,RT @cbbroadbent: EPA head questions climate change - CNN - utterly mad https://t.co/g5EFqNYII7,202087 +1,RT @davidsirota: WOW: “You and your friends will die of old age and I’m going to die from climate change.â€ https://t.co/tFswYjwczQ,721562 +2,RT @CNNPolitics: President Trump's budget chief on climate change: 'We consider that to be a waste of your money'…,222802 +1,RT @kevko101: @tqm_usa @POLITICOMag Yeah climate change is a major factor warmer water and more of it in the ocean leads to highe…,603901 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,714017 +2,Scientists have a new way to calculate what global warming costs. Trump's team isn't going to like it. - Washingto… https://t.co/hr6MAbYEsr,960009 +1,RT @ReanaMK: Just another morning in Trump America: 'I would not agree that (CO2) is a primary contributor to global warming.” https://t.co…,842223 +1,"If Trump had half a brain, instead of denying climate change he’d attack it like this generation’s Space Race and say America will lead.",791240 +0,â¤ï¸global warming,307725 +1,"RT @NewRepublic: On a trip to the Arctic, Congressman Lamar Smith did his best to remain ignorant about climate change. He succeeded…",420803 +2,RT @CNN: Badlands National Park deletes tweets on climate change https://t.co/4YRV4OuOU0 https://t.co/pQtyTngiU3,360039 +1,RT @FastCoIdeas: No new fossil fuels can actually be used if the world wants to avoid catastrophic climate change…,262747 +1,RT @jswatz: The interesting thing: Exxon accepts climate change and supports the Paris deal. https://t.co/KbCXlWU3EH,216042 +1,"Ruth Porat: If we don’t have the will to address climate change now, it’s unclear if we’ll have the means later. #SIEPR2017",422931 +0,RT @tggracchus: @TheOneSoleShoe Conservatives should trade recognition of global warming & alternative energy for acceptance of nuc…,310580 +2,RT @danielgullo: The mystery of Greenland’s icy history could help us survive climate change https://t.co/M0phzPBX6y https://t.co/r4cM1Wf9T6,253669 +2,RT @washingtonpost: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/1pRNrMb…,25069 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,181757 +1,"RT @EmoPhilips: Democrat politicians: I'm glad that you acknowledge climate change, but please stop doing it like a single parent on a date…",448117 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,296852 +1,RT @MrDenmore: Hanson says the reef is fine. Her mate says climate change is a UN plot. A third tilts at the High Court. JMJC. https://t.co…,231195 +1,"@nytopinion @DLeonhardt Do you honestly think that a Trump admin., w/ Sarah Palin as Sec. of Energy, will really care about climate change?",706679 +0,Narratives of global warming and the uncanny at the Turner Contemporary @TCMargate #Margate https://t.co/PdxENvXMRD,244856 +1,"RT @kurteichenwald: If climate change is hoax, Trump must sue all p&c insurers in Florida 4 fraudulently boosting rates 2 account for $ ris…",39282 +2,India to halt building new coal plants in 2022 | Climate Home - climate change news https://t.co/3V6LfAtR9o via @ClimateHome,736956 +2,RT @thehill: EPA flooded with phone calls after EPA head denies CO2 role in climate change: report https://t.co/LH2tiwrSp1 https://t.co/wOh…,373809 +1,"RT @GhostPanther: Bye bye bank regulations. +Bye bye dealing with climate change. +Bye bye health care. +Bye bye diplomacy. +#electionnight",857831 +-1,"RT @shelliecorreia: The term 'climate change', was coined to give them a free pass on the climate. Whether it is hot or cold, it is al… ",351267 +2,California targets dairy cows to combat global warming https://t.co/YQlIjPpF7y,444092 +2,RT @climatehawk1: Arctic ice melt could trigger uncontrollable #climate change at global level | @Guardian https://t.co/zhr7X0mZSJ…,707423 +2,RT @thehill: Sierra Club calls for investigation of EPA head over climate change comments https://t.co/BxW5l58GaI https://t.co/jeiyV9sEtt,100001 +0,"It's March... global warming much? +#pennsylvania #snow #spring #uppergwenyd #dyecorduroy… https://t.co/9rpJjW5zOw",476610 +-1,"RT @SouthLoneStar: Mentally disabled liberals protesting against climate change. +They completely lost touch with reality. +#climatemarch htt…",700958 +2,RT @ClimateReality: Gallup poll (March 2016): More Americans than ever are taking climate change seriously https://t.co/uVIRF9Ob9w #Climat…,603292 +2,RT @rbaker65708: Exxon's shareholders just forced the oil giant's hand on climate change https://t.co/C9vmz6D7GP via @motherjones,132188 +1,RT @kengarex: This sculpture by Issac Cordal in Berlin is called “Politicians discussing global warming.” https://t.co/3SmZKVbbrP,566188 +1,"RT @NASA_ICE: Artist @ZariaForman flies with #IceBridge scientists over Antarctica, capturing images documenting climate change.…",917218 +2,RT @businessinsider: Trump to sign an order Tuesday dismantling Obama's efforts to reverse climate change https://t.co/oQ5vX0JEcz https://t…,711576 +1,"We are like, what, three weeks from thanksgiving and I have my windows open in the house. Who said global warming is fake?",691301 +2,RT @ddale8: Trump's order tells govt bodies they no longer have to consider climate change in assessing environmental impacts: https://t.co…,41308 +0,"RT @sapinker: 'Stories about climate change stress me out, hurting my immune system. Therefore they are a form of violence & should be bann…",842015 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,203221 +1,RT @RickyGoss: I don't get why climate change is a political issue when it is clearly a scientific fact.,373854 +0,@lexobenzo and the environment lmaooo Ur xans and vodka is only one person not contributing to climate change and d… https://t.co/mUhHkUdxGt,22726 +1,RT @Mikel_Jollett: The head of the EPA not believing in climate change is like the Attorney General committing perjury in his confirmation…,804563 +1,"RT @billmckibben: Trump is making biggest bet any leader has ever made: physics isn't real, and climate change can be safely ignored https:…",852638 +2,RT @guardian: Al Gore: climate change threat leaves 'no time to despair' over Trump victory https://t.co/iQ6QpIcCGA,26354 +1,RT @alfranken: Join me in calling on President Trump to acknowledge reality and fight climate change. The stakes are too high. https://t.co…,908245 +2,"RT @ReutersPolitics: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/JNI0o39DIU https://t.co/paRvIdkV3A",355199 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,573590 +1,"RT @EmbeezyJ: Vote based on the issues like immigration, climate change, LGBTQ+, women's rights, gun violence etc etc GO VOTE pls pretty pl…",423339 +-1,RT @JunkScience: Exclusive Photo! American Meteorological Society meets to attribute 2016's bad weather to climate change.…,689374 +1,"See @realDonaldTrump , climate change is not made-up by the Chinese! https://t.co/B3L1QxBaet",815255 +1,@LOLGOP They're getting as many ski trips in given that global warming may put a bunch of those ski areas out of business permanently.,382618 +0,@springrose12 Kendileri bilerek yaptılar kuzum küresel ısınma climate change fln hepsi planlı millet hala uyusun,646951 +1,@CindyCoops @topsecretk9 @johnlegend he picked a man who denies climate change,801624 +1,"Blah blah, steve Bannon is pro-facts lol he doesn't believe in climate change. He's a fucking halfwit bigot https://t.co/Y345JBNDoQ",686075 +1,"RT @Bumbling_Boris: Hit a snag. Gay bashing, terrorist linked, climate change denying DUP stalling on coalition with Tories. They fear it'l…",56783 +1,"When I was a kid it snowed all the time...yes, I do believe in global warming.' -Brian Frye",633454 +1,"RT @billmckibben: Trump is making biggest bet any leader has ever made: physics isn't real, and climate change can be safely ignored https:…",918167 +1,I see a correlation between climate change denial and the theory that any additional radiation is harmful. Adherents of both ignore data.,450570 +0,And here come all the global warming jokes.... right on time,273715 +-1,@SethMacFarlane Seth why ru so concerned about global warming pal? What about real issues like Donald trumps tupee,190503 +1,"@GettyImagesNews @jraedle Incredible photo of climate change catastrophe, global warming will make this kind of photography more frequent.",979004 +0,"RT @Totalbiscuit: Two wrongs don't make a right, Trumps a fuckwit and how quickly alt-Reich snowflakes melt is proof of climate change. Goo…",616898 +-1,RT @LifeSite: Vatican helps the Catholic Left elect Democrats by creating a new ‘non-negotiable’: climate change. https://t.co/dCPbmvv8n7,242298 +0,@ananavarro but we aren't allow to attribute this to global warming,330203 +1,"RT @lhfang: Just like climate change denial, some Dems are incapable of Googling to see we covered Trump/GOP aggressively https://t.co/BYr…",279518 +-1,RT @Stevenwhirsch99: Wake up libs! Radical Islamic terrorism is a much bigger threat than climate change. We're lucky to have a POTUS wh…,541305 +0,Only climate change I want is for the glaciers move to my future wife's ring finger. 💍,350025 +0,RT @diannawolfe13: Al Gore @ Trump Tower today. Meeting with Ivanka to discuss climate change issues? WTH!!! Can't wait to hear more about…,213672 +0,"RT @DrSueDVM: Independence Hall after #HillaryVoters left last night. + +Worried about 'global warming' but can't pick up their tra…",167225 +0,@LETLUNADiE Hdkdks hes the cause of global warming,366667 +1,RT @RecyclePub: Switch off your light bulbs from 8:30 to 9:30pm wherever you are today and show your commitment to fighting climate change…,277032 +0,"Journalism. CNN style + +What Trump's executive order on climate change means for the world +https://t.co/WrIB1eKP8K",14297 +2,"RT @TEN_GOP: JUST IN: Reports on climate change have disappeared from the State Department website. +#ClimateFacts",443678 +1,"RT @catingrams: https://t.co/RUnQoP6dJo EU-bashing by tabloids driven by pro-fracking climate change denial lobby, add Trump=disaster @Scie…",321019 +2,RT @NatGeoChannel: Nearly every week for the last four years @SenWhitehouse has taken to the senate floor to talk climate change.…,547683 +0,RT @bristanto8: if global warming isnt real then why did club penguin shut down,422984 +1,RT @BillMoyersHQ: VIDEO: All you need to know about climate change in 12 minutes https://t.co/dlLfoUEwHe,25661 +1,The main cause of the global warming is increasing the concentration of CO2 in the atmosphere in the last centuries. https://t.co/4eC05BJRip,889267 +1,RT @YEARSofLIVING: The U.S. military has called climate change an “accelerant of instabilityâ€ and a “threat multiplier.â€ #YEARSproject…,329321 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,170785 +-1,@ABCPolitics Truth about climate change. #buffoons https://t.co/Ihm8xu1mNn,379626 +1,"RT @zzzzaaaacccchhh: ME: i love this warm weather!!!! +MY BRAIN: climate change makes me wonder if it's morally indefensible to have childre…",790592 +0,RT @JackPosobiec: Macron at the G20 'We cant fight terrorism effectively if we dont have a clear plan to fight climate change' https://t.co…,332809 +1,Trump taps climate change denier to head EPA https://t.co/pe54Fj6J3M,17635 +1,RT @chrisconsiders: victory for trump could mean the end of the world - literally. to have someone who thinks climate change is a hoax in o…,448205 +0,@ZackJG Michigan is the only place benefiting from climate change,898170 +2,"RT @danmericaCNN: Bernie Sanders on a call with Clinton supporters: 'Literally, in terms of climate change, the future of the planet is at…",3852 +1,you have to be on another level of dumb to deny climate change. https://t.co/n0FGhDS8ao,787318 +1,RT @xeni: #Halloween's ok but if you really wanna get scared watch this new @NatGeo​ climate change doc with @LeoDiCaprio https://t.co/rUFM…,814171 +1,"it's 2017 and people still find global warming as something they can choose, like 'i don't believe in global warming' +it's literally a fact?",95286 +0,I know jesus really coming in on a cloud the way climate change is. Lol its 80° in november. Shessssssh,6015 +2,"RT @SafetyPinDaily: Trump's plans to cut climate change protections are worse than feared, leaked documents show | Via @independent +https…",771663 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,52535 +0,RT @llazaromarin: Starting with the 2nd day meeting: Med journalists talking on climate change reporting #MedGreenJournalism COP22 https://…,121708 +1,"RT @chunkymark: a housing bubble, a mounting debt, global warming, Nigel Farage BBC Racist pin up boy, billionaire oligarch greed, >",672682 +1,@realDonaldTrump Why have you forbid our scientists to talk about climate change? Why remove water regulations? Do… https://t.co/EBzi09iiIH,546585 +1,RT @Slate: China very kindly explains to Trump that it didn’t invent climate change as a hoax. https://t.co/IQabNr6v9A https://t.co/OdEC8nu…,863232 +1,New Global Action Programme for SIDS countries addresses nutrition and climate change challenges https://t.co/uBqtH3Cutp #sids,571798 +1,RT @MissEllieMae: I used to say only extreme weather would force a conversation on climate change. But now there have been 2 Katrinas in a…,503876 +2,"RT @chriscmooney: We only have a 5 percent chance of avoiding ‘dangerous’ global warming, a study finds https://t.co/HLSo8h8g2f",711568 +1,RT @ajplus: Is this deal to fight climate change too late? 😕 https://t.co/e76UJNCYN8,680828 +1,RT @circeverba: #ThinSectionThursday #TBT Converting CO2 into stable carbonate phases in CRB (basalt). Feasible climate change miti…,147452 +-1,"Doomsday forecasters have changed the narrative from the coming ice age, global warming then climate change....they finally picked scenario",953950 +1,Ok so. I am so confused with this weather here in Texas tomorrow is Christmas and the high is 73 degrees Fahrenheit.Umm global warming Mitch,807781 +0,RT @LyssaDenae: CAN we just appreciate how HOT Kylie Je.......now that I got your attention can we find a cause for global warming & what w…,493956 +0,niggas ask me what my inspiration was I told them global warming,355724 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,493778 +2,"Atlantic Ocean circulation could collapse with climate change influence, study says #Science https://t.co/yXzAOBcj4M",942932 +-1,@ABC well there's all your answer to your droughts that you've been having. If it's dry Or raining The climate change mantra goes on & on,993481 +-1,@DanielJHannan They literally called climate change racist. Brexit and Trump prove the word has been stripped of all importance,34677 +2,"RT @PacificStand: Life, liberty, and the pursuit of climate change https://t.co/SS65X24oAd https://t.co/i6kR81RmrI",540577 +1,Blackhawks' Jonathan Toews shares passionate message about climate change - For The Win https://t.co/NAfclvVCgE,340857 +1,"Hey media, this is called 'climate change.' I know you want to make it look like a temporary problem to keep throwing in pocket change",697931 +-1,World leaders duped by manipulated global warming data https://t.co/vA75dsZhwZ @realDonaldTrump spot on with your gut feelings,334920 +0,"RT @RHSPressOffice: Porous paving matrix, can support a lorry @The_RHS climate change garden #RHSChatsworth #GreeningGreyBritain https://…",685286 +1,@peterdaou @Nebula63 Add: deny climate change. Voter suppression. Marriage equality. Demonizing immigrants. Tolerates racism/anti Semitic ��,51215 +1,RT @shannynmoore: Our community had 100% show up to #MarchForScience - we can see climate change from our porch. #Alaska https://t.co/dRzZE…,844263 +0,"@WestWingReport @realDonaldTrump They also deny climate change (Chinese hoax, right)",364583 +2,RT @nobby15: Twitter resistance explodes after federal climate change gag order https://t.co/svqomFWGpD,532050 +-1,"1999: you'll die due the Y2K Bug. 2008: ditto, climate change. 2016: all you own will be hacked. Not quite, say I… https://t.co/9pgFmFDhcE",810915 +1,"RT @ajamubaraka: We have to figure out a way in which we address the common challenges that we face like climate change, continued war & so…",375893 +-1,RT @ian_mckelvey: Republicans don't ignore 'climate change'. We simply recognize it for what it is: a very large-scale wealth redistr…,77465 +0,RT @PolitiFact: These are all False claims about climate change https://t.co/9o36L4G8wg https://t.co/nfDGYpwbft,723321 +1,@VP @NASA @NASA_Johnson how can you be a 'lifelong @NASA fan' and deny climate change at the same time?,635156 +0,@JEPomfret @USEmbassyBJ @USEmbassyKabul Silly twit! Tricks are for kids! Resigning over climate change? What a silly rabbit!,937724 +1,RT @KamalaHarris: Memorize the number (202) 224-3121. Keep up the calls on climate change and so many other key issues. They're making a di…,753841 +1,RT @NASAGoddard: Tomorrow at 7 a.m. ET on Facebook Live! Learn how NASA studies ice to track global warming effects:…,385948 +1,"Discussing climate change with Bruce McCarl, A&M colleague and member of IPCC panel that shared the 2007 Nobel Pea… https://t.co/5cWMPpUROt",88295 +1,"RT @SenatorCarper: Sandy, I hear you and I share your concerns about climate change and the future of the EPA. That's why I urge my co… ",892583 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",897651 +2,"RT @thehill: Ivanka Trump wants to champion fight against climate change: report +https://t.co/ieo7habnKn https://t.co/cgc2pap2LX",522871 +2,Pope's academy tells priests to teach global warming https://t.co/IwsnD38OKj,80725 +1,RT @kurteichenwald: Russia hack deniers & climate change deniers have a lot in common. Either theyre corrupt or they refuse 2 accept univer…,217564 +-1,FOX NEWS PANELIST: Al Franken arranged so-called climate change to distract from newly uncovered jobs numbers crisis #benghazi,161486 +2,#Reuters Activist investor ramps up pressure on Shell to act on climate change https://t.co/B6xHCaDeq4,309368 +1,RT @BrianEisold: I'm voting Jill Stein because she is the only candidate who has a solution to tackle global warming. #ItsInOurHands #Jil…,862668 +2,"Trump attempting to illegally suppress scientific and economic knowledge of the social costs of climate change: +https://t.co/mQOFfOJKh5",891643 +1,RT @TurnLeft2016: Dr Karl to debate Malcolm Roberts on climate change - bc the opinion of a 5 minute senator need to be give the same weigh…,680449 +-1,@RachelBronson1 There is no climate change.This is a liberal talking point to control people!The climate has been changing for millions yrs!,874452 +1,RT @LOLGOP: Adults are wasting valuable minutes of their lives trying to figure out if a birther thinks climate change is a hoax.,846303 +1,RT @WIRED: The $280 billion a year coastal cities are spending on climate change is propelling some ingenious engineering https://t.co/bvGd…,578766 +2,EPA chief: Carbon dioxide not 'primary contributor' to climate change - https://t.co/AgQTTzmosW,110608 +1,"RT @WoodsHoleResCtr: In Arctic Siberia, scientists try to stave off catastrophic climate change by resurrecting an Ice Age biome: https://t…",18891 +2,"RT @LouDobbs: Wanna Bet? France, UN tell Trump action on climate change unstoppable https://t.co/x9iqy4YvN7 via @YahooCanada +#MAGA #America…",27987 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,865583 +2,RT @citizensclimate: Experts say warmer winters caused by #climate change are allowing ticks to expand into new regions…,883478 +1,RT @daveweigel: Oil company executives are far more likely to believe in man-made climate change than Republican politicians.,315184 +0,#creative global warming titles plastic filing system,349608 +0,RT @Slate: You can now watch Leonardo DiCaprio’s climate change doc online for free: https://t.co/jk1o40AdX3 https://t.co/YcOXnfsWsm,436913 +1,"RT @Alejand15806122: @pinkfloyd +Please we ask the artists of the world to raise their voices and to help us against climate change #Climat…",496412 +2,RT @sciam: Leaders from 90 world “megacities” plan to act on climate change—whatever national leaders do. https://t.co/KUUsyFeuWk,939790 +2,Now I Get It: The hot debate over the Paris Agreement on climate change https://t.co/eQBj13Z2wG https://t.co/kAyHMj5y9p,770760 +0,"RT @AliIngersoll4: Several information pages have disappeared from the White House website including civil rights, climate change, and… ",274936 +2,RT @pablorodas: EnvDefenseFund: Why Walmart is doubling down on its commitment to climate change. https://t.co/g9e6NELDgF,79864 +-1,RT @SteveSGoddard: The IPCC is a governmental organization whose sole purpose from day one was to push global warming propaganda. https://t…,264177 +2,California water regulators expand focus on climate change - The Desert Sun https://t.co/Aaj3liWbJx,798295 +1,RT @dangillmor: Americans who'll suffer the most economically from climate change are among the likeliest to deny it exists or that…,134405 +0,Harry is typing up a strongly worded email to management about the dangers of global warming shortly,218842 +2,RT @tveitdal: China blames climate change for record sea levels https://t.co/JlSRBdkwSk https://t.co/9lY9OGN2Im,248187 +1,"As a result very different exposures and vulnerabilities to climate change are experienced in, say, Chicago, can cause delays.",765897 +2,G7 leaders pressure #Trump on #climate change: New Kerala https://t.co/5YsNol9mym #environment,911688 +1,"100° in the bay in September, & 2nd hurricane heading for US Mainland, but climate change is fake right... okay, alright @realDonaldTrump",790237 +1,"RT @sammobrien: its 94 degrees outside right now, in november, but we just elected a president who doesnt believe in climate change ðŸ¸â˜•ï¸",564923 +1,RT @BillMoyersHQ: Tips for how to cut through the misinformation around climate change. https://t.co/0uUZao3vWf,21553 +0,RT @suicidebully: If global warming is real then how tf Santa still surviving??,808661 +2,RT @nytimes: President Trump is poised to announce his plans to dismantle the centerpiece of Barack Obama’s climate change legacy https://t…,627434 +2,Trump sends 'much smaller' team to UN climate change summit - The Independent https://t.co/ilEMhWBgLw,838263 +1,RT @SamHarrisOrg: Who would be the best scientist to discuss climate change on the #WakingUpPodcast?,936523 +1,"#TrumpProtest TRump doesnt believe in climate change...WTF how will we breathe or drink water or SURVIVE if our air, water, land is dirty?!",469903 +2,thefirsttrillionaire Rise in Arctic Ocean acid pinned on climate change https://t.co/NcmQapQBrr via #SAPNAJHA https://t.co/IM9yh5FTE0,206918 +0,@itsjoshuacuevo humagin bigla tanginang climate change,198640 +1,RT @nikki_emm: Good morning to everyone except climate change deniers ☀️�� https://t.co/AOrwHSvwhF,869871 +1,"“how nature and people, including human-induced climate change, alter the pathways of water”",80296 +1,"One would think Floridians would care about climate change, rising oceans, and BREATHING!! Money and greed can be... https://t.co/Pp6PxwiWea",631823 +2,RT @NewRepublic: Rex Tillerson isn’t sweating climate change. https://t.co/XkKbG0K4os https://t.co/u9flCZNw4l,396159 +0,"@MailOnline wow ,is it global warming,or did some one just step on the edge.������������",256966 +1,RT @benmekler: It's 91 degrees in mid-November and the president-elect wants to cut 100 billion dollars in federal climate change spending,737363 +-1,"RT @RonNehring: If the 'solution' to 'climate change' was lower taxes, smaller government, and more freedom, would leftists still be intere…",41311 +1,Mapped: The climate change conversation on Twitter in 2016 | Carbon Brief via rightrelevance https://t.co/6N6zCe4NiK,188596 +1,"RT @NatGeoPhotos: Though visually stunning, this colorful view of a snow cave sheds light on our warming planet:…",299973 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,109160 +1,RT @neighbour_s: The far-reaching global effects of climate change. Monday on #4corners https://t.co/L1SUsCNRr7,220276 +1,Dangerous times when a world leader has called climate change a hoax. https://t.co/Gyn79cRBW0,481570 +2,"RT @WorldfNature: Governments sued over climate change, with banks and firms next - New Scientist https://t.co/ORLvbVdHdc https://t.co/2DCj…",98982 +0,"@ErrataRob In other words, libertarian hacktivists are causing global warming.",992553 +1,Scientists say that global warming is past the point of no return. I'm still in favor of that meteor everyone's been talking about.,668569 +2,Doctors unite to say climate change is making us sick' https://t.co/mhzZHGIoDX #science #feedly,66322 +1,RT @sherfitch: Sheila Watt-Cloutier on raising awareness about climate change in the Arctic https://t.co/EWR2HK3RwD Fabulous interview @R…,910722 +1,RT @CardChick: Why does science count when it comes to fetal development but not with climate change or pipelines? I'm so confused. 🙃,939460 +0,RT @oalikacosmetics: I call it ' global warming ' ðŸŒ https://t.co/5rI9RcEpbE,184625 +1,"RT @beignetcamille: White ppl aren't mad at poverty, sexual trafficking, racism, & global warming but they're mad at a song telling them no…",762490 +2,RT @BAS_News: BAS scientist @EmilyShuckburgh co-authors piece on why temperature alone is insufficient to monitor climate change https://t.…,869377 +0,RT @Fabreezyo: If global warming is a hoax then why did club penguin shut down ��������,475931 +1,"RT @PiyushGoyalOffc: Renewable energy is an example of the Govt's sensitivity to the challenge of climate change, internationally : @Piyush…",824378 +0,"RT @imjadin: 'Ni**as askin what my insperation was, I say global warming' 😂 - @asvpxrocky",381207 +1,RT @ClimateReality: We can’t fight climate change without forests — trees are amazing carbon sinks. RT if you’re pining for more trees. htt…,11592 +1,#FacesOfChange - How are people combating climate change across the world? Stop by our 📷exhibit at the #COP22 Green… https://t.co/am7sVd6W6R,542608 +0,"RT @RAN: What do @LeoDiCaprio, elephants, and the Leuser Ecosystem have to do w/climate change? Turns out enough to make a f…",786042 +0,RT @tom_peters: Never been climate change fanatic. But was dragged to 4-day high-power climate change conference. ONLY TOTAL DIMWIT WOULD B…,675203 +2,RT @thehill: EPA flooded with phone calls after EPA head denies CO2 role in climate change: report https://t.co/Xv5OaTg8JO https://t.co/wBr…,635608 +1,RT @kurteichenwald: Better to throw out CEOs who might criticize him than 2 provide info on climate change to corporations that need it. ht…,903915 +1,"RT @YouTube: .@NatGeo teams up w/ @LeoDiCaprio to explore climate change and prevent catastrophe. + +This is #BeforeTheFlood →…",418546 +1,"RT @ErikSolheim: Countries like #Somalia paying the heaviest price for climate change with more frequent, severe droughts. Needs hel…",875775 +1,RT @AustralisTerry: Queensland is now fuelling global warming #methane #CSG #LNG #AUSPOL @QLDLabor #CSG https://t.co/amWMGDoxNc,907280 +2,World financial leaders failed to reach satisfactory conclusions on climate change and trade https://t.co/gb59a5QTxR,863595 +2,RT @ClimateDepot: Trump meets with Princeton scientist who called 'global warming' fears 'pure belief disguised as science' https://t.co/ub…,610105 +1,RT @ava: Remember others. People outside of America are suffering from the severe effects of climate change too. They also n…,274760 +1,"US fed dept censoring term 'climate change',@guardian If we don't talk about @realDonaldTrump will he go away too? https://t.co/By5zGTxPxE",535382 +1,RT @Kanew: A climate change-denier who calls progressives 'race traitors' as chief agricultural *scientist*? Sure why not. https://t.co/PXp…,721078 +1,"RT @LewisPugh: BLOG: From what I am seeing, we are now facing runaway climate change in the Arctic. https://t.co/8hHQOBPOdB Please…",679240 +-1,#QandA Just listen to these slimy politicians sell man-made climate change like sleazy used car salesmen,281655 +2,"Experts to Trump: climate change threatens the US military. + +#Veterans #USN #ClimateChange https://t.co/DIMaaek0yq",486685 +2,"RT @ProfTerryHughes: AAAS Science: 'There’s only one way to save the Great Barrier Reef', scientists conclude - deal with climate change ht…",15763 +1,RT @RogueNASA: Oh. EPA chief Scott Pruitt says CO2 not a primary contributor to climate change. https://t.co/2lFaXNUVGA,593821 +2,"RT @stevebeasant: UK to 'scale down' climate change & illegal wildlife measures to bring in post-Brexit trade, secret documents reveal http…",630387 +1,"RT @robbulldog: Eastern Australia bakes in heatwave - +Keep denying climate change and the LNP will destroy us… ",22558 +0,A. Lammel @UnivParis8 on the contribution of local knowledge to understand the global character of climate change… https://t.co/yUDXTvygEW,762023 +1,RT @raykwong: So cool. Scientists try to stave off catastrophic climate change by bringing woolly mammoths back from extinction.…,661994 +-1,RT @BobRey77: Some millennials actually believe that they are going to die young because of climate change. How stupid is that?…,521294 +1,@cj_stout_ every other source other than random blogs says opposite on both points. No climate change hiatus. Ice caps at record lows.,691558 +0,@BBCWthrWatchers Z.. just more cooling..trending to grand solar minimum..pray for global warming ��������,872546 +1,RT @NRDC: 62% of Americans say the effect of global warming are happening NOW. @NRDC will continue to fight for climate actio…,921436 +2,RT @AP: BREAKING: Group of Seven final declaration says U.S. 'not in a position to join consensus' on climate change.,651023 +1,"RT @manupulgarvidal: Denying climate change insults those who suffer its consequences, as in Peru https://t.co/L7sJXu2x0X https://t.co/olta…",959126 +1,Pruitt and Screw It = not caring due to hot flashes cuz climate change happened d/t human caused carbon emissions @twwnaz #scienceisreal,299947 +1,RT @GuardianesBos: Finished an awesome digital campaigns workshop at #KMANV. Another step towards fighting climate change by protectin…,390722 +1,RT @UCSUSA: MYTH: you have to be a certain type of person to care about #climate change. https://t.co/NgdyNl2G7V https://t.co/h5VXTBHArV vi…,270649 +2,Hundreds of millions of British aid 'wasted' on overseas climate change projects https://t.co/JzetC6sR0K via @telegraphnews,26549 +1,"Oh #GOP , your choice of ignorance is incredible: Wisconsin now pretending not to know about climate change. https://t.co/y38KwELsUc",842932 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",135507 +1,"RT @thinkprogress: Oklahoma hits 100 ° in the dead of winter, because climate change is real +https://t.co/6lroRTg9rR https://t.co/YmpUDuEWum",826781 +0,"Right now, I'm contributing to global warming. + +I should stop",245182 +2,Trump taps climate change skeptic to oversee appointments of top NOAA officials - https://t.co/5ldTBDNyf5,822427 +-1,@TamiMarie9 @Alyssa_Milano global warming? Lol come on the earth is millions or billions of years old and all of sudden the world will melt?,252173 +-1,ANONYMOUS RELEASE SHOCKING DOCUMENTARY let's hear less about global warming and more about GMO. https://t.co/vMJEez7der,313808 +1,Deforestation and climate change are being financed with our savings #climatechange #deforestation https://t.co/uwvt4CECdY,132763 +1,RT @EliLake: The real story of the Trump-Russia investigation is what it means for climate change. That’s why @NextGenClimate is…,234356 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,690064 +0,Anyone have ideas (or content to share) for teaching climate change content in Calc 1/Calc 2? https://t.co/0hpeaohpd6,970271 +1,"Cool how Leo met with Al Gore, who gave a TED Talk on climate change. They both know the magnitude of our situation #ghsapes",822741 +2,RT @Acosta: EPA removes climate change information from website https://t.co/37IA1w2KcM,902623 +2,"From racism to climate change, CEOs keep turning on Trump https://t.co/6QTBKk5Ta1 via @CNNMoney",582082 +2,"RT @BigWeirdCow: Eat less meat to avoid dangerous global warming, scientists say https://t.co/ot7TjHknsC",103968 +1,RT @NaomiOreskes: Bob Inglis: Unmasking the deceit over climate change - Greenville Journal https://t.co/IlpLll6321,150171 +2,Your turkey sandwich is contributing to global warming https://t.co/RdqqoxodLF via @nypost,517672 +1,"The relationship between carbon, fossil fuel burning, & climate change was understood over 100 years ago. #science… https://t.co/zDuA6tOUNd",754442 +0,"@WMassNews I thought it was increasingly poor diets and lack of exercise, but climate change makes more sense",555703 +1,RT @MhairiHunter: Remember when Michael Gove tried to get climate change removed from English school curriuculums? Now he's Environment Sec…,858481 +2,How climate change could make extreme rain even worse https://t.co/kGR133b3dA,355533 +1,RT @PaulieMcGinty: Wow this global warming really starting to hit home. #carbonfootprint #globalwarming #makethatchange #thinkofthekids htt…,485987 +1,"Perfect for any backyard, our residential solar kits save you thousands and to combat global warming.… https://t.co/g6lM5M67Ug",4266 +-1,"RT @BasedElizabeth: Liberals are more worried about Islamaphobia (which they invented, kind of like global warming) than they are about…",93094 +1,"RT @JilliRobi: Welcome to America. Where we deny climate change, men brag about rape, and the KKK supports our president. #notmypresident",782492 +1,"RT @newscientist: On subjects from climate change to evolution, Democratic Unionist politicians have some questionable views…",66859 +-1,RT @davidharsanyi: Does it bother any of these preening journalists that climate change predictions have been laughably wrong for the past…,458737 +1,RT @DavidCornDC: Every insane thing Donald Trump has said about global warming https://t.co/f9BgXWyB0M,75179 +0,RT @the_moviebob: Remember when SOUTH PARK did a whole ep about how climate change was an imaginary thing Al Gore made up?,736681 +1,@pabloriddla What's stupid is tweeting strangers instead of focusing on the realities of climate change & terrorism. Blocking you now.,364727 +1,"RT @selectedwisdom: Whether climate change is manmade or not, it is real, and why wouldn't we want to research this & prevent it? https://t…",365913 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",21020 +0,"RT @Tombx7M: Let's talk climate change +#TravelBan #FoxNewsSpecialists https://t.co/qyBXpXERNr",498088 +0,RT @Chemzes: This is now the liberal version of the right's climate change denial https://t.co/gs2Dpkpbpi,950668 +1,RT @DataToStories: A new book ranks the top 100 solutions to climate change. The results are surprising. https://t.co/eJpI3RzMkP via @voxdo…,408992 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,842703 +2,"RT @TheAtlantic: How globalization and climate change are spreading brain-invading worms, by @AdrienneLaF https://t.co/74ycG6MXwb https://t…",513728 +1,How the Fed joined the fight against climate change - The Federal Reserve’s policy ... - #green #cyprus - https://t.co/m1KU6d5TCU,478533 +-1,@DeplorableMan21 have the thing is climate change is cyclical,628570 +1,"This confirms one of two things... + +1) climate change is real +2) white people are out here painting alligators https://t.co/ON981V5WRk",180077 +0,"@tonywestonuk I think Nuclear Winters and near-extinction are a bit risky in fighting global warming, to be honest. :-)",969446 +1,"@HendyGardenLove ...and all climate change deniers, no doubt! HELP!!!!",279539 +2,RT @business: Inside one Republican's attempt to shift his party on climate change https://t.co/WZWgBdxYxP https://t.co/SWRUI1BSbz,14603 +1,RT @lifeaseva: Taking shorter showers and buying reusable bottles won't stop global warming. It's the main result of our agriculture demand…,688921 +1,RT @TracyNovick: It doesn't matter to the ocean if you 'believe' in climate change; it's just going to rise. #standupforscience https://t.c…,421717 +1,"RT @pvnk_princess: Reasons To Go Vegan 2017: +•Save 300+ animals per year +•Help reverse climate change +•Stop contributing to world hunger +•…",672785 +1,"I relate to how angry @BillNye is at non-voters, climate change deniers and shit.",539679 +1,RT @elonmusk: Worth reading Merchants of Doubt. Same who tried to deny smoking deaths r denying climate change http://t.co/C6H8HrzS8X,172462 +2,Hacker News - Diet and global climate change https://t.co/jSjJqyexNr,795372 +1,RT @cnni: Donald Trump has called climate change 'a hoax.' Here's what could happen if he rolls back anti-pollution measures https://t.co/Q…,820771 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,996271 +1,RT @qpples: when you're enjoying the warm weather in december but deep down u know it's because of global warming https://t.co/GyNz1RQ8YR,589018 +-1,@franzstrasser @PrisonPlanet global warming is the biggest crock of shit ever uttered a scam for control and $$,529517 +-1,RT @akselgarry: Don't need to worry about climate change in Europe. In time the Muslims will have killed everyone before mother nat…,650964 +1,"RT @brianklaas: Shocking that the man who lied about birtherism, climate change, crowd size, his victory margin, & voter fraud also lied ab…",377362 +0,@azadi_mp3 global warming has actually been calm we're still at like 12 degree weather everyday,557824 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,664044 +0,RT @kyeoshin: when global warming🔥🌍 got the weather perfect 👌& all your windows down cooling cause you know we about to have a wa…,21697 +1,RT @aliamjadrizvi: Evolution & climate change-denial on the right. Anti-vaccine & anti-GMO on the left. Scientific ignorance is bipartisan.…,345043 +1,Five reasons to be optimistic about climate change - High Country News https://t.co/LiSlGcwZL8 - #ClimateChange,26642 +1,RT @mitchgarber: @vicenews Memo: Rex you're not the CEO of Exxonmobil anymore. U can Acknowledge climate change. 6th graders can explain th…,340067 +1,RT @WMBtweets: Addressing climate change – unprecedented biz opportunity. #LESC22 @COP22. It’s time 4 action @Low2No…,658589 +1,#EarthToMarrakech: COP22's digital call-to-action on climate change https://t.co/1vUA3dKYA8 #mashable,651153 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,28636 +0,@ScottFisherFOX7 wats global warming,253688 +0,RT @romans_cast: Hopefully this global warming reversing machine loaned by @FGRFC_Official can get this @BathCity_FC vs @WSM_AFCOfficial g…,427961 +1,"RT @SoTweetingFunny: .@RodneyDavis He shoved allies, reversed our leadership on climate change, diminished NATO. Trump embarrassed America…",941180 +2,"RT @TIME: China to Donald Trump: No, we didn’t invent climate change https://t.co/gXa9B97hFk",375664 +-1,"RT @TheRenewALL: 'Hello viewers of #CNN There is NO global warming' +Founder of weather channel to #CNNisISIS + +#Trump #DrainTheSwamp…",715178 +1,Where is the great reef? Is it because of the nuclear fallout from Japan? global warming? Pollution in general? https://t.co/jedI9TlSEu,117230 +1,"Civil rights, climate change, and health care disappeared from the White House Website #Resist https://t.co/Z7lkF3beMn",572664 +2,Trump to sweep away Obama climate change policies https://t.co/YxqOhkXNBU ���� #MAGA https://t.co/cR2SsKT0Y1,53266 +0,"Melania from a man – we need global warming! I’ve said if Hillary Clinton were a man, I assume, are good people.",464343 +0,Consensus at #ndpldr – The 2 major issues facing Canada today are climate change and economic inequality,337622 +-1,RT @SteveSGoddard: Worried about climate change https://t.co/mTRhhZvz1A,204754 +2,RT @NYTScience: Is it O.K. to engineer the environment to fight climate change? https://t.co/q4bLoVmrsR,351309 +2,"RT @CBSEveningNews: War on global warming is the only way to save world's coral, study says https://t.co/AFAI1700Uy https://t.co/Rkr2WGwxBm",152388 +1,"A talk on using technology to overcome climate change by my favourite Argentinian farmer, @Santiagodelsola. https://t.co/wbHsVugIn0",198099 +0,"@constans @WarrenPeas64 @JoscoJVTeam yes I do, numbnuts. 4 more years of global warming:)",730927 +-1,RT @redsteeze: That's not climate change currently turning your city into a war zone https://t.co/lkqGYLwAtw,2703 +0,"RT @t_crayford: Silly interview question: + +Which has more impact on global warming, bitcoins or JSON parsing?",647244 +0,"Overlooked that Greenland WAS green, and will be again as climate changes https://t.co/zVejPfZF2B",413630 +1,RT @ForeignPolicy: Trump may kill the world’s last hope for a climate change pact @robbiegramer reports on the bleak view from #COP22…,958437 +0,"My little Owlette saved halloween, the election, climate change, and negativity. She's SO SPECIAL!!! https://t.co/EglW9mhBHX",618579 +2,"RT @CBCNews: Trump win a 'disaster' in the fight against climate change, scientists and environmentalists say…",987536 +1,RT @camrako: False it would've avoided the iceberg due to advances in technology and cause climate change the iceberg would've b…,504383 +2,"RT @mashable: In Trump's America, climate change research is surely 'a waste of your money' https://t.co/7iuced0ow0 https://t.co/fwMjLz6yz2",988739 +0,RT @DeejayALJACKSON: Can I please get some climate change in my apartment?#heatwave,844982 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,23502 +1,"CA disagrees on climate change, emissions, energy, immigration, healthcare, cannabis and guns. Outcome? 4.6% growth, leading the US. Hmm....",759825 +1,It's 80 degrees on november first climate change is real we're in a drought the reef is dead bees are dying donald trump might be president,149085 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,361797 +1,RT @DShepYEG: Appreciate @doniveson’s leadership and partnership in taking responsible action to address climate change. #ableg https://t.c…,707946 +1,RT @perfectlyhaylor: ppl want to fix global warming but animal agriculture is the source of 51% of all greenhouse gasses & they don't want…,131401 +1,"RT @ProgressOutlook: If you don't believe in climate change, you shouldn't head the EPA. It's really that simple.",984019 +1,Thank goodness! He still needs to accept climate change though. https://t.co/HNMcaDVNm5,530070 +2,"Exxon ordered to turn over documents in climate change probe, work with NYAG on Tillerson emails https://t.co/Zm9f9QJqSs #SOPride #Energy",969847 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,941829 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,69231 +1,"RT @mechapoetic: this inability to anchor climate change to real human experience, and this insistence on 'market solutions', is inefficien…",98231 +1,Sad times for planet Earth: BBC News - Trump signs order undoing Obama climate change policies https://t.co/OhFsDv4JNz,550270 +1,"I keep waiting for the GodSquad to say God is mad b/c global warming, but they never blame anything that earns @GOP $. Queers are easier.",862133 +1,RT @HeatherMorrisTV: I've been behind climate change for almost ten years feeling like an outsider. It's nice to… https://t.co/ZNREizOGEG,262399 +0,"Agreed. However, the overwhelming majority of people believe humans impact global warming... https://t.co/eoRO3IQ4cC",926098 +-1,RT @daveaps39: @KGBVeteran Aren't these the same assholes screaming global warming so they light a diesel generator on fire and create haza…,461950 +1,Polar bears hurt by climate change are more likely to turn to a new food source https://t.co/T9T2liMbZO https://t.co/gKXYVGnhFQ,274473 +0,"Maybe a freak storm, generated by global warming, will hit Washington DC, damage White House, Congress and other hi… https://t.co/lAvXjaOcty",237361 +1,"@thedailybeast Instead of writing this crap, Why don't you list all the ways to end global warming.",624405 +-1,RT @DylanHBroady: Inner-city neighborhoods have become WAR ZONES but 'global warming' is our biggest issue? NO JOBS but 'transgender' issue…,146347 +1,"RT @PolitiFact: EPA website: CO2 is a primary cause of climate change. + +@EPAScottPruitt: I'm not so sure. + +https://t.co/1hNX7tJGHI",460967 +1,"RT @WePublicHealth: Impacts of climate change in the Pacific region, & why the medical profession should speak up: @HelenSzoke #iDEAConf ht…",159288 +2,RT @CNN: Secretary of State Rex Tillerson signs declaration stressing climate change threat https://t.co/kYJo7qtq5a https://t.co/0M7R8Topjj,420357 +-1,"@AndyOz2 @AndyMeanie lol lol 15,000 years? Why Al gore the 'high priest of climate change' said by 2015 San Francisco would be underwater🤡",309458 +1,@breanne_kirk so climate change deniers?,345849 +-1,"PROBLEM: DELUSION AUTHORITARIAN LEFT ACCEPTS NO DISSENT + +Tucker battles Nye the Science Guy/ global warming… https://t.co/1kcTKIcat3",635585 +1,RT @fzahmed01: Without waiting for foreign funds. Bangladesh is trying to curb climate change @PakUSAlumni @PUANConference #COP22 #ClimateC…,102070 +1,"RT @sydneythememe: Donald trump, the now president of the United States...... does not believe in global warming ðŸ˜",838025 +1,RT @kurtisconner: people who deny climate change https://t.co/BzWRksREW8,778902 +1,"RT @NYTScience: In the Netherlands, climate change is not a hypothetical or a drag on the economy. It’s an opportunity. https://t.co/crPyfe…",148508 +2,Obama returns to spotlight to speak up on climate change - CNN https://t.co/oXjzmHmD0M,487431 +1,Stern showed economic costs of climate change will outweigh economic costs of mitigation leading to more impetus for climate action 1,893698 +1,Donald Trump's 'insane' climate change policy will destroy m... https://t.co/dnwtHwrn1N #Cleantech #Environment #Renewables via @SydesJokes,220718 +0,"Never stands for anything significant it's always a democrat issue ,transgender, climate change, amnesty, single pa… https://t.co/hfHH8wvKYF",718709 +2,"RT @therightarticle: Brexit imperils a food supply already under threat from climate change and shifting global markets - +https://t.co/2MQ…",227317 +1,"RT @YouTube: .@NatGeo teams up w/ @LeoDiCaprio to explore climate change and prevent catastrophe. + +This is #BeforeTheFlood →…",419597 +2,RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,913557 +1,"RT @_aye_its_grace: 'I personally havent been affected by the Trump presidency' is like saying +'I'm cold right now so global warming cant b…",852520 +1,It's 54 degrees at 7 am and by 7 pm it's going to be 26... global warming is a myth tho right...,328192 +2,"RT @A_Liberty_Rebel: Trump to sack “climate change” scientists & slash the EPA: +non-sceptical seientists terrified +https://t.co/mVoD7EBbKh…",538881 +1,"RT @david_kipping: If scientists said a high probability of an asteroid impact ruining billions of lives, we'd panic. But on climate change…",608927 +1,RT @NARAL: Neil Gorsuch's appointment to the Supreme Court could make it harder to address climate change. #NotOurJustice https://t.co/oRXH…,231239 +1,"RT @c40cities: Fumiko Hayashi, Mayor of Yokohama, is a model leader fighting climate change #Women4Climate → http://www.c40/women4…",86784 +0,"RT @JeffreyGuterman: #Trump has selected Myron Ebell, a climate change and global warming skeptic, to lead the @EPA transition team.…",478093 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/OaE4pGMdTq,771036 +0,@Rangersfan66 @nytimes Pollution is not the same as global warming.,455632 +0,RT @PoliticalJudo: @banditelli @Bernlennials 8% of Democrats deny climate change is a problem. I suspect there is a lot of overlap bet…,476413 +2,RT @BoingBoing: Scott Walker's Wisconsin continues to scrub its websites of climate change mentions https://t.co/C7bSQYXbva https://t.co/pZ…,290267 +2,"RT @TIME: The U.S. is already feeling effects of climate change, report says https://t.co/fsYhE9WwBf",557159 +1,How is 'we exhale CO2' an argument against climate change-,153108 +1,RT @tyriquex: i hate global warming but this weather puts me in a better mood than winter or whatever the hell that was ever did,101640 +1,RT @wattsupwiththat: Claim: Next 10 years critical for achieving climate change goals https://t.co/MXQdSCs5oW https://t.co/D1QuthKqMA,856291 +1,"So many people posting about standing rock, alt-right & climate change. Eyes are being opened 👀 👍🏼",360263 +1,RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,47633 +2,RT @ChristopherNFox: Canadian securities regulators probe whether businesses disclose adequate #climate change information to investors htt…,472081 +1,"RT @relevantorgans: We are flattered, American despot friends, but climate change is one of the few things we did not invent.",776130 +1,RT @JoelWWood: Cool data viz. Are natural factors to blame for global warming? This NASA data begs to differ https://t.co/654O20jK8Y,878898 +1,"RT @insideclimate: Fact check alert! Five of Scott Pruitt's questionable statements about climate change, and why they're false: https://t.…",651357 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,106792 +1,RT @RogueNASA: The coral reef's distress and death are yet another marker of the ravages of global climate change. https://t.co/3g1zy6Yl6o,362427 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,933124 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,556208 +2,"RT @lauras_realm: Obama: Private sector is key to tackling climate change: + +https://t.co/9J8Z2Ukm2p + +#Science #environment…",9093 +1,"RT @LeeCamp: 44% of bee populations died last year due to pesticides & climate change. When the bees go, we go.",463266 +0,"RT @ger_mccann: You cannot be serious, the woman's a half wit, if her theories on climate change are anything to go by.! https://t.co/3BokF…",543724 +2,RT @BraddJaffy: Energy Department climate office bans use of phrase ‘climate change’ https://t.co/w56nU8umjP,988548 +1,"RT @CarolineLucas: Nothing bold about Hammond's vision when he's failed to even mention climate change, as 2016 set to be hottest on record…",244484 +1,"RT @RoKhanna: Thanks to Trump, the U.S. now has a more backwards stance on climate change than North Korea. They signed on to the…",440364 +1,RT @CauseWereGuys: if global warming isn't real then explain this https://t.co/RCktp4wvHV,77701 +-1,"RT @DavidLimbaugh: Analogously, if you adopt all the Left’s draconian climate change policies you don’t change mean temperature appreciably…",812115 +0,@McTiann @Sisyphusa And how often has the Zero Books podcast denied climate change? Not once.,856698 +-1,"@Redone68 well, but there is no doubt abt climate change, the controversial is abt the anthropogenic cause, for purely political reasons!",804926 +0,"RT @superlativemaui: climate change, healthcare, taxes, alzheimer's, supreme court, race and ðŸ³ï¸â€🌈 equality, immigration, policing, war, wor…",245972 +2,Google:Cross-party report maps out climate change scenarios - Radio New Zealand https://t.co/iqBbqlN1vM,680633 +2,RT @TelegraphNews: Donald Trump meets Al Gore in bid to 'find common ground' on climate change https://t.co/gqFpmpjFt3,14098 +1,"RT @PrincessBravato: Wait so TILLERSON IS SECRETARY OF STATE +& USED AN EMAIL ALIAS- +WAYNE TRACKER while discussing climate change +#Crooker…",351091 +2,New EPA chief denies CO2 is major factor in climate change https://t.co/x6zdItymuT https://t.co/UUclQTGeqV,183442 +1,RT @therightblue: These experts say we have until 2020 to get climate change under control. And they’re the optimists https://t.co/bBzCJsH9…,682047 +-1,RT @realDonaldTrump: Windmills are the greatest threat in the US to both bald and golden eagles. Media claims fictional ‘global warming’ is…,159360 +0,"#Trumpland .. next, you'll be blaming him for climate change?! Fuck off you reprehensible creature https://t.co/ynLk5jQZ9J",815682 +0,Making the environment great again...Trump's environment chief says CO2 not main cause of global warming https://t.co/D0KBxKCkjr,706836 +1,"RT @bradudall: Thought provoking image of risk of climate change. Let’s be clear: unabated ghg emissions, our current path, will l… ",251043 +1,We explore climate change from Earth orbit; it's crucial knowledge for a world that's slowly heating up: https://t.co/Xr7wJW3vxr,579003 +1,"Canada, let’s fund an archive of Inuit knowledge to help communities adapt to climate change https://t.co/ivayENzauC https://t.co/hGSdUpX0vr",477639 +0,Why do we have to make a deal to do OUR part for climate change? Why can't everyone just do their part for our planet?,672182 +2,EPA removes climate change information from website https://t.co/XdM6CQZ2TY,337663 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,351255 +1,I was gonna say I can't believe y'all voted for a dumbass who doesn't believe in climate change but then I remembered who 'y'all' are LOOOL,98835 +0,"@ValentinoKhan i always start my conversations talking about global warming, it's a real ice-breaker! High five! 🖐",370108 +1,Humans are causing climate change 170 times faster than nature... https://t.co/s43bD08Koo #Climatechange #Nature #Environment,435055 +0,straightedge felt really good but then I started working full time again in the season that makes me extremely suicidal fuck global warming,340603 +2,RT @NewYorker: A new study suggests that yielding to climate change may be the right choice more often than we’re willing to admit. https:/…,122792 +0,Takes 2 seconds. POLL: What do you think of Trump's executive order on climate change? https://t.co/OxE7V0Wn0g https://t.co/rIf5hYrGxz,455133 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,832572 +1,"RT @Independent: If you really care about climate change, you should boycott the ridiculous Earth Hour stunt https://t.co/PoqEHCLUp8",769757 +2,RT @mashable: Koalas don't like water but researchers say they're being 'driven to drink' by climate change https://t.co/G7OL3EwTzj,236181 +0,RT @mitchellvii: Americans are even less worried about Russia than climate change.,941417 +1,RT @hellotherearia: not sure whether I should be excited about the warm weather or worried about global warming...,318395 +1,Norway could be a world leader in green energy. Drilling in the Arctic & worsening global warming is not the way.,152378 +2,"RT @FBC_News: Experts facilitate climate change adaptation at WAF +https://t.co/rFpl4j4GLp https://t.co/ZlrZXeevPL",575575 +2,CDC cancels major climate change conference | TheHill https://t.co/TwH3bOiQjl #SmartNews,956648 +-1,"I don't recall Obama's team meeting with climate change skeptics, yet the news will tell you that we're the 'intole… https://t.co/8P1NHbokkA",667756 +1,If we can predict the climate change from the adaptations of the areas the new climate is shifting from.. why not prep the areas changing,365189 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,419484 +1,Wearing shorts mid- November butttt global warming is just a hoax,764746 +0,@Canoe Imagine that with global warming and all that stuff.,765526 +2,"RT @guardianeco: Indigenous rights are key to preserving forests, climate change study finds https://t.co/h2dQfSeB1F",415202 +0,RT @hyyhknj: its so humid and clammy someone stop global warming omg,436321 +1,This not biblical prophecy lmao this is a product of climate change https://t.co/LXOIEZe9Y5,72863 +2,RT @FoxNews: .@BillNye: “The speed that climate change is happening is caused by humans.” #Tucker https://t.co/cQiIFCYrtu,746265 +2,Trump team memo on climate change alarms Energy Department staff https://t.co/L7MnvtvsmK,975337 +1,"Scorching hot to raining hell real quick +. +. +. +. +. ++ global warming is a myth",858436 +-1,"RT @sean_spicier: You know they're going to ruin it w/all the, 'What the eclipse tells us about climate change' hysteria in the aftermath +#…",396278 +0,"RT @Mishakeet: them: global warming isnt real +florida: https://t.co/QbfyGjwgxm",717118 +2,Gore warns of dangers of climate change at Atlanta meeting https://t.co/orivtmrN1L D.C. is one,452046 +1,"@JustinTrudeau is bad news for climate change, pushing for #CETA, Canadian pipelines and Alberta oil extraction https://t.co/eaLJ7Clbdf",814883 +1,"@CarmelJudeobsc1 I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/nZCxr5XRhU ?",448360 +1,and there are non-economic issues like 'climate change' which are time dependent and in which the UK will engage with both hands tied,257297 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,260276 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,388763 +0,@bethkowitt Insane!Do you think activist investors pushing oil co's to consider climate change are having an impact? https://t.co/z6TE3RGoA3,106730 +1,"RT @nytimes: Opinion: We can win the fight against climate change, with or without Trump, writes Michael Bloomberg…",203701 +0,RT @merlowry: 'global warming doesn't exi-' https://t.co/v1Da0AkOGf,20047 +2,RT @theecoheroes: Prince Charles co-authors Ladybird climate change book #environment #climatechange 👑🌍❤️ https://t.co/OGbGASp3g3,328961 +1,if you don't believe in global warming now then I truly don't know what to tell you,774115 +1,"Pruitt, Trump's new EPA head-'Co2 is not a primary contributor to climate change.' Wallace is incredulous-'What if you're wrong?' *Sigh*",896279 +1,We have a president elect that does not believe in climate change. This is dangerous to humanity and our planet.,405089 +1,RT @ChelseaClinton: Research points to more potential and troubling correlations between climate change and negative health effects https:/…,86064 +0,RT @jonesor: Interested in climate change and population biology/demography? Got a PhD (or nearly)? I'm recruiting a postdoc. Ge…,965660 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,748028 +1,RT @GlobalGoalsUN: Protecting people & planet are at the heart of the #ParisAgreement on climate change. Momentum for action continues…,658310 +1,RT @paxamslays: We really elected someone who doesn't believe climate change is real,646123 +1,"RT @Arqahn: @Shgamha Remember, climate change is very selective, it is managed by rich GOP & targets poor urban neighborhoods.",387941 +0,RT @DrIyaR1: I take it South Park writers dont believe in global warming LOL,620775 +2,CNN host Chris Cuomo spars with congresswoman in tense exchange over global warming: Business Insider https://t.co/0vX0x3hWoE,309861 +-1,"RT @TedKaput: Liberal tears may soon beat climate change as the leading cause of rising sea levels.#TrumpRiot +We are the…",789101 +1,"How to fix climate change: put cities, not countries, in charge | Benjamin Barber https://t.co/pl1F5FsxVy",589340 +1,On top of Leo we now have Arnold campaigning to step up the fight against climate change - by eating less meat.… https://t.co/h2ARZUvb6J,801941 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,947054 +-1,"RT @PolitixGal: When govt controls scientific research via grant money, there is no truth, only agenda. Obama Regime pushed global warming.",316086 +1,RT @climatehawk1: Most people don't know #climate change is entirely human-made | @NewScientist https://t.co/up0p0xSOme #science…,682701 +2,Rex Tillerson used an alias e-mail at Exxon Mobil for climate change talk: WSJ https://t.co/7aqc2u0Uds,806591 +2,RT @Independent: Theresa May's new DUP friends are climate change deniers on the scale of Trump https://t.co/9rOdiHqYjH,803582 +0,"@gmurphy @edkohler Earlier dystopian futurists discounted severity of global warming* + +*Notable exception Mad Max",214428 +2,RT @CCLSanFrancisco: Scientists just linked another record-breaking weather event to climate change https://t.co/poI5sSKIrl,507815 +1,RT @LOLGOP: Let's relax about climate change. The real danger to human existence is college kids at elite schools having opinio…,927897 +1,Tell me it doesn't matter who won: Trump wants to renege on America's commitments to fighting climate change. https://t.co/yYk1GLZ3nk,346517 +1,"RT @John__Donegan: @clarebuttner Santa, unlike climate change, is a made up notion!",116325 +1,RT @Rob_Flaherty: People who like that Al Gore became a leader on climate change after he lost but hate Hillary speaking out might want to…,124778 +1,@chrislhayes All we talked to couldn't believe #45's position on climate change and coal. Efficiency also big issue.,357609 +1,Physics Doesn’t Really Care Who Was Elected: Donald Trump has said climate change is a Chinese…… https://t.co/Jdk4DpsqqC,744132 +0,@manny_ottawa Or all that money could be spent on how to help women with hot flashes. That's likely what causes global warming anyway.😳,739822 +1,"RT @MartinOMalley: If @realDonaldTrump's @EPA pick @ScottPruittOK tries to dismantle work combating climate change, we'll fight him at ever…",189577 +0,RT @curryja: My interpretation of Scott Pruitt’s statement on climate change https://t.co/QwARvdLjam via @curryja,318443 +1,A 200-yr-old climate calamity can help understand today’s global warming https://t.co/9mLyenmMki,158234 +0,"RT @RobinHart_DP: Time for new job? Great opportunity @WiltonPark to convene global conversations on economy, &/or climate change https://t…",938608 +2,"RT @VICE_Video: As part of our year in review, we revisit the young activist who's suing the US government over climate change:… ",340914 +2,"RT @Patagorda: Rex Tillerson used an alias email at Exxon to discuss climate change, New York A.G. says https://t.co/WhF1jDdwct via @WSJ",401537 +1,"Even if climate change has nothing to do with us burning everything we can, wouldn't it be nice to reduce pollution for our lungs?",404924 +2,Did climate change make Hurricane Harvey worse? https://t.co/5e0jDu3RtJ via @qz,341143 +1,"This is how it's done, not toadying to Trump, @elonmusk. +Bill Gates & investors worth $170 b launch fund to fight climate change.",541592 +1,RT @NicolaiRoan: Must SEE | Cities fighting climate change: a hopeful story from 2016 #climatechange #greenshift https://t.co/eOFtazbOi9,951412 +0,"No. +Are climate change and diabetes linked? @CNN https://t.co/AbWsdwXkHh",879736 +1,"RT @SenatorMenendez: We know carbon emissions cause climate change. With 2016 as the hottest year to date, this is the worst time to end th…",694921 +1,GOPer: Why we don't talk about climate change - In the days since President Trump announced his intention to wi... https://t.co/cYPCBZax3E,25529 +0,@joelcomm Whole truth about climate change.😎,322975 +1,RT @Rote_Zukunft: Eucalyptus contributed. Planting fire loving trees in climate change drought areas is like building a tinderbox fac…,390823 +1,"RT @ijeomaumebinyuo: If your cities are not thinking of climate change while urban planning, your cities are becoming a death trap. African…",122574 +1,RT @climate: What is the world doing to slow global warming? https://t.co/LXNaycobOS https://t.co/sAi8Q2y2HW,152258 +1,US has EPA Administrator that denies human role in climate change.,909704 +1,everyone NEEDS to watch #BeforetheFlood and realize the crucial impact climate change is having on us,73684 +1,RT @yo: The state that will be most affected by climate change (#Florida) is voting for climate change denier...…,581765 +1,RT @elliegoulding: When people try and tell me climate change isn't real https://t.co/RUNJUe7q0R,630760 +1,"RT @MichaelMick777: Although 97% of Climate Scientists Disagree, EPA head Scott Pruitt denies that carbon dioxide causes global warming + +ht…",748554 +0,RT @ashishkjha: I'm looking for agenda for the CDC climate change & health summit that was cancelled. Anyone have it or can get it?…,100015 +-1,"RT @mitchellvii: In case you worried about Trump meeting Al Gore, he just tapped a major manmade climate change denier to head the EPA. Lib…",99317 +2,Trump to sign executive orders today to roll back U.S. efforts addressing climate change: https://t.co/Kf0CsMOSOd,589394 +1,#Election2016 #Debate #SNOBS #DNCLeak #Rigged climate change is directly related to global terrorism https://t.co/6SoXS3kdim,129510 +1,"RT @RogueEPAstaff: Do you have a personal story about climate change, or clean air? We'd love to hear from you!",440707 +2,RT @thehill: Sanders: Trump needs to be confronted about realities of climate change https://t.co/qW8KeneSLK https://t.co/piKHKlQ1NJ,732941 +1,RT @IRENA: #COP22 events w/ the common narrative that renewables are the solution to climate change https://t.co/5keTOnEZjk…,45324 +0,@eliciasolis @mikecohentog this how global warming start with that hot body goddess,760382 +2,RT @pablorodas: #climatechange #p2 RT Vietnam continues fight against climate change. https://t.co/fIkoZEOzZE #COP22,835681 +0,@RepDonBeyer Be sure to personally invite me to this like you said you did at the climate change forum. Never got it https://t.co/yvDkF8D6P2,751639 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,804767 +2,RT @journalsentinel: ICYMI: Wisconsin DNR changes web page wording to say climate change is a matter of scientific debate https://t.co/uXiQ…,832662 +1,The New York Times should not have hired climate change bullshitter Bret Stephens https://t.co/lfkmw2T1Al vía @voxdotcom,465437 +1,[#AlJazeera #English #HDLiveStream]Climate SOS: Innovative technology to tackle climate change https://t.co/eWH91mnmBA,512976 +1,"RT @rorybergin: Paris climate change agreement enters into force. The easy work is done, now comes the hard part. #climatechange https://t…",790532 +1,RT @isaac_muswane: @EricHolthaus climate change deniers aren't in the least interested in facts. @Fahrenthold https://t.co/9uT5EVIS8J,150342 +0,"@JakobBussolati people's everyday lives, if it does become extreme enough. Although global warming is controversial, the fact that...",781654 +1,"Jane Fonda, Naomi Klein, and Kathleen Wynne think climate change is an urgent crisis. +Deniers everywhere say 'I knew I nailed it!'",39240 +0,"Most Americans don't believe global warming will affect them, but still want to regulate emissions. https://t.co/QImcvGRJAc",679674 +0,An upside to climate change is that I'm wearing shorts and t-shirt on November 1.,816243 +0,"@PracticalDoggo the main goal is to protect species from over fishing and allow them to repopulate, not to protect them from global warming",274851 +1,"RT @laureneoneal: I've worried about climate change every day for years, but this is the 1st headline that made me break down and cry. http…",393257 +1,RT @_ort1z: If you don't believe in global warming then look at WNY's weather this year and explain that shit to me,410720 +1,@CNN Omg and Donald Trump doesn't think there's climate change,774044 +2,"Trump denies climate change, but could one day be its victim @CNNPolitics https://t.co/K1VU61XV2i",422560 +1,RT @vmataaa: someone please explain to me how global warming isn't real when it's 66 degrees in F E B R U A R Y!!!!!,399166 +2,EPA wipes its climate change site as protesters march in Washington | Environment | T… https://t.co/igXL8fJnRG ➜… https://t.co/lQjMG3mwPp,311190 +2,Incoming GOP assemblyman believes climate change is good because it hurts 'our enemies' https://t.co/6mwoxRDGzL #music #news,940234 +1,RT @chrisconsiders: victory for trump could mean the end of the world - literally. to have someone who thinks climate change is a hoax in o…,301029 +0,RT @TheDailyEdge: ICYMI: The US and China support action on climate change. Trump and Putin support the US not defending NATO allies https:…,574762 +2,Theresa May accused of being ‘Donald Trump’s mole’ in Europe after UK tries to water down EU climate change policy https://t.co/WCGhzFTGaN,712208 +-1,RT @SteveSGoddard: The global warming is bad in New York today https://t.co/9QuNwyk0pk,370478 +1,"RT @EnvDefenseFund: Defense Secretary James Mattis knows that the issue of climate change is real, serious, and urgent. #ActonClimate https…",823112 +1,@GlobalwarmJcp Humans are most definitely contributing to Globals warming. There are few natural causes of global warming,660494 +1,"When I hear ppl say man is not driving climate change, I think of that football player who doesn't believe in dinos… https://t.co/SW4rE0LhNS",968934 +0,"RT @TheRichWilkins: @HillaryClinton @algore @JohnKerry 31. So in conclusion- economic anxiety, climate change, global power shifts, edu…",256580 +0,"@0x526978 @DavidHarley6 +Gengis is the first person in recorded history that caused climate change with his actions, cooling to be precise.",344663 +-1,"RT @RyanMaue: Just read through the study supposedly entirely refuting Scott Pruitt on climate change. Nope, they actually confirmed exactl…",652808 +2,"RT @nytimes: “For us, climate change is beyond ideology”: How the Dutch are learning to live with water https://t.co/KwLZdJnrHH",594647 +2,Pakistan ratifies Paris Agreement to fight global warming https://t.co/2HA603zCvr | FOX News,597534 +1,RT @thichnhathanh: Join us for an interactive webinar with @plumvillageom monastics on engaging with social and climate change! https://t.c…,485487 +2,"#climatechange China, LatAm experts discuss climate change cooperation https://t.co/E4G7ko9OHt https://t.co/FRfrkirQLM",285878 +1,RT @BernieSanders: It would be nice to put off worrying about climate change for a few decades. But the truth is we have no choice but to a…,103989 +2,"Kim Stanley Robinson's New York 2140 is a glorious thought experiment on climate change - The Verge + +The Verge + +Ki… https://t.co/OyseFpmVwF",917112 +1,Go Ahead : recognised by Carbon Disclosure Project for continuous improvement in tackling climate change //channels.feeddigest.com/news?id=…,754026 +1,RT @9GAGTweets: The climate change is real. https://t.co/zHW2MOmfXm,447043 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,384113 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,16304 +2,EPA removes climate change information from website https://t.co/ZyobvFLrM4,426653 +1,RT @CarbonBrief: Why Republicans still reject the science of global warming | @RollingStone https://t.co/ha6gxL3PSi https://t.co/sxpZmBqm9r,659547 +2,RT @kylegriffin1: Politician who has criticized NASA's spending on global warming science was just nominated by Trump to head NASA. https:/…,116232 +2,"RT @cnni: Trump says 'nobody really knows' if climate change is real, despite vast majority of climate scientists saying it i… ",76804 +1,"RT @WernerTwertzog: Human life will not be extinguished immediately by climate change; hopefully, there will be millennia of brutal conflic…",811850 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,360605 +1,"Retweeted UN Foundation (@unfoundation): + +We're united in the fight against climate change! Add your voice to... https://t.co/oyZ8TR4Yuv",215314 +0,@bri_brumbelow what on earth bigger than global warming has the government covered up? That just sounds ridiculous,502785 +1,With climate change the problem is that the vast preponderance of victims do not yet exist.' https://t.co/Zh7tOqMVv0,686493 +2,#buzz California unveils sweeping plan to combat climate change https://t.co/W2O3EMMt2m via #globalbuzzlive,321256 +1,RT @RichardDawkins: President Trump may destroy America but maybe we can stop him destroying the world. Sign the climate change petition ht…,969648 +2,RT @thehill: EPA flooded with phone calls after EPA head denies CO2 role in climate change: report https://t.co/RtNK290LPR https://t.co/nXh…,433477 +2,Pope urges world leaders not to hobble climate change pact https://t.co/KGYEo2ITdZ,865537 +2,RT @FoxNews: .@POTUS: 'We've done more to battle climate change than any time in our history. We're world leaders on that.' https://t.co/Kr…,812679 +1,"😳What! I telling everyone Global warning âš ï¸ pay attention to climate change everyone, seriously 😒 https://t.co/ITHzvTzzdT",727736 +1,RT @cnni: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,422327 +2,"RT @CBSThisMorning: “A lot of Republicans just assume that they’re supposed to ignore this issue,' @RepCurbelo says on climate change.…",162127 +0,@voxdotcom White people cause climate change? Can I see the study on skin color and the environment? It sounds simply fascinating.,391406 +0,"RT @StevenBarnes1: Talked Afrofuturism, global warming, politics, A.I. ethics, and more with #elonmusk. What an evening!… ",454032 +2,"RT @AJEnglish: Lab grown 'Super coral' that can survive a 100 years of climate change. + +Via @AJTechKnow https://t.co/4bInr7yvwr",213815 +-1,RT @MikePenceVP: Nice to see @ElonMusk complaining about climate change while he's flying around in his Private Jet. Hypocrite! https://t.…,908903 +1,RT @ToveBWestberg: Adaptation to climate change important within @EEANorwayGrants. Norwegian Parliament @Stortinget delegation visit t…,356312 +2,"RT @postgreen: On climate change, Scott Pruitt causes an uproar - and contradicts the EPA’s own website https://t.co/xw5RSj0V4C",604818 +1,"RT @MaryFusillo: Just another reason to fight for climate change science. Shed a Tear for the Reefs, via @nytimes https://t.co/VfIMfXDS3N",571138 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,276493 +1,RT @MartinHeinrich: It takes a willful disregard for data & facts to deny scientific consensus on the human influence on climate change. ht…,774000 +1,"RT @BeAnUnfucker: It's estimated by 2050, there'll be 200million people displaced by climate change. That's the current population of…",851399 +2,UPDATE 3-Big Oil pledges $1 bln for gas technologies to fight climate change https://t.co/fYjebKJWJ3,37673 +2,Duke Climate Coalition calls for University to take action against climate change i .. https://t.co/Y5V87gBzwL #climatechange,673411 +2,Jerry Brown to transform California into a “climate change bubble” disconnected from reality https://t.co/tQWeUObdiC,296159 +0,Why is climate change so difficult to understand? What are they afraid they're going to find out if they continue research?,114948 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,186050 +2,"RT @BirdLife_News: A quarter of all globally threatened birds are being further punished by climate change, new study reports… ",336850 +1,"RT @BSNLCorporate: Science has power to protect the ecosystem, tackle climate change, foster innovation, eliminate poverty & inequalit…",117417 +0,@LegInsurrection To reign global warming on Israel.,18648 +2,RT @populararch: The ancient #Indus civilization's adaptation to climate change #archaeology #anthropology https://t.co/inJF9xKFvu https://…,785478 +1,"We must rethink globalization, or Trumpism will prevail..the main challenges..rise in inequality & global warming' https://t.co/gkDTzU5MrO",253816 +1,republicans be like: 'i don't believe in climate change and here's why' *links an article from a denier website with 0 scientific accuracy*,642658 +0,RT @styIesactor: Polar bears for global warming https://t.co/G2T62v5YXD,670849 +1,"RT @DrJillStein: Trump pretends not to believe in climate change, but he's buying a wall to protect his Ireland golf course from rising sea…",762934 +1,RT @NatGeoChannel: Head to the most inhabitable place on Earth to see scientists conduct research on how climate change is impacting w…,938053 +1,"RT @scienceclimate: Science Educators, do you teach about climate change? Come collaborate with us. https://t.co/xDUazntsVA #climatechange…",446386 +1,@railboy63 @bdbmobile @algore So glad people get that climate change isn't a heat wave!,762784 +1,"due to the lack of concern about climate change, #ItsMoreLikely Nevada will soon be beachfront property",349670 +1,"@georgiiama i was telling him to prove that climate change is NOT real, because at this point it's obvious it is. t… https://t.co/0C7MlZqkFi",10104 +1,RT @DolceandGandre: The Trump administration is trying to remove data about climate change off the internet. How is that not the Ministry o…,706233 +2,Google:How Margaret Thatcher helped protect the world from climate change - CityMetric https://t.co/DuGVYAihdJ,589425 +0,Not a single mention of China inventing climate change. Fake news!!! #BBCDebate #LeadersDebate,527905 +1,"RT @alfromct: EPA Pruitt, incompetent plagiarist, says CO2 not a contributor to global warming. NASA & NOAA say otherwise. https://t.co/6S…",861540 +2,RT @guardiannews: Utopian ideas on climate change will get us precisely nowhere https://t.co/EB3d3FLPhp,970040 +1,RT @Mike_Mill_: Just so everybody knows climate change is still a real thing,689005 +1,"RT @DanRather: Actually people do know climate change is real - like scientists and almost every other head of state in the world. + +https:/…",764838 +1,RT @UNESCO: It is essential that we work as one together with indigenous peoples to address climate change…,906265 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,864827 +1,2017 is so far the second-hottest year on record thanks to global warming | Dana Nuccitelli https://t.co/cybJdynglp #Green #Eco #Sustainab…,420530 +2,How climate change could make air travel even more unpleasant https://t.co/SLUqR0wke8,493277 +1,"RT @YungHazEmall: The guy who doesn't believe in global warming, just dropped 59 missles in Syria.. God please watch over us when we need y…",933174 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",299003 +2,RT @InSpiteOfTrump: Barrier reef back in the crosshairs of global warming https://t.co/YDFGBZL0MY,504518 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,400649 +0,RT @itrevormoore: Be the climate change you wish to see in the world.,971194 +0,"RT @NZGreens: As we debate climate change, our thoughts are with all the people caught in the path of #CycloneCook - @jamespeshaw #netzeronz",274363 +1,"RT @Vic_Rollison: On the day PK tells ABC's #730 their standards have dropped, they follow climate change denying racist Hanson for a swim…",261202 +2,Patton Oswalt wants Mick Mulvaney tried for climate change ‘terrorism’ https://t.co/OZfNyy7Lld,498063 +0,"Niggas asked me what my inspiration was, I told'em global warming, you feel me? #cozy",251729 +1,RT @rachelkilburg: There are people who believe in weather reports determined by a ground hog but don't believe in climate change determine…,753464 +1,@CNN China and India are the guilty of causing what climate change were experiencing today. Shut them down! https://t.co/8cUJKcOOA6,436055 +1,RT @ronloch: A call to arms-full-of-cash: How investors can mobilize against climate change https://t.co/OSTJH2pS7X va @GreenBiz #CSR #impa…,812445 +1,@RoyalFamily Tell Trump to kiss your butt on climate change!!!,378867 +1,RT @greenpeaceusa: This is what climate change looks like �� https://t.co/bMFHmVbVfb,970278 +2,RT @SierraClub: 'A sense of despair': The mental health cost of unchecked climate change https://t.co/SA0wyw86iS (@CBSNews),642432 +0,"RT @kady: Don't worry, people can now start complaining that it took TWO YEARS to appoint a new ambassador for climate change. https://t.co…",937757 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,353911 +1,Denying climate change is dangerous. Join the push to the world's future. His essay as WIRED’s guest editor:,985564 +1,"RT @nytimes: In the Netherlands, climate change is not a hypothetical or a drag on the economy. It’s an opportunity. https://t.co/numCDJsycM",537261 +2,"From Trump and his new team, mixed signals on climate change https://t.co/QAUXkPESGT",662990 +1,Greens have long pinned hopes on cities stepping up on climate change. But what happens if states stop them? https://t.co/9JqcdFFLRJ,205314 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",438251 +0,Zach doesn't believe in global warming? Lolol okay...,85415 +1,RT @Melita_Steele: This is a HUGE deal! Victory in SA’s first #climate change court case! https://t.co/bGKUTGYPiC Congrats @CentreEnvRights…,862360 +1,@advodude @RickGrimes241 It's real. It's happening. Yes this fire was caused by a human. Just like global warming!,795023 +1,"RT @DavidCornDC: Hey Florida, nice little Everglades you've got there. Thanks for voting for a climate change denier. See you in hurricane…",640657 +1,RT @RwandaResources: '#EastAfrica is one ecosystem and so we need to act as one in addressing climate change.' - @jumuiya's Hon. Patrici…,361576 +1,RT @AjayKushwaha_: Terrorism & climate change are the two areas which we will all have to address on mission mode: Shri @PiyushGoyal Ji htt…,281861 +1,Six irrefutable pieces of evidence that prove climate change is real. https://t.co/1Afdl0XwOn,845600 +1,"97% of scientists believe climate change. + +Trump supporters: GIVE THE 3% A CHANCE. + +#climatemarch #climatechange https://t.co/zJkgGYYxML",195939 +1,RT @Omagus: 'How do you make climate change personal to someone who believes only God can alter the weather?',569721 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,457699 +2,"Company with top scientists know science shocker: Shell 1991 film warned of climate change danger + +https://t.co/mlvoMXhk08",195093 +2,RT @kamleshkhunti: Association between climate change and diabetes? https://t.co/n7cQkUw9qR,641383 +1,"2016's 'exceptional' weather proves that climate change is REAL, say scientists https://t.co/8fMIOlekRG #globalwarming",454900 +1,RT @ClimateCentral: Pope Francis just threw some serious shade at Donald Trump in the climate change department https://t.co/eFXsv4wxDB…,929591 +-1,"RT @KiranOpal: Communist agenda: + +9pm: read a bedtime story to the kids about how climate change was reversed by collective innovation & co…",491010 +1,"RT @MrGreenGus: This is exactly what we mean when we talk about run-away climate change. +Methane escaping from the tundra as warned. +https:…",581532 +0,"@EWdeVlieger Bijna elke duurzame loofbomen, paddenstoel instelling wil cashen onder het mom van global warming, ter… https://t.co/0j1b1usnUg",50664 +2,"In race to curb climate change, cities outpace governments - 'Cities from Oslo to Sydney are setting goals to curb… https://t.co/GXQnRq6Mx0",520564 +1,"It’s never been clearer; to avoid dangerous climate change, we must keep fossil fuels in the ground. #GDMAfrica2017 https://t.co/W3gZoMFryq",70930 +2,"RT @JamesHibberd: .@GameOfThrones star warns: Winter isn’t coming, climate change ‘terrifying’ https://t.co/uPckEiACT9 #GoTS7 https://t.co…",79804 +0,"How are human rights, gender equality, climate change, global citizenship &peace covered in txtbks?… https://t.co/MRnAj5AUY8",190137 +1,RT @br3daly: any progress we've made in combatting climate change will be thrown out the window or remain stagnant for 4 years. we don't ha…,502684 +1,RT @AMZ0NE A SciFi author explains why we won't solve global warming. Read the blog. ▶https://t.co/ZGQjLT5DHn #amreading,729705 +2,RT @WorldfNature: Trump budget chief on climate change: 'We consider that to be a waste of your money' - CNN International…,70780 +0,#saw 'The Circle' with an al gore trailer on global warming#2. I thot he had died?,463224 +1,"RT @brianklaas: Trump named a politician who has denied climate change science and who has no scientific credentials...to run NASA. +https:/…",119452 +1,"@MarkHertling @barbarastarrcnn @CNNPolitics Person associates climate change agreement with Obama, hence, it must g… https://t.co/MQiuyHDTzt",588207 +1,"RT @Tomleewalker: vegans are extra, meanwhile u contribute to the single largest direct cause of climate change because a vegan was rude to…",696751 +1,RT @nowthisnews: Show these terrifyingly alarming photos to anybody who doesn't believe in climate change https://t.co/7fF71aoXF0,836645 +1,"@TheEconomist +According to 'scientist'Trump climate change is BS & for that he'll skip the Climate agreement as soon as possible. +Crooked",419308 +0,RT @SamArua_: People still don't get the effect of this 'climate change' talks...e go soon do dem like Nollywood film https://t.co/YBnOOm4g…,172253 +2,"RT @thehill: GE CEO vows to ignore Trump, continue to fight climate change: https://t.co/M2x7Iab5vY https://t.co/CZIcvURkoF",77011 +0,"Polls reveal it’s the long, tiring grind that changes Americans' opinions about climate change, writes @yayitsrob. https://t.co/Ed94Wv44Bc",85674 +1,Changes resulting from global warming may include rising sea levels due to the melting of the polar ice caps https://t.co/y60BdLDO0U,69063 +1,RT @StarvingHartist: The new head of the EPA doesn't believe in climate change & is currently suing the EPA. Someone get the fucking rin…,626233 +1,"RT @AdamsFlaFan: No, me either. And it was Exxon who knew the effects of fossil fuels on global warming many years and hid the info. https:…",570180 +-1,Up to 18 inches of global warming to dump on NYC https://t.co/EoWL9ckJEw,949203 +1,Baby Doomers' Why you may not get grandchildren: Millennials are too worried about climate change to reproduce… https://t.co/BtiC9oDGIp,636840 +0,"they'll burn the fucker to the ground like the British, global warming or no.",444023 +2,RT @jwalkenrdc: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/RoMZ6mIGvZ,976969 +2,RT @climatehawk1: Why #climate change is going to be very bad for the global economy - @BusinessInsider https://t.co/PKAxLsHl3X…,40248 +2,MPs from 34 countries write to stock exchanges asking them to make firms reveal climate change risks https://t.co/FbJy9hypb9 #worldnews #n…,375405 +0,RT @NZinUAE: @algore says stability at threat from climate change calls for smarter Govt approaches to mobilise positive changes…,114409 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,593027 +2,"RT @gramsci1937: Paris climate change treaty 'irreversible' - François Hollande + +https://t.co/lxtouJahFi",954667 +2,RT @MichaelReschke: @IndianaUniv spending $55M to help state prepare for impacts of climate change https://t.co/7UigDkbExX,969857 +1,RT @PriyaSometimes: We live in a generation that is more scared of visible panty lines than it is of global warming.,141352 +2,Post Edited: On the brink: 95 per cent chance of global warming ‘tipping point’ https://t.co/4GfUmfTwrG,599448 +1,"RT @nytopinion: When it comes to climate change the threat is clear. Well, not entirely, says @BretStephensNYT.…",269867 +-1,RT @saifedean: The idea that there is a consensus among scientists on CO2 emissions causing global warming only exists in media & PR releas…,566946 +-1,@FriendsOScience @00Kevin7 @manny_ottawa @EcoSenseNow @YouTube i was obviously misled by nasa's ice core global warming scare.,349282 +1,since he thinks global warming is a hoax this is literally what Trump's America will look like https://t.co/XJc1GNEG1I,270541 +1,"RT @lorddeben: We will know, in a world threatened by climate change, Brexit, Trump, North Korea, and terrorism, who has right pri…",538605 +1,RT @UnfamiliarMia: Michael Gove has voted against measures to prevent climate change and voted for culling badgers is our new environmental…,847236 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,848454 +-1,Europe has tons of money for global warming so it's time for them to pay for their own defense https://t.co/wUT1vW0MrV #MAGA,375937 +1,RT @JordynJackson1: It's official our EPA administrator doesn't believe in global warming welcome to hell yall,57743 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,725643 +1,"RT @guardiancities: With climate change, rising temperatures will affect cities around the world. Tell us: how is it an issue where you liv…",981519 +1,RT @GreenTechGlobal: California set an ambitious goal for fighting global warming. Now comes the hard part https://t.co/V0CP3PuOnT,268867 +2,What does Africa need to tackle climate change? - https://t.co/6aXWZ547ub https://t.co/kg2Zr10HJQ,390165 +1,@TTrogdon Remember global warming is a hoax kids never mind those two pesky giant storms Harvey and Irma :)prayers… https://t.co/32kIyKwKzU,675122 +1,RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,521346 +1,RT @coop_dean22: I don't understand why people don't see climate change as a valid threat to our country.,178704 +1,RT @TEDTalks: 'We are going to win this. But it matters a lot how fast we win it.' @AlGore on climate change: https://t.co/fLxKeIrBhl,891788 +1,RT @wef: How global warming could see your city submerged under the sea. Read more: https://t.co/pCDDoU6W8M https://t.co/dgC5ILy90B,972293 +1,RT @TeckieGirl: @IAmJohnSparks 63...it should be 53 thanks global warming...we should be wearing coats.,738914 +1,"I was just thinking while making coffee.... hey Cali - Sorry about your drought and climate change, #sTrumpet supporters don't need food?",960077 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,985447 +1,RT @allieddown: Do what you can to prevent climate change. #ProtectOurWinters https://t.co/JtNVYqVJmQ,708089 +1,RT @philstockworld: We need to look at facts and get politics out of the discussion... “Why we need to act on climate change now” https://t…,476313 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",660581 +1,RT @cote_se: How IoT helps insurers mitigate the risks of climate change https://t.co/M5HImOuKLo #IoT,229875 +-1,"RT @joelpollak: If you pretend the first Category 3 hurricane in 12 years has anything to do with global warming, you're not a scie…",237639 +1,Does @RepMGriffith support #POTUS actions on climate change that endangers our children's future and is out of touch with reality?,716118 +2,RT @_Unionistparty: Breaking news!!! @realDonaldTrump issues a massive gag order on any speech about climate change @CNN @foxnews @msnbc @c…,486037 +1,"RT @Tom_Swetnam: This is a superb assessment of climate change denialism: Q&A, episode 4 - Mountain Beltway https://t.co/Re555qRNxx",563543 +1,RT @goldengateblond: So the @nytimes hired someone who thinks climate change is still up for debate. This is not a 'different opinion.'…,254804 +0,At Chautauqua --discussion on climate change with CSIS expert. https://t.co/z6nfyx0fos,78889 +2,The Weather Channel rains on Breitbart's anti-climate change parade -… https://t.co/RcjqNVL6Ja… https://t.co/QNZjdqFRDC,386438 +1,"RT @shreec: It's still not clear that Trump believes in climate change. We know the guy running the EPA doesn't either. + +It is astounding.",32839 +1,"It's going to be unseasonably cold all week, but climate change is apparently a hoax. Mkay",431941 +1,RT @HuffingtonPost: Pretty much every living thing is already feeling the effects of climate change https://t.co/5U8EQ27eFi https://t.co/nI…,718650 +1,RT @verge: Trump has no idea what he's talking about when it comes to climate change https://t.co/XbXmfrL93I https://t.co/KUK0Eeyq9l,346998 +0,"RT @Salvesayson: You’re so hot, you must be the cause for global warming. #ALDUBSourceOfLove +@lynieg88 i",992665 +1,"RT @ClimateReality: #RyanReynolds sat down with us to talk about climate change, deforestation, and solar tech https://t.co/VN0GXNmtCX",925712 +2,"RT @BDTSpelman: Jane Fonda: If we don't address climate change immediately, four years from now it will be too late.",245575 +1,RT @HillaryforSC: From climate change to immigration reform—we need the help of Democrats at every level to solve our most complex pr…,590854 +2,"RT @TheCDZ: Susan Sarandon on Trump meeting with Kanye West: 'I hope Kanye talked to him about climate change, that's what I'm counting on.'",334895 +-1,"RT @loftyjester: Of course they have, fuck all to do with FAKE climate change, all to do with trade partnerships. https://t.co/8OHfpgWybC",763763 +1,RT @AdamMcKim: 'To deny [climate change] betrays the essential spirit of this nation--the practical problem solving which guided our founde…,553578 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,775770 +0,"@weatherchannel look how red that area is, take cover reds! and while you're in there with the power out, read some books on climate change",424580 +2,RT @UNEP: Scientists are calling on policy makers to act urgently to slow the effects of climate change on endangered species…,465 +2,The next big climate change battle starts in India: … . Whatever Trump’s attitude toward… https://t.co/vvqBnYOkxQ,276277 +1,Una tragedia en Colombia! A tragedy in Colombia - almost certainly the result of climate change. https://t.co/EAVtKZbOLK,933904 +1,Going to miss him. Doing his best to protect us the best he can from a man who does not believe in climate change. https://t.co/tbCpd8CuPB,325005 +0,if global warming ain't real then explain club penguin shutting down,523534 +0,Discussion about climate change often focuses on the future.…But what if we talked about the past instead?'… https://t.co/hOa2VO8a1H,694588 +1,"EPA: Fuck climate change + +DoD: Um, climate change is a national security problem. + +Pres Cheeto: duuuuh (drools on tie)",144392 +0,"RT @RedPillRe: Homes of Al Gore, Elon Musk, and Robert Iger. + +Guess, are they climate change advocates or #hypocrites + +#ParisAccord +https:/…",659970 +-1,>>131262514 >Liberals now think Summer is global warming,416326 +0,RT @tribelaw: Contrast @JoeNBC & @morningmika's dignity w deranged T tweets attacking them; reflect on global warming & wrecking EPA; then…,183775 +-1,"@PrisonPlanet @Kittens4milk Collusion is to Russia hacked the election, as Climate change is to global warming + +#LiberalHysteria",985238 +-1,Sally Kohn’s latest evidence of climate change proves she is ‘not a smart person’ https://t.co/NjvV0pUtbN via @twitchyteam,827631 +1,"In other news, it's going to be 97° in parts of LA today. Nov 9th. Really glad we have a president who will address our climate change issue",633279 +1,RT @imalyssalau: America has fucked over the lives of millions & the future of this earth (b/c climate change is a hoax made up by the Chin…,597851 +1,RT @billmckibben: NYT: Trump is robbing us of the time we have left to fight climate change--time we will never get back https://t.co/bnPMr…,938238 +-1,@sciencerocks156 Next 4 years R very critical 4 US & the world.Islamism is a much bigger threat than global warming 4 the Earth @TarekFatah,165821 +1,"RT @EconSciTech: Take a dip in the unusually warm waters of Palau, where corals may hold the secret to combating climate change…",77013 +1,Environmentalists cried hoarse for years. Now I hope the world is convinced of shocking speed of global warming. https://t.co/HN1ht9AdsR,861780 +1,RT @bnkstn: The future might be in good hands if global warming doesn't take us all out https://t.co/eNc9HNkxrx,807138 +0,"And now for a message from climate change: Keep your seatbelt fastened, even when the sign isn't illuminated https://t.co/gCyfSfqEhe WIRED",813252 +0,@stevenburns131 Are you saying he DOESN'T believe in global warming/climate change?,915086 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,182649 +1,"RT @ReclaimAnglesea: On climate change policy, neither time nor Trump are on Turnbull's side (Coal & #ClimateAction incompatible #auspol) h…",858209 +1,RT @Salon: The largest oil company in the world understands more about climate change than the president of the United States…,351795 +1,RT @gmbutts: A pitch to Conservatives who think the party's tradition of climate change denial is too moderate. https://t.co/BxoH5uWecu,688713 +2,RT @BBCPeterHunt: Prince Charles calls climate change the 'wolf at the door'. @realDonaldTrump has called it a 'hoax' and 'bull****'. https…,362619 +1,Trump's just-named EPA chief is a climate change denier https://t.co/3LbDTue5sa via @mashable,134252 +-1,"RT @Cernovich: Same 'experts' who said Hillary would win claim 'climate change' is real. LOL! Go away, morons, you know nothing and you los…",801872 +0,RT @picklesthomas: @MissEmerKenny Unconventional policies on climate change.,434149 +0,RT @chhlss: If global warming isn't real how come club penguin is shutting down?,979828 +0,@tanamongeau Bitch talk to me I'll talk about global warming with you,273786 +2,"RT @s_guilbeault: Canada not ready for climate change, report warns https://t.co/5YWljFkdA3",410133 +1,RT @eliasisquith: 9. The president-elect does not believe climate change is real. He has promised to negate the Paris Climate Agreement,532002 +1,RT @ALaingSEO: Trump hired a climate change denier - someone who claims climate change is a hoax - to lead the EPA! #myronebell. Unbelievab…,200674 +2,RT @JonathanCohn: Why climate change is about to make flying a whole lot worse https://t.co/iHGnBY0DEg,657751 +-1,RT @CampersHaven: @docdhj @warrenwarmachi1 Thank you @realDonaldTrump climate change is a fake and a way to get money for globalist,731040 +0,What scares me most about global warming is the possibility of more nude beaches.,116331 +-1,"@bruneski ...because obozo, lib's serving Soros and the global socialist agenda AKA global warming worked so much better for USA!",863976 +1,RT @Slate: Trump will be the only world leader to deny climate change. https://t.co/thTQM5qEy6 https://t.co/0WvubdXUqu,619125 +1,RT @retroJACE: global warming real as hell. al gore told us. leo dicaprio keep tryna tell us. its 82 degrees and its halloween. sumn aint r…,125623 +1,Trump's denial of climate change should be his biggest scandal... Wtf is he thinking. Is making the world better so horrible? #climatechange,310473 +1,RT @chaplinlives: Fossil fuel industry whore EPA chief wants climate change 'debate' televised. Followed by a debate on gravity? https://t.…,937959 +1,RT @Coral_Triangle: Spread the word that we need urgent action on climate change and reef conservation. #COP22 #oceans https://t.co/3GHN7t0…,308435 +-1,RT @SteveSGoddard: California is suffering some particularly severe global warming this year https://t.co/Fprtma5uI8,472552 +2,RT @AP: Pilgrims feeling the effects of global warming mark Peru's annual Snow Star Festival in this #360video. More here:…,14123 +0,they asked what my inspiration was and i said global warming.. like nigga i'm cozy,463476 +2,RT @MarketsTicker: Pruitt won't say if Trump believes climate change is real https://t.co/6zfpcMkTeB,138171 +1,"If .@POTUS wants to save U.S. infrastructure & #MAGA, he needs to care about #climate change… https://t.co/BWZh0hfYqa",421060 +1,"RT @markrWRI: Trump denies climate change, but could one day be its victim @WorldResources @SamAdamsWRI @WRIClimate https://t.co/JDD584zWZV",579935 +0,the end of the world can not come soon enough COME ON climate change https://t.co/sBW01s7XpH,764743 +1,"RT @altUSEPA: SCOTUS ruled climate change immediately threatens America. An EO that rescinds ACC rules may be unconstitutional. +https://t.c…",121733 +1,@RioSlade @nytpolitics the US won't matter. We'll be run by climate change deniers. Policies will hurt everyone somehow.,902719 +2,"RT @CNN: Exxon 'misled the public' on climate change for nearly 40 years, according to a new Harvard study…",499377 +1,@richardwjones I made no political assumption - just picked outlets that push climate change denial. Your fail. @Balinteractive,330434 +-1,"RT @petefrt: Exposed: How world leaders were duped into investing billions over manipulated global warming data + +#tcot #p2…",579092 +1,"Passed an anti-vax, an anti global climate change, and a crossfit competition on the mall so far. DC is hell.",881788 +0,she give me hot head i call her global warming,531037 +2,Growing algae bloom in Arabian Sea tied to climate change - https://t.co/A4j8T5usOS https://t.co/LBysYLiXlo,11749 +-1,@PrisonPlanet @DrJillStein and so now I'm burning a tire in my back yard. Sending smoke signal 'man made climate change is merely a tax.',549582 +2,"RT @cnnbrk: Secretary of State moves to eliminate or downgrade special envoy positions, including climate change representative…",573156 +2,#Top_Stories Committed to climate change as per own requirements: India - Economic Times https://t.co/QbAMLwQU3e,30448 +2,RT @motherboard: Rex Tillerson used alias 'Wayne Tracker' to secretly discuss ExxonMobil's climate change problem…,129351 +1,RT @nature_org: The science is clear. The future is not. The powerful climate change documentary from @LeoDiCaprio is streaming for…,37561 +1,RT @GuardianSustBiz: How will climate change affect the retirement savings of people like you and me? https://t.co/aaR6doA36c,465406 +1,RT @PiyushGoyal: India makes International Solar Alliance a reality. Solar-rich countries come together to fight climate change. https://t.…,667012 +1,RT @MikeBloomberg: .@LeoDiCaprio's #BeforetheFlood on @NatGeoChannel tonight puts focus on reality of climate change & need for action. htt…,469269 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,390170 +1,"Tobacco, #climate change... The #MerchantsofDoubt are at work! #marchforscience @NaomiOreskes @ErikMConway https://t.co/FBzhjCVHRb",959738 +2,"TRUMP DAILY: Apple, Google, Microsoft, and Amazon will continue to fight climate change despite Trump’s order #Trump https://t.co/7WEVPu8IOp",563239 +1,"Public transit will make a huge difference with climate change, but why does it always attract smokers and other white trash?",298348 +2,"RT @usgcrp: Vulnerability to #climate change varies across time and location, communities, and individuals:… ",969120 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,562344 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,507849 +0,@Sethrogen stop global warming tear down h-wood replant trees can't imgin all those explosions and limos good 4 environment #hypocrits,612473 +2,RT @JayFamiglietti: Is climate change making catastrophic storms like #Harvey the new normal? Expert climate scientists weigh in.…,214099 +2,"The #chemicals industry has joined the fight to prevent climate change. +https://t.co/IYqB1ttOFC",358893 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",877762 +1,RT @World_Wildlife: Polar bears are the poster child for the impacts of climate change on wildlife. Read more: https://t.co/IRKTfJaZQC…,290774 +1,"RT @edwardhadas: Even climate change sceptics should worry about Trump's Paris decision. He hurts already fragile global governance, https:…",366083 +0,RT @cstoudt: National Geographic will stream DiCaprio's climate change doc film for free https://t.co/ARE8bLIsz6 #climatechange,328980 +1,"RT @mmcauliff: I wonder how 51,000 Jill Stein voters in Michigan feel about prospects for addressing global warming. (Clinton trails by und…",381821 +1,RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,143194 +1,@SenSanders I agree. Why. We are putting more fumes in the air p. The reason all the CEO's are republican. It causes global warming.,720448 +1,Sign the pledge to #StandUpForScience and against #climate change denial and disinformation: https://t.co/YxcPlEf70X,907123 +1,#morningjoeTrump a double threat.Could end us fast with nukes.Or a bit slower by gutting climate change initiatives.,330539 +1,RT @AJEnglish: Why you shouldn’t trust climate change deniers - @AJUpFront @mehdirhasan’s Reality Check https://t.co/o2w7vA7dTn,250496 +1,"RT @DrBobBullard: With or without the U.S., the world’s going to move forward on climate change https://t.co/6wwW1YC2eZ via @grist",825050 +2,RT @WorldfNature: Judge orders Exxon to hand over documents related to climate change - CNNMoney https://t.co/RVXMpQikIJ https://t.co/uWITf…,310470 +-1,Doubt he'll be so convinced about global warming after visiting Embra. #leowatch https://t.co/4kFq6aWF2O,537199 +2,RT @washingtonpost: How climate change could be breaking up a 200-million-year-old relationship https://t.co/rPFGvb2pLq,399654 +1,"@NinaDontPlayMtG CO2 has nothing to do with climate change, and anyone with a Ginsu can be a heart surgeon!",702705 +2,"RT @DailyMonitor: According to experts, good farming practices can combat the effects of climate change and also limit it. #FarmClinic http…",892244 +2,"RT @Reuters: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/XM7qUmahdX https://t.co/NA2yg8JkP9",622058 +1,RT @rachelgreene116: You won't be calling me a liberal snowflake when the global warming that you claim doesn't exists melts all the snowfl…,620110 +2,"RT @sciam: After Trump inauguration, White House website cuts references to 'climate change' and 'global warming.' @motherboard https://t.c…",351959 +2,The right in America may deny climate change but conservatives in the UK are taking action https://t.co/D0ClAQ4Tii,559004 +1,RT @WendiAarons: How can we be surprised there are climate change deniers when 90% of us believe germs count to 5 before jumping on dropped…,466335 +1,It still amazes me that people don't believe global warming is real,916165 +-1,@PrisonPlanet @staugy 'Tantrums based on fear of change' is the global warming movement,299696 +1,"RT @SarcasticRover: “Here are 5 random people who say climate change is a hoax.” + +“Here are 5,000 scientists who say it’s real.” + +“See?! Th…",900452 +2,Jesse Watters is on the hunt for global warming https://t.co/EUsXNDbcnY,161340 +2,"RT @vlramirez12: Sanders to Trump: Listen to scientists, climate change is real https://t.co/BLhOxVgPBF via @msnbc",944524 +1,RT @Sustainable2050: I asked you what to recommend for people that don't accept or understand human-caused climate change. Clear winner: ht…,788328 +2,"Trump will undo Obama’s plan to curb global warming, the EPA chief says https://t.co/mHK7FYm29A https://t.co/CloSvBOKyW",680075 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,1144 +0,RT @YABOYLILB: if global warming doesn't exist then why is club penguin shutting down,899001 +1,RT @colmtobin: You just know climate change is real when it's this cloudy on the first day of the Leaving Cert.,764267 +-1,@AnnCoulter Good idea. I personally think gun control is the answer to global warming. It has to be the burning gunpowder that is doing it!,181502 +1,RT @GrayMaddie18: I can't respect a leader who doesn't believe in climate change.. actually I can't respect you period if you don't believe…,396204 +0,RT @ClintSmithIII: Discourse around #NoDAPL should focus on how Native ppl have the right to defend themselves. Not just climate change htt…,165575 +2,RT @NatureNews: Staff at a US energy lab have asked scientists to scrub references to climate change from their work…,669572 +1,RT @WMBtweets: How IKEA Group framed climate change as an innovation challenge: #climateaction - @_stephenhoward https://t.co/HmGnrECRaH,996566 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,963786 +2,NY AG says Tillerson used alias in emails on climate change https://t.co/GSF3Vo6UqH,77291 +2,"To get ahead, corporate America must account for climate change https://t.co/HjVJa2CsY6",157958 +1,RT @rhodeytony: To the ppl who believe climate change is a myth: where is the harm in protecting our planet anyway? Why not use cleaner saf…,660600 +-1,RT @USFreedomArmy: Climate change (proven). Man-made global warming (unproven). Separate fact from fiction at http://t.co/WG8xVIFdVZ. http…,243384 +1,RT @washingtonpost: Opinion: Harvey should be the turning point in fighting climate change https://t.co/uOw8Dg9EdK,855526 +1,"Earth Hour is this Saturday, Mar.25th. Switch off your lights at 8:30pm to bring awareness to climate change -… https://t.co/QQ6VJX9Lus",15177 +1,"RT @j_szilagyi97: I can't believe Trump doesn't believe in climate change. It's not something you 'believe in' it's 110% factual, but https…",607972 +1,"RT @davidsheen: Israel forestry experts blame for fires: +1) climate change +2) worst weather in 40 years +3) bad choice to plant pines +https:…",641479 +0,@ahawe37 @fourzerotwo Where's the prejudice? pull from my tweet where I'm prejudice. 4 years we wont do anything about climate change,767241 +2,RT @businessinsider: The Trump administration has told the EPA to remove its climate change data from its website https://t.co/xHMcBspfnH h…,827384 +1,Our inaction on climate change will be the blackest mark against us in the history books. https://t.co/FA8UfN3wT8,77569 +-1,"RT @PolitiBunny: You just proved my point - if climate change were a thing, banning hunting wouldn't matter. Bears would be dying an…",101665 +1,How anyone can argue against climate change is beyond me. #fouryearsandcounting https://t.co/1D1I7KJI0g,136081 +0,"@RyanHoulihan I find the climate change aspect and Sarah Palin (to begin with) head of parks, it literally makes me sick.",247191 +2,RT @HuffingtonPost: UN: Paris deal won't be 'enough' to avoid worst effects of climate change https://t.co/2OzsX1RyKK https://t.co/Ube2xB0…,372137 +1,"RT @PaulRobbins15: Really useful summary of what may lie ahead on climate change. Face it, we weren't addressing the issue the night b…",82080 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",428600 +1,RT @postgreen: Al Gore offers to work with Trump on climate change. Good luck with that. https://t.co/ceJQGDxksj https://t.co/i1imNwePr6,371883 +2,"RT @FoxNews: March for Science rallies hit Trump for climate change skepticism, budget cuts https://t.co/YNDBXMxYFM https://t.co/PqLnnKf2Wv",478583 +0,"- Politico reports DOE staff discouraged from mentioning climate change +- CRA passes allowing ISPs to sell your data +- it's only Thursday",653972 +2,More winter-time haze in Beijing with global warming https://t.co/e7kwwNEnwh https://t.co/NHdC7alKOz,115685 +0,"Remwmber 'we are descended from the survivors, the people who are good at climate change, heroes (or fast runners)' @jackie_french_ #nwf17",743675 +2,"RT @IFRCAsiaPacific: Deadly winters, climate change spell doom for Mongolian herders https://t.co/FDbJAWFhqJ via @SCMP_news",785110 +-1,@SuperWahsum They have their own religion now called climate change.,67913 +2,Trump dismantles climate change panel https://t.co/tY9tQ8KasU,654623 +1,"RT @HawkPrincipal1: Lights, camera, green screen & 6th gr Science weather report on climate change! @NOAA #climatechange @AustiHawk64… ",597855 +-1,@Senator777 @mynameisNegan And @algore owns a condo in a San Fran flood zone - guess he doesn't believe in climate change after all,362750 +0,Who cares about global warming when all this rain is going to raise the water level we need to sort out our priorities man,970553 +1,"@SenFranken Sessions is an unqualified anti-civil rights, climate change denying bigot who should NOT be our AG! @senjudiciary #stopsessions",271990 +2,RT @CBCNews: B.C. forests get $150 million boost to battle climate change https://t.co/HAFSb7ok9v https://t.co/xXmbldeEHl,799661 +0,RT @LaceyGreve13: People who denounce climate change be like: https://t.co/YcdGfTctcy,250334 +2,RT @center4inquiry: Most Americans want 'aggressive' action on climate change: Reuters/Ipsos poll https://t.co/80lIm3wSmq via @Reuters,202714 +-1,@adamcurry OMG watch this very good anti-global warming response. https://t.co/vCkMU7Fqfd,719896 +0,i had forgot to #share that yes ''I DID #LIKED A TWEET OF @UN RELATED TO climate change of last possibly only 4-6 hours!!!! SO YESSS!! as th,686646 +1,"RT @_AlexHirsch: Simple. I believe in climate change, a woman's right to choose, gun safety & the wealthy paying their fair share. T…",740169 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,709571 +1,RT @SierraClub: 'Meet 9 badass women fighting climate change in cities' - includes our own @maryannehitt of @beyondcoal! https://t.co/dAZIY…,467521 +1,RT @OllieBarbieri: Country with the 2nd highest greenhouse gas emissions on the planet just elected a climate change denier as president. #…,608835 +0,"RT @SyfyWire: If we assume global warming is a hoax, what should we expect to see? https://t.co/wW5K1I0cxD https://t.co/rRB4lFteip",789353 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,772068 +1,RT @MarkRuffalo: This will kill 120k people/yr. Donald Trump is about to undo Obama's legacy on climate change https://t.co/scSBgFmbVB # vi…,826757 +1,"Coalition w/ women hating,homophobic right wing 'Christians', climate change denier is Environment Sec. I feel like I've moved to Trumpton.",335595 +1,RT @artistlorenzo: 'SUPPORT' I created this to highlight climate change and the need to protect our heritage. #VeniceBiennale2017 https://t…,262538 +2,#environment ‘There’s no plan B’: climate change scientists fear consequence of Trump victory https://t.co/PQu4i7T58h,914114 +0,"1st November??? +Surely no such thing as #global warming https://t.co/95oamcu45D",63037 +1,"RT @nadezhdakrups: @CNN As predicted, a bunch of science illiterate morons foolishly asserting this is proof that global warming isn't happ…",858667 +-1,"Dear global warming, +Why couldn't you be real? + +Signed, +A very confused person wondering why it's snowing in North Carolina right now",739011 +1,RT @lisang: I cannot believe the @nytimes expects intelligent readers to engage with a columnist who questions global warming. How insultin…,680261 +1,RT @SEIresearch: How vulnerable is your country to #climate change impacts abroad? See SEI's TCI Index https://t.co/xTn4UcRY4T https://t.co…,548731 +2,"Depression, anxiety, PTSD: The mental impact of climate change - CNN https://t.co/Ok0YUw16nR",101375 +1,RT @washingtonpost: 'Al Gore offers to work with Trump on climate change. Good luck with that.' https://t.co/3w5uUhkM89,635874 +2,RT @CNNPolitics: German Chancellor Merkel closes the G20 summit with a rebuke of US President Trump's stance on climate change…,386539 +-1,RT @InfidelAnna: @RobinWhitlock66 because of 'climate change''?? Stop making me laugh 😂😂😂😂,85240 +2,RT @cnni: Here's what President Trump's executive order on climate change means for the world https://t.co/2rp75eOeYm https://t.co/ZujQLzPX…,86583 +1,Indigenous land rights: A cheap and effective climate change solution @FordFoundation https://t.co/bLQWuBtiYT,128514 +0,"RT @_metafizik: .@JohnKerry said @realDonaldTrump would handle climate change like O.J. would hunt for his ex-wife’s murderer. +https://t.co…",612335 +0,"RT @creachadair: “Stop global warming,” they demanded. + +The AI sat quietly, designing an optimal solution. + +The first wave of plagues began…",950205 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,341324 +0,"RT @LanaDelRaytheon: did you know 'earth dayyy' is an anagram for 'thread ayyy' + +so here's a short thread about climate change and capitali…",411863 +2,RT @davidmwessel: DOE won't provide names of climate change staffers to Trump team https://t.co/iopRhxw7mR,918686 +2,RT @ajplus: Diplomats at the UN global warming summit are very concerned about Trump's stance on climate change. https://t.co/wZ6VbM60K8,248494 +1,RT @kengarex: This sculpture by Issac Cordal in Berlin is called “Politicians discussing global warming.” https://t.co/P9wUFQPRcW,199727 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,620843 +0,RT @NOAAClimate: How confident are we about global warming's influence on certain extremes? https://t.co/OBr0sjrZ3l Q&A:…,876475 +1,Why 2℃ of global warming is much worse for Australia than 1.5℃ https://t.co/weKW9b9MJd https://t.co/RX45jWYQFa,227513 +1,Y'all it's the middle of November and I'm wearing a tank top but 'climate change isn't real' OKAY,729192 +2,International ranking of government actions on climate change puts Australia fifth last out of 58 countries. https://t.co/mUOjKHNhvJ #9News,63732 +1,Creating futures' - an excellent new resource for exploring climate change and climate justice available at https://t.co/GJ3ZzfoZdY #chrce,941203 +1,"RT @NatCounterPunch: Poor communities are on the frontline of climate change, they need to be involved in discussions, and solutions.…",377927 +1,RT @pablorodas: ClimateCentral: A program that will 'only become more critical with climate change' is on the chopping block in Tr… https:/…,199675 +0,"RT @UberFacts: President-elect Trump has selected Myron Ebell, a climate change skeptic, to lead his Environmental Protection Agency transi…",374504 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,240445 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,905440 +1,@Liz_Wheeler I agree. We should take global warming seriously after the polar bears die.,130005 +1,"RT @citizensclimate: .@dana1981 nails it in the @guardian: On #climate change, angels and demons are battling over Trump’s soul… ",704470 +1,wef: The cleverest countries on climate change – and what we can learn from them https://t.co/O0LzbW4vlm apolitic… https://t.co/ncLlXSkve6,836083 +0,"RT @zeynepdereli: Ironic! +China warns Trump against abandoning climate change deal +Source: China has warned Donald Trump that he... https:/…",543661 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,449909 +1,RT @maggieeeng: people who complain about how hot it is outside still but deny global warming https://t.co/Mqa9HK88JQ,428372 +2,Recent pattern of cloud cover may have masked some global warming: There’s a deceptively simple number at the... https://t.co/zkA5GkP43c,60697 +1,"#ForeignPolicy spans from dealing with other nations on global issues like, energy and climate change to trade. #FP2016election",858758 +1,CAUSE ITS THE TRUTH BYE... Thats why your president doesnt believe in global warming... Cause yall think 90F is nor… https://t.co/opGs1tESAP,443238 +2,RT @CNN: The kids suing Donald Trump over inaction on global warming march to the White House https://t.co/idPI5Qlou7 https://t.co/DfwziSqy…,413174 +1,"RT @KenGenKenya: 'To turn to geothermal is to answer the challenge of climate change,'H.E. @PresidentKE https://t.co/2T40JURUPO #GoKDELIVE…",459091 +-1,"RT @RealAssange: Just a thought: + +I cant remember if @algore invented the internet before or after he invented global warming.",899389 +1,Michael Bloomberg and Mark Carney: How to make a profit from defeating climate change | Opinion | The Guardian https://t.co/KzW5iAS68P,282362 +1,"RT @Fusion: Imagine, if you will, a world where the media covered climate change the way it covers Hillary's emails:…",783586 +2,"In generational shift, college Republicans poised to reform party on global warming https://t.co/plVx9WPPM9",159095 +1,"RT @RedPeppermag: To stop cranks like Lord Lawson getting airtime, we need to provoke more interesting debates around climate change +https…",176750 +1,RT @Mark_Butler_MP: 63% of Aussies believe as a country we should be a world leader in finding solutions to climate change #ClimateoftheNat…,783505 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,792028 +1,RT @Advil: the replies to this are why i stopped trying with climate change. humans deserve to suffer for their treatment of t…,497097 +1,@GRIMACHU the tactics of creationism and climate change denial.,146582 +0,@LexDarxyde @CNN What global warming.,195288 +1,Denying climate change as the seas around them rise - https://t.co/9gEGuYtDWt: CNN: The Louisiana coast is… https://t.co/WW5iFezXJh,434245 +-1,RT @kwilli1046: CNN's Brian Stelter destroyed by Weather Channel founder John Coleman over global warming. It is a hoax. https://t.co/POzl…,494534 +0,Hindi nako magtataka kong magkaka global warming kasi mama ba namin ng short oh! grabe ang puti bes �� https://t.co/zohSjeby53,850564 +2,US climate change campaigner dies snorkeling at #GreatBarrierReef #GreatBarrierReef https://t.co/UG8e4ptW6x https://t.co/Bl2kcnoR2e,923994 +2,"Euro Times: For China, climate change is no hoax – it's a business and political opportunity https://t.co/eztq1kNxCV via @moral_time",206460 +1,"RT @MartyChavez: Trump Flat Earth Society +On climate change, Scott Pruitt causes an uproar — and contradicts the EPA’s own website https://…",274856 +1,"RT @Lawsonbulk: Trump's new EPA boss denies climate change, loves pesticides https://t.co/LHFigy4n7X",665084 +2,"RT @nytimesphoto: Countries hardest-hit by drought, and famine, produce almost none of the emissions believed to cause climate change…",223266 +1,RT @CarolineLucas: Time running out for chancellor to mention #climate change.... #Budget2017,9538 +1,"RT @DecryptingTrump: Tweet Decryption: Listen to the meteorologists at NWS except about climate change, as to which their views should b…",652161 +1,"Americans are willing to believe a sky creep gets angry at intercourse without a piece of metal on one's finger, but not climate change.",15561 +1,RT @pattonoswalt: Not ominous at all! (He also wants the names of anyone working on climate change research) https://t.co/czP4ZROvtN,978938 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,286324 +2,"China's coastal sea levels rise to record high, experts blame climate change https://t.co/ggbn5QYOIn",976808 +2,Leonardo DiCaprio meets Donald Trump to talk climate change https://t.co/dbH47EWJlb https://t.co/m3o8B1P1dk,933603 +0,RT @BigDuke123: yeah global warming where ever u r at all the hot air coming from ur mouth https://t.co/WCohSUSfC4,833749 +1,RT @JoeBiden: “Johnson says the jury is still out on climate change… talk about being out of it.â€ —VP campaigning with @russfeingold #voteb…,13957 +-1,"@abcnews I'm only thankful, that the Liberal Party has debunked climate change as a myth, otherwise, we'd REALLY be in the sh*t wouldn't we!",269703 +0,"@naturdenke5678 I don't know if you're talking about saving the environment, climate change, or if it's about certain people you don't like.",745126 +1,"Where not to find reporting on climate change: the opinion page. + +Yes, I actually read it. It's a bullshit argumen… https://t.co/qVxuAXBFdW",632428 +0,republicans on global warming: https://t.co/seYNjKF0SU,825742 +2,"RT @SopanDeb: 'On climate change, Scott Pruitt causes an uproar — and contradicts the EPA’s own website' +https://t.co/G4sMVU5SWg https://t.…",964931 +1,RT @FastCoExist: Paying people to stop cutting down trees is a cost-effective way to slow climate change https://t.co/z9HRRo7egk https://t.…,851128 +1,RT @Deanofcomedy: GOpers deny climate change but for some reason they all accept scientists on the #SolarEclipse,95759 +1,Worried about climate change or women's rights after the election? Donate to these charities https://t.co/5Rswz9Chaa,309693 +1,RT @mcnees: The man who carried a snowball onto the Senate floor and claimed it disproved climate change. https://t.co/BWbGhrpYt1,238223 +0,RT @Krazygio: global warming killed club penguin,972460 +1,JP was pissing me off with his whole 'global warming isn't real' bit today. Boiiii sit down 😤#lol,248021 +1,RT @theintercept: #HurricaneHarvey didn't come out of the blue. Now is the time to talk about climate change. https://t.co/XinhtyDqe4 by @N…,665198 +0,Does that mean the answer to rising sea levels is to shoot down the moon? Did I just solve climate change?… https://t.co/IB1AchG410,193420 +2,RT @EJ_Aus: Governments face 'wave of legal action' over climate change inaction as natural disasters worsen. https://t.co/RF8XpRdP0s #Harv…,919678 +2,RT @WFSFPres: Record-breaking climate change ‘uncharted territory’ https://t.co/LC4gqtYw3U Postformal #Education & Complex Futures https://…,404735 +2,RT @lenoretaylor: Trump begins tearing up Obama's years of progress on tackling climate change https://t.co/EgA1nL7J3j,596541 +2,RT @FoodSecuRR: Barack Obama on food and climate change: ‘We can still act and it won’t be too late’ https://t.co/jYxAxwGNcF https://t.co/K…,543460 +-1,RT @LiberalLogic123: Liberals are always talking about how science confirmed climate change but at the same time talking about how there…,464269 +1,RT @benmekler: It's 91 degrees in mid-November and the president-elect wants to cut 100 billion dollars in federal climate change spending,198672 +2,RT @gregladen: Trump’s defense secretary cites climate change as national security challenge https://t.co/2vEYI6a8ZA,44581 +2,RT @MDBlanchfield: Badlands National Park deletes climate change tweets after its account was ‘compromised’ - The Verge https://t.co/f3jnPj…,754946 +2,"RT @nytimes: How Americans think about climate change, in 6 maps https://t.co/Rdp0qpqLK0 https://t.co/zzxTAG2BUZ",569556 +2,RT @TheDailyClimate: #China blames #climate change for record sea levels. @Reuters https://t.co/tqf7QCYUmp,884544 +1,RT @adamconover: Ever wonder how we know that humans are causing climate change? The @EnvDefenseFund has this terrific summary: https://t.c…,989997 +1,"From heatwaves to hurricanes, #floods to #famine: seven #climate change hotspots via @guardian https://t.co/WdRZQC1Sj4",137472 +2,RT @PTI_News: US President #DonaldTrump signs order to roll back Obama's climate change measures.,161689 +1,RT @tedlieu: You know who doesn't compromise or give a damn? Mother Nature. @realDonaldTrump ignoring climate change won't make it go away.…,101094 +-1,"RT @mitchellvii: Larry King, 'Everyone can tell there's global warming!' Really? Even believers say its been about 1 degree in 100 years. C…",74324 +1,RT @davidsirota: This makes a strong case that every other political issue is tiny in comparison to the issue of climate change https://t.c…,543267 +1,A2: A good example is how climate change has made the design industry more eco-conscious 2/2 #ModernMonday,26454 +2,"RT @SasjaBeslik: Meet China’s 'ecological migrants': 320,000 people displaced by climate change https://t.co/MsyqCisUG6…",300023 +2,Jesse Watters is on the hunt for global warming https://t.co/OgSE7NDlIq,740203 +1,"We shall put emphasis on irrigation, especially the modernized type to fight climate change' #AgricUG https://t.co/66YfGofsCU",128301 +1,RT @BarackObama: Communities are already experiencing the effects of climate change—we can't afford not to act. Take a look:…,397205 +1,RT @SenSanders: If Trump wants to protect our national security he must recognize that climate change is causing destruction and instabilit…,506974 +0,#policies for global warming pandaw cruises vietnam and cambodia https://t.co/9lh7ha93tk,117627 +0,RT @jamesjcowan: BREAKING: #Netanyahu declares that #climate change is the work of arson-#terrorists from #Palestine. #corruption #israel #…,599175 +1,Worst climate change threat https://t.co/H5PBnjQ9pa #AgTech #ClimateFacts #environment #Agriculture #foodsecurity… https://t.co/hLJmb6rbkP,463508 +1,RT @LibbyReale: The left and right agree: Fox News destroyed EPA chief Scott Pruitt over climate change https://t.co/eDZgOJsdoD,372969 +2,RT @RunGomez: The National Park Service twitter account for @BadlandsNPS has gone rogue -- tweets about climate change https://t.co/hoACUe1…,748967 +2,RT @drinksfeed: How tequila could be key in our battle against climate change https://t.co/ZJvMzwmXlw,363192 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,903494 +1,Before The Flood - Leonardo DiCaprios latest documentary about climate change! Watch today: https://t.co/SHGbR6HiVg https://t.co/zUaefBIxz2,795490 +1,@NYTScience It's hard to imagine ppl of #Charleston thinking global warming will not affect them.,145543 +1,RT @earthhour: Check out this stunning #EarthHour shot from our friends over at Bolivia! Thank you for changing climate change wit…,548755 +0,Yo if japan made an anime about global warming do you thnk more people would care? Kinda like more people liked animals after kemono friends,695907 +-1,"RT @PaulCarfoot: No Scientist denies climate change, #climate is changing all the time, whether it be warming or cooling, it always… ",769445 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,221330 +1,RT @Thevman98: How do we have a president who doesn't believe in global warming now?,166255 +2,Climate scientists say likelihood of extreme summers surging due to global warming: Report’s authors say Sydney… https://t.co/MGy5yHi3Sg,811189 +0,What if this is the angle with which we can create a coherent response to climate change?,84497 +2,Plants can be engineered to help fight the effects of climate change https://t.co/3kBYLlDkrq https://t.co/tZafE0Of6a,150214 +1,RT @SenSanders: The Dakota Access Pipeline would be a huge blow to our fight against climate change. #NoDAPL https://t.co/47m6yUu4m5,865352 +-1,@CraigRSawyer But but but ... global warming! Won't somebody think of the weather?,995708 +1,"RT @RawStory: ‘I’m open-minded, you’re not’: Tucker Carlson melts down after Bill Nye schools him on climate change… ",509395 +2,RT @PamelaFalk: The world is racing to stop climate change. But the math still doesn't add up https://t.co/N4pBGsCidm,400295 +1,"With all the time @realDonaldTrump spends in Florida, you'd think he'd believe in global warming.",392938 +0,if the night king could fix global warming #GameOfThrones https://t.co/VtfvYB9Cyx,500114 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,52152 +1,RT @SLHDC: Yet another poll showing Americans disagree with Trump's actions on climate change https://t.co/Tp7wIRIBGg https://t.co/qm6vET8o…,931570 +0,RT @TheFilmStage: Leonardo DiCaprio's climate change documentary 'Before the Flood' is now streaming for free on YouTube:…,143876 +2,"Stopping global warming is only way to save Great Barrier Reef, scientists warn +https://t.co/Et4duwdJ77 +#Fukushima… https://t.co/jdKOp9T17d",351740 +2,Q&A: Australia 'raising middle finger to the world' on climate change - ABC Online https://t.co/XLLnVLhwUn,439405 +1,"RT @iaeaorg: As #COP22 continues, get a look at how #nuclear science fits into the fight against climate change: https://t.co/AvckXoXsx6",268360 +1,"RT @bitchxtheme: science: we can reduce and eventually reverse climate change if people stop eating animal products +carnists: did you say…",854656 +1,Emissions reductions can no longer prevent dangerous climate change.' https://t.co/RVrqZOC25H #climatechange,831348 +1,RT @climatehawk1: Science proves the obvious: the Arctic heat wave is because of #climate change | @FastCoExist…,571241 +2,"RT @CBSNews: Only way to save the world’s coral from heat-induced bleaching is with a war on global warming, study says:…",512626 +2,RT @hekasia: Congressman leaves stage to a chorus of boos after saying the jury is still out on climate change https://t.co/DlINFwgo2N,248780 +1,Neoliberalism has conned us into fighting climate change as individuals | Martin Lukacs https://t.co/RBHP8wDiVl,11184 +0,RT @seemorerocks: Guy McPherson: Abrupt climate change in a nutshell https://t.co/V4GkbaNYSd,297333 +0,"According to some media guys here in Charlotte, Kaminsky's responsible for Hornets being bad, global warming & the snowstorm in the NE.",428875 +2,Trump to announce decision on climate change Thursday https://t.co/HQdEUgDzmG,411234 +2,"RT @aerdt: What can rest of world do if #Trump pulls US out of #ParisAgreement on climate change? | @AdilNajam & Henrik Selin +https://t.co/…",69811 +0,RT @ClimateDesk: Sanders to Zinke: 'Is Trump right? Is climate change a hoax?' Zinke: 'I don't believe it's a hoax' but not sure how much h…,153288 +0,"@Ken_Rosenthal Considering climate change is the issue voters are least concerned with in polls, bullpenning probably sells more copies!",144935 +1,"Want to stop climate change, @UWM? See #BeforeTheFlood at your University... https://t.co/ObnMG2DHcQ by #olivialeeross1 via @c0nvey",760465 +1,RT @Nuclear4Climate: 'In USA there is 50 nuclear start up which develop new model of reactors to fight climate change' @kirstygogan of…,187455 +1,RT @HvstheD: China to Trump: Wise men don’t sneer at climate change #TeamHillary #vs #TeamDonald https://t.co/JpnkU942hP,111234 +1,"RT @UN: Monday is #WorldSoilDay. + +Soils are in danger due to the climate change & more. @IAEAorg explains how nuclear tech… ",675809 +1,"RT @fredguterl: If Trump does something about global warming, it will have 'tangible benefits' for US businesses @aisneed @sciam https://t.…",488542 +2,RON HART: Don't buy the 'climate change' hype - Santa Rosa Press Gazette https://t.co/DQNI7wpAjn,676221 +2,One of the most troubling ideas about climate change just found new evidence in its favor https://t.co/KyyEynEZ1u,645159 +1,RT @ReinaDeAfrica_: When you know this unusually warm weather in October is due to global warming and climate change but you still kind…,296926 +1,RT @Khanoisseur: Countries most impacted by climate change are in Africa–there isn't a clearer sign of Trump's racism than his refus…,860628 +2,RT @intlspectator: UNITED STATES: Trump is consulting on how to withdraw the US from the Paris climate change deal,615331 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,288026 +1,Eight #photographers discuss the effects of climate change and why we should protect our planet https://t.co/mzxFS9ZnW6,850214 +1,@NASA What happened to data that led to discovery of climate change?,93486 +1,RT @ClimateNexus: How a professional climate change denier discovered the lies and decided to fight for science…,778610 +2,RT @YaleE360: First large-scale survey of microbial life in sub-Saharan Africa may help protect ecosystems from climate change.…,65978 +1,@350 is a great bipartisan org. Im a republican but I believe climate change is REAL!!! @realDonaldTrump #climatechange #supermoon #trump,760825 +1,"RT @mmpadellan: Hey Toxic Lowrent: +1. Competent ppl can do 2 things at once. #multitask +2. Pentagon says climate change nat'l sec i…",396886 +2,RT @Adel__Almalki: #news by #almalki: Trump to roll back use of climate change in policy reviews: source https://t.co/6BivHeybgp,637614 +2,"@Betsy_Rosenberg Contradicting settled science, Donald Trump says 'nobody really knows' on climate change - CBS News https://t.co/wMkyVLJ8Dy",37645 +-1,"Freakin hell one minute we have global warming, next it's bloody ice age. Who comes up with this crap? Political po… https://t.co/eqkUZQLyhi",796868 +1,yall really claiming the second coming instead of acknowledging climate change,150090 +-1,"RT @geertwilderspvv: No Mr. President terrorism is not linked to climate change but to Islam. + +I will spell it for you: + +I S L A M https:…",711071 +2,"RT @WSJ: Appetite for oil and gas will continue to grow despite efforts to curb climate change, says Saudi energy minister https://t.co/oBu…",14884 +2,RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,182129 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,970523 +2,RT @scienmag: Study reveals 82 percent of the core ecological processes are now affected by climate change https://t.co/W9l88HMPYd https://…,126702 +1,RT @AsmToddGloria: We have an effective mechanism to combat climate change in CA's #CapAndTrade.That's why I voted to #ExtendItNow.…,760498 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",642676 +0,RT @jenditchburn: Read @BrettDolter w/an assessment of #Saskpoli climate change white paper. https://t.co/RV37YhTpgQ #cdnpoli,611682 +1,RT @ClimateCentral: 35 seconds. More than 100 countries. A lot of global warming https://t.co/k4XZWbrTWP https://t.co/2WjAy6oit7,387825 +0,"RT @michaelbd: People who think climate change as the thing that will cause Trump to fail. + +This is a thing I’ve seen more than once.",898454 +1,"RT @JasonLastname: After war and climate change have killed us all, I just hope aliens visit earth and ride our rollercoasters.",497406 +0,"The mother of all externalities': uncertainty around climate change, via HKS prof Zeckhauser https://t.co/PwYNAGLK9T",771414 +1,RT @LisaBloom: We will be the only developed nation in the world led by a climate change denier. https://t.co/tR1DclGWEz,335117 +0,"By storing water for irrigation and drinking purpose,how is he battling climate change? Slightly stretched https://t.co/XJ0mtfzhsH",227112 +1,"I want better laws and a cleaner direction for climate change , and for someone who can make those happen give a damn #SummerofResistance",332222 +2,RT @tveitdal: The Trump White House is at war with itself about climate change https://t.co/Gl0qJcRjBm,80667 +0,RT @britneyspears: Does anyone think global warming is a good thing? I love Lady Gaga. I think she's a really interesting artist.,555942 +2,"In rare move, China criticizes Trump plan to exit climate change pact https://t.co/ZtxvncT4Dk https://t.co/kxdBaEJUNf",53511 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,447252 +1,RT @ZEROCO2_: How climate change could make air travel even more unpleasant https://t.co/1EYzwDMPPY #itstimetochange…,186674 +0,RT @AceofSpadesHQ: i've begun to miss the days of endless papers about global warming's effects on the mating habits of grackles https://t.…,121132 +-1,There has been no statistically significant global warming in about 17 years. #climate,930214 +-1,RT @Pris0nPlan3t: Anyone lecturing me about the 'science' behind global warming explain this 'science'; I was born with 1 ball & 11 toes. F…,335202 +1,RT @MattBellassai: me trying to walk down the street and enjoy the warm weather without thinking about how global warming will kill us…,988363 +0,RT @FalonThrash: Tell me global warming doesn't exist https://t.co/bjq5k1thsb,288011 +1,"It's 70 today but supposed to snow Saturday but ya no worries Trump, climate change ain't real",739518 +2,"RT @nytimesbusiness: In Kansas, politics make it hard to talk climate change. “People are all talking about it, without talking about it” h…",790132 +1,RT @NYUADArtsCenter: Holoscenes dramatically connects the everyday actions of individuals to global climate change. Admission is free https…,301900 +1,"Point on fracking is that if we're going to argue with climate change deniers, and we should, it doesn't help if we use words inaccurately.",302617 +2,RT @RenewEnergy_RR: Other nations will move forward on climate change 'irrespective' of US https://t.co/J0fhxRjCUU https://t.co/0iuWcKVLtt,958057 +1,Rep Lamar Smith Chairman of House science committee says climate change 'beneficial' #Senile https://t.co/Yj0OoOJgPu via @HuffPostPol,701054 +1,INDIGENOUS PEOPLE OF BIAFRA - Indigenous women make biggest sacrifices facing climate change,630867 +1,"RT @Water: 'water security is closely linked to migration, climate change risk, and economic development' https://t.co/pC2buYcMpB via @circ…",124693 +1,Victory in South Africa's first climate change court case! https://t.co/zZen4jFCOH,779224 +1,"RT @Sustainable2050: Please RT if you want to go all out for the #ParisAgreement, while knowing that keeping global warming well below 2°C…",988319 +2,RT @nytimes: Donald Trump has called climate change a hoax. A Chinese official says it is anything but. https://t.co/N7y35LTyN2,143176 +1,RT @EdwardTufte: Red line like @NateSilver538 = smaller underestimate of disaster than herd? Have herding climate change models unde…,476997 +1,Wait...what? 140 heat index? Glad global warming is definitely not a thing. #iowaisnotarizona @… https://t.co/ukd68AGMq8,744636 +1,RT @UNEP: Why must we maintain our soils as a carbon reservoir in the fight against climate change? Find out here:…,494866 +1,RT @Allen_Clifton: Don't care if combating climate change might kill some jobs. Why? Because the ultimate 'job killer' is a planet we can n…,915960 +2,RT @YaleE360: Can the impact of human activity on climate change be calculated? A new study proposes an equation to do just that…,231365 +0,RT @HuffingtonPost: HuffPost's @nvisser and @kate_sheppard are talking climate change on Reddit today. Ask them anything!…,772334 +1,RT @RichardDawkins: President Trump may destroy America but maybe we can stop him destroying the world. Sign the climate change petition ht…,372425 +1,@dandrezner @washingtonpost the dude has done more to undermine efforts to stop climate change than pretty much anyone. Should be in jail.,424138 +1,Unfortunately not far enough to counter climate change @PaulineHansonOz https://t.co/lkSRcywp3r,676059 +1,Banks need to understand climate change-related liabilities in their portfolios before shifting lending #TCFDRecs https://t.co/KA19IYWNb3,942246 +1,"Well, this will stop climate change! #Trump proposes steep budget cut to #NOAA, leading climate science agency https://t.co/RjXjC4m61Y",211706 +2,"âš¡ï¸ “The Paris Agreement on climate change comes into actionâ€ + +https://t.co/0Orn22KUNU",211266 +0,#amytalk @HauntedSkeptic_ They may accept 'climate change' (I prefer 'global warming') but not that it is man-made,626674 +1,"RT @kylegriffin1: Macron has launched a website that trolls Trump, encourages those concerned w/ climate change to emigrate to France…",902016 +2,Seacoast Online advances Wells Reserve climate change talk by Fernandez .. https://t.co/RYjN7Lr395 #climatechange,698916 +2,RT @AJEnglish: A month-long journey around Antarctica to study the effects of climate change on the continent…,518506 +1,RT @WMBtweets: News from @wbcsd #COP22: watch biz scale solutions to climate change & take #ParisAgreement from ambition to implem…,291618 +1,"RT @dangillmor: Peter Thiel claims 'two sides' to climate change. If he'd operated his businesses with this deliberate ignorance, they'd ha…",845557 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",243660 +1,"RT @EricHolthaus: I'm starting my 11th year working on climate change, including the last 4 in daily journalism. Today I went to see a coun…",17112 +1,RT @theSNP: 📝 Read more about how our draft Climate Change Plan ensures we continue to show global leadership on climate change: https://t.…,811376 +1,"While global warming is for real, and the summer temperatures...... +While global warming is for real, and the .....… https://t.co/89K7kmUvia",37884 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",343424 +1,"RT @YasminYonis: Somalia's drought is caused by global warming. When there are droughts, animals & crops die. 6 million people on th…",124737 +0,RT @AndrewNadeau0: Started hiding extra climate in my basement just in case global warming is real.,16089 +2,Biden urges Canada to fight climate change despite Trump - Salon https://t.co/s7kDLWc88w,548004 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",471546 +1,RT @MMFlint: Trump has signed orders killing all of Obama's climate change regulations. The EPA is prohibited henceforth from focusing on c…,713175 +1,"RT @omically: Climate Scientist: we're in the midst of mass extinction +Oil Tycoon: climate change is a myth +Journalist: these people are eq…",583646 +1,EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/hyGdnB7NLZ Lunatics running Asylum America #auspol,444284 +2,RT @NewYorker: How arguments about nuclear weapons shaped the debate over global warming: https://t.co/t98pyYvlvR https://t.co/Mn0PeKgUCn,553993 +1,RT @WWFForestCarbon: Stopping climate change will remain an elusive goal unless poor nations are helped to preserve forests via @guardian h…,779015 +0,"They asked me what my inspiration was, I told them global warming.",428136 +1,RT @Descarts11: LNP and climate change denial industry crapping themselves! https://t.co/iZQDK3aIJ8,451951 +2,RT @WorldfNature: Oceans storing up staggering amounts of heat: 'the memory of all of the past climate change' - Chicago Tribune…,748633 +1,RT @LibyaLiberty: This was an eye opener - how to convince climate change deniers to change the way they think about climate change-f…,399472 +1,Today is #WorldEnvironmentDay! Global climate change affects everyone & we all must protect the world we live in. https://t.co/aXbMUaZx2A,776935 +2,"RT @dibang: जय हो ट्रम्प बाबा की! हद है हद +US Environment head denies that #CarbonDioxide causes global warming +https://t.co/eeasr6CtNd",548620 +1,"She would make a good set with the other human rights, evolution and climate change deniers. Why not have the whole… https://t.co/b90cP2nYzx",178200 +-1,"@MikeBastasch When you make a good living off of 'man-caused' climate change', that's all you focus on.",503535 +1,RT @climatehawk1: Every second we waste denying #climate change is stolen from the next generation who will suffer…,853896 +1,"RT @mightyobvious: Holy shit. @realDonaldTrump plans to withdraw funds for climate change progs, withdraw from Nafta and TPP https://t.co/5…",483641 +1,Want to see more about NASA's commitment to climate change study,979700 +-1,@AllenWest Still did not dawn on them that their settled science of global warming could be wrong,537632 +0,"@t_fowler76 @jeff2e @JMHinton13 this is more reliable than a late season cold front with respect to global warming,… https://t.co/oDrwzY89gY",849496 +1,"RT @GhostPanther: Pence doesn't believe in climate change, evolution or that some ppl are born gay. Can't he just not believe he saw Hamilt…",997347 +2,"RT @WorldfNature: With Trump, climate change just got smaller. And bigger. - Christian Science Monitor https://t.co/9jew2gvkbS https://t.co…",350983 +1,RT @SpiritualSmoker: it's absolutely disgusting how big of a problem climate change it yet nobody seems to give a fuck,327711 +1,"RT @peterdaou: The right's platform: Take away health care, end food stamps, deny climate change, and launch a nuclear arms race.… ",802214 +-1,RT @martinhume: EPA Chief admits that carbon dioxide is not a primary contributor to global warming – https://t.co/Z7XAj7Vo83 https://t.co/…,172248 +1,RT @carmazon: @MelissaAFrancis So warmest winters recorded just 'weather'-- one morning snow proof of no global warming? FNC version of s…,400507 +2,RT @business: Scientists want to give the atmosphere an antacid to relieve climate change https://t.co/wTu2aRKhg3 https://t.co/UKeiZkcYRf,113864 +0,RT @JesseLehrich: I mean this was literally #Tillerson's response to being challenged on climate change. https://t.co/jQEucVo2mm,506853 +0,@aliyajasmine @VanJones68 @green4EMA A year or two ago the Pentagon came out and said that climate change was a threat to national security.,998244 +1,RT @stop_hannahtime: This is scary. Did you know one of the biggest contributors to climate change is animal agriculture? Eat more veg! htt…,352816 +1,essential insanity' What an exquisitely accurate description of Western Govs approach to climate change… https://t.co/eVKQzPWw4f,862473 +1,"RT @altUSEPA: Want to learn more about climate change facts and impacts on the US? For now, the 2014 climate change report is here +https://…",932933 +2,"RT @pablorodas: #climate #p2 RT China’s ‘airpocalypse’ a product of climate change, not just pollution, researchers say.…",164142 +2,President Trump’s proposed EPA cuts go far beyond climate change https://t.co/0OtGnp60dC,838676 +0,"RT @ithinkitinkled: @HarryIsaacJr @FrankMcveety climate change,nothing a good creamsickle wont solve 😁😁",816229 +0,"RT @yeampierre: What do you do when you are talking to the climate choir...take them to church , cuz climate change this is nothing short o…",417526 +1,everyone can send out info.. millions of us can report on climate change https://t.co/DdD7baHLyE,135574 +2,"Welcome to Pleistocene Park, where Russian scientists want to fight climate change with woolly mammoths https://t.co/BQLd2CjQc4",860451 +1,#OilWhore #Moron >>> Donald #Trump is about to undo @POTUS44 's legacy on climate change https://t.co/PV7HU3MzmY,283937 +1,RT @mashable: Apple makes an eloquent plea to take climate change seriously https://t.co/MXUUURrgcK https://t.co/A8jtxQTx85,691288 +1,"RT @AChuckalovchak: indians blew the world series, our next president is going to be an idiot & global warming has it 75 degrees in novembe…",741410 +2,RT @politicshome: Jeremy Corbyn accuses Theresa May of 'subservience to Donald Trump' over climate change move https://t.co/2pbhBhuvSk http…,626132 +0,@SAWeatherServic climate change,859986 +1,"RT @ScienceMarchMN: Bills intro'd in some states say public schools should teach opposing POV's abt global warming, evolution #WhyIMarch ht…",397052 +2,RT @YahooNews: U.S. signs international declaration on climate change despite President Trump's past statements…,185247 +2,RT @LeakDump: Rogue Twitter accounts spring up to fight Donald Trump on climate change - Washington Post -…,771294 +1,"RT @NRDC: Our new interactive map shows how climate change impacts your air quality: https://t.co/Jt05qHuydN + +TAKE ACTION:…",701151 +1,RT @climatehawk1: Trump’s election marks end of any serious hope of limiting #climate change to 2C | @drvox https://t.co/O4uA38Ayq6…,497328 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",111149 +1,"RT @GlavenEel: Abstraction, poor water management and climate change all to blame. Bad news for aquatic life,including endangered…",90843 +-1,Another global warming argument bites the dust: No Increase in Global Drought Over Past 30 Yrs: https://t.co/H6D8Qy0CZs #ClimateScam #PJNet,32002 +1,@EmceeProphIt Did she even addresed his anti climate change or anti vaccines thing?,232286 +2,"China's coal consumption drops again, boosting its leadership on climate change https://t.co/rJatZEKiHx https://t.co/b5XO3llYbE",54972 +2,RT @WorldfNature: New research predicts the future of coral reefs under climate change - https://t.co/Tkl2muOQ1K…,791642 +2,Melting glaciers have become symbols of global warming & monitoring their retreat document reality of climate change https://t.co/gzUzvhRZnK,964956 +1,RT @ssupergay: All she wants is to help the world and be a good person send water and food to ppl in need solve climate change cur…,146963 +1,RT @theSNP: �� Scotland is a world leader on tackling climate change & we’re taking important steps to protect our natural envir…,311812 +1,"RT @make5calls: OPPOSE THE US WITHDRAWAL FROM THE #PARISAGREEMENT -- We must join the global fight against climate change ������ +☎️:…",474808 +0,RT @jaehyunsseus: basically one of the reasons of global warming https://t.co/HIpIFeWiIo,306427 +1,RT @LOLGOP: In office only 6 months and he's already eliminated climate change! https://t.co/LcwqV278A3,734327 +2,RT @BlairKing_ca: On fighting climate change and what it will mean for BC/Canada’s energy politics https://t.co/NuKyqmJ7za #bcpoli @Norm_Fa…,709651 +2,"RT @C_doc_911: In new paper, scientists explain climate change using before/after photographic evidence. https://t.co/8zAj4NGN6V via @scie…",694158 +-1,"RT @joshgremillion: .@BarackObama screeched and cried about global warming. Now retired, he is on a 400 ft yacht in Tahiti. #Hypocrite #mag…",116025 +1,"RT @ananavarro: I believe in climate change, voted for HRC. I could be spox! -Scaramucci believes in climate change, voted for Obama https:…",383533 +-1,@notuggs @CNN Like lying about global warming and becoming a multi millionaire off it?,285120 +2,RT @thehill: White House climate change webpage disappears after Trump's inauguration https://t.co/30NMUvMMtj https://t.co/YUSiEetzma,529892 +0,buy immigrants gray violets global warming slateblue sugar slut leave,250243 +1,RT @WorldBankWater: Blog: Growing populations + economic growth + climate change = thirstier cities & ecosystems…,587571 +1,It seems Fji recognizes how serious climate change really is and appointed the appropriate skill set. https://t.co/1t5LXQYQ9d,836762 +1,#HowStupidCanYouGet “EPA head falsely claims carbon emissions aren’t the cause of global warming” by @samanthadpage https://t.co/lY1cF7AyHi,75843 +-1,RT @USFreedomArmy: The real global warming based on BHO foreign policy. Fight back for America. Enlist ----> http://t.co/oSPeY3QMpH. http:/…,391881 +1,Democrats should dump this neutral term too...there is a reason that everyone in South Florida says 'global warming… https://t.co/s6C6YQ2DLq,220265 +1,"Perry, made head of DOE, denies climate change driver. American Meteorological Society corrects him #HonestQuestion… https://t.co/K4cUeTxGuO",890455 +1,"RT @rileyroo382: How is your climate change doubting EPA director and clean coal energy plan going to help this mass extinction, lil buddy?…",348499 +2,Is climate change giving the Great Barrier Reef herpes?... https://t.co/Ylg6FAFHYz #greatbarrierreef,358062 +0,@chinafreak global warming game :),726426 +-1,RT @cosmofghjkl: not buying into that jewish global warming propaganda or whatever,271599 +0,"RT @Fuctupmind: Hey Lisa Bloom, you want to schedule a presser for Reality Winner, and blame the President and climate change for t…",925151 +1,"RT @pacelattin: Let's assume climate change isn't happening. + +Having cleaner air and water ain't bad either way.",82257 +1,RT @TheCCoalition: Have you seen 3 min trailer of new Sir David Attenborough & star-studded climate change documentary? Check it out:…,685996 +1,RT @SpiritualSmoker: it's absolutely disgusting how big of a problem climate change it yet nobody seems to give a fuck,825531 +1,"RT @MFoleyy2: @maddytrav screw global warming, it's winter we're supposed to be getting blizzards",71701 +0,Fire is not abt global warming tho ������,820364 +1,RT @FelixPretis: Our new study: local temperatures may play an important role in whether people believe in climate change.…,621412 +1,RT @UniperSweden: We need to keep our eye on the goal to stop climate change and let go of our pet tech. @kirstygogan #almedalen2017 https:…,938553 +2,#UNSG urges rapid scale-up in funding to address climate change #COP22 https://t.co/MozdHunRW1,588283 +1,Discussion with Gen. @SteveXen on #climatesecurity: acting on climate change is a strategic issue.,641865 +1,"RT @CNN: If Trump wants to save U.S. infrastructure, he needs to care about climate change https://t.co/aLVqfbnMy7 https://t.co/8n2q5MfNms",171971 +2,"RT @New_Narrative: After previously calling it a 'hoax,' Trump says there's 'some connectivity' between climate change & human activity htt…",969676 +1,"RT @GeorgeMonbiot: The #DUP is stuffed with climate change deniers, homophobes and misogynists. May's alliance is a dishonourable coalition…",964340 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",186489 +0,RT @SocStudyHumBiol: Reminder: abstract deadline for the upcoming #SSHB2017 symposium on 'The human biology of climate change' is 30 Jun…,376627 +1,"RT @BikePortland: 'Want to fight climate change? You have to fight cars' - via @slate (sound familiar?!) + +https://t.co/GrebFeJnYP",337953 +1,RT @rblazak: America is now in the hands of a game show host who thinks climate change is a Chinese hoax. #ElectionFinalThoughts,976675 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,428306 +1,"daily reminder that air pollution kills over 6 mil a year, global warming will kill millions, and trump has vowed to rip up paris agreement",705275 +2,RT @PopSci: Can we blame climate change for February's record-breaking heat? https://t.co/ASI0Q6E3wD https://t.co/ozdslliBqB,278913 +2,RT @voxdotcom: Trump’s budget envisions a US government that barely deals with climate change at all https://t.co/kZQrlrakpA,857516 +1,"RT @MarylandMudflap: I won't celebrate if climate change deniers in Florida, Louisiana and Texas die in these monster storms but I will nod…",889397 +1,RT @SierraClub: These seven posters show the grim future for our National Parks if climate change goes unchecked https://t.co/vyKPR8utJs,855222 +1,It sickens me how much we can be doing for this planet and yet there are still people who don't 'believe' in global warming,650767 +0,He's going to die from climate change...wtf https://t.co/wwoqiK9iLJ,175207 +1,#SillyQuestionsIWantAnswered Where is the current best real estate potential prior to a few more decades of climate change?,462891 +1,"RT @LKrauss1: We need to be working hard to solve global problems like climate change, not spending valuable time try to stop people from m…",343552 +2,RT @HaveNoLeader: The National Energy Policy | Grantham Research Institute on climate change and the environment https://t.co/sGx5g8AjHx,30652 +-1,@JDAdams6 @AJBreturns Damn! Add climate change denier to the list of my character faults.,579164 +2,"USDA has begun censoring use of the term 'climate change', emails reveal + +https://t.co/mN7Bbx2iDk",863415 +2,Trump to roll back use of climate change in policy reviews: source https://t.co/7BmQoEeyJ4 https://t.co/u72Jn79N3o,927017 +1,RT @tim_cook: Decision to withdraw from the #ParisAgreeement was wrong for our planet. Apple is committed to fight climate change and we wi…,619323 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",286781 +1,"We have all been so fooled about climate change, even though we experience the effects on a daily basis.",997113 +-1,RT @ClimateTruthNow: The science fiction of man-made global warming is rapidly being exposed by legitimate climate science: https://t.co/j6…,757739 +1,"RT @flyosity: An explanation of global climate change from 105 years ago. Simple to understand, regardless of the era. https://t.co/CaocWsI…",696336 +2,"Niger Delta communities petition UN, accuse oil firms of abusing climate change programme https://t.co/QfO0saBzTt",992837 +0,RT @campbellclaret: Or Patrick Minford as an EU economic expert. Or Nigel Lawson as a climate change expert. https://t.co/jj3TUmLP1q,609767 +1,It's actually SNOWING in Mexico right now. So global warming is a hoax huh? @realDonaldTrump,327236 +2,"RT @ConversationEDU: As Trump strips back ways to mitigate climate change, coastal US towns are planning to retreat from sea-level rise ht…",140319 +2,Australia ranked among worst developed countries for climate change action [X-post from /r/WorldNews... https://t.co/xpj85aT4vO #A,493706 +1,Russia hack deniers & climate change deniers have a lot in common. Either theyre corrupt or they refuse 2 accept universal expert findings',600674 +-1,RT @YeahKenOath: @TurnbullMalcolm If you and your climate change wanker set hadn't dictated that we had to save the world by cutting…,362035 +2,"RT @FoxNews: March for Science rallies take aim at climate change skepticism, proposed budget cuts +https://t.co/BIrr32OAm8",749016 +1,RT @bellatrova: He never met a regulation he didn't want to trash and doesn't believe science or climate change unless it suits HIM…,177472 +1,"@1followernodad Well, I mean you did cause me to take climate change more seriously so that counts for something right?",15393 +2,Exxon shifted on climate change under Trump pick https://t.co/vZJpsO1dbt,204846 +1,RT @LadyLiberty411: Scott #Pruitt: Climate change-denying #EPA chief is told carbon dioxide causes global warming - The Independent https:/…,155455 +2,"RT @GlobalWeirding: Gates, Bezos, Ma, and other investors worth $170 billion are launching a clean-energy fund to fight climate change http…",991989 +1,RT @EricGMeyer: The Germans give us an unfortunate example of how *not* to solve climate change and pollution. #Energiewende…,161872 +1,@samncypert Everyone knows climate change and science is a liberal conspiracy sent to destroy capitalism...,467585 +0,RT @memearea: if global warming isn't real why did club penguin shut down,323893 +2,RT @scienmag: Spotted skunk evolution driven by climate change https://t.co/f7APV5hHfB https://t.co/LTFCO9yaCj,918095 +0,RT @Elia_paul27: This weather is love I fuck with global warming,324580 +1,"RT @cohan_ds: Trump 'spouted anti-scientific incoherent nonsense on climate change', and @nytimes fell for it + +https://t.co/tmJ6nyHDc4",828261 +1,@realDonaldTrump which was a decision you had no part of https://t.co/dwBwZO8iWM its expanding to fight climate change #goelectric,694191 +1,"RT @UN_Spokesperson: Ban Ki-moon at @cop22: No country, however resourceful or powerful, is immune from the impacts of climate change.…",298996 +1,"RT @andieigengirl: Anyway, lets just talk about more impt things. Like climate change. And understanding why it is just way too hot rn!",664005 +0,"@EthanMaguet @emcrebbs It's just like that in @KelseyEReese 's home but instead of singing duets, Mark & I are yelling about climate change.",992603 +-1,RT @JoePcbfirearms: @kbari12 @gato_gator @weeklystandard that's what the global warming agenda was really about. Contracts. Wake up! #corr…,322809 +2,"RT @GSmeeton: Donald Trump engaged in 'extraordinary diplomatic row' with Prince of Wales over climate change, says Sunday Times… ",784098 +2,Kuwait's inferno: how will the world's hottest city survive climate change? https://t.co/CWoOt1aRk9,627 +2,Website maps Vanuatu climate change flooding risk https://t.co/ikOGzOup5D,711023 +1,Trump's just-named EPA chief is a climate change denier https://t.co/P41M8PiW0Z #TrumpTransition #PresidentElectTrump #MAGA #privacy,117075 +1,"RT @ProgressOutlook: Scott Pruitt has hired climate change skeptics to lead the EPA. Once designed to combat climate change, the EPA will…",446785 +2,RT @Independent: China slams Donald Trump’s plan to back out of climate change agreement https://t.co/Bo78HT1eQ3 https://t.co/k0XQvcpr4l,980570 +0,@KenJairus Philippines used climate change... It's very effective.,154554 +2,RT @TheEconomist: The impact of climate change on the Great Barrier Reef https://t.co/6XmOnZ1YB7,291662 +2,Martin Schulz warns Angela Merkel Germany is on 'Trump course' over climate change https://t.co/NVUiKQNcl3 The @potus effect on glogalists,672000 +1,Don't know how to talk about climate change to your friends? This video can help you https://t.co/C4jVLWHzdu,6 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,30404 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,485109 +0,@oldpicsarchive first documented case of 'climate change'.,515243 +-1,@Gizmodo the fact that 'climate change' is being used to tax global pop and all tax goes offshore to be used by elites makes me very...,186801 +1,5 climate change challenges India needs to wake up to https://t.co/VFxG1Ej1hK,246176 +0,"RT @_benjvmins_: no matter your size, be comfortable. bitch with global warming goin on, it's gonna be hot af. wear as little as possible.",905648 +1,@thebestbond @hazelcowan @sniffing_in_LA @kevverage @Gillypod @edglasgow59 Like a climate change denier who can't b… https://t.co/bRGu75u0tZ,378333 +2,RT @guardian: Michael Bloomberg and Mark Carney: How to make a profit from defeating climate change https://t.co/3eaEfN7ZQF,426295 +0,"@highaltitudes The difference between global warming and climate change. +https://t.co/69Db3dLRoQ +@gary4205 @JoeMattes",781608 +1,"RT @UNEP: Scale of migration in Africa expected to rise due to accelerated climate change. @Kjulybiao, Head of our Africa Off…",444656 +1,@JordanChariton It is only going to get worse everyone knows climate change is real. Potable water is going to beco… https://t.co/iKMNrB3QND,738463 +1,RT @politico: Merkel's visit this week will test whether allies can persuade Trump not to blow up their efforts on global warming…,772939 +-1,@Peggynoonannyc @Navista7 Agree.'Man-made climate change' must B taken on faith.It's now a central tenet 4 most environmental groups...,826992 +1,This #cleanpowerplan is the biggest step our country has taken to fight climate change. Support it & demand action: https://t.co/nH4REuBN6p,51949 +1,RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,660141 +2,G7 leaders blame Trump for failure to reach climate change agreement https://t.co/ehPRpWHAl7,274986 +1,RT @citizensclimate: Want Congress to take action on climate change? They need to hear from you. Make those calls!…,941491 +2,"Nike, Google, and other companies take down Trump over climate change https://t.co/2lFPGo4Dck https://t.co/gJZZTSYLce",660301 +1,"Research - to examine a lifestyle contributing in climate change @PakUSAlumni @PUANConference #ClimateCounts +#COP22 Ideas Lab",695821 +0,RT @jbwredsox: .@CharlieDaniels: Trump is like 'global warming'...melting away the iceberg. �� https://t.co/ESH8lx29E2,255159 +1,"That climate change story you've always wanted to tell? +Now's the time. #ClimateAction Film Contest. https://t.co/NAQGPzRcuW",762483 +0,#DailyClimate Anticipating local impact from climate change. https://t.co/ZCbqGaJG2a,648939 +1,RT @UNDP_Pakistan: Climate change is a reality - Pakistan loses US$3.9 billion/yr on avg. due to climate change - @Germanwatch…,419881 +1,The cruelty of climate change: Africa's poor hit the hardest https://t.co/iIoTzN0LoL,499020 +1,"LeoDiCaprio: RT nytimes: “For us, climate change is beyond ideology”: How the Dutch are learning to live with water https://t.co/hSc7XtmLnI",976375 +1,"@diagstudio I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",453830 +1,RT @mapduliand: Nothing like a coalition with homophobic anti-abortion climate change/evolution deniers to demonstrate greater visi…,905632 +1,"RT @UuJIW3CSAZi30sD: #OUR_ERTH To be clear, climate change is a true 800 pound gorilla in the room. + #177crln13days https://t.co/bCzj6bND0y",319625 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,53641 +1,Di Natale’ We are the party that took on the dangerous global warming https://t.co/DgNgzq68vU https://t.co/7rQvgxJclp,595644 +2,EPA boss: Room for hope on climate change - WFMZ Allentown https://t.co/FszNB5gvpi,722255 +2,RT @MRodOfficial: The impact of climate change on the Great Barrier Reef - The Economist https://t.co/TRKWXPIKcx,889762 +1,RT @RichardDawkins: President Trump may destroy America but maybe we can stop him destroying the world. Sign the climate change petition ht…,818298 +-1,RT @Doc_0: The Great Anti-Trump Bellwether Election is like global warming: the apocalypse is rescheduled each time it fails to materialize.,548695 +1,"“This is a stark warning showing why we need greater action on climate change fast,” said Friends of the Earth... https://t.co/Fa3YVa0bqg",318190 +2,“The Global Military Advisory Council on Climate Change has warned the impact of global warming will drive massive…” https://t.co/wRvUyifPJd,72364 +1,RT @TheRickyDavila: Secretary Of Energy Rick Perry says he has not yet spoken to trump about whether climate change is real or not. This WH…,90958 +1,RT @LanaParrilla: Last day to see @LeoDiCaprio’s climate change doc for free. Powerful stuff. #beforetheflood https://t.co/WliqfEvhKc,825118 +1,"@NicolaCurrie2 @johanntasker @SuffolkFWAG securing natural resources, & meet challenges of climate change. They also manage landscapes 2/3",852687 +1,"RT @waggers5: @davidallengreen At the DfE, Gove tried to remove climate change from the curriculum. Now he's environment secretar…",767062 +1,"RT @ChelseaClinton: @Ike_Saul Hi Isaac - Sadly, natural disasters in Bangladesh (linked to climate change) have correlated to more girl…",58230 +1,"If you’re looking for good news about climate change, this is about the best there is… https://t.co/2ZqjuwMDVz https://t.co/1hAZ7OKxjX",674433 +1,"Hillary #Clinton position on climate change. One goal make #America world's clean energy superpower creating #Jobs. +https://t.co/rW0x9jSdNU",412178 +1,Clearly global warming is Europe's fault! https://t.co/SpPpaGLFYM,310038 +-1,@FoxNews doubt it. He saw Macrons wife with her hideous tan and realized global warming must be real lol.,167733 +1,#nhs crisis as with climate change is of our own making. Too many pointless reorganisations. Too many pointless targets & inspections,154852 +2,"RT @abcnewsMelb: Port Phillip Bay 'in pretty good nick' despite growing population, climate change, environmental health report find… ",686945 +2,Eddie Joyce adds climate change to his ministerial portfolio. @VOCMNEWS,420572 +-1,@SenatorMRoberts It's funny how the global warming nutters refuse to ever debate anyone who is skeptical. Almost li… https://t.co/TcZlE1EYwe,758426 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,815246 +2,"Trump revokes Obama climate change rules, declares end to 'war on coal': https://t.co/PIQ0Wu04La",41269 +0,@Kenny_sgk global warmingなら地球温暖化,733541 +-1,"RT @SteveSGoddard: - @NASA has tripled global warming since the year 2000, during a time when satellites show no temperature increase.…",209267 +1,"RT @theCandidDiva: #JattuEngineer shows the way to fight global warming +#JattuEngineerShootCompleted @insan_honey +https://t.co/d1JnGbPTC5",332605 +2,ExxonMobil ordered to cooperate with subpoena in climate change investigation.. Related Articles: https://t.co/KFTyF43xmp,895708 +1,RT @MarkjPHL: Agriculture victim of and solution to climate change https://t.co/PyCtfiUyFg,344434 +1,"Being a 'climate change skeptic' is exactly the same as vaguely knowing it's true, but not giving a shit.",947500 +2,Daily Mirror: Trump’s environment boss doesn’t think humans are driving climate change – despite… https://t.co/VuCHepZYkm #NewsInTweets,20356 +2,Rex Tillerson may have used an alias to communicate with Exxon officials about the risks of climate change… https://t.co/vABFPVFZVD,839111 +0,RT @Atheist_Iran: Professor Donald solves climate change. https://t.co/2QKnFNXwQh,925888 +1,RT @fivefifths: Here's a reminder that we completely blew it on climate change https://t.co/UvJYWGtzuc,978995 +1,RT @AVSTlN: The Titanic wouldn't sink in 2016 because global warming is real the icebergs are melting and the bees are dying we…,85246 +1,RT @KewtieBird: The Norwegian Young Sea Ice Cruise studies rapid Arctic changes due to human-induced global warming @SciMarchNorway https:/…,514361 +1,"@Raul_Labrador @IdahoStatesman Raul thanks for showing up, too bad you deny human caused climate change and want to… https://t.co/wsgdEanRZo",424703 +1,In 2016 the world experienced 5 climate change tipping points. | https://t.co/HyrrZ7wCd0 https://t.co/hzi3SMZGZ9,7284 +1,"RT @CityLab: Like the economy, climate change, immigration, and health care, public transportation is a 'women’s issue.' https://t.co/vRbkL…",342210 +1,tfw a climate change denier speaks to you confidently about the certainty of a weather forecast,813007 +1,RT @Naaaaaooommiii: global warming is in full effect my friends https://t.co/DLuCZusJuY,151636 +1,"Miami Beach is currently underwater and @scottforflorida still doesn't believe in climate change, or allow gov to u… https://t.co/fFG0YqcStq",976023 +1,@RT_America @RT_com @CLuddite @Sheumais63 @Gravantus climate change. We aren't doing enough.,659222 +1,.@juliaoftoronto I wish you'd addressed climate change in this interview. Seems like a major omission. https://t.co/b0VVMrqNB5,898225 +1,"RT @calestous: To talk #climate change across the aisle, focus on adaptive solutions rather than causes https://t.co/RCudmMFzZy via @Conver…",498970 +1,RT @TheBernReport: Climate change forces cancellation of Arctic climate change study https://t.co/W8Aww4y5ds,589138 +0,Imagine if there was a climate change and Singapore starts to be cold.,843789 +1,"RT @ParaComedian09: Maybe if someone tells Donald Trump global warming is responsible for the small crowd at his inauguration, he'll start…",791186 +1,RT @NRDC: Unacceptable. The Trump administration is expected to undo vehicle rules that curb global warming. https://t.co/rReXBr9Cxm via @n…,932323 +1,RT @Gyan431: PM Modi also emerged as a key figure in the international effort to tackle climate change. #ModiMakesUsProud,263316 +1,RT @Salon: The crack has grown 11 miles in a week as scientists keep researching how climate change is affecting Antarctica https://t.co/2X…,861795 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,76277 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,935675 +-1,RT @JaredWyand: It's not. Man made climate change isn't real at all lol. https://t.co/8YEpHb2OLu,143702 +0,RT @ForzaCorrado: Morning after the #Hillary rally. How's that climate change platform working out? https://t.co/4XzKVSEZpq,595710 +2,"RT @FoxNews: EPA chief: Trump to undo Obama plan to curb global warming +https://t.co/3pLqjtoMx5",109816 +2,RT @NYTScience: Corals across Australia's Great Barrier Reef are dying. The cause: climate change. https://t.co/KkZqTNlEXm https://t.co/QGN…,635334 +1,@realDonaldTrump it's too bad you're making most Americans worried about the future of global warming.,692412 +-1,"RT @ABPolitical: This has NOTHING to do with the 'climate change' SCAM & EVERYTHING to do with funding the RADICAL UN, agenda 21…",41791 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,502541 +0,"Heaven knows people fuss too much about Trump, Aleppo, climate change, yada, so @alanalevinson & @birdyword really help restore focus. 42/42",325452 +1,@Interior @RyanZinke of this country. I hope you also commit to the fight against climate change that is real and is happening!,63270 +0,#climate change in the united kingdom jeep dealers lincoln ne,636952 +1,RT @Energydesk: US President-elect: 'Nobody really knows if climate change is real' (it is). https://t.co/OWoMgcP5A5 https://t.co/q8wGZZSdhO,622017 +-1,This accord was never about climate change. It was always about globalism and the UN taxing American business. Well… https://t.co/2bQ0cgZxhG,95160 +1,@ChrisGorham how do people not understand that climate change is real?? Solar panel makers didn't just make it up...smh...,506065 +0,<<Don't you believe in global warming?>> Il report dell'Agenzia europea dell'ambiente @EUEnvironment @enzo_robino https://t.co/RNrGVo6qSB,541489 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,790904 +2,Drone tech offers new ways to manage climate change https://t.co/8zyS3pZGMJ #environment,479327 +1,"RT @Planetary_Sec: ���� + +The battle for Laikipia: + +Can weak states stand up to #climate change, population growth and ethnic populism?…",511218 +2,Australian coastline glows in the dark in sinister sign of climate change https://t.co/r8l4GkuxGL https://t.co/yTKcRonOOU,549249 +1,RT @DavidMillerSCO: Securing agreements to fight climate change: Part of the #dayjob for any responsible political leader.…,406931 +1,RT @LisaMarieM91: I just read that Trump has hired a 'Climate Change Denier'. Seriously? What more has to happen to prove climate change is…,545146 +1,RT @MaryCreaghMP: Flooding is the biggest risk we face from climate change - at 10.15 we'll ask Ministers what they are doing to plan…,922632 +1,RT @NRDC: These 10 foods are among the biggest generators of climate change-causing greenhouse gases. Learn more in our repor…,64303 +2,"RT @Alex_Verbeek: Polar vortex is shifting due to climate change: extending winter + +https://t.co/MB3jpJY3Mn #climate #weather…",397453 +1,"RT @OwenJones84: Britain is now at the mercy of gay hating, women's rights opposing, climate change denying extremists. Discussing on Sky N…",880867 +2,"RT @BuzzFeedNews: A conservative group sent a book and DVD with misinformation on climate change to over 300,000 teachers nationwide https:…",548740 +-1,"RT @NotJoshEarnest: As usual, we're right again. Yesterday's hijacking was all about climate change. The hijackers wanted to trade Libya's…",474058 +1,If global warming doesn't do us in our idolization of luxury will https://t.co/huOpDuFGhh,429660 +-1,RT @jerome_corsi: In one hour TRUMP ANNOUNCES -- USA completely PULLS OUT of PARIS CLIMATE ACCORD - will cause looney left climate change h…,283231 +0,"@JunkScience Saving the world from climate change, Black Lives Matter support, and urging NASA to work on Muslim outreach ... ;-)",857767 +2,"RT @Independent: Corbyn: I would have challenged Trump over climate change, not ignored it like Theresa May https://t.co/6DqNAS0H14",238886 +2,RT @DavidKoranyi: Potential new Energy Secretary urges Trump to “swiftly withdraw from climate change commitmentsâ€ https://t.co/rM32BgnxHv…,678979 +2,Trump is creating a void on climate change. Can California persuade other states to help fill it? https://t.co/MZg3YBecs3,616954 +1,"RT @cakefacediosa: 'it's November & it's chilly outside climate change isn't real!!' + +WEATHER IS DAY TO DAY. climate is the big picture.",529548 +1,The Caucus has an equal number of Republicans and Democrats working together to find solutions to climate change! https://t.co/oULEjqGuMw,607533 +2,RT @mmfa: New Trump appointee believes climate change is a wealth redistribution scheme to separate us from organized religio…,248320 +-1,"@saeverley @Reuters My Dad once said, ' economic development can be used justify bout anything ', nowadays the catchall is climate change",832347 +1,You may want to do further research. Not sure where you're coming from. Are you actually in the 'climate change is… https://t.co/ZYLXXCANcF,698001 +2,"March for Science rallies take aim at climate change skepticism, proposed budget cuts - Fox News https://t.co/s0zcJ2sTfs",207261 +-1,"RT @trutherbotgreen: Evidently some of you have never seen that @algore's chart shows CO2 levels increase FOLLOWING global warming, rather…",389686 +1,"RT @worldlandtrust: Great interview with Sir David Attenborough about his fans, his career and climate change https://t.co/yL7Mii81ma b… ",346654 +2,RT @thehill: Trump’s Defense secretary calls climate change a national security risk https://t.co/iAZCsCf1vM https://t.co/swBT0EXZkY,174496 +0,"RT @RepStevenSmith: A CNN host said we should all vote for Hillary because she believes in climate change. + +These countries make one t…",176711 +2,RT @KTLA: Gov. Jerry Brown calls Trump's executive order on climate change a 'colossal mistake' https://t.co/bW1ENt0cYF https://t.co/gbOS20…,381055 +1,.@CenterStateCEO hoping you host @bobinglis a leader on market-based solutions for climate change. #carbonfee… https://t.co/p3Mk0n3rRW,536630 +2,"RT @WorldResources: Reflections on Leonardo DiCaprio’s new #climate change film, #BeforeTheFlood https://t.co/YRrLgtZRbc https://t.co/A0tWU…",456164 +1,RT @OMickeyYuSoFine: So we getting 80 degree days in February and trump has the nerve to sign a doc. Again research into climate change �� h…,597674 +2,Study offers a dire warning on climate change - The Boston Globe https://t.co/vqwfmoO3rL,767851 +0,RT @IFADnews: The Economics Advantage: assessing the value of climate change actions in agriculture. Video: https://t.co/DvQsKHu4pb #cop22,412199 +0,@TucsonPeck The Supermoon was caused by climate change.,447227 +0,RT @thejournal_ie: Melting climate change ice sculptures of Enda Kenny and Denis Naughten on the move outside the Dáil…,379243 +-1,"RT @pablothehat: @NickFerrariLBC +How world leaders were duped into investing billions over manipulated global warming. +https://t.co/Bugxk…",531512 +-1,The same people who want us to take their 'sky is falling' warnings about 'climate change' seriously talk about 'imaginary heartbeats.' 🙄,611499 +1,RT @AutumnLakeland: @c255666a459a495 global warming pushes CO2 levels higher.,329054 +1,"RT @nytimes: In the Netherlands, climate change is not a hypothetical or a drag on the economy. It’s an opportunity. https://t.co/2SsBoNffNE",591019 +2,California Republicans face backlash for backing climate change program https://t.co/JHng2n3DpL,575560 +1,"RT @RosieWoodroffe: Tell me, America, was it the racism, the misogyny, or the climate change denial that won you over? #Election2016",763406 +0,I AM A are hot magenta roses global warming purple build refugees pot,25175 +2,Emergency campaign launched to convince Trump climate change is real. Failure risks 'planetary disaster' https://t.co/rgjTF6gs1q,978830 +1,but how can people not believe in climate change????? I don't understand????,735482 +1,"RT @AltStateDpt: 97% of scientists say climate change is real +97% of condoms work effectively + +Notice there aren't 2 sides for a condom deb…",881292 +1,"So you still serve factory farmed meat that, according to the U.N., is a major factor of climate change? Asking for… https://t.co/arGYmy6Ez0",524939 +-1,RT @ppalotay: Another day in paradise lost #toronto #chemtrails #geoengineering #srm global warming hoax https://t.co/tISDih83cy,59398 +2,RT @rodeodance: EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to global warming https://t.co/RFBRZmW6wg #climatec…,623312 +1,Almost 90% of Americans don’t know there’s scientific consensus on global warming - Vox https://t.co/NM0tUI7IGH,761773 +1,RT @TomSteyer: .@EPA plays a crucial role in climate change fight. Why put someone in charge who is determined to see it fail? https://t.co…,514860 +0,RT @watsuptek: Make a date with @skosei001 tomorrow as he answers all question on climate change. It promises to be an exciting ch…,320459 +2,RT @sciam: Dozens of military and defense experts advised President-elect Trump that global warming should transcend politics.…,175738 +1,RT @rolandsmartin: Stunning. Trump says nobody knows if Russia hacked us. Now nobody knows if climate change is real?... https://t.co/JC8MD…,797497 +1,How we know that climate change is happening—and that humans are causing it https://t.co/vx8W6Lj7gO https://t.co/FBtURElKJQ,546163 +1,RT @guardianeco: It's a fact: climate change made Hurricane Harvey more deadly | Michael E Mann https://t.co/xHFVhGwLLy,922032 +1,@STERANGELI5 @WKDRheather @realDonaldTrump how about Trump denying the tweet about saying global warming was a hoax created by the Chinese.,117876 +1,#DailyClimate Deranged man attacks climate change funding with budget ax. https://t.co/MJSCC9dyda,941940 +2,"RT @TheMurdochTimes: China to Trump: We didn't make up climate change. It's not a hoax. Reagan, Bush began global warming talks in 1980s…",107943 +2,"RT @climatehawk1: Scientists find rapid growth in acidity in Arctic Ocean, linked to #climate change https://t.co/iusJ4dK6mr… ",127626 +0,RT @SenatorLudlam: looking forward to hearing the Government's plan on climate change and clean energy i'm sure it's coming up soon #Budget…,676985 +-1,Al Gore is a fraud and refuses to debate global warming: https://t.co/etnvdR0kyc,448442 +2,Why global warming could lead to a rise of 100000 diabetes cases a year in the US - Los Angeles Times https://t.co/djvAGIYm7r,526393 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,150153 +1,"RT @antiarzE: - do u like green eggs & ham? +- i do not like them, sam i am +- but why? +- animal agriculture leads to global warming sam read…",35511 +1,"RT @DavidCurnow: Very true. An important fact to note. Also shows how damaging sudden changes can be, including from climate change. https:…",395507 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,359047 +1,RT @NRDC: The ocean is losing its breath - and climate change is making it worse. https://t.co/LjJNNtKogL via @HuffPostGreen,179927 +1,"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",359844 +0,he's had albums called 'global warming' 'globalisation' and 'climate change' - can somebody please explain what's going on with pitbull,916013 +1,RT @treubold: Trump's executive order is out of step with America’s opinion on climate change https://t.co/bHuFKWuEcL via @climatecentral,504238 +-1,@IowaClimate This is what climate change is all about. Enriching scam artists and lobbyists with tax dollars.,177524 +1,RT @AudraAuclair: It really bugs me when the govt. finally makes plans to help fight climate change & all I hear is old people complaining.…,941348 +1,Good thing climate change is a hoax perpetuated by the Chinese. I was starting to get worried about this mild weather. Silly me.,443697 +0,@TylerMcG08 @_emawee_ @MMuhlena *human involvement with climate change,571739 +1,"@RoparBarbara @ON_EcoSchools Thanks for helping us fight climate change by biking to school, Mrs. Ropar's class!",106953 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,206031 +-1,"RT @SwampBabe813: @UKMoments Wait, I thought climate change was a bigger threat than ISIS. where is the rabid faux outrage now, snowflakes??",253372 +1,"RT @PhilMurphyNJ: We must fight back against climate change: rejoin RGGI, harness offshore wind, embrace enviro justice & community solar.",16807 +1,".@SamsPressShop introduces bill to gut @EPA, weaken ability to combat pollution, climate change: https://t.co/ZmOGju4fYV",302033 +1,RT @AdamParkhomenko: Incredible trolling: Pope & Trump exchanged gifts. The Pope's gift to Trump: literally a letter on climate change. htt…,529901 +1,RT @WilhelmDavis: Really looking forward to telling southern conservatives rushing north to escape climate change to 'go back where y…,482852 +0,"@AidenWolfe The whole theory, argument about climate change is based on computer modeling.",911085 +1,We love companies who are doing their part to combat climate change! https://t.co/FiNaKqX8wO,842217 +0,proof of global warming? lol https://t.co/N5KyqMVx7e,758600 +0,"RT @brady_bw: Do you believe that (negative) climate change is real? + +**Please RT! I need a large variety of responses**",18231 +2,RT @nytimes: Bill Gates leads new billion-dollar investment fund to tackle climate change https://t.co/g8hRa9XVfb,71347 +1,RT @ProdigyNelson: sex is intimate and sacred. your body is a temple and you should only share it with people who believe in global warming,606658 +1,"RT @DocGoodwell: Why is the Church of England backing fracking? - Fracking will accelerate dangerous climate change, worsen our ... https:/…",16109 +1,RT @RogueNASA: Why do we need a president who cares about climate change? This is why. https://t.co/NDijMXVFWD,965455 +0,RT @trtlhanmer: Climate change climate change climate change climate change climate change climate change climate change climate ch…,72216 +2,RT @AP: Eight children ask judge to find Washington state in contempt for failing to protect them from climate change. https://t.co/6tWuVjp…,229985 +1,"RT @SafetyPinDaily: The most damaging part of Trump’s climate change order is the message it sends | By @drvox +https://t.co/gODOHGNK9m",381545 +2,RT @Orion_Magazine: Rogue Twitter accounts spring up to fight Donald Trump on climate change - The Washington Post https://t.co/cg6XMLGQLa,733819 +1,RT @Glen4ONT: This will be the biggest challenge with climate change: Food and water security. https://t.co/M7FxWcL5O3,860509 +1,RT @DavidSuzuki: Science Matters: Understanding climate change means reading beyond headlines https://t.co/AXDSK6CNUw,773050 +1,"RT @dumbassgenius: Sitting on the Dock of the Bay, Three Feet Underwater +(Thanks, climate change) +#PastTenseSongs @midnight https://t.co/v4…",365814 +0,When climate change makes the weather more,269324 +0,We are due for a climate change that's earth though she will take care of herself. .,960667 +1,"RT @maybetomhanks: Climate scientist: Greenhouse gases are responsible for the greenhouse effect, which ultimately leads to global warming.…",91487 +2,RT @nytimes: President Trump may find some allies on climate change at the G-20 meeting https://t.co/aCKasFeHJp,866812 +2,Obama to speak on climate change https://t.co/O83MBGC3wm,325150 +2,RT @ezraklein: The Trump budget totally unwinds the Obama admin’s efforts to combat climate change: https://t.co/0ftj16aWzG,917366 +0,If your over 30 and still playing with guns like toys....my you shoot yourself in the face and die...global warming is here we need the room,158613 +2,"A global health guardian: climate change, air pollution, and antimicrobial resistance https://t.co/aZM6r7RPpx @reliefweb",768039 +-1,RT @Mrfarrago: “catastrophic man-made global warming” is nothing more than an elaborate hoax https://t.co/RU0xoqgD79 https://t.co/1PJ7Rdby…,753059 +1,"RT @BernieSanders: The stakes are enormously high. Literally, in terms of climate change, the future of the planet is at stake. https://t.c…",636740 +2,RT @CGTNOfficial: #Twosessions China praises role of Paris Agreement in climate change battle https://t.co/mckpBQwrqD https://t.co/7e9sB51c…,598323 +1,"RT @williamlegate: @realDonaldTrump @NASA +If you ever wonder why GOP congressmen continue to deny proven climate change, here's your a…",532212 +2,RT @MemphisFlyer: Stormy Weather: The science and politics of climate change in the Mid-South https://t.co/h7Geog0HnD https://t.co/I1BlyEt5…,328683 +2,Bill Nye: Trump would win reelection if he embraced climate change action https://t.co/eOikigFK45 via @YahooNews,706127 +1,"RT @billmckibben: Hey, a hit of good news: judge allows youth lawsuit against fed govt on climate change to proceed! https://t.co/P4Y11CEbaQ",73009 +2,Big Oil pledges $1 billion for gas technologies to fight climate change https://t.co/pBWtSghVoK,411401 +0,74 in November. s/o climate change,634981 +2,"RT @climatehawk1: Houston fears #climate change will cause catastrophic flooding: 'It's not if, it's when' | @Guardian…",566326 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/umrOTSuJXP,316999 +1,RT @startunnels: it was 70 degrees in february and it's 47 degrees right now in june but no climate change isn't real,314146 +0,Watching @cenkuygur on #TYT and can't figure out how their concern over Trump unravelling climate change progress is any better with HRC,517898 +1,".@timfarron: UK's action on climate change must be based on contribution to strong clean economy, not 'hair shirted… https://t.co/1QZcvixAsx",554936 +1,RT @ActualEPAFacts: 97% of scientists agree climate change is real and that it’s caused by human activity. Denying science is no longer an…,595306 +2,RT @ClimateGroup: Trudeau and premiers to announce climate change deal Friday: https://t.co/hByOreQNAa via @CBCNews,461512 +2,Early warning signs for climate change researchers - Cape Cod Times (subscription) https://t.co/WgTFwhMVnH,847014 +1,RT @RichardMunang: This generation is better position to meet the climate change https://t.co/WxGHgGakaA we meet these challenges will be u…,123858 +0,I blame all these candle-lit vigils for global warming.,604398 +1,RT @nowthisnews: Angela Merkel isn't backing down in the fight against climate change https://t.co/Bf1WRoMsVc,138364 +1,RT @ClimateCentral: February’s record warmth was brought to you by climate change https://t.co/hp0OQoYgl8 https://t.co/MUgCslr0v8,905405 +1,RT @MaryEmilyOHara: Insane EPA news: grants must now be checked by a *publicist* who demands removal of the phrase 'climate change' fro…,417384 +1,RT @GetUp: Malcolm Roberts wants an audit of CSIRO and BoM over climate change. We're very upset with the people who voted for that guy. Al…,755143 +1,Darn... so much for this climate change being invented by the Chinese! What shall our next excuse be??? https://t.co/6UDpWRVyMs,701099 +0,"@nytimes @waide_kathy You got to be kidding, the NYT, this is suppose to be legit, so fake, they have climate change wrong.",191411 +2,RT @LiberalResist: Putin thinks Russia will benefit from climate change and communities will ‘adjust’ - https://t.co/T9kEIY3xdx https://t.c…,980432 +0,"15 degrees Fahrenheit, + +Tell me again why I should be against global warming?",506829 +0,RT @MWepundi: On climate change Sellers (RIP) wrote 'History is replete with examples of us humans getting out of tight spots.'…,574493 +1,You and your friends will die of old age while I am going to die from climate change.',174546 +2,RT @solange_lebourg: Donald Trump and Prince Charles 'in row over climate change' ahead of President's first UK visit https://t.co/3gj8nTBR…,461153 +0,"Dilbert 1, Yale 0: So Scott Adams wrote a Dilbert cartoon poking fun at climate change scientists: View attachment… https://t.co/x9pHXVzjtP",193428 +1,RT @Mrzukk: There's no time to act cool as the world is getting hot. Hope someone or something can stop this global warming. I can't handle…,873521 +0,"How ironic, while big data revolution is accelerating the drought in local data on trends in climate change and SDG… https://t.co/FNmN1xTwpN",323218 +0,@SamHarrisOrg @michiokaku is a physicist but he has been very out spoken on the science of climate change.,897924 +2,RT @kylegriffin1: The Trump administration just disbanded a federal advisory committee on climate change. https://t.co/QSi9dC1gkH,989059 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",268985 +2,"Welcome to Pleistocene Park, where Russian scientists want to fight climate change with woolly mammoths https://t.co/yqvta4Xy5I",897531 +-1,RT @lovabledeplora1: @nytimes Wow.. this is profound insight.. better let the global warming folks know cause their cause is proven FAKE no…,635437 +1,"RT @EcoInternet3: Pay now, be rewarded later – the political hot potato of #climate change: Irish Times https://t.co/x7er64KUOR #environment",451612 +1,RT @witchycleo: And republicans don't even believe in global warming fucking imbeciles https://t.co/Dn0gUvLz2l,141725 +0,"RT @JonRiley7: Great article about the teachers teaching climate change is manmade & the conservative parents & kids rejecting it +https://t…",484298 +1,Why 2°C of global warming is much worse for Australia than 1.5°C: Global warming of 2°C… https://t.co/f2czJXryHE,967785 +2,Nato warns climate change is 'global security threat' as Donald Trump mulls over Paris Agreement https://t.co/bzhGGd31P4 #worldnews #news …,952523 +2,Congressman leaves stage to a chorus of boos after saying the jury is still out on climate change https://t.co/WLKeDCIpAa AZ = retardville,106765 +1,I don't know why people are happy over the fact it's 70 degrees out in November. It's called global warming.,843592 +1,RT @nature_brains: Carbon dioxide removal & storage can help keep global warming to a level we can live with. via @ensiamedia https://t.co/…,133733 +2,RT @EvoBehGe_papers: Improving the forecast for biodiversity under climate change. https://t.co/jDKbhgVBVn,553325 +1,RT @GaryJanetti: How can Trump still deny climate change when Kellyanne Conway's face has been melting at such an alarming rate??,124500 +1,"RT @Chaffeelander: @milesjreed Also: +I know climate change is real, renewable energy is replacing fossil fuels & businesses will not…",461534 +-1,"RT @LemieuxLGM: Or for the federal courts being packed by judges who think the 15th Amendment is a myth, like global warming https://t.co/0…",792036 +2,RT @nytimesworld: Scientists are pointing to an accomplice in China’s devastating smog crisis: climate change https://t.co/7QpVo6a4Iw https…,547714 +1,"RT @Shell: How should the world tackle climate change? +Here’s what the @IEA Chief Economist thinks… #COP22 +https://t.co/ZqsUxO7SKM",183571 +2,RT @usfs_srs: Are anglers worried about reduced habitat for #trout due to #climate change? https://t.co/QTAUspawEs https://t.co/Qa3WNOlRrO,79978 +-1,"RT @LindaSuhler: The NOAA global warming fraud just revealed is what happens if you pay ppl to PROVE a hypothesis. +You get BAD science & WO…",802552 +1,RT @savmontano: Our president doesn't believe in global warming so we're all doomed regardless,107394 +1,greenpeaceusa: Removing climate change from the EPA's website is 'a declaration of war.' https://t.co/SxiSpU4DNc,875780 +-1,@realTurdReich @CNNPolitics O come on where's you sense of adventure. Dems cooked the books (hint) no such thing as global warming,549359 +2,President Trump's budget chief on climate change: 'We consider that to be a... https://t.co/APkdfdBqdN by… https://t.co/OZqBedX8Ls,253590 +0,@MajorKeyP well he did as much as he could to discredit climate change. I guess we'll see,839878 +2,"The curious disappearance of climate change, from Brexit to Berlin https://t.co/RQxqXqehcX",149139 +1,RT @ClimateCentral: National Parks are perfect places to talk about climate change. Here's why https://t.co/nBodQCHKRt https://t.co/uMMiwqB…,811991 +2,"RT @climatehawk1: Message from Africa's Malawi, on #climate change's front lines https://t.co/fGCqWwwqVf via @irishtimes… ",949253 +1,RT @RubyCodpiece: The US is relocating an entire town because of climate change. And this is just the beginning https://t.co/Btiz0oVsL3 via…,936011 +1,"RT @NatGeo: The Pentagon still plans to protect its assets from sea-level rise—despite political gridlock over global warming +https://t.co/…",556427 +0,"RT @MisterRudeman: People scared of global warming killing everyone, like that's a bad thing lmao",411497 +1,.@RepBost Don’t let our children face climate change disaster! #ParisAgreement #CleanPowerPlan #SaveTheEPA #ActOnClimate #swingdist,564677 +1,"RT @SNCKPCK: if u care abt climate change.. +go vegan! +YOU SAVE THIS YEARLY: +401,500 gallons of water +10,950 sq ft of forest +7,300 lbs of C…",204193 +1,@PaulHBeckwith Is assessing consequences of climate change too narrowly scoped? Climate change is caused by a few p… https://t.co/7pzAp1Mw7j,334185 +1,RT @AltCaStateParks: Teach kids about climate change so the future voting populace doesn't ever see another Scott Pruitt in charge https://…,390222 +1,"RT @AstroKatie: In case you were wondering: no, 4 years of US-led inaction on climate change will not go well for the planet. Now is when i…",139414 +1,"RT @nytimes: We may need a new name for permafrost: Alaska's is thawing, and in coming years that will boost global warming…",509798 +0,@Cognicenti So you believe climate change is a hoax?,794518 +1,"RT @xodanix3: Animals all over have been showing signs of distress, environmental devastation. climate change is real. Humans need to make…",179527 +1,RT @YEARSofLIVING: Looking for ways to solve climate change? Put a price on carbon says @tomfriedman. Follow @PriceOnIt to learn more.…,694856 +1,@RichardOSeager Just as well our policy provides for climate change refugees. Responsible,190273 +-1,"You kidding? Top notch science also states, pumping dozens vaccines & drugs in children ok, global warming. But no… https://t.co/EKhcSt6Uso",692264 +2,RT @AP_Politics: A region-by-region guide to climate change in the US. https://t.co/p6kxY08SE4,43555 +1,How we know that climate change is happening—and that humans are causing it | Popular Science https://t.co/qXskoJUk9R via @PopSci,437125 +-1,"Precisely! +Science joined the grifters climate change con game becuz it's ridiculously profitable. They fleece Chi… https://t.co/wVzgEqwouo",905155 +2,RT @Carbongate: Donald Trump expected to slash Nasa's climate change budget in favour of space exploration https://t.co/U41t1m25et via @te…,439724 +1,"Lord Stern, climate change denier? https://t.co/NyQlCnFKFg https://t.co/RYAlqcerPj",611856 +1,I’m confused how we still get climate change deniers? Only one step higher than flat earthers right now. The eviden… https://t.co/nmQZ8dzzja,635820 +2,"RT @AnikaMolesworth: From Asia to Australia, farmers are on the climate change frontline https://t.co/ZkG8iEEPsw @CrawfordFund @FAotC @ACIA…",338375 +1,"It is difficult to assess the total damage of climate change and other environmental stresses to the Antarctic ecosystem,",347110 +1,RT @FuentesUrsula: #marchforscienceau for evidence-based policy to save the Great Barrier Reef from climate change - against denialists htt…,544018 +0,RT @syqau: SICK: Gloria Steinem says that allowing a human child to be born instead of murdering it will cause global warming https://t.co/…,355207 +2,RT @CNN: Robert F. Kennedy Jr. says President Trump's climate change policies are 'turning America into a petrol state'…,959620 +2,World's biggest fund manager issues threat to oust bosses who ignore climate change via /r/business https://t.co/XElfaoMsvP,544782 +2,RT @DonaldMacDona18: Global climate change battles being won in court https://t.co/HzCcrl51K9 @IIGCCNews #climatechange #carbonbubble #COP2…,878987 +2,RT @mcspocky: Government scientist says he was reassigned after speaking out about climate change https://t.co/CIIYtWUgD4 https://t.co/Fygr…,20562 +1,RT @WickedBeaute: That's called global warming & it's destroying the planet. & Your dumb ass president doesn't believe it's real. https://t…,463863 +1,"@realDonaldTrump Instead you must focus your energies on proven larger domestic threats like the failing economy, gun crimes,global warming",85610 +1,RT @janaaier: You know Donald Trump et al don't believe in climate change right? The US is the 2nd biggest contributor to carbon…,2155 +0,"Webinar on gender, agroforestry, climate change: en espanol https://t.co/cL1iLXb8mf @ICRAF@CIFOR@CIAT_@BioversityInt@CATIEOficial@Cirad",419672 +2,"RT @nytimes: In South Florida, climate change isn't an abstract issue https://t.co/H3nEB7oJYH https://t.co/uQrVykw4ta",596810 +1,Dear Florida: You're gonna be real pissed when trump administration stops fighting against global warming and you're the first ones to goðŸ¸â˜•ï¸,172496 +1,RT @greenpeaceusa: Did you miss the premier of @LeoDiCaprio's climate change documentary #BeforeTheFlood yesterday? Catch up here >> https:…,592961 +2,RT @rollinstoned0: ‘Uncharted territory’: Drastic climate change in 2016 will continue this year – report https://t.co/LK01whY0Vp,790447 +1,@edmtoronto climate change is going to wreck havoc on festivals for years to come,343601 +2,Letter: Funding climate change will wreck economy - Mansfield News Journal https://t.co/dguYlUHz7k,904992 +1,RT @ikebarinholtz: A 70 year old moron who thinks climate change is a hoax hired a band to celebrate the earth dying faster. This is beyond…,993232 +0,"Rest assured, wine lovers, your favourite tipple will adapt to climate change https://t.co/NBj6UPMMvf",257864 +2,"RT @richard777777: Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges https://t.co/uP5F10rP2…",178914 +1,RT @pablorodas: #climatechange #p2 RT A portrait of a man who knows nothing about climate change. https://t.co/NFDaryrkrj #COP22 https://t.…,683377 +1,Can we blame climate change for February's record-breaking heat? https://t.co/Su0Tyha4Ck #itstimetochange #climatechange Join @ZEROCO2_..,612020 +1,@paully_steaks so we should just shit all over the earth? 97% concensus is enough to justify any climate change action.,70993 +1,"RT @BrookeWMcKeever: For our girls, equal rights; because climate change is real, public education is important #WomensMarch #WhyIMarch htt…",944725 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",248594 +2,RT @BraddJaffy: Trump EPA chief is pushing a government-wide effort to question climate change science https://t.co/3XtBRNX0rr,364457 +1,RT @thE_House7: Scariest part of the election: the most powerful man in the world is now a denier of climate change. Horrific day for fans…,249056 +0,So maintain yourself for the sake of national peace and global warming. https://t.co/RGn7Nf1ZHV,977416 +1,RT @tveitdal: Washington Post's view: A man who rejects settled science on climate change should not lead the EPA…,807043 +-1,RT @mikandynothem: Antarctic ice at record high levels. Scientists cannot explain the expanding ice with fabled 'global warming'.…,151275 +1,Because climate change is a game show. https://t.co/7t1RQMuBbh,267455 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",917215 +1,RT @RL_Miller: Amy Goodman of @democracynow calls out mainstream media at #pplsummit for not covering climate change,54838 +-1,RT @DRUDGE_REPORT: Veers off script on 'climate change'... https://t.co/Yaza76fpD5,815326 +0,"Upsides of global warming: new shipping lanes, more bikinis, no more lame polar bears. It’s a win-win:… https://t.co/Tdy186oXh8",238094 +-1,Al Gore is a fraud and refuses to debate global warming https://t.co/EVN6jjUfyq,871098 +2,Australia PM adviser says climate change is 'UN-led ruse to establish new world order' https://t.co/KE0cDGWDNa,230211 +1,"ACTION: Stop Scott Pruitt. + +Call your Senators and tell them to vote NO, because climate change is real. + +202-224-3121",998153 +1,RT @cnni: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,950708 +2,"Kidapawan, climate change and conflict https://t.co/wbHIYvML9h",39850 +1,RT @EndeavourSci: Dear god what a relief to have a leader say climate change is a fact. #JustinTrudeau #yycchamber,258340 +1,RT @lexi4prez: you believe he rose from the dead but you don't believe in climate change? https://t.co/PVH0C1hw65,142300 +1,RT @DannyDonnelly1: #1 Sammy Wilson is a climate change denier - he denies that climate change is man-made.…,892874 +2,The latest The climate change Daily! https://t.co/Y8JNhKcQCd #climate,128929 +-1,RT @Ted_Macc: @ElGrumpisimo Since it's conception climate change has had different names to suit the agenda. 30 years of predictions haven'…,861222 +1,"RT @PeterGleick: 30 years ago science said #climate change would shift California's snow to rain, raising flood risk. It's happening. +https…",370453 +1,RT @COP22_NEWS: #climatechange: Breathtaking photos show effects of climate change #environment https://t.co/k81zENQNOj https://t.co/xoX1Bj…,131395 +2,"RT @GlobalWarming36: Trump's climate change denialism portends dark days, climate researchers say - RT https://t.co/8GLFnwmhAu",623223 +2,Marcon invites American climate change researchers to take refuge in France https://t.co/H3Dp3X8gna,186913 +1,Deranged man attacks #climate change funding w/ budget ax | Editorial @starledger https://t.co/ZhEulqc7gw… https://t.co/oyO9tPG1m2,73432 +1,Since the EPA was ordered to remove climate change... https://t.co/eXqM1rYgve,506202 +1,RT @rkiker: A little thing called science says otherwise. EPA chief: Carbon dioxide not 'primary contributor' to climate change https://t.c…,473832 +2,Donald Trump wants to shut off an orbiting space camera that monitors climate change https://t.co/QzBcZhMX0z via @NewsRepublic,630744 +1,"RT @sarahbhammy: 'we're on the verge of world war 3, there's climate change, and THE BEES ARE DYING and u wanna mess around w a bomb threat'",158189 +1,@Plantbo & it took >100 mill yrs to buildup! Releasing this stored C in less than 200 yrs = climate change. Plnting more plts gd 4 C uptake!,8383 +2,Cher Gilmore: 'We the People' must solve climate change - Santa Clarita Valley Signal https://t.co/tSBL8IJtSb,566159 +1,RT @winstarvander: The double standard on Great Lakes sewage treatment is a bit like climate change rules: some countries get screwed while…,25992 +1,"RT @philstockworld: Read: + “Why we need to act on climate change now” https://t.co/Ruo4UKRefl",767339 +1,Oi @realDonaldTrump do you still continue to think that climate change is a Chinese conspiracy? #MAGA #Trump #MAGA https://t.co/qHk5bwdI6f,102673 +-1,RT @sarahlyonsinc: There is no such thing as man made climate change. Problem solved. #StepsToReverseClimateChange https://t.co/LXq9vtEzVG,779000 +1,RT @OCTorg: The kids suing the government over climate change are our best hope now: https://t.co/BT3lo6gdIu via @slate #youthvgov,483887 +1,"RT @OwenJones84: A Tory government propped up by gay-hating, anti-choice, climate change denying DUP will be met by peaceful protest and ci…",917301 +1,"RT @narendramodi: From removing poverty & inequality to climate change, the path shown by our Saints & Seers have the power to make our wor…",871624 +1,"RT @drvox: 3. Most people are barely aware of climate change & have no idea how scary & proximate it is. That's the baseline fact, the core…",679083 +1,"RT @UN_News_Centre: .@UN @antonioguterres: #agenda2030 aims at a fair globalisation, eradicating poverty & addressing climate change ►…",539208 +2,RT @Jugbo: Scott Pruitt's office deluged with angry callers after he questions the science of global warming https://t.co/lfBA9LojCQ via @n…,349220 +0,"RT @darionavarro111: Simplicity for the simple-minded. Trump has a two-point plan to address climate change, assuming it even exists.…",559455 +0,RT @jeffpearlman: Pretty psyched that climate change will now be ignored by America in large part because a bunch of angry people were upse…,6811 +1,Not looking good on President elect's approach to environment and climate change.... https://t.co/eoDsCKsehe,820801 +1,RT @Ronald_vanLoon: 3 ways the Internet of Things could help fight climate change | #Analytics #IoT #RT https://t.co/c31uQHJRj8 https://t.c…,191354 +1,"RT @BrookingsInst: As Trump contemplates the Paris Agreement, here are 12 economic facts on climate change: https://t.co/QTNffeN3B3 https:/…",418990 +1,"@realDonaldTrump right, Americans should vote for the guy who thinks chinese people invented global warming? Good luck America #yallfucked",139861 +1,RT @Mayors4Climate: .@Anne_Hidalgo remains determined to transform #Paris into a climate change prepared city. #GlobalCovenantofMayors…,786309 +1,"RT @RoyalSegolene: Against climate change and for climate justice, I believe women play a crucial role. @c40cities #Women4Climate… ",618180 +2,Relocating because of climate change https://t.co/5rr3bZinxT https://t.co/vSyQhUJmsG,105178 +1,"#3Novices : G-20 fails to agree on free trade and protectionism — climate change is missing, too https://t.co/azw6Gl68A4 The world's finan…",348158 +1,"EPA Chief Pruitt..sniff too many fumes? Look thru the smog ur making. +Climate change is man-made. +#climate change",367725 +0,The study doesn't include climate change and focuses on grain yields not #ag total factor productivity. Estimates a… https://t.co/tevc4hqaE7,732028 +0,"RT @EricBoehlert: i'm glad you asked... + +'e-mail' mentions on cable news since Fri: 2,322 +'climate change' mentions on cable since Fr…",294288 +1,Sunday fun: Go through your contacts & invite climate change denying folks to a picnic in the 40° heat today.,726860 +2,RT @ClimateCentral: Record-breaking climate change pushes world into 'uncharted territory' whttp://buff.ly/2n9EH1S via @guardian https://t.…,804342 +0,@MarkChesney not once did I say C02 Mr California but CO is a polluting problem. You think I'm talking about global warming.,511167 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,868805 +2,Guardian: Obama's complicated legacy on climate change - video https://t.co/LLfi9fJkLn https://t.co/l3WzL8n468,212490 +1,"RT @AYCC: Hurricane Harvey - New norm, exacerbated by climate change. We can avoid worse storms if we build a clean renewable future #Harvey",368077 +1,"The administration can try to ignore climate change, but it’s still happening and we must act now https://t.co/ThQHDZnqmg",520896 +2,Oman's mountains may hold clues for reversing climate change https://t.co/kYDcCZ2l6C,614448 +1,Donald Trump doesn't believe in climate change — here are 16 irrefutable signs it's real https://t.co/GRq7ZKuYLK https://t.co/QoPQdmByGA,426480 +2,RT @RobertMaguire_: @realDonaldTrump Trump administration calls fighting climate change a waste a taxpayer money https://t.co/qWQsZRdkAx ht…,71033 +-1,"@PrisonPlanet @infowars +These the same people preach climate change as scientific fact",412473 +0,RT @NBmakiri: If global warming isn't real then why did Club Penguin get shut down?,805835 +2,RT @CBCNews: Climate change researchers cancel expedition after climate change makes conditions too dangerous…,941233 +2,"Rex Tillerson discussed climate change from secret email account, hid it from investigators https://t.co/qhWXpaNueH",645277 +-1,@MMFlint the great global warming swindle,663022 +2,RT @pablorodas: #CLIMATE #p2 RT Jane Goodall calls Trump's climate change agenda 'immensely depressing' https://t.co/uok5FJeWgW…,528586 +2,RT @Elder_Cincy_Guy: Trump picks climate change skeptic to head EPA transition team. https://t.co/aHpIT8d1iS,682376 +0,"RT @BevHillsAntifa: Antifa was forced to build a fire in the road to keep warm due to climate change. +https://t.co/j10wWdy17V",635672 +1,"@Nadeshot its like that in alot places now, it's called climate change",968762 +-1,"just had very disconcerting thought, many influential policy makers believe in anthropogenic global warming/climate… https://t.co/nW89akrXmG",855503 +1,RT @NatGeo: 'The impact of climate change at its most dramatic [is in] the mountain ranges.' This man risks it all to see it https://t.co/u…,609229 +0,RT @asassywhale: if global warming doesn't exist then why is club penguin shutting down,999178 +0,"RT @Iwin1961: 'So we lose the Maldives, that's ok' - Hartley-Brewer debates climate change with @GreenJennyJones talkRADIO https://t.co/Lmu…",992961 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,772672 +1,"RT @Jlkerr20: Just out here tryna save the planet from global warming + +Donate to my gofundme: (venmo: @Jlkerr01) https://t.co/B5h1bau7n7",933014 +1,Another reason trump is so jealous of Our POTUS #44: He is a brilliant man who believes in climate change and cares… https://t.co/8of1ttd4BI,879637 +2,"#Pakistani #Women #Pakistan #Climatechange #Latest Pakistan passes climate change act, reviving hopes and scepticism https://t.co/8mWxhYRfL1",455322 +1,"ok, let's do say this again: overwhelming evidence shows CO2 emissions are dominant factor driving climate change https://t.co/ZznDssajju",327076 +2,#RRN https://t.co/PqFcWckr23 US signs international declaration on climate change despite Trump's past statements,773599 +2,RT @guardian: Five Pacific islands lost to rising seas as climate change hits https://t.co/nMRZOPPymk,398070 +2,"Everyone will move to Michigan in 2100 due to climate change, Popular Science says https://t.co/dwEyk4WWXJ",986818 +1,RT @foe_us: .@WHO: The global health community must confront the intertwined role that factory farming plays in climate change. https://t.c…,71399 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,332851 +1,What if everyone in the world who wants to see action on climate change stops work the first Monday of every month? @extinctsymbol #auspol,615024 +2,A million bottles a minute: world's plastic binge 'as dangerous as climate change' https://t.co/kn85grSZXO,767069 +0,RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,194240 +1,RT @siddarthpaim: The head of the EPA just made another dangerous comment about global warming https://t.co/mS1svXve3a,808559 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,894315 +1,RT @ZEROCO2_: 11 terrifying climate change facts in 2017 https://t.co/rDRijSgIAt #itstimetochange #climatechange Join @ZEROCO2_..,310148 +1,RT @cathmckenna: Looking forward to working together @glen4climate to tackle climate change & grow a clean economy. ���� https://t.co/Uz5O1V6…,975752 +0,@AlexBWall good thing climate change is a hoax!,910895 +1,RT @mcspocky: Yet another Trump advisor is clueless on climate change https://t.co/3sjZWG6lGZ https://t.co/HMqxDtSdMd,56708 +1,The EPA is planning a debate about climate change. But Bill Nye says that debate's already been settled. https://t.co/ljQiheoTay,194339 +1,RT @CofECampaign: Some useful resources for setting up climate change hustings from @HopeFTFuture - let your local MP know that the e…,999107 +0,"RT @famouslyignored: If climate change isn't real, then how do you explain the sudden rise in tweetstorms?",734897 +1,RT @ecoAmerica: Not everyone experiences the impacts of climate change in the same way – some populations are more vulnerable…,755668 +1,RT @SenSanders: It is pathetic that the largest oil company in the world understands more about climate change than the president o…,82957 +2,"Mangrove, bamboo planting to adverse climate change effects | https://t.co/kk5dGp99C5",495669 +2,RT @AlertNet: Prepare for 'surprise' as global warming stokes Arctic shifts - scientists https://t.co/BoTNvGG4l5 https://t.co/ai2Zci2jkB,793560 +0,"RT @Dodo_Tribe: What's the connection between climate change and violent unrest? + +https://t.co/N5PjkDzZtY https://t.co/3qMJJXTGtD",512306 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,688325 +1,"wef: This major Canadian river dried up in just four days, because of climate change https://t.co/vO31u6oy5A https://t.co/16yET4Intv",24298 +1,RT @CheriHonkala: I endorse the @LeapManifesto because climate change is not cool (no pun intended). We must create jobs that halt it! http…,912403 +1,📷 One of my favorite books on climate change denial. https://t.co/TnkOxpXoGV,352416 +0,@Keylin_Rivera @GOP Tornados can happen anywhere! That doesn't mean climate change is real/ fake!,773943 +0,Maybe global climate change is why all these takes are so flaming hot https://t.co/s6Okj93I5S,601894 +-1,#MAGA �� White House calls climate change funding 'a waste of your money' – video https://t.co/frZqvjyoTD ⬅️See Here https://t.co/czLF2sbRxe,261110 +0,@newscientist ancient carvings prophesy how #MOAB could solve climate change,693233 +2,Britain urges United States to take climate change seriously - Nasdaq https://t.co/OI169t0O7x #Market #Equity,79360 +0,"RT @RepAdamSchiff: Yes, I'm sure that's the big talk at G20. Not climate change or trade, but why didn't John Podesta give a server th…",364884 +2,"Indigenous rights are key to preserving forests, climate change study finds https://t.co/0N37EHhIyb",430548 +2,RT @BWLogan: ‘Nothing more than a smokescreen’: Environmental critics have some words on Trump’s flip-flopping on climate change…,809655 +2,The report warns Europe has been most affected by global warming.（報告書は、欧州が最も大きく地球温暖化の影響を受けていると警告しています。）,831217 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,531280 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,407693 +2,EPA head Scott Pruitt denies that carbon dioxide causes global warming: https://t.co/i7iOSMHtP3 #climatechange… https://t.co/dRDTSYMuwi,837687 +1,RT @TulsiGabbard: We must continue to illustrate the impacts that climate change is already having on communities around the world—especial…,103583 +2,RT @SierraClub: Gorsuch’s extreme legal positions could severely limit the EPA’s ability to address climate change. https://t.co/TPhTxJcgkA…,965758 +1,@MarleneStoddard @HoCpetitions Scott Pruitt hates the EPA. Trump seems to deny climate change. Jobs? Why not create green energy jobs?,967897 +2,#SMARTPipsHub Finance: LIVE: Trump to announce Paris climate change decision at 3pm ET - https://t.co/juMpTszKlo… https://t.co/IabFqTnrTw,356845 +1,"Thank you America, for voting in a president who thinks climate change is a hoax. It really is something.",188019 +0,RT @BecketAdams: Wait … you’re turning on all the lights in honor of a climate change agreement? https://t.co/qRwIe8cH2r,414231 +1,"RT @TheSciBabe: New administration thinks condoms are satan, climate change is fake. + +I've been told 'scientist, stop tweeting politics.'…",675397 +1,Just a reminder that global warming is very real and clearly all these fucked up weather patterns are a sign of that ok carry on,105130 +2,People are furiously canceling their New York Times subscriptions after an op-ed disputing climate change… https://t.co/uv0iMtIV7d #http:/…,833017 +2,WASHINGTON/BEIJING (Reuters) - The election of climate change skeptic Donald Trump as president is likely to… https://t.co/PiX3DRxxNy #FB,31542 +1,"RT @CAPAction: Trump's EPA cuts: + +-3,200 staffers (20%) +-Clean Power Plan +-climate change research and international climate change programs",377702 +2,"RT @nytimes: Americans are eating less beef, and that might help in the fight against climate change https://t.co/cdXM5qO8C4",21614 +2,"RT @thinkprogress: Brace yourself for a bitterly cold winter, as climate change shifts the polar vortex https://t.co/TKrnPz6LIx https://t.c…",722895 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",987825 +1,RT @NotAltWorld: All Americans should review .@NASA's Images of Change to see how climate change is affecting our planet https://t.co/WpIXQ…,832432 +2,RT @guardianeco: #GlobalWarning: 97% of academic science papers agree humans are causing climate change https://t.co/texRLlWp5l https://t.c…,922788 +0,"RT @eugenegu: Due to climate change, #AprilFoolsDay was in November. https://t.co/8t7irrexoS",64033 +-1,"RT @BIZPACReview: Whistleblower admits scientists manipulated data, making global warming seem worse to help Obama… ",994443 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",21032 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",712699 +2,RT @PaulHBeckwith: Donald Trump team asks for list of Department of Energy workers who have attended climate change talks https://t.co/B0DY…,222179 +2,"Welcome to Pleistocene Park, where Russian scientists want to fight climate change with woolly mammoths https://t.co/EYUeYH55if",702455 +1,"RT @LuvPlaying: “Oklahoma hits 100 ° in the dead of winter, because climate change is real” by @NexusMediaNews https://t.co/k3ud7Ppx28",688656 +1,#3Novices : Oceanographic training centre getting ready Oceans play a big role in studying climate change and weather forecasting patterns.…,505260 +2,RT @ProfTerryHughes: Recreational fishers are concerned about climate change impacts on #GreatBarrierReef https://t.co/LQvsPg6IwO,81812 +1,"ppl that voted for Trump: you set our earth back. You voted for continuous global warming and harm to our animals, oceans and forests. Nice.",236479 +-1,RT @AMike4761: CON ARTIST Al Gore group demands $15 trillion to fight global warming #ma4t https://t.co/R5LJ…,797817 +1,"RT @ddale8: @KkevrockK Trump denies climate change, period. https://t.co/FoSsnixbf8",282847 +1,RT @COPicard2017: It shouldn't matter if climate change is real or not. We should make the world a better place anyway.…,999698 +1,"@NWSMemphis @ismh 75 in Maryland, what global warming?",730151 +2,"RT @NPR: Trump's pick to head NASA wants Americans to return to the moon, but doesn't think humans cause climate change. https://t.co/n2Nab…",768098 +0,RT @WoodsHoleResCtr: Undergrad & Grad: Study climate change in Alaska this summer. Apply at https://t.co/DDm9s1a9l1 until 1/15. Covers r…,894551 +1,"@statesman Scott Pruitt Must Go, and all citizens must know how climate change works, not only scientists. +https://t.co/3JH8yUqCWd",554457 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,387019 +-1,"RT @mmccdenier: The Trudeau gov luvs 2 call Cdns who don't believe man-made global warming, “climate deniers.” +That would be me https://t.c…",415342 +1,"RT @MobilizeClimate: 2016: not a great year for action against climate change, but an excellent one for visualizing what's happening. https…",793224 +1,RT @HarvardBiz: Tackling climate change will create far more jobs and economic growth than looking back to fossil fuels. https://t.co/xANDJ…,845644 +1,A must watch documentary on global warming. https://t.co/qBVPjWw5RW,671795 +1,RT @PopSci: Four things you can do to stop Donald Trump from making climate change worse https://t.co/uhw228etfp https://t.co/BtDUnb6hZ3,799220 +2,RT @guardianeco: Coalition of 17 states challenges Trump over climate change policy https://t.co/w4HyWFMPSk,126205 +-1,RT @theboltreport: WATCH: The former head of Australia's National Climate Centre says we shouldn't be panicked by the global warming s…,908520 +2,"Rex Tillerson used an alias email at Exxon to discuss climate change, New York A.G. says https://t.co/xI7lrz5rKP by #WSJ via @c0nvey",919933 +0,RT @grist: .@LeoDiCaprio’s new climate change film is now streaming https://t.co/YZypinNHXZ #BeforeTheFlood https://t.co/kdcQ5VNVxZ,404324 +-1,Punked! Peer-reviewed journal publishes hoax study attributing climate change to… https://t.co/SM5mIUp6s5 #climatechange via @ClimateDepot,95931 +1,"We should stop #climate change, otherwise climate change will stop us - #climatechange #future #Earth #Mankind #environment #sustainability",889838 +1,RT @c40cities: Buenos Aires is raising awareness and engaging with its citizens about what to do when facing climate change effect…,390246 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",126459 +2,RT @brontyman: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/wYbaxepen5,269572 +0,RT @LeoHickman: Transcript: Here's what @realDonaldTrump *actually* said about climate change in his Fox interview today…,956964 +1,RT @haleyylamb: ALSO responsible for 65% of human-related production of nitrous oxide (which has 296 times the global warming poten…,598609 +2,Who's 'morally vacant'? Exxon Mobil turns official's quip against him in climate change case https://t.co/CH0uZbs51x https://t.co/7ScfD7EUgP,879560 +1,The Black Forest and climate change https://t.co/nUnQsZDfpY via @Cahulaan #TrumpRussia #TheResistance,344616 +1,A month ago FL was in a horrible drought. What have scientists said about climate change and extreme weather events… https://t.co/pVXhicJdHt,255138 +1,"RT @RobinBHarding: The world's most successful, cost-effective new reactor programme. As bad for climate change as Trump pulling out o…",316656 +1,"@RICHARD_FURNESS @griffgirl20 That's how some people deal with things. Like climate change, for instance. Just go '… https://t.co/TG5OkmhMqS",561185 +1,"RT @phbarratt: No effective policies for climate change, but at least we'll have the 8-shot Adler. All a matter of reform priorities really.",518239 +1,RT @iracamb1: We agree: 'Protecting forests is the best way to fight climate change.' https://t.co/Oi4MXWq1en via dwnews https://t.co/hknXF…,266574 +0,"RT @JamieW1776: So in less than one day, you've decided that you are prolife, denounce climate change, support full gun rights, & o…",193782 +1,"RT @YEARSofLIVING: To save the world's coral reefs, we need immediate action to stop climate change https://t.co/9C6oLsWZw7 WATCH #YEARSpro…",987669 +1,"RT @FelegeLab: Canada, let’s fund a living archive of Inuit knowledge that helps communities adapt to climate change @arcticeider https://t…",11809 +1,Trump falsely claims that nobody knows if global warming is real https://t.co/O8lUdbJ2g5,674701 +-1,RT @foxandfriends: .@GiannoCaldwell: For Al Gore to compare civil rights to climate change shows the Dem Party isn’t ready to offer re…,255799 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",358910 +2,"RT @BillMoyersHQ: The US + China were, until recently, key allies in the fight against climate change, writes @lighttweeting https://t.co/q…",779470 +1,"RT @Alex_Verbeek: 🌎 + +Conservative media can’t stop denying there was no global warming ‘pause’ + +https://t.co/cBrWxPl7YV #climate… ",853258 +1,RT @AustinDem1: He fired all the experts and deleted all the internet sites on climate change/science. https://t.co/TzgghsmHMO,106425 +2,A climate change economist sounds the alarm https://t.co/MLkoYI637X via @BV,787435 +2,"RT @cnalive: Pranita Biswasi, a Lutheran from Odisha, gives testimony on effects of climate change & natural disasters on the po…",359773 +2,Donald Trump signs executive order overhauling Barack Obama&apos;s attempts to slow climate change - ... Donald T...,423966 +-1,NOAA got caught faking global warming temperature data… so where is the apology for spreading fake science?… https://t.co/U6iIjc6OW9,646122 +1,"RT @ngwatweets: PODCAST: Due to climate change/food production, groundwater is under pressure. Interview @WilliamAlley6@circleofblue https:…",351040 +0,"RT @LoverHelly: Is dis @OfficialHelly7 �������� �� �� global warming bada Diya princess ne �� �� +@ennasonaa @agsnithya https://t.co/MvfJ8wJnhK",9318 +2,"RT @CNBC: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/JgUDxr3shb",543235 +2,"Roughly 4-in-10 Americans expect harmful effects from climate change on wildlife, shorelines and weather patterns… https://t.co/lmV9T9nbLc",28358 +0,RT @Kerrclimate: Now this is interesting shift: China warns Trump against abandoning climate change deal https://t.co/uolhRWmorn via @FT,660505 +2,Netflix makes its fourth #Sundance2017 purchase with global warming doc 'Chasing Coral' https://t.co/aWt0XV6D8u https://t.co/p6UbJ6aX6N,788854 +1,Truth to power: The “inconvenient” voices taking on climate change https://t.co/Sw2Q4uNwgQ https://t.co/cDUJqSt4ME,100284 +2,RT @SPACEdotcom: Can we combat climate change by pumping aerosols into the sky?These scientists think so. https://t.co/1IPxvTAoGM,990340 +2,Gov. Jerry Brown signs climate change legislation to extend California’s cap-and-trade program – Los Angeles Times https://t.co/IBSMoM4ikg,362123 +-1,"RT @NatShupe: So Obama and Hillary had nothing to do with this, climate change caused this. Got it. https://t.co/nZ1Mfz0JX2",740357 +0,RT @billmckibben: The Orthodox Patriarch Bartholomew delivers strongest words on climate change I've ever heard from religious leader https…,282928 +-1,"Scientists, environmental activists protest in Boston against threat to science https://t.co/Kq26lsuJus morons believe phony climate change",480989 +1,RT @Mikel_Jollett: The head of the EPA not believing in climate change is like the president of the United States not believing in democrac…,108856 +1,RT @bruceanderson: Less than 8% of Conservatives voted for the candidate w a serious climate change policy in round one.,9228 +1,@POTUS watching @LeoDiCaprio docu. Funny you talk up doing something about climate change yet do nothing on #DAPL #NoDAPL #ClimateAction,360799 +2,RT @AddBrocke: Emergency campaign launched to convince Trump climate change is real. Failure risks 'planetary disaster'…,530073 +1,"EPA says CO2 doesn't cause global warming. See, I told you it's a plot by China. #wedontneednostinkingscience +#TranslateTrump",25803 +1,"RT @SueMinterVT: On the climate change, education & standing up for middle class families, @BernieSanders explains why we need…",385111 +2,"#ClimateChange: @WMO - Record-breaking climate change pushes world into ‘uncharted territory’ + +https://t.co/bIZoqQCjKJ",513520 +2,RT @borzou: French presidential candidate bluntly calls on US climate change researchers purged by Trump regime to come to Fran…,31889 +2,RT @orderpaper: Reps passes climate change bill for second reading https://t.co/JWp1bYT1CV https://t.co/2bWSDaaF67,309777 +2,"RT @Newsweek: Meet the climate change skeptics defending Trump's EPA pick, Scott Pruitt https://t.co/TXD1uwghUv https://t.co/Bd2htYT6Qz",627221 +1,RT @FrankTheDoorman: 97% of scientists believe in climate change. The other 3% think Kellyanne Conway is a scientist.,436016 +2,UN climate change agency reacts cautiously to Trump plan https://t.co/8eXtXhtNW2,819058 +1,“Donald Trump’s first staff picks all deny the threat of climate changeâ€ by @ngeiling https://t.co/TGTTQ0Qe12,837702 +1,RT @FeelTheBern11: RT People4Bernie: .SenSanders and joshfoxfilm speak about climate change and the global movement to stop it https://t.co…,915732 +1,RT @scienceclimate: Raising awareness and reducing your carbon footprint are necessary to defeat climate change.…,838449 +1,RT @katie_honan: Some of NYC neighbs at biggest risk for climate change voted overwhelmingly for Trump https://t.co/1XJQvUuwEh https://t.co…,938501 +1,RT @donmoyn: Now why do you suppose the Trump team is looking for the names of civil servants who worked on climate change?…,648546 +1,@IanDunt Not stopping global warming is an even bigger sabotage and I don't see much from you there,301605 +1,lmk how some people don't believe in global warming????,676219 +1,"Appointing a global warming denier to head the EPA. + +And so it begins folks.. https://t.co/KSwC6Cfk3D",324154 +0,@micheleod1 You're saying climate change isn't real?,410970 +2,Australia ranked among worst developed countries for climate change action https://t.co/aAZthu5phV,208531 +1,RT @PiyushGoyalOffc: We are all working as a team to continue our efforts to address concerns of global warming and to reduce natural hazar…,432306 +1,"RT @seannscruggs: Rain drop +Drop top + +Now that I got your attention, we need to work together to end global warming.",470493 +1,"@Magdalena_Feru @barussell4 extreme polarized politics, racism, climate change, war to name a few.. #Trump did say some disturbing things.",655406 +1,RT @LiberalResist: Sobering 2018 national climate change report is leaked to the NY Times - NationofChange https://t.co/RbXfOmMC99 https://…,122833 +1,"Retweeted Climate Central (@ClimateCentral): + +The global warming signal in the Arctic was stronger and more... https://t.co/6mrBXSGs3s",614061 +1,"RT @tigertailau: Great read on building #resilience, mitigating climate change risk and working towards a #sustainable future + +https://t.c…",426524 +1,RT @MaryAliceJane23: Moana is really a metaphor for melting ice caps due to climate change,461776 +-1,RT @AMike4761: Looney Denmark calls for tax on red meat because cattle flatulence 'is causing climate change' | Daily Mail Online https://t…,349945 +1,RT @Seasaver: The ocean is losing its breath – and climate change is making it worse https://t.co/myO8tGHlGK @ConversationUS,925752 +-1,"@TammyOnorato go for reasons other than climate change, and it's possible that the climate has been changing independent of humans as well.",158520 +1,"Demand Trump adm add LGBT rights, climate change, & civil rights back to list of issues on https://t.co/OH0ERmDiJF https://t.co/vwyFGs6e16",492572 +1,RT @MarkRuffalo: Existential threat! U.S. needs to accelerate growth in green jobs by treating climate change like the crisis of WWII https…,178491 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",725889 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,939528 +2,RT @ABC: John Kerry says he'll continue with global warming efforts https://t.co/x98aGUb6ZF https://t.co/ZYfeXKnQno,480077 +1,"Businesses must continue to insist that climate change is real, and a real threat to our economic system. https://t.co/RIY2SN7AN7 #marketi…",929602 +1,"RT @luckytran: FUCK YEAH! One National Park, @BadlandsNPS is defying Trump's gagging orders by tweeting about climate change… ",430694 +1,@Vanthson He's given Ivanka and her husband federal positions. The department of energy has banned the mention of 'climate change'...,854280 +1,"@Bludclots but just like climate change & cigarettes/cancer, big profit $ fights attempts 2prove harm. Easier regs: https://t.co/yjFsyVek55",569343 +2,Octopus in the parking garage is climate change's canary in the coal mine - Miami Herald https://t.co/rquQE1u7TL,630321 +0,Remember to always call it 'climate change' not 'global warming' https://t.co/jiLtx47I7B,701681 +2,"RT @latimes: Thousands of Americans marched in rain, snow and sweltering heat today to demand action on climate change…",566466 +0,"fuck climate change ..make a deal, who is this idiot? does he pick up some cash?",106488 +1,$50M that could have gone to help fight climate change instead. https://t.co/NFRjXSdjEB,821581 +1,RT @nature_org: #DYK: Forests could contribute up to one-third of the solution to tackling climate change? https://t.co/SHveCQ2H85 https://…,130693 +2,"Depression, anxiety, PTSD: The mental impact of climate change https://t.co/5NqZCYuarl via @wordpressdotcom",21092 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,677305 +1,"RT @Rachael_Swindon: This government: Anti-abortion, homophobic, climate change denying, terrorist backing. And that's before you get off t…",879702 +2,RT @guardianeco: EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/4PIpwyGTKK,795608 +0,@geraldnash 'One of the benefits of global warming and international terrorism...' @oconnellhugh,927966 +1,Watch Before the Flood @NatGeoChannel @LeoDiCaprio travels the world to tackle climate change https://t.co/c1G2lKhaiN @YouTube,686410 +2,"RT @santosh3nepal: New paper on 'Impacts of climate change on the hydrological regime of the Koshi river' +https://t.co/oCGW1vQg5h https://t…",26881 +1,"@TIME @FortuneMagazine If you're thinking about Max, Mark, maybe you should want a world where climate change isn't denied & women respected",404011 +2,Scientists are researching a new solution to the climate change crisis: Growing ice https://t.co/qAYg2LNmVO,194251 +1,@CNN It's 2019 and Republicans defeat another climate change deal despite worsening drought in Kansas and Nebraska.… https://t.co/3DgxxNxYKF,368168 +2,RT @bcleve19: Scientists just published an entire study refuting Scott Pruitt on climate change https://t.co/5Tph0MKnTx,994196 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,998528 +2,RT @ClimateNexus: NYC weatherman quits TV to save Europe from #climate change https://t.co/Vr8EGrM5G5 via @business https://t.co/1xrTttB6Ql,643417 +0,@BillHumphreyMA climate change theyre gone bill,386400 +1,"I stand with Pittsburgh, Paris, the majority of Americans and the future children of this world don't deserve global warming. #ParisAccord",415107 +0,winky immigrants blush daffodils global warming lightblue even sandwiches brexit feminists,785831 +0,"This from the CEI, where Trump's proposed EPA man is director of global warming! #science https://t.co/R3yQwhAmqQ via @YouTube",350301 +1,“Only the second warmest? That means global temperatures are falling!” - An anthropogenic climate change denialist. https://t.co/kUsi2hCZew,480056 +1,first…. to die of climate change related natural disasters https://t.co/uoUSSVaHMK,446302 +-1,RT @CrazyinRussia: Russians are sick of your global warming. https://t.co/YvhHzqBCDs,675381 +1,"You and your fuckery idiots just elected a climate change denier, and you believe shit like this? How much fucking… https://t.co/nN5bDF0FsE",247136 +1,RT @StephenRitz: Modern agriculture cultivates climate change – we must nurture biodiversity https://t.co/vXxriPZeDw via @foodtank @DeSchu…,23291 +2,RT @nytpolitics: Governor Jerry Brown vows California will battle the Trump White House on climate change https://t.co/OAFpzttuCd https://t…,260425 +2,"RT @ABC: Bit by bit, Pres. Trump undoing Obama policies on climate change, abortion, energy, internet privacy and more.…",237458 +2,Why global warming could lead to a rise of 100000 diabetes cases a year in the US https://t.co/dS94RJg4KP,347300 +1,"RT @ChrisJZullo: #Georgia #ga06. Today is Voting day. Karen Handel opposes marriage equality, climate change and a living wage #VoteYourOss…",970302 +2,"RT @PatriotByGod: Trump to drop climate change garbage from environmental reviews: Bloomberg - +https://t.co/cAX4wi76zM",221494 +1,"RT @Salon: When China calls out Donald Trump on climate change, you know it’s bad https://t.co/qx1Xep7k82",694337 +1,RT @DesiJed: Maybe Trump would care more about #ParisClimateDeal if Barron thought global warming was as real as the beheading picture.,943127 +2,"RT @nytclimate: At G20, world leaders call the Paris climate change deal 'irreversible,' isolating Donald Trump https://t.co/1jHaGB5GkD",404269 +1,"RT @RichardDawkins: Ban on phrase “climate change' seems to have started in Florida, the state most vulnerable to sea-level rise https://t.…",254361 +1,RT @Oceanwire: How climate change has led to creation of floating hospitals to help ppl hurt by rising seas…,396874 +2,RT @GuardianUS: Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/JC1zwJQTU2,256104 +1,RT @InSIS: Lisa Dilling (@LisaD144) speaking on local climate change adapation at @ExeterGeography this Thursday https://t.co/Rk11w15x7m,978657 +1,RT @Farooqkhan97: Why do we not have journalists on topics such as environment and climate change? @PUANConference #climatecounts,906138 +2,Citizens across the world are suing their governments over #climate change https://t.co/9JBty6d7Dj,526423 +1,@MrFurby @theSNP Good start. Scotland needs to be a leading progressive voice in the fight against climate change,243423 +1,RT @soybeforeboys: WHAT IN animal agriculture is the leading cause of global warming and please stop eating animals for your enjoyment htt…,870093 +-1,"RT @SteveSGoddard: We can focus on actual environmental problems, rather than imaginary climate change. https://t.co/1tacFWvnfg",219964 +1,“the overwhelming conclusions of the world’s scientists that climate change is largely human-caused and needs immed… https://t.co/osMIBnuitG,704978 +2,RT @PJDunleavy: What energy and climate change policies can we expect from President Trump? https://t.co/vcs9VOPSy5 via @LSEforBusiness,321386 +1,"RT @ClimateNexus: According to Trump’s own @DeptofDefense Secretary, climate change is a threat to the military.…",85014 +1,RT @MarkRuffalo: Rick Perry gets schooled on climate change https://t.co/hrOzXQ1SWo # via @HuffPostPol,564427 +0,"@jacob_saxton oh dammit, shadow international rade & climate change, I was kinda close",253686 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",672091 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,469253 +1,"RT @Fusion: When it comes to Breitbart News' reporting on climate change–expect 100% chance of BS. +We'll let The Weather Channe… ",533025 +2,"RT @Reuters: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/XM7qUmahdX https://t.co/NA2yg8JkP9",128996 +1,"@realDonaldTrump. @ghwatcher4ever. The only thing you're agenda does is kill people very slowly, like climate change!!",686028 +2,What does a Trump presidency mean for climate change? https://t.co/TF8igAKCmS https://t.co/2UlvYQdm1C,54140 +2,RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/ig8sxJGw2f,674265 +-1,RT @SteveSGoddard: Democrats believe that imaginary climate change is the most serious threat the world faces. It is much easier than…,697444 +0,@DearAuntCrabby #GOP 'Climate change? What climate change? Global warming? What global warming?',31267 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,698626 +0,RT @ebender00: Hacking models for infectious disease and climate change: #IMED2016 https://t.co/HB4flmroex @mithackmed https://t.co/3XjAyuA…,130129 +2,RT @Independent: Trump's Secretary of State refuses UN request to attend climate change meeting https://t.co/qjkJTDrkAy,488748 +2,China to Trump: climate change is not a Chinese hoax âž¡ï¸ @c_m_dangelo https://t.co/zLYDwaYqXU via @HuffPostGreen,964000 +1,RT @ghetto004: I understand we have to make environmental changes to combat global warming and climate change but recycling tweets…,778493 +2,"RT @LHSummers: Trump's trade policy is 'economic equivalent' to denying climate change, Larry Summers says https://t.co/B8WSkGBHaJ",879308 +2,RT @HuffingtonPost: Bill Nye slams CNN for putting climate change skeptic on #EarthDay panel https://t.co/JbK6L1Zucd https://t.co/7bz2sl2hm8,497348 +2,RT @HillaryNewss: California threatens to launch its own climate change satellite in defiance of Donald Trump https://t.co/sZYJ2GpIto https…,969745 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,101836 +-1,@DasSchmagimator @Thank_Me_L8er @DRUDGE_REPORT @business Aren't the Russians behind global warming? #BlameRussia #RussiaGate,534883 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,666568 +0,@Grant_Hall3 member before global warming?,699164 +2,"RT @altUSEPA: Chinese scientists attributed extreme weather patterns in China, and especially in northern China, to climate change +https://…",21997 +2,Donald Trump 'won't discuss climate change' at meeting with Xi Jinping despite US and China being worst polluters https://t.co/UfADrr1zee,654708 +1,"The smoke from the north Georgia wild fires has made it into Atlanta... scary. No climate change to here see, nope...",274934 +1,"#marchforscience is bringing awareness by using science, which has demonstrated the existence of global warming and… https://t.co/5VJihqyWMK",565094 +1,"RT @codinghorror: I guess the good news is that with global warming accelerating on Trump's watch, Florida will be less of a factor in futu…",271184 +0,RT @StevenMufson: Draft Climate Science Report under active review at WH. It says most climate change caused by human emissions https://t.c…,260272 +1,RT @theresphysics: One of the last arguments used by climate change deniers was just disproved https://t.co/GYQADR4p0j,571196 +2,RT @thehill: Rahm Emanuel posts climate change webpage deleted by Trump administration https://t.co/gVXeRTdJbk https://t.co/HvitYqZgub,672438 +0,"RT @ClimateOfGavin: To settle an argument, what do you think of when someone says 'global warming'?",372045 +0,RT @JasonKander: @jaketapper Probably about the same percentage of scientists who disagree with their peers about climate change.,267823 +1,Wisconson DNR purges climate change language from web page https://t.co/hcTiZxKD8k via @journalsentinel Stay vigilant my friends...,492380 +1,"My entire family: 'The people who believe in climate change are getting paid to.' + +Note: my entire family gets paid to deny climate change.",930933 +0,RT @carbarbz: billy sweetheart that's global warming https://t.co/ItXDZ1FXyU,183465 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",390332 +1,RT @climatehawk1: Mysterious explosions in Siberia are signs of galloping #climate change | @David_Bressan https://t.co/mgs7Kv6yDy…,882481 +-1,The climate changes; always has and always will. Can man change the climate? Can a trace gas (0.04%) change the climate? Only in dreams.....,13700 +1,"The most disappointing thing is that climate change should have brought government parties together, instead it has divided us' #4corners",791739 +2,EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/PhC27KLaQd,369346 +0,"RT @NiceBartender: @chelseaperetti look into the camera and tell climate change, 'stop it.'",964228 +2,"RT @climateprogress: #GameofThrones star: ‘I saw global warming with my own eyes, and it’s terrifying’ https://t.co/8hyQrxbE0G https://t.co…",583009 +1,RT @yannickunwomen: Few years ago women and climate change did not exist in the same sentence. Today it is self-evident. #GenderDay at @COP…,804239 +1,RT @cathmckenna: Great to meet with @simoncoveney and @jimkelly2006 today. Productive meeting focused on climate change adaptation a…,618346 +1,RT @WIRED: There's nothing to argue. Earth's temperature keeps shattering records because of human-caused climate change. https://t.co/XHB3…,956658 +1,"You and your friends are gonna die of old age and I'm gonna die of climate change.' +me: https://t.co/g6njWaFTbC",15202 +1,"RT @DrCraigEmerson: Until youse people at the ABC point out the positive side of racism, bigotry, sexual assault & climate change denia…",554676 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,504315 +1,@gistme24 The herdmen incl those from neighboring countries are migrating south in quest for pasture for their herds due climate change.,463174 +2,11-year-old suing Trump over climate change' Ciara O'Rourke https://t.co/YygYjjcDuE #science #environment #politics #law,608774 +0,Comparing what the manifestos say on energy and climate change https://t.co/lPhcgYCuqo Thanks @CarbonBrief #energy #climatechange #GE2017,645656 +1,RT @HawaiiDelilah: Turns out Ivanka (wife of future fellon) who was responsible for lunatic whispering climate change truth to the pre…,642794 +1,RT @TheEllenShow: Today I talked about two of the most pressing issues of our time – global warming and Magic Mike. https://t.co/daB07sCIIy,948526 +1,Why isn't nuclear power considered as a viable energy source to fight climate change? by Dmitrii Motorygin https://t.co/vhXzPJW0p2,756646 +1,@algore @MrDominicBuxton @aitruthfilm UKPM does not want any climate change laws after brexit? Is this a price wort… https://t.co/0TLEldyim1,772757 +2,"RT @nytimes: How Americans think about climate change, in 6 maps https://t.co/mVxVkfn1z1 https://t.co/0VSYwst1q0",83555 +2,RT @TIME: President Trump disbanded a federal panel aimed at fighting climate change https://t.co/EL82I07TE7,318328 +2,RT @thinkprogress: Trump's EPA pick recently called climate change a 'religious belief' https://t.co/JOeH6LmJJ7 https://t.co/f0yua1trKI,441627 +2,Coalition of 17 states challenges Trump over climate change policy https://t.co/e0cPLNV2hj https://t.co/3TDS4AFUWG,802299 +2,Potential for serious loss of Parasite species under climate change with unknown consequences | Science Advances https://t.co/wZDeUBbc57,372997 +-1,@CNN is irrelevant. Trump bashing and global warming. no answers just perceived liberal problems. glass half empty. no hint of solutions ��,227502 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,390301 +1,RT @wef: 7 things @NASA taught us about #climate change https://t.co/Jn6nuDrZLm https://t.co/jSTRp6UPT2,178407 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,736583 +-1,@Glen4ONT @TheAgenda @spaikin What a scam this is. Fighting climate change by increasing taxes. What a joke.,855698 +2,"RT @thenation: Pentagon officials now consider climate change in every decision, from readying troops for battle to testing weapons https:/…",138157 +1,RT @ditacannon: when it's 58 degrees for the #WomensMarch but the White House deleted the climate change section of their website!!…,940391 +2,Rex Tillerson may have used an email alias to communicate with Exxon officials about the risks of climate change https://t.co/yNpSpH8J74 #…,952172 +-1,"@thehill NOTICE to states who need help with 'climate change': + +When hot, roll windows down; when cold, roll 'em up. +https://t.co/6u0mIJzzTN",140404 +-1,RT @jchr5667: BBC News concentrates on Trump & global warming with great negativity. Trump will out the GW liars & engage sensible science.,59492 +1,"RT @SilverAdie: #donaldtrumpis the sociopath pushing global warming 2 the tipping point,leading to human extinction due to ignoranc…",515657 +1,For me the most worrying aspect of the Trump presidency is him and his entire team regard climate change as a hoax. https://t.co/iau2yQHvE5,767463 +0,@a35362 In her book 'This Changes Everything' @NaomiAKlein says 'climate change means we have to change our economi… https://t.co/GVVC6KSNEI,650089 +2,RT @TheEconomist: The ocean is the planet's lifeblood. But it's being transformed by climate change https://t.co/EtpnJ6vsJh,296866 +1,RT @SeanMcElwee: NYT will hire a columnist who supports torture and denies climate change for 'intellectual diversity' but not one who supp…,686453 +-1,"@SlFrexit @Scaramucci The guy is anti gun, pro climate change, married a Jewess & trusted a reporter on his 1st day… https://t.co/jdVP7rLeq8",183295 +0,RT @Holyhannahs: @CNNPolitics greatest threat to humanity is not climate change. It's male testosterone run amock.,535688 +1,"RT @cuynchips: Heedless of YAG to not even mention climate change policy in letter, when it's of great importance to Maldives & worrying un…",505187 +1,Three years ago in Laffy it was 28 degrees. Today it's 63. But climate change doesn't exist ��‍♂️��☕️ https://t.co/17tVdKh7qU,709836 +0,Also this storm is global warming maybe probably,761606 +1,"@HugePossum I disagree that Nuclear is the answer. Accidents, weapons proliferation, and waste disposal are worse than climate change.",692670 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,585098 +1,RT @ArielleKebbel: I'm askin u to get LOUD 2day America!VOTE 4 women's rights.4diversity.4 doin what we can 2 battle climate change…,483347 +1,#social #HR #ReachWest Apple makes an eloquent plea to take climate change seriously https://t.co/WhF3tmTwUX,66595 +0,RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,701907 +1,RT @phineasflapdood: @elizabethforma @Lawt64 #earthday2017 Man made global warming is real & the simple proof is here:…,907464 +1,energy manager climate change renewables & regulatory: Track gulf coast… https://t.co/604WGTCrKS #sustainability #ClimateChange #WindPower,815294 +-1,@witchingbones global warming is a myth ;),255184 +0,"RT @JohnBelchamber: Senator Malcolm Roberts shows how he comes to his baffling conclusions from climate change data... +#auspol #climate…",963489 +1,"With EUROCLIMA+, the EU will support Latin American countries in climate change adaptation and mitigation @europeaid",853358 +0,RT @michaelianblack: Kinda seems like you backed down from your views on climate change and gun control. https://t.co/XbMQsCvjeY,29991 +2,"Scott Pruitt's latest climate change denial sparks backlash from scientists, environmentalists https://t.co/sqKMbeyMfN #worldnews #news #b…",690366 +2,Australia's top bank sued over climate change risks https://t.co/i5mcT6aXW5 https://t.co/RL2EpoihrK,892008 +2,RT @business: World leaders watch as President Trump tries to rip up U.S. climate change efforts https://t.co/lE14oYeFVP https://t.co/Pigu9…,431243 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,981870 +1,"RT @paul_lander: #StepsToReverseClimateChange +La la la la. There's no climate change. La la la la. https://t.co/NuH7MjOISB",315966 +1,"RT @_AlexHirsch: Simple. I believe in climate change, a woman's right to choose, gun safety & the wealthy paying their fair share. T…",770171 +1,"RT @victimsofcomics: Scottish First Minister in the US signing climate change pacts. + +British Prime Minister in Saudi Arabia selling weapon…",642516 +1,RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,850166 +1,"Whoa. Makes sense now why they wanted names of people working on climate change, don't it? https://t.co/kLtfAfJfxD",600722 +2,RT @BusinessDesk: Mark Carney: firms must come clean on exposure to climate change risks https://t.co/qWXsROIjx4,600189 +2,RT @TIME: Al Gore says he hopes to work with Donald Trump to fight climate change https://t.co/URkT7CB1Bd,245303 +2,RT @wsbtv: Atlanta among 83 U.S. cities vowing to stick to the goals of #ParisAgreement on climate change:…,399131 +0,If his warnings has been heard as with the effect of global warming ...waste of time https://t.co/Z1kgkgaiiY,916226 +1,RT @michaelhallida4: Turns out climate change is real and Malcolm Roberts is a hoax. Who'd have guessed? ��,866113 +-1,"RT @AssaadRazzouk: Here we go again: Reckless G20 wants to ramp up global warming dangers + +#climate https://t.co/AkVoHmEWx5",773219 +1,I honestly don't get why people are so against climate change and protecting our environment. WE GET ONE PLANET EAR… https://t.co/G8gRtCGesP,233428 +0,RT @Jamesogradycam: #CLGD2016@CLGInitiative #COP22 Just handed out awards for legal essays on climate change to students from all over the…,707476 +1,"RT @AlexSteffen: How to talk to conservatives about climate change: + +Defeat their candidates. +Enact bold climate policies. +Save the world…",792554 +1,"RT @Khanoisseur: Trump's pick for Secretary of Energy is also a climate change denier. + +Well done all you liberals who protest voted… ",713750 +2,"With droughts and downpours, climate change feeds Chesapeake Bay algal b https://t.co/z9JIjAkugd",631280 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,345538 +1,@AlisonRosen we will destroy ourslvs b4 we destroy planet climate change is real only in way that the earths climate natural chnges ovr time,215361 +2,RT @SEIclimate: NEW: Integrating complex economic & hydrologic planning models: Analysis of under #climate change https://t.co/R2oXSr8bJB #…,13093 +2,"Trump wages battle against regulations, not climate change https://t.co/qfQ1I3pdJP",384326 +2,Alberta Tories are losing a big issue they've used to attack Notley's approach to climate change. https://t.co/VFqCYcKmuR,927997 +2,"RT @ClimateCentral: Western water crunch has the fingerprints of global warming, scientists find https://t.co/94Kq7tvGzM via…",268642 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,505681 +1,RT @Maxxadam64: Amazing footage of the man who's planning to oust Issa. He pins him on climate change denial like a CHAMP. https://t.co/yX3…,841106 +1,"‘I’m open-minded, you’re not’: Tucker Carlson melts down after Bill Nye schools him on climate change https://t.co/W72MQpH2WN",199118 +0,Blog: Did the Prophet Muhammad really call on Muslims to fight global warming? https://t.co/KwzsBjBjbu,276596 +0,"RT @wesbury: The real conservative 'answer' to climate change ought to be 'have faith in markets, don't manipulate them.'",899851 +1,"RT @nature_ny: Our 600 scientists are working around the world to address issues like climate change, clean water & resilient citi…",973385 +1,RT @blkahn: Denying climate change '​betrays future generations; it betrays essential spirit of innovation & practical problem-solving'​ #F…,125465 +1,"RT @AlexSteffen: Reporting new fossil fuel finds without mentioning their climate change impacts if developed is irresponsible, out-dated e…",107109 +2,https://t.co/JSg6hbxiWp - RSS Channel: EU move brings landmark climate change treaty closer to reality https://t.co/S3eAudgiHf,665224 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,86291 +0,RT @cat_beltane: it was cool when 0 of the 3 US presidential debates featured any questions whatsoever about climate change https://t.co/gK…,729167 +2,Emergency campaign launched to convince Trump climate change is real. Failure risks 'planetary disaster' https://t.co/F907QyNzfi,950674 +1,"RT @JordanUhl: #EPA Chief Pruitt claims 'tremendous debate' over whether CO2 causes global warming. + +No debate. Just misinformatio…",185933 +2,RT @TIME: Al Gore says he hopes to work with Donald Trump to fight climate change https://t.co/URkT7CB1Bd,444487 +-1,Let’s take the lead on a serious worldwide counterterror force to replace the silly global warming non-binding and said yes.,713584 +1,RT @gardcorejose: Morning existential crises: do you think we'll save our planet from climate change or will we burn to the ground?,475492 +2,"Russia investigation, climate change and business ideas: What's happened this week under Trump https://t.co/cdeFRnkYuH",135162 +1,"RT @flippable_org: SE Texas underwater, another hurricane coming, the West on fire. Every elected official who denies climate change is a d…",549180 +2,China's megacities are threatened by climate change: https://t.co/gboKJwjbMJ https://t.co/hthGSAR5UW,157696 +1,@bbrowner27 When his climate denying cabinet destroy all hope at fixing climate change there will b no world to have peace in.,109303 +2,Halloween costumes and race and climate change https://t.co/GVaBe0qa9Y,300446 +1,RT @guardianeco: The cynical and dishonest denial of climate change has to end: it's time for leadership | Gerry Hueston https://t.co/jhWxo…,936976 +1,"RT @PopnMatters: There were an exceptional number of natural disasters last year, indicating the dangers of unchecked climate change… ",484746 +2,RT @BI_contributors: Trump used outdated research in his climate change executive order — via @Slate https://t.co/B3J6Z6gM5C https://t.co/q…,913637 +0,"RT @JacquelynGill: To read most climate change articles, you'd think there aren't any women climate scientists. Climate journalists, do bet…",631918 +0,RT @LittleMsFossil: Map of UK and Ireland in 2100 with sunken cities because of climate change. Anyone know if the source is any good? http…,873449 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,497498 +1,"RT @AChuckalovchak: indians blew the world series, our next president is going to be an idiot & global warming has it 75 degrees in novembe…",889977 +2,RT @ProfEdwardsNZ: NYC Mayor says NY will go further and faster to address climate change. https://t.co/mFU2U3Jzfh,368804 +2,Trump to purge climate change from federal government: https://t.co/5BiRsxHtta,218202 +1,The %1 know that climate change is real are engaged in an agenda to take global wealth for their personal survival https://t.co/5zCmv83Wt1,560823 +2,RT @SXMUrbanView: China to Trump: We didn't make up global warming https://t.co/lIM7tiiTLb @karenhunter Show @CousinSyl #KarenRebels https:…,947664 +1,"RT @SLSingh: Love the BBC but programme-makers rarely admit they got it wrong +'BBC defends Lord Lawson climate change interview' https://t.…",495366 +1,RT @SenSanders: Join me and Bill Nye at 10:30 a.m. ET tomorrow on Facebook Live for a conversation on climate change.…,574269 +1,RT @Greenpeace: The unnatural increase in wildfires is causing entire forests to burn down. Is climate change to blame?…,322860 +2,RT @SatPaper: How deforestation in NSW and Queensland is undoing Australia’s costly climate change efforts.…,460041 +1,TAKE ACTION: Call Scott Pruitt and tell him to protect Americans from climate change or step aside: https://t.co/eYFtr95k0a #ClimateChange,969542 +1,RT @jonniehughes: 1989: When the right (and UK) led the climate change debate. #greengoesbothways https://t.co/WCei0uJXzy via @youtube,869911 +1,Deluded deniers yapping on incessantly about pause in global warming - that never existed except in their own fanta… https://t.co/UYuhuaL32t,556191 +0,The US Center is streaming a presentation on jurisdictional approaches to climate change. Watch now@ https://t.co/uHj6IHUJMN @GCFTaskForce,757856 +2,RT @nytimes: A draft report by government scientists concludes that Americans are feeling the effects of climate change right now https://t…,506024 +1,There's really people out there in the world that don't believe in evolution and/or climate change. I just can't see how that's possible.,743242 +2,RT @sciam: Trump administration orders EPA to remove its climate change webpage https://t.co/kFCpVLTpTL https://t.co/59fWoXidyn,287618 +1,Why the media must make climate change a vital issue for President Trump - the guardian https://t.co/ySqsvclOXB,745213 +1,"@peteroferiksson when will we start discussing the technologies around climate change? TTRIF, SLGLF, FASC & XYTS",101124 +1,"The concept of “value” is shifting beyond monetary returns..towards..legacy, climate change and sustainable choice' https://t.co/zwNNgxIQ0K",788504 +1,"RT @HillarysMen: Get out the vote! This is our opportunity to address climate change, reform criminal justice, & tackle student debt…",116826 +2,RT @grist: Shell’s 1991 climate change film shows just how much it knew https://t.co/KaUznNE8qI https://t.co/JpVvH7rplY,656199 +1,RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,310057 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,953223 +1,"@James_BG To be fair to Kim Jong Un, he's actually on board with the climate change stuff https://t.co/uMtYxw9bwG",322670 +2,"Judge orders Exxon to hand over documents related to climate change + https://t.co/QXeFYuUbS6",999236 +1,Australian coastline glows in the dark in sinister sign of climate change: Eerie scenes in Tasmania show…… https://t.co/FIH7EzSobr,11685 +1,"RT @franifio: The @HouseScience congressional committee just tweeted a Breitbart article denying climate change. Cause, money. https://t.co…",448962 +2,Adapting to climate change means adapting to Trump – here's how | Dr Aditya V Bahadur: Donald Trump’s scepticism… https://t.co/P7Vh7QhMYo,140392 +1,"RT @RobertNance287: Mr. President, I believe in climate change too. https://t.co/BjPnnZZgqz",15238 +1,"God, nothing makes me question representative democracy like the lack of action on climate change. This is fucking urgent people!!!",66868 +2,"RT @dcexaminer: Nikki Haley: 'We don't need India, and France, and China' telling US what to do on climate change…",9716 +1,RT @MattBors: Florida. Half the state's going to disappear in ten years due to global warming. They're going for the guy who says it's a Ch…,804076 +0,"@jpaudouy No more global warming, we'll have the nuclear winter.",874786 +2,"RT @BBCBreaking: UK government signs Paris Agreement, world's first comprehensive treaty on tackling climate change https://t.co/hDaFst5PFc…",75453 +-1,"@Ah_Science First of all, I look at the spiritual first and like in climate change hoax there is a clear antichrist bias so not true science",88229 +1,"As a West Coast city, it will be one of the quickest obliterated during fallout from climate change/nukes and our d… https://t.co/3Xv80nk3xK",609408 +1,"On climate change, Scott Pruitt causes an uproar - and contradicts the EPA’s own website https://t.co/itzqwiFh0A +Protect our planet..",763370 +1,"RT @DavidYankovich: Let's use the skittle test for climate change. + +If you had 100 skittles, & 97 of them would kill you, would you eat…",785159 +2,RT @recent_eu: Bill Gates and investors worth $170billion are launching a fund to fight climate change through clean energy https://t.co/I8…,721463 +1,The only pudding in the climate change debate is the one between Tony Abbott's ears #qanda,803751 +2,RT @BlackInformant: Trump set to undo Obama's action against global warming https://t.co/6HqloND536,199683 +1,maybe if DT visited Chicago today he'd start believing in global warming,4480 +-1,RT @SteveSGoddard: The global warming is particularly bad here in Colorado today. https://t.co/JlA0IjSihv,441353 +1,Denying climate change is dangerous. Join the world's future. His essay as WIRED’s guest editor:,70902 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,61008 +1,RT @seankent: Trump will appoint a climate change denier to head the EPA. How's that Green Party protest vote working out for ya now?,408726 +2,"RT @SteveKopack: EPA boss Pruitt says CO2 isn't primary contributor to global warming + +https://t.co/s9ShXkYBpZ https://t.co/rkboAnR1xv",881789 +1,Climate change (global warming) is not a hoax. #fb,834946 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,745239 +1,RT @SenFeinstein: The science is clear: climate change is real. The Trump admin can’t dismiss facts just because it doesn’t like them. http…,895700 +-1,RT @reveldor85: Does our Prime Minister really believe that global warming happened in 2016. Please tell him that it started 300 years ago.,469577 +-1,RT @mindthet: Libtards get so triggered by healthcare and climate change now if you'll excuse me I have to bust my door down beca…,881098 +2,Humans on the verge of causing Earth’s fastest climate change in 50m years | Dana Nuccitelli https://t.co/nksiRPPFHs,977679 +1,"Now in power, GOP pushes regressive global warming denying agenda https://t.co/o1JhtX61WN?",219765 +1,"RT @pipaolive453: Storing carbon in soils of crop, grazing & rangelands offers ag s highest potential source of climate change miuigation.",902668 +1,"RT @JonRiley7: Your Grandchildren: You didn't stop climate change because of an email server? What's a server? + +You: I don't know.… ",242669 +1,RT @robintransition: Great piece: 'Building against climate change can either support vibrant neighborhood conditions or undermine them': h…,60047 +-1,RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,940787 +1,RT @CarmenObied: #BeforeTheFlood: Watch new documentary on tackling climate change. It's all up to us. @NatGeo @LeoDiCaprio…,700038 +1,RT @billmckibben: Trump's contention that Meryl Streep is 'over-rated' is right up there with the idea that climate change is a Chinese hoa…,835154 +1,@USACitizen111 @kellzkim right and our carbon footprint and global warming has nothing to do with it. Have fun staying in denial,878845 +0,Today i bought a really warm puffy jacket and i swear if global warming screws this up for me i will be pissed,42293 +-1,"LOL Oops, weather, right, I forgot, climate change is the code name we used for voter import program. Raised on cod… https://t.co/UtVSS3tfpZ",201102 +2,RT @newscientist: Trump could land fatal blow to the fight against climate change https://t.co/zPo0wntgIb https://t.co/FBIaQwPsur,115574 +1,RT @energyenviro: 100% Renewable Energy a must for limiting global warming to 1.5 degrees - https://t.co/lGZwjM18cl #RE100…,562154 +1,RT @PSI_sustainable: A concise summary of climate change in California. The plentiful rain/snow this year doesn't mean our water problem…,262313 +2,#Climatechange EPA head Scott Pruitt: CO2 is not a primary cause of global warming :: Oceans will rise regardless! https://t.co/96U9fj1Kii,65001 +1,Refining the climate science will be essential for firms' ability to adapt to global warming https://t.co/Fr55neAKRV via @LSEforBusiness,274631 +2,RT @CNN: Sanders: It's 'pathetic' that EPA chief thinks CO2 not primary contributor to climate change https://t.co/p8GlkyhlCu https://t.co/…,229394 +0,"RT @Punkhaa: Discussing global warming while sitting in air conditioned room is for kids , real men tweet about slavery during office hours.",65754 +1,For those wondering the impact of a President who believes global warming is a hoax check the graphic. Read up on i… https://t.co/FhYhs2hhYb,607783 +1,RT @1alexhemingway: BC needs a bold plan to tackle climate change & create thousands of jobs. @SethDKlein lays it out:…,146191 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,686561 +2,"RT @YaleE360: Trump will scrap NASA’s world-renowned climate change research, according to his senior advisor:… ",673097 +1,"As long as there are wealthy oil companies and climate change is slow +we'll eventually be boiled frogs.",412164 +1,RT @SEIclimate: NEW brief: Transnational climate change impacts: Entry point to enhanced global cooperation on #adaptation? #UNFCCC…,213419 +1,"RT @joanwalsh: 'Contrarian' is a cuddly words @nytimes. FFS. Call him what he is: A climate change denier. Sound an alarm, FFS. https://t.c…",121197 +0,"@DavidAHoward Whoever told you he denied climate change was a threat and humans were involved, to start. Read what he actually said.",163829 +1,"future thesis: how global warming, the housing crisis, & the dissolution of labor laws led to the total breakdown of the nuclear family",136389 +2,"Trump begins tearing up Obama's years of progress on tackling climate change + +https://t.co/pdCuep2pd6",23601 +1,"@FunjabiAtheist as far as climate change, it's going to happen either way because the us military is the largest contributor",663452 +1,China rolls its eyes at Trump over his ridiculous climate change claim https://t.co/GogzxPRUpF https://t.co/juEsYTHnQf,72965 +0,RT @PRESlDENTBANNON: I am considering countering the global warming with a nuclear winter.,878365 +1,RT @nature: Immediate action to reduce global warming is needed to protect coral reefs from severe bleaching events…,356361 +1,"RT @zoeschlanger: The https://t.co/O90Lo4IhlO climate change pages—all of them—gone https://t.co/addPexiIWo +https://t.co/OFMHblVTZ7 +https:/…",67703 +1,This photographer is documenting the unparalleled beauty—and effects of climate change—in America's national parks https://t.co/aEeZgbA02h…,810893 +1,@Wilderness @ZariaForman @blkahn If only climate change deniers could really open their eyes to this.,186316 +1,RT @AltNatParkSer: Joshua trees are predicted to have their range reduced & shifted by climate change. The fear is they will be lost i…,269159 +-1,@washingtonpost Man made climate change-one of the biggest lies perpetrated on the world.Easy fix-stop deforestation but no money in that,523624 +1,Antarctica is going to turn into water bc of global warming. The poor penguins and polar bears and other creatures that live there ��,645027 +1,@WorldfNature this will harm the entire planet. We all must participate to ameliorate climate change . #earthtotrump #malcolmturnbull,164468 +1,RT @NLatUN: Experts from all over gather in #NL 2 take action on link climate change & conflict. This year FM #Koenders hosted…,677573 +1,RT @NYCMayorsOffice: NYC is ready to lead on climate change. https://t.co/F3zHYHVBFR,51547 +0,@jpodhoretz And then they're going to be killed a second time by climate change!,854868 +2,RT @Independent: One of the most famous global warming scientists says climate change is becoming more extreme https://t.co/pgan5jECvs,893276 +1,@YadiMoIina gag orders? Sure. He's definitely green and doesn't think climate change was a hoax made by CHINA.,441956 +0,@absch9 did you have class yesterday around 1:30?? cause i think i saw you but i didn't say hey because of global warming,193874 +1,"i really hate Donald J. Trump and his cabal of climate change deniers, Luddites, homophones, racists, anti-choice... https://t.co/2hqkQh9S1F",429407 +1,"RT @bobvulfov: you (blinded by a moral code): we must stop global warming +me (smart, hungry for death): the faster the planet burns up the…",36801 +1,RT @ajplus: Which candidate is going to take climate change seriously?ðŸŒ https://t.co/jDL1NTenQ5,242613 +0,RT @The_Dylan_Lane: Wes Rucker's opinion on climate change is exactly why I opened this app tonight.,133163 +1,"RT @RichardDawkins: Harvey’s severity exacerbated by man-made climate change (“Chinese hoax”) +https://t.co/KNImviTWtg +The National Day of P…",908000 +1,RT @AndyBrown1_: Surely not.... Government 'tried to bury' its own alarming report on climate change #AlternativeTruth https://t.co/JFGkVg…,395934 +1,#ClimateServices have the potential to contribute substantially to climate change mitigation and adaptation ➡️… https://t.co/vdtnuxgvuZ,894030 +1,RT @Earthjustice: There’s very little doubt among climate scientists that human activity is accelerating climate change. https://t.co/dCvuW…,432753 +-1,RT @tan123: Brainwashed kid (10): 'The world is just going to become bleak and boring if we don’t stop (climate change)' https://t.co/PG84L…,948516 +0,RT @GlblCtzn: Here’s what you need to know about Leonardo DiCaprio’s climate change film. https://t.co/iqsmOmRlTk,148974 +2,RT @motherboard: This NASA simulation highlights why climate change research is essential https://t.co/iM8klBu7Mb https://t.co/cETIoUROJA,978375 +0,"whiteboi in my climate change class, for which an ipcc report was required reading: what's the ipcc?",195560 +0,RT @IISuperwomanII: My parents clearly know EVERYTHING about global warming �� Tag a friend who uses �� emoji so they know what’s up.…,984212 +-1,"If lefties are so worried about climate change & methane gas, they should clean up the fish shit in our oceans! ��",641966 +0,"RT @KetanJ0: 'Actually, climate change will benefit people in cold places' https://t.co/pHnRSl6ZqX",327676 +0,@mikemchargue @901Theology Check out @nplhpodcast as well! Gettin to the ❤️ of climate change,956093 +2,China tells Trump that climate change isn't a hoax it invented https://t.co/0dWFl5ooaJ,242196 +2,RT @theintercept: The order kills guidance requiring climate change be considered in environmental reviews for infrastructure projects http…,537897 +1,@TulsiGabbard @Medium mention climate change? Wars will only increase when people lose water and food due to changing weather patterns,199664 +1,@dbseymour @actparty quantifying that value will involve at minimum a discussion of NZs energy and climate change strategies.,344939 +1,RT @cnni: Donald Trump has called climate change 'a hoax.' Here's what could happen if he rolls back anti-pollution measures https://t.co/Q…,574109 +2,RT @BeautifulMaps: Beliefs about global warming vary by country https://t.co/Jeozzu3vBt @SNStudents https://t.co/aT74yaNSLp,459676 +2,Grounded: climate change may make it impossible for planes to physically take off https://t.co/7JiMhrcRJF https://t.co/YAY1Fuui94,286117 +0,RT @Metasota: global warming was gorgeous this weekend.,577623 +1,"RT @BevHillsAntifa: Wrapping up our #ParisAgreement protest. +Fascists need to learn to respect the environment & climate change. https://t.…",916842 +1,"RT @b33mh: First day of November, but it feels more like June. And then we have all these people dismissing the subject of climate change. 👀",429035 +-1,@ClimateReality Sorry. I don't believe in climate change. I think it's a big sham to get more tax dollars that should be going elsewhere.,890959 +2,Conservatives elected Trump; now they own climate change - The Guardian https://t.co/2cLbxaUBNQ,518005 +1,The world's best effort to curb global warming probably won't prevent catastrophe https://t.co/5gfWcW9Nc7 https://t.co/8Xgel37cli,29417 +0,"RT @jvplive: Some manmade disasters have nothing to do with climate change. In Gaza, life-threatening lack of drinkable water is…",833055 +1,"RT @mehdirhasan: '40% of the US does not see [climate change] as a problem, since Christ is returning in a few decades' - Chomsky https://…",527937 +1,"RT @davidsirota: New data suggests climate change catastrophe: https://t.co/CJsnHGKyjm + +Yet the main story of the day is Trump fighting wit…",521204 +1,RT @wsyx6: #ObamaFarewell: Take the challenge of climate change. We've halved our dependence on foreign oil and doubled our so…,197860 +2,World leaders lobby Trump on climate change at G7 https://t.co/v7SUVQxj98,45249 +1,RT @changjaeftw: this can end global warming https://t.co/reJTCU43DO,955739 +1,@Nokomaq this is happening all over world!Have to blame global warming! I don't think El Niño or La Niña have anyth… https://t.co/SxajoH5M3o,410349 +1,"RT @RepPaulTonko: The number of scientists that dispute the fact that human activity is driving climate change: 1 in 17,352 + +That's 0.00005…",643403 +1,"RT @AlexCKaufman: Utilities knew about climate change as far back as 1968 and still battled science. + +New from me:…",493936 +2,"RT @NatGeoChannel: Lawsuit against the U.S. Gov on climate change won right to a trial, but Trump wants an appeals court to cancel it. +http…",629221 +1,And share subsidized tech to reduce rapidity of climate change with less equipped nations. https://t.co/SZQaHJ9tZp,409258 +1,Warm waters due to climate change are causing these hurricanes. You praise the fact that you're 'with' the people a… https://t.co/hwP78OohY3,125101 +1,"RT @littoralsociety: The problem with global warming—and the reason it continues to resist illustration, even as the streets flood and... h…",242024 +1,"RT @DaddyJew: Son: daddy, I can't sleep + +Me: is it the rapid decaying of our society as a whole or the volatile nature of climate change ke…",261744 +1,RT @altusda: Here are 9 things we can do about climate change while our government is in a sad state of denial: https://t.co/rVXYNRgkXE #sc…,304393 +1,RT @womensmarch: 195/198 nations are on the right side of climate change reform today. The US will join Syria and Nicaragua in turni…,644645 +1,"RT @kurteichenwald: Options for climate change deniers: +1. There is a global conspiracy. +2. U know more than climatologists. +3. Climatologi…",950980 +1,RT @MikeBloomberg: Cities are key to accelerating progress on climate change – despite any roadblocks we may face. https://t.co/hPQF6MJQ1A…,802268 +2,RT @CBSNews: Bernie Sanders: 'What astounds me is that we now have a president-elect who does not believe climate change is real…,671558 +1,@jk_rowling I just love you. @realDonaldTrump climate change IS real & my WV coal miner papa would think you're a m… https://t.co/qpyWY29eZ9,425696 +0,RT @JohnLeguizamo: Where is your degree in science u r blowning methane out of your mouth creating more global warming! The Arctic is…,650059 +2,RT @SPACEdotcom: Parts of the Arctic Ocean are becoming more like the Atlantic thanks to climate change https://t.co/M96RguXF4l https://t.c…,403320 +1,"RT @SrujanaDeva: Vote for leaders who will fight climate change by ending fossil fuel subsidies, investing in renewables. #ParisAgreement #…",927643 +1,RT @natughlie: When u ask him what the leading cause of climate change is and he says 'animal agriculture' https://t.co/Tv1LDq0LQg,47845 +2,RT @FT: China and the EU have forged an alliance to combat climate change to counter any US retreat from the Paris accord…,903221 +1,RT @aldairmaruz: global warming is really happening,353514 +2,#Europe: Paris climate change agreement comes into effect https://t.co/EI4vqxdxBr,394434 +2,"RT @Oceanwire: Some kelp forests show surprising resistance to #climate change, but troubling https://t.co/idwIGCmuPo MT @Oceana https://t.…",717387 +2,RT @guardianeco: Naomi Klein attacks free-market philosophy in Q&A climate change debate – video https://t.co/KhCnnUQHfy,374101 +2,@ScottAdamsSays Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/BS72SLCRbo,514246 +2,"Devastating global warming is inevitable due to inaction of international community, says leading economist https://t.co/zOj03RbGxo",107466 +-1,"RT @SenatorMRoberts: Yes. A 300,000 paper on the flaws of climate change scams. I have a website with all of my research. https://t.co/y8NV…",982286 +-1,"Al Gore wants $15 trillion dollars (yes, TRILLION) to fight imaginary climate change: (Natural News) Some things…… https://t.co/KNDvmNOK2W",226475 +1,‘A cat in hell’s chance’ – why we’re losing the battle to keep global warming below 2C https://t.co/Fv52TjCHlF,426131 +-1,RT @JohnColemanMRWX: A bombshell about the bad CO2 science about climate change. Dr John Bates retires from NOAA and spills the beans.…,111738 +1,RT @BV: The places we could leave first because of climate change https://t.co/R2i6pvqtg1 https://t.co/r5OhwAflWy,297448 +1,"RT @pepcanadell: At #COP22? Attend 'Global Carbon Budget 2016 and its implications for meeting global warming targets' +14 Nov 16:45…",902141 +1,RT @brhodes: GOP denied climate change before during and after the Obama presidency. It's just not credible to let them justify…,548501 +-1,"RT @spark_show: Christ. +This is why we will be wiped out in the future. Not climate change. This. +#PussyGeneration https://t.co/zpfzBNmtQt",408489 +0,"Lilly Allen says Britain is hated because of Hitler, global warming and HIV. https://t.co/ACrYwBARdm",639635 +2,RT @CNN: Michael Bloomberg on the Paris climate change deal: 'To walk away from this is just not smart' https://t.co/egB0KcBszg,402399 +1,"factory farming is the leading cause of climate change so if you care about climate change and realize it's a real issue, why support it?",664903 +0,"#KYCATalks Terry talks about immigration, global warming and other topics. https://t.co/c2xdy9zhIz",833781 +1,"RT @paulkrugman: As the probability of civilization-ending climate change rises, a special shout-out to all those who helped make it possib…",377769 +2,Rex Tillerson 'used email alias' at Exxon to talk climate change https://t.co/xY9CP8EOXk https://t.co/gbqxEPIjVo,307367 +2,RT @WSJ: California Governor Jerry Brown challenges Trump on climate change https://t.co/rWBTdfUVmr https://t.co/Zkw4AxK6Mk,680465 +1,RT @zacheryross: Donald is building sea walls to protect his coastside properties from sea level rise resulting from a climate change he do…,425476 +1,"RT @KalvinMacleod: PHILOSOPHY MAJOR: humanity is at risk +STEM MAJOR: because global warming is affecting sea levels +ENGLISH MAJOR: is it af…",543360 +1,"RT @RepYvetteClarke: Global climate change threatens every community in America, every nation in the world. We need to take it seriously. h…",620199 +1,RT @Prof_McGrath: @realDonaldTrump @Physics4Climate Professional physicists urge action on climate change: https://t.co/nde5U6dk6m,554643 +0,@Fatiskira not the issue of climate change,486777 +2,RT @latimes: Gov. Jerry Brown calls for a 'countermovement' against Trump's 'colossal mistake' on climate change https://t.co/KwBl6BbX4g,216979 +1,CDC’s canceled climate change conference is back on — thanks to Al Gore - The Washington Post Thank You Al Gore ❤🌎 https://t.co/tRbAhvic7m,170751 +0,"RT @ilyEmbergRosen: New administration climate change policies include subsidies for umbrella factories, water wings on demand, and develop…",484790 +0,RT @LynnJepson1: What happened to they all drove cars and caused global warming? https://t.co/429A89FXoe,777660 +2,Green teens seek testimony from Rex Tillerson on climate change | Newslaundry https://t.co/L7gQMskRkI https://t.co/i6C5CXXrcO,455565 +2,RT @Newsweek: Rex Tillerson used an alias to discuss climate change at Exxon https://t.co/rqFnNcS1AO https://t.co/I3W7ur8QSE,718597 +1,RT @Jackthelad1947: We need more climate change warriors like Naomi Klein #auspol https://t.co/AwdQoDazNY https://t.co/2k0xc5HDlx,695685 +-1,"@infowars We already know there is not global warming, but solar system warming; and the cause is Planet X. Bunkers… https://t.co/vs9NX3wiUv",448514 +1,"Acknowledging the growing impact of climate change on the nation, https://t.co/yKg5pmpiNU",829610 +0,"@DMReporter remember, immigrants raise global warming!",756368 +1,You’re doing a disservice by having one climate change skeptic and not 97 or 98 scientists or engineers... https://t.co/EGuF4ehqsX,602909 +2,RT @CarolineLucas: Government 'tried to bury' its own frightening report on climate change https://t.co/aibjOSSCyW,922171 +1,@jenns29 And it's been 50 here in Michigan....but climate change is fake news! https://t.co/G0jD8Wl0si,473811 +-1,RT @TeamTrump: .@realDonaldTrump will cut taxes & cancel billions in global warming payments to the UN so we can use that money to…,300928 +2,"Marshall Islands, threatened by sea level rise, invite #Tillerson for visit to witness #climate change impacts https://t.co/1sYBQuBk4D",257245 +0,Do you know that how #climate change can effect your surroundings ? https://t.co/aO88Rhve6S,320618 +1,RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,898944 +0,"RT @DerorCurrency: Yeah, Leo DiCaprio travels the world to tackle climate change *on emissions-spewing private jets and superyachts*. https…",527852 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,495667 +1,Go on about how global warming is bullshite... #clowncar https://t.co/G7ZbrgQsV5,801844 +0,"Uhhhhhh oh, now they are teaching us about global warming...is this National Geographic or CNN? I am so confused b… https://t.co/T88FSwWuJJ",420372 +1,"RT @Wikipedia: 2016 was the hottest year on record, as shown in this NASA video. Read more about global warming:…",375928 +1,What the hell is wrong with u Trumpers ? Ozone pressing heavily ? Lack of oxygen due to Chinese global warming ?,927094 +1,RT @009barca: @MadMasterr Yes global warming has its worst affects on South Asia.....ye desert hai https://t.co/xgT7S3MVaf,800405 +1,@CoryBooker You can't say give Trump a chance when he's chosen a climate change denier to head the EPA,540999 +2,RT @EcoInternet3: Prince Charles writes book on #climate change 2 hours ago: Newshub https://t.co/tsy4nL5LJk #environment More: https://t.c…,996486 +2,RT @Vicky4Trump: Pruitt: Undoing climate change agenda means opportunity https://t.co/Q1LRoqpDEY,502315 +-1,Shitlibs & their $masters losing their shit over EPA pick bc he will expose the 'climate change' taxpayer scam & redirect funds efficiently,865349 +1,RT @WMBtweets: We're united in the fight against climate change! Add your voice to @ConservationOrg's Thunderclap…,32028 +1,RT @lifelearner47: Perspective | How farmers convinced scientists to take climate change seriously https://t.co/ZVhikXjT5p,640061 +1,Only one of the things that will kill people as a result of human made global warming. https://t.co/QCdChb0FXS,735102 +0,"RT @johnprescott: Will Trump build a wall around US to protect it from climate change? A strong PM would stop him. We don't have one. +Yet.…",943691 +-1,RT @hrkbenowen: Bill Nye whines at CNN for having actual SCIENTIST on who doesn’t support climate change doctrine https://t.co/T18ye2dxfg,27214 +1,We are supposed to be a worldwide leader and role model when it comes to stopping climate change....so much for that.,639959 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",520954 +1,@brianklaas @jongarysteele @realDonaldTrump so completely clueless about global warming it's embarrassing!!!,258793 +1,"RT @altUSEPA: EPA stops collecting important climate change data. +No data = no science. +https://t.co/QOY3c5X0l6",466342 +0,So... if February was a sign of global warming with a cold west coast and a warm east coast... does March normal-ness mean we fixed it?,220552 +1,"RT @Earthjustice: Reason #506 why we march: #PollutingPruitt says CO2 isn't a major contributor to climate change. + +Join us:…",111437 +2,"RT @alfonslopeztena: Tasmania's coastline glows in the dark as plankton turn blue in self-defence—a sign of climate change +https://t.co/2i8…",873426 +1,We can't afford to ensure every student has the power of the functionality of climate change is dangerous. Join Team today:,39031 +0,@TarCiryatan It's global warming!,593271 +2,RT @thehill: EPA chief says CO2 is not a 'primary contributor' to climate change despite scientific consensus:…,711919 +1,RT @Chuckmeg: @Susanhdon @CitizensFedUp @funder The pope asked trump to support climate change but he said no is that Christian to you?,677967 +1,"RT @SenSanders: We cannot afford to by led people who, despite all of the scientific evidence, believe that climate change is a hoax.",930575 +2,RT @Independent: China accuses Trump of 'selfishness' over climate change https://t.co/i3htHeIKH9,174131 +1,"How can FL vote for someone who believes climate change is a hoax? Sea level rises 1ft, how much of the state disappears! #ElectionNight",626106 +1,"RT @Lee_in_Iowa: 'Gay & transgndr rights, & action on climate change...are now largely mainstream, esp in cities...home to...educate…",559281 +0,RT @bpsclub: this is why global warming exists https://t.co/vNiEj2nJVO,794022 +1,RT @ActOnClimateVic: Many were keen to see what #VicBudget invests in climate change prevention + resilience to impacts. #SpringSt https://…,269522 +1,RT @johniadarola: Adding $54b for more bombs while slashing the minimal amount we spend to combat climate change is one sign of a species c…,161164 +1,"RT @ClimateReality: Tabloid attacks climate change, science, and @NOAA with outrageous claims. We must #StandUpForScience and facts… ",382772 +2,Trump to undo Obama actions on climate change https://t.co/Rk0r6Yioyr Credit to The FT,502189 +1,RT @ParanoiaPics: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/VDpLu5ggOH,990131 +2,"With climate change, the already vulnerable lemurs of Madagascar will see their ranges shrink—or disappear. https://t.co/6QzHcK4pWM #Clima…",127390 +2,RT @AliceLFord: EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/fXclV7OmFA,244958 +0,RT @realDonaldTrump: Where the hell is global warming when you need it?,228082 +-1,RT @peacelovedixie: @CraigRBrittain @balkan_princeza Can we please stop calling it 'climate change research' and call it what it is: social…,17312 +0,Harry is trying to come up with a chorus about the dangers of global warming every single day,354327 +1,RT @ClimateCentral: Newsflash: climate change doesn't care who got elected https://t.co/qYgJobklVw https://t.co/xYeLxIMMmZ,804502 +1,"Letter: New Year, same fight against climate change However the New Year brings reasons for optimism. A new public… https://t.co/EPZV5X6j5m",815966 +0,RT @kizzabesigye1: FRIGHTENING: Heavy snow in Central Kenya today- first ever! Wonder whether it's just climate change! @UNEP…,495511 +1,RT @UKCIP: Interesting post: adapting to climate change through managed retreat explores how & when it works @CarbonBrief | https://t.co/A…,900419 +1,You can impact climate change. NZEC is driving zero energy buildings. Just do it #GivingTuesday https://t.co/QFH2skyZHZ,396030 +2,RT @JohnRMoffitt: Tillerson's State Department is distancing itself from domestic and international action on climate change (a waste of yo…,326616 +1,"RT @politico: As the effects of climate change play out, the risks posed by storms like Katrina and Harvey only stand to get wors…",515197 +0,UK government accused of covering up results of climate change report #fakenews https://t.co/G4BOcoq6kB,355929 +1,FastCompany: Replacing farms with fish farms: The odd solution to both hunger and climate change https://t.co/e50CZHAjhg …,708422 +0,RT @swbhfx: @MrEdTrain Wonder how many were just whining about climate change...,831103 +2,RT @Arizonadog1: Congress: Obama admin fired top scientist to advance climate change plans | https://t.co/xAUBaLBXCT @DiCaprio,234764 +2,"RT @ABC: Arnold Schwarzenegger, Emmanuel Macron shoot video selfie about their climate change talks https://t.co/874Wo2o4K9 https://t.co/nz…",352771 +1,Follow @AltNatParkService @RogueNASA for actual science and climate change facts.,467793 +0,Hybrids: the strange animals that have created climate change https://t.co/QLLWGUlfWD,963884 +1,"RT @GOVERNING: Harris County, the home of Houston, is projected to lose 6% of its GDP to climate change this century…",609439 +-1,@lindamama02 @Celinabean723 @ateacher97 @Dena Obama is a weak man who did NOTHING except speak of climate change while the world is burning.,100447 +-1,"RT @NewtTrump: The Trump administration just disbanded a useless federal advisory committee on 'climate change' + +Drain the Swamp! https://t…",186714 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,258256 +-1,RT @darreljorstad: Funny as hell! Canada demands 'gender rights' and 'climate change' in a trade deal while Soviet dairy boards untouc…,735940 +0,"@robinince as a believer in climate change, what do u think of the election of Trump and his appointment of climate sceptics into govt?",529787 +1,"RT @Salon: When China calls out Donald Trump on climate change, you know it’s bad https://t.co/hKNbvYxx8M",564987 +1,RT @PopSci: These photos force you to look the victims of climate change in the eye https://t.co/dssIlCe2jO https://t.co/kDKY52vIey,243583 +0,"Senyummu bagaikan global warming,yang mampu mencairkan isi hatiku.",874580 +1,@BarryJWoods @ClimateOutreach that's a potential solution to climate change. it doesn't do anything to resolve glob… https://t.co/EMyKeZ4OY3,79170 +1,He has literally failed at everything he has done since he retired. Now he thinks he knows more about global warming than Bill Nye? LOL.,608790 +0,RT @zepadeedoodah: The Cubs win the World Series and Trump's elected President. If it wasn't for climate change Hell would be frozen over.,910494 +1,"Plus world is now flat. There is no climate change. No poor people. No sick people. + +Just he and his posse of rubl… https://t.co/VA0iYTJ6qT",51303 +0,Than turning everyone against those who don't understand. If you were greeted the way people who don't believe in climate change are (4),705578 +1,The perfect gift for someone who might be extraordinarily affected by global warming... https://t.co/s85BWBR1bN,733276 +1,RT @interfaithpower: Get your #FaithClimateActionWeek kits! Join more than 1200 faith communities spread the word about climate change…,860876 +0,Covfefe with Scott Adams - climate change and whatnot \ 2017.06.01 https://t.co/tP4YsLBsd8,586773 +0,RT @FN_TechCouncil: Warm Regards Podcast: direct thoughts from the people who know things about climate change https://t.co/NmKvFdQN1R #cl…,734431 +2,RT @TIME: President Trump prepares to withdraw from groundbreaking climate change agreement https://t.co/LUIgTPg39T,460177 +1,"@realDonaldTrump funnily enough climate change isn't a hoax and won't only target blacks, Mexicans, Muslims, gays&women.White men also m8💚",58360 +2,RT @CNN: Ivanka Trump is meeting with Al Gore today at Trump Tower to discuss climate change https://t.co/fSOVwsoXSe https://t.co/EV6MiR3CB1,523270 +-1,"RT @Stevenwhirsch99: Thankfully, America has a President that recognizes Radical Islamic Terrorism is a bigger threat than climate change.…",922713 +1,RT @jonathanchait: Minor election footnote: Electing Trump would also doom planet to catastrophic global warming…,759303 +2,RT @scifeeds: What effect could climate change have on human aggression? https://t.co/pU5yTS2eAt,993824 +0,RT @sofiefieri: i think she just ended global warming https://t.co/jR1uk3Gmcy,228279 +-1,"Without global warming no need for global taxes to fight it. +No taxes no World wide gov! + +https://t.co/hlKFLeHwWF... https://t.co/l2eqbkZKmO",126499 +1,RT @mashable: Trump falsely claims that nobody knows if global warming is real https://t.co/uszV0jlRUu https://t.co/PvmYh984Id,667336 +2,RT @NYtitanic1999: Exxon to Trump: Don't ditch Paris climate change deal https://t.co/c3b2DUE139 via @CNNMoney https://t.co/gawqTeIrqg,890319 +0,RT @NawRob: Obama thinks global warming isn't real? https://t.co/FmyWVOo8Tx,879012 +1,As a whole nation! We must win this war of climate change. I believe we can change global warming and turn America and one day others clean.,683807 +2,How ancient Indus Civilisation coped with climate change... https://t.co/YLNIxTiDDg,83053 +1,In the future (if there is one) climate change deniers will be looked at the same way holocaust deniers are today.,700590 +1,"RT @TimKennedyMMA: I believe in #science: +There are 2 genders (XY or XX), life begins at conception, climate change is real, habitat conser…",609608 +1,"There are other problems contributing to floods as well like deforestation, destruction of chure, more urbanization plus climate change",681123 +-1,"Gosh, It's cold in the morning and hot in the afternoon in a desert...must be climate change.",869303 +2,RT @hrw: Daily Brief: HIV soars in Philippines; LGBT students in US; Sudan climate change; violence against women in UK; mor…,431298 +1,Time for Christmas music...but global warming won't let me get in the mood,998998 +2,RT @APWestRegion: US polar bear recovery plan won't directly tackle climate change and notes what that could mean for their survival…,558404 +1,RT @ZigZagAllah_: Oh. The nature Republicans are destroying because they don't believe in basic facts like climate change and global…,683261 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",711910 +-1,Pres Trump why don't you tell the war mongol to stop with global warming is and worry about pissing of the Russians remind they have nukes,232393 +2,RT @CNN: Here's how climate change is affecting farmers in the corn belt -- and what it means for your wallet https://t.co/NXc2wSa5f5,365212 +2,Greener cities are largest factor in preventing global warming https://t.co/aCiuDtfzi8,127382 +1,RT @supermorgy: Why would a President withdrew from a climate change deal?! #ParisAgreement,174034 +1,Shell made a film about climate change in 1991 (then neglected to heed its own… https://t.co/o5yk4uKiHa #ClimateChange #GlobalWarming,927477 +1,RT @Dreaa_Gunn: It's 82 degrees outside in December and some of y'all still don't believe in global warming 😅,916798 +1,"RT @teamdicicco: Modern agriculture cultivates climate change – we must nurture biodiversity +https://t.co/bkqZyLmSH6 https://t.co/H3FgfOIEBd",208359 +0,RT @skrongmeat_: y'all trippin about climate change like we didn't already know that we all die you either kill yourself or get killed,76150 +1,"RT @RedTRaccoon: As 1,000s march to fight for our environment and to combat climate change please watch Carl Sagan's Pale Blue Dot s…",450195 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,713245 +1,@realDonaldTrump one thing I would like to ask is please be mindful of our ecosystem global warming is a very real thing please,829942 +0,"RT @granlund_aarne: When climate change sounds like Black Metal: + +Permafrost Anthrax +Methane Surge +WAIS Disintegration +Thunderstorm Asthma…",44142 +2,"RT @maggieNYT: 'Clean air is vitally important,' Trump says about climate change. Says he is keeping 'an open mind.'",207889 +2,RT @CNNPolitics: The EPA chief says carbon dioxide is not the 'primary contributor' to climate change https://t.co/YJBPE3Sgcb https://t.co/…,29254 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,475425 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,362627 +0,RT @Blowjobshire: stop acting like larries caused global warming it's literally just a ship that exists in every fandom and can be ignored,819690 +-1,RT @npnikk: Obama debunks global warming hoax - that is THREAT from SPACE he afraids .. STUNNNING ... https://t.co/SKQB22fTbw,185698 +0,"@leducviolet Personally I think it's good that we're going back to about the 1840s as a polity, but with nukes and climate change",640579 +-1,"RT @MattWakhu: RT “@realDonaldTrump It's freezing outside, where the hell is 'global warming'??” https://t.co/4oYYIwZcbN",61997 +0,Climate change juga istilah lain global warming yaitu suhu bumi yang meningkat akibat penggunaan bahan bakar fosil. @recalltheGREEN,153579 +2,RT @nytimes: President Trump’s proposed EPA cuts go far beyond climate change https://t.co/RJHgPhFA1f,765410 +1,"RT @willdarbyshire: Also, while i'm here. Saying climate change isn't real, isn't an opinion. You're just a fucking idiot.",972958 +1,@SenCoryGardner @COSSADC WTF? You don't even believe in climate change? You really are ridiculous.,382813 +2,"India, China already showing strong leadership to combat climate change: UN Environment ... https://t.co/xBVfnDXZoP https://t.co/6e4TbVcRC9",482501 +1,Exon knew about climate change. Promoted bad science defrauding investors #fraud #lies https://t.co/7ByA46maYO… https://t.co/jPBahmCTNG,578607 +1,"RT @blackvoices: POTUS: 'Without bolder action, our children won't have time to debate the existence of climate change.' #ObamaFarewell",220540 +1,The Weather Channel schooling @BreitbartNews on climate change. Next time consult a scientist B4 spreading lies https://t.co/GFb6EZGs7W…,434191 +1,RT @StrongerStabler: Tory agitator/climate change denier Nigel Lawson has big connections to fossil fuel companies - spouting dangerous…,996392 +1,RT @LorenRaeDeJ: No. Adm Mullen has been saying climate change threat since Bush admin. DOD has prioritized for decades. https://t.co/7sqI1…,594043 +-1,good morning everyone except not those annoying orange climate change ppl,101252 +1,All of the hard work done to protect clean air and water plus combatting climate change is down the drain. 'Merica!,827670 +2,China delegate hits back at Trump's climate change hoax claims: Beijing has turned the… https://t.co/5hemPhgrWo,509540 +1,if you're worried about climate change research being censored (and you should be!) why not mention the EPA media blackout & grant freeze?,142891 +2,RT @thehill: Rahm Emanuel posts climate change webpage deleted by Trump administration https://t.co/PbB2WqOS3a https://t.co/a8bZp3UAUS,717332 +0,RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,414542 +1,@talha_s97 And dummy Donald #Trump keeps on saying that climate change is a hoax?,638107 +-1,RT @ClimateDepot: ALERT: A Joyful Day in DC! White House declares 'global warming' funding is ‘a waste of your money’ https://t.co/ENdEOhEM…,574051 +-1,"@SincDavidson everything is global warming, even snow. Even global cooling would be global warming. Silly Sinc.",684603 +1,"RT @ALCassady: I'll remember the media and debate moderators ignoring climate change, the greatest challenge of our time. https://t.co/u45f…",220097 +0,RT @thatsrabid: When youre enjoying the warm weather but you lowkey know its because of global warming https://t.co/wyOtOvWbtO,319991 +1,"RT @SvVeldhoven: If simply denying global warming would help, the problem should already have been solved by now. #paris https://t.co/3bO6…",396943 +1,"RT @ahlahni: when you remember that climate change exists, that the majority of people still aren't vegan and that the bees are… ",631731 +1,RT @andresgalvezm: This animated map shows why animals can’t survive climate change without our help https://t.co/NAv5E9cgFK,579928 +1,"If you are serious about climate change @JustinTrudeau +You know how much more lethal methane is compared to CO2… https://t.co/EmqjLs8al9",545463 +-1,RT @blkahn: Aaaaaand @GreenPartyUS deleted their global warming rain tweet but in case you missed the stupid https://t.co/38dKZftu4n,672202 +1,RT @JonRiley7: Trump is abandoning global leadership on climate change but the US isn't: governors like Jerry Brown are stepping u…,728416 +1,The gathering storm of our generation: a chaotic maelstrom of populism and climate change bearing down on a world paralysed by post-truth,821972 +1,"If you think climate change is a figment of your imagination watch this +https://t.co/pTcbJTc7gq",286972 +0,"Since the downturn ends, 17 banks industry has unhapped for payments due to an ongoing climate change bill.",552640 +0,RT @lextremely: maybe trump doesnt believe in climate change bc the government is secretly in control of the weather and he's just flippin…,45537 +1,"@WickChris yeah, you're right - nearly as bad as being a climate change denier ;-)",886032 +1,"@BillMoyersHQ A naive historian's POV. In reality, all politicians understand global warming, but the represent the rich & deny it for money",892136 +1,@RepScottPerry you are an enemy to this planet and a lack of the coal and oil industry that denies global warming is a fact not a theory.,531137 +1,"@Taxpayers1234 @cherokee_autumn @wdmichael3 Nope, we have evidence of man made climate change - not evidence of a demigod walking the earth",273310 +2,#Google climateprogress: Can we act on climate change without acknowledging it? https://t.co/jlkktMoTqb,473861 +2,Japan is obsessed with climate change. Young people don’t get it. https://t.co/RFeephpawX https://t.co/VVielFVEzB,571996 +1,RT @JessicaHuseman: SCOOP: Trump expected to nom Sam Clovis -a climate change 'skeptic' w no science background- as USDA's top scientist ht…,339625 +1,"RT @ElaineYoung94: @Micksparklfc @MissSadieV Not half.... we've the Christian Taliban in charge , that deny climate change, evolution…",868216 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,279464 +2,"RT @NewYorker: The tragic death of Mark Baumer, who was killed while walking across the country to build climate change awareness:… ",565101 +-1,"The kids suing the government over climate change are our best hope now' @Slate +For years I've said... w/ kids like these, we have no hope.",432414 +2,UK slashes number of Foreign Office climate change staff https://t.co/PVdlsagbfl,16279 +1,"@Acosta @Sophiemcneill maybe we can fill it with climate change deniers, what? we'd have to freeze them first?!... well... ok...",961936 +0,RT @VINEXPO: Conference 'Fire and rain: climate change and the wine industry' at Forum with @WineSpectator. #VinexpoBDX https://t.co/dCjIor…,825465 +1,RT @TeamOssoff: 'Neither of us are scientists. That’s why we have scientists. And 97% of scientists agree that climate change is a…,664766 +0,"RT @prageru: The best way for @LeoDicaprio to fight climate change would be to stay home and stop talking. + +https://t.co/E6XLlusIGx",330995 +0,@GraysonDolan it will eventually bc global warming-,189990 +1,If my tulips don't know when to bloom cause climate change has them confused & they end up dying I WILL BLAME DONALD TRUMP,790813 +1,"RT @SierraClub: Trump won't save us from climate change, but maybe surfers will https://t.co/KoxDDTZ7EK (via @HuffPostGreen)",166401 +1,"RT @billmckibben: Trump is making biggest bet any leader has ever made: physics isn't real, and climate change can be safely ignored https:…",362221 +0,"The next person I see post a sarcastic 'this snow sucks' pic from Cabo or Florida, I'll tell Leo DiCaprio you dont believe in climate change",343798 +-1,RT @Stevenwhirsch99: Obama can take a 747 plane to rally for Hillary and then ask us (tax-payers) to support 'climate change'. Hypocrite mu…,786908 +1,@realDonaldTrump please do not reject climate change. Please consider your grandchildren. And mine. Be my president too. Thank you ~,382214 +0,@SouthJerzMick global warming. Look up the origin - agenda 21 - 'one common enemy.',286938 +1,"With ongoing climate change, expect more warm falls and winters in the future. https://t.co/iYn6wIBu9M",209178 +-1,@shane_allenn @DebraAnn_ @FoxNews global climate change and regulations that make it 2 expensive 2 start an American business,13462 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,663405 +2,RT @BelugaSolar: Donald Trump actually has very little control over green energy and climate change https://t.co/cKamQurLWC,699921 +1,RT @JimDalrympleII: The EPA wants to have a climate change debate on TV. Scientists say that's 'bullshit' https://t.co/gGMGZn8b5Z,123271 +1,RT @JoeBiden: We're already feeling impacts of climate change. Exiting #ParisAgreement imperils US security and our ability to own the clea…,885844 +-1,"@edyong209 @niltiac @voxdotcom +Oh please. If you are so sure of global warming, why do you stifle and ban research into other hypothesis?",647558 +2,RT @motherboard: Meet the men on Trump's cabinet who have vowed to reverse climate change progress https://t.co/8G0g6D0ZPn https://t.co/Awl…,27121 +1,RT @VivMasta: I'm for real hype as fuck because of this weather being nice and stuff but it's because of global warming and that sucks lol,632059 +0,RT @Martin1Williams: Santa discovers undeniable proof of global warming as he sets off from the North Pole https://t.co/s2Gg0rrLdN,129214 +1,Four things you can do to stop Donald Trump from making climate change worse https://t.co/SECBxE9tER #education,401633 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,526436 +0,RT @6point626: @nuclear94 Sometimes I think nuclear would be better accepted in world without climate change. Benefits of energy d…,296842 +2,EU-Seychelles partnership in climate change - Satellite PR News (press release) https://t.co/tksQTnXP8g,182253 +1,"we know radiative forcing, and that's pretty much all you need to know to know that climate change is happening",296783 +2,"Boris Johnson faces MPs over Farage, Trump and climate change https://t.co/wD8uftV0oc",420666 +0,They asked me what my inspiration was and I told em global warming,245987 +2,"RT @climatehawk1: Trump rejects #climate change, but Mar-a-Lago could be lost to the sea - Bloomberg https://t.co/jY2QxGp64N… ",431081 +1,Great to see Dr David Suzuki speak on behalf of the Green Party on the importance of the climate change epidemic https://t.co/KNWOQ20itn,802803 +1,Excited to be heading to the @UNFCCC Bonn climate change conference next month and learn about the impacts of #climatechange #sb46,189811 +1,RT @TheWeirdWorld: People won’t believe global warming but think that THEY will win the 1.3 billion jackpot.,924918 +2,RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/ig8sxJGw2f https://t.co/eo85j1GK7j,933819 +2,"RT @washingtonpost: Satellite temperature data, leaned on by climate change doubters, revised sharply upward https://t.co/i89uadwRRR",472555 +0,Thinking skills. Describe and explain climate change images #thinkpairshare #geography https://t.co/PhCgpT6wR6,913416 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,30067 +1,RT @RollingStone: Why Republicans still reject the science of global warming https://t.co/KaMcDFqvLj https://t.co/gjyYvPxlQq,929002 +2,More than a buzzword? Resilience to climate change in Zimbabwe – The Zimbabwean https://t.co/VkZkFJy0Uu,778011 +1,@realDonaldTrump What about the global warming? This isn't a joke look at the polar ice caps! The water levels are… https://t.co/ckYGj3jfIw,678400 +1,RT @UN: 12 #globalgoals are directly linked to climate change. The #ParisAgreement is crucial to achieve them.…,507158 +2,RT @truthout: #EPA administrator Scott Pruitt doesn't believe carbon dioxide is a primary factor in climate change. https://t.co/StheQ22p1f…,846454 +2,RT @WIRED: What a Trump presidency means for the global fight against climate change: https://t.co/JhDmByNpNP,527359 +1,"I'm angry that we're not addressing climate change, and are destroying the precious Earth 🌏 in the name of corporate profits.",444014 +-1,@charlescwcooke @benshapiro Add all the disclaimers you want -- steering an inch from the climate change doctrine l… https://t.co/mHxvDShqPn,727024 +2,RT @TurkeyCOP22: Turkey's chief negotiator @Mbirpinar is considering bilateral issues on climate change with EBRD in Turkey's Marrak…,16782 +0,Let's discuss #geoengneering #solar radiation mgt #chemtrails heat trapping fake clouds #climate change… https://t.co/5A33WzNkUA,677323 +2,"Oil giants dig up $1bn for climate change fund, but renewable industry skeptical https://t.co/uqkGletnlD",101772 +0,RT @LDiCaprioReacts: You deserve a man that's as passionate about you as Leo DiCaprio is about global warming.,97946 +2,RT @thehill: Bill Nye slams CNN for having climate change skeptic on air https://t.co/roiV09D2n2 https://t.co/Ietc4IB3lY,593489 +2,RT @EcoInternet3: US city fights back against EPA's new #climate change stance: AOL https://t.co/KCiq1w4kM6 #environment,774847 +0,.@ChristopherHine & I have been talking about climate change in the second period. That's what kind of game we have tonight.,168545 +0,@RaeAnnAdams8 @nytimes @paulkrugman That isn't because of climate change it is because the Bush curse,678985 +0,"RT @stanrey7: Th teaser for GUILT TRIP +a climate change film with a skiing problem is dropping today. +The… https://t.co/wXKmLxqwvH",542793 +1,Trump wants to rip up the Paris Agreement: literally the only global consensus to act on climate change… https://t.co/kMIDJWN7Yc,910937 +1,RT @ChelseaClinton: Thank you President Obama for your leadership on fighting climate change & protecting our planet & our future. https://…,589695 +1,in bio & most of the class is either slightly or less concerned about climate change?? like ya'll ain't worried about us drowning??,731351 +2,RT @NASAClimate: 'Tundra soils appear to be acting as an amplifier of climate change.' #climatechange https://t.co/CR24xFpL8Y,46579 +1,RT @emorwee: Trump's budget also decimates funding for research on climate change that could impact severity of storms https://t.co/Pcu4eVm…,581394 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,789187 +2,"RT @RickHammerly: Badlands National Park defied Trump by tweeting about climate change, but deleted its tweets a few hours later. Her… ",152256 +2,Scientists tell Trump to pay attention to climate change - https://t.co/0tO57JRj7K,339833 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,355711 +2,"Florida law allows any parent to challenge how evolution, climate change are taught in schools https://t.co/fLmK89iZz8",64466 +1,"RT @Independent: Leonardo DiCaprio gave Ivanka Trump his climate change documentary, in case her dad was still confused https://t.co/EbQNUO…",84191 +-1,".@DailyCaller Ah, yes I remember when global warming was blamed for Katrina and every year the hurricanes would be more numerous & violent.",881472 +-1,"RT @SteveSGoddard: After ten years of intensive study, I have reached the unavoidable conclusion that the people pushing climate change are…",488696 +1,"RT @yeseniatwigs: it's November and I'm near having a heat stroke +global warming got me fucked up can y'all please stop polluting the earth",305365 +0,Starving poor people don't give a shit about global warming or climate change. All they want is some food and fuel to cook it.,166913 +1,RT @RepBarbaraLee: It’s an international embarrassment that our Science Space & Tech Cmte is run by anti-science climate change deniers htt…,580868 +2,Russian President Vladimir Putin says climate change good for economy https://t.co/byHeNbwyJg,895926 +1,"RT @Vegalteno: Instead of funding 4 Meals on Wheels, breast cancer research or climate change actions, liar @realDonaldTrump will spend $4b…",965893 +0,being a goth and having to live thru global warming Suuuuucks,34004 +1,RT @Scientists4EU: Strong message to US climate change & renewable energy researchers - you can come to Europe. https://t.co/b4NkePAURY,786181 +2,RT @susanbnj: Top university stole millions from taxpayers by faking global warming research - https://t.co/ehzmEopm9D https://t.co/smsnblG…,76043 +-1,AL gore compared global warming to the civil rights movement. He should know his father sen.voted against every civil rights bill,914850 +1,let's be clear about the implications of a trump presidency --override indigenous rights and deny climate change. w… https://t.co/2YK7jPkyVL,785891 +1,RT @Kernos501: This sculpture by Issac Cordal in Berlin is called “Politicians discussing global warming.” https://t.co/FAGR5KpJYc,781681 +2,RT @HenriettaSandwi: Deforestation and climate change are being financed with our savings https://t.co/C7LcGHVBLj via @thecanarysays,307638 +0,RT @ddale8: Trump again vows to cancel the US contribution to the UN climate change program and spend it on clean water and clean air in Am…,187639 +0,"@BSonblast aren't you so proud to be THE sudani problem?, I mean like you are similar to global warming smh ��, lol haters gonna hate love.",153540 +1,"Amazing,thats a lot of new species to be found.This is one of the reasons we need to stop climate change! https://t.co/NUo78XUuxV",531817 +1,We have a president that doesnt believe in global warming and a VP that doesnt believe in evolution. I think scientific thought will suffer.,527029 +2,How globalization and climate change are spreading brain-invading worms by @AdrienneLaF https://t.co/m9nofMBoVL,291009 +1,That's so awesome and inspiring to see the States come together despite #Trump short sightedness re: climate change - IT IS REAL!!!!,507173 +0,I'm so hot I cause global warming @ivylevan #beckybigmouth,52308 +1,"RT @AstroKatie: In case you were wondering: no, 4 years of US-led inaction on climate change will not go well for the planet. Now is when i…",809343 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,894872 +1,Before the evil infesting the EPA kills this. Another CO2 aspect to consider: water availability and climate change https://t.co/0czL6L32Uj,194108 +1,"RT @MeckeringBoy: LNP closed our Infectious Diseases Lab. + +Now climate change sees mosquito-borne viruses boom. Putting everyone at risk.…",17859 +2,RT @adrian_joyce: EU climate laws undermined by Polish and Czech revolt | climate change news https://t.co/eto0Ty9XAb via @ClimateHome #ece…,744226 +0,"People saying 'it's not God it's global warming' is like the people saying evolution disproves god all over again, but that's thinking small",833649 +2,RT @SCUBANews: Scientists aim to counter climate change by testing coral reefs https://t.co/vJuEAaCMZe #scuba https://t.co/fAVvJV0DcZ,481475 +0,"#QandA +Hi @QandA can you ask @herandrews on her feelings on climate change and Trump courting a climate skeptic to handle the EPA?",530085 +0,RT @JKucharFisher: How am I supposed to crack open a cold one with the boys with all this global warming?,35582 +0,Find out what is true and false about climate change https://t.co/L1mj6eUwq5,915750 +1,pro-life Christians who go on about abortion all the time but who don't care about the environment/climate change drive me bonkers,70717 +1,"RT @aeonmag: Today there are more than 1 billion migrants, a number that may double in the next 40 years due to climate change:… ",527907 +1,RT @mcnees: Unbelievable. The Department of Energy instructing grant recipients to remove the terms 'global warming' & 'climate…,376381 +1,RT @FrancoisPythoud: Adaptation to climate change in ���� Comparative davantage of local traditional #cow breeds @GaLivestock…,580631 +1,RT @JodiLynneRubin: @washingtonpost @WhizBangBaby Don't tell the republicans it's global warming! They can't take the science,754879 +1,RT @pettyblackgirI: Patrick Mwalua delivers water to the animals in dry lands of Kenya. He saw the effects global warming has on the wi…,944719 +1,LGBTQ friends should be on high alert! @realDonaldTrump went after climate change and @IvankaTrump couldn't change… https://t.co/89YtfKvszG,852071 +2,RT @HuffPostPol: Dem senator: Trump was 'childish' to ignore climate change in his big speech https://t.co/gONyosH901 https://t.co/XkwXKNV…,941736 +1,"Trump fools the New York Times on climate change: Memo to media: Ignore what Trump says, focus on… https://t.co/fOhAVoJ1Au | @thinkprogress",776201 +2,Sanders: It's 'pathetic' that EPA chief thinks CO2 not primary contributor to climate change … https://t.co/H3FrBxmmIB,410561 +1,RT @Frances_Fisher: #Repost leonardodicaprio ・・・ #Reram #RG @voxdotcom: How do we talk about climate change in the… https://t.co/yYvGkE5Yrc,96059 +1,RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,54830 +1,@dcexaminer Wouldn't it be more effective if he used his billions to fund projects that actually combat climate change instead of a website?,87980 +0,@e3f3c53fc7ae44e @EjHirschberger @RealStrategyFan #blast caused by cow farts global warming and HRCs hot lying air,981723 +0,@PropAgile @wrpearson @SaveLiberty1st there's nothing I man caused global warming to fix.,691576 +1,"RT @Ragcha: Hassan believes that combating climate change is critical to our economy, our environment, our people, and our way…",686725 +1,RT @SarahBaska: when ur at a party and u remember ur president doesn't believe in climate change https://t.co/N1m9PCfiEY,309613 +1,RT @TheDailyClimate: Evidence of #climate change abounds amid extreme weather in the Pacific Northwest. #Seattle #PDX @washingtonpost http…,130267 +1,Cartoon: If the media covered climate change the way it covers Hillary’s email https://t.co/7HtoDhfsXW #Voices #Ne… https://t.co/rkfSBotl6I,207564 +1,"RT @doylejacq: Read open letter from scientists on climate change, sign this petition. Our future depends on it. https://t.co/8fOZ4B5NNk",35942 +1,RT @mags97m: When the EPA administrator says carbon dioxide is not a primary contributor to global warming.. https://t.co/VgBiRO6pVV,36286 +1,"The Obama administration launched a collaborative effort to help communities build climate change resiliency +https://t.co/HDMGCkZWzK",797372 +-1,RT @SheriffClarke: Going where? One last joyride on taxpayers dime. Will global warming zealots chastise him for the carbon emissions?…,799301 +-1,@BernieSanders I see you and all your climate change cronies r still riding n flying gas guzzlers. Lying Hypocrites!,793010 +1,RT @RogueNASA: Ninety-seven percent of climate scientists agree that climate change is caused by human activities. #climatechange,734590 +1,"RT @mcspocky: Trump dramatically changes US approach to climate change https://t.co/y4y2L6vzz4 +He says screw the planet, he doesn…",556769 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,619697 +1,RT @People4Bernie: .@BernieSanders: It's 'pathetic' that EPA chief thinks CO2 not primary contributor to climate change https://t.co/bvNnbe…,864742 +1,"RT @alt_labor: 17/ EPA #Budget2017 eliminates 50 programs and 3,200 jobs. Cuts funding to climate change research and cleanup prog…",34789 +2,RT @NBCNews: Trump's pick to head the EPA questions the human impact on climate change during confirmation hearing…,590635 +2,RT @NBCNews: WATCH LIVE: Activists descend on Washington to demand leaders take action on climate change https://t.co/bQ75jfpmgU…,366385 +1,"RT @antonio5591: Florida,Trump defied Cuba embargo&lied to you about it.Also,he doesn't believe in climate change which will affect…",705363 +1,"RT @TheNewThinkerr: Chomsky, literally the most influential intellectual this world has ever seen, says global warming & nuclear war are th…",590444 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,659007 +0,@GlblCtzn dont fight climate change everyone understand climate change and change causes caused by mans uses of planet. Easy to do..,201783 +1,RT @wjcarter: Remember: not a single q on climate change at any of the presidential debates. Zero. https://t.co/KrXS4qFjrX,906869 +1,RT @julienamorgan: 'Investors can no longer ignore climate change. All are faced with a swelling tide of climate-related regulations' – htt…,631403 +2,#MostRead EPA chief says carbon dioxide not a primary cause of global warming. https://t.co/kBHwH9qlrI,205015 +1,"RT @AriBerman: Network news spent 3x as much time on Clinton's emails vs all policy issues, including climate change…",636519 +-1,"@LyndaMick 'Hollywood nonsense' +That is all I need to know. + +If they actually believed their climate change nonsens… https://t.co/N8eL8PjVsz",810059 +0,@RobHunterswords global warming I tell you,147322 +-1,Wait what about global warming? https://t.co/8URjzCCsEJ,59612 +-1,@Pamela_Moore13 For sure Pam @Pamela_Moore13 ��... They worry about things like climate change and diets but turn th… https://t.co/zjFBoa1alO,887669 +-1,RT @DougWil71: Too bad CAL can't afford to EXIT. They waste their tax revenue on giveaway programs and climate change lies so thei…,115424 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,601182 +-1,My beliefs on global warming are it's a scam invented by the left to exploit economies thru income redistribution https://t.co/wbfNlHG9Ge,128131 +1,RT @TenPercent: ‘Labour’ Graham Stringer MP is a climate change denier and supporter of a Tory Lord who shills for oil companies https://t.…,119404 +1,".@IoWBobSeely Prove you're a decent person. please publicly oppose DUP views on abortion, same-sex-marriage + climate change #DUPdeal",701675 +1,India cover on poisonous fog for weeks now! and meanwhile in the US Trumps says climate change doesn't exist.,452000 +2,"Combating climate change could boost G20 economies, OECD says https://t.co/U3DN0g0pXC",151766 +1,Denying man's contribution to global warming is like denying steroid intake to surge in home runs batted in MLB https://t.co/XGKVjxq6WG,545662 +1,unthinkability bias' - the thing that makes climate change a difficult problem to mobilize against - is a real dan… https://t.co/OTa4XWxjsn,766029 +-1,"RT @asamjulian: How Democrats Keep America Safe +1. Open borders +2. Unlimited refugees +3. Don't offend Muslims +4. Prioritize climate change…",41671 +1,RT @DrShepherd2013: article gives me hope. Kudos to this coalition of Congress that recognizes climate change is not a partisan issue. http…,460105 +1,"If we seriously want to tackle climate change, why are we not building compact electric vehicles in Australia? https://t.co/IrO94QgQSG",953978 +2,Sudan's farmers work to save good soils as climate change brings desert closer | Hannah McNeish https://t.co/FmOgrC6WPB #ibgeog #core,145644 +-1,@realDonaldTrump Not one penny to 'prevent' global warming. It's a wealth-distribution scam of the commies.,28310 +1,"RT @Scientists4EU: Meh, why believe NASA? +'Donald Trump's pick for CIA director refuses to accept Nasa findings on climate change' https://…",390680 +1,RT @PhantomGoal: Sammy Wilson - Agreed with man who said 'get the ethnics out'. Openly stated climate change is a myth *while he was enviro…,74766 +1,"While everyone is tripping on trump jr emails, big ass sheet of ice broke off, but climate change is hoax tho...#maga",559677 +1,RT @SmarterH2020: Green infrastructure is a great way to make a #SmartCity and mitigate climate change and improve biodiversity:…,75207 +0,"RT @Revkin: No idea why @SASCDems, who elicited this climate change statement from #SecDef Jim Mattis weeks ago, didn't post it…",193656 +2,"guardian: RT guardiannews: 5ï¸⃣ Away from Article 50, the Paris climate change agreement comes into force https://t.co/xgOF8LL77t",845034 +2,"Europe faces droughts, floods and storms as climate change accelerates https://t.co/io3gWycUsV",65926 +1,RT @Forbes: 9 things you can do about climate change in your day-to-day life: https://t.co/hfqToIxdE6 https://t.co/2XB4DQnsMX,543916 +1,Maps and visualizations of changes in the Arctic make it clear that global warming is... https://t.co/YaEJCCUTXi by #NatGeo via @c0nvey,757967 +2,"RT @IRENA: Biogas—addresses climate change, benefits rural economy & tackles environmental challenges like waste management https://t.co/iH…",786978 +-1,RT @S_Driscoll17: Play a college sport in the 'spring' semester and you'll never believe in global warming again,889083 +1,"RT @mcspocky: Just like climate change… +#Resist #TheResistance #Indivisible +#p2 #ctl #UniteBlue #GeeksResist +#FBR #Progressive https://t.c…",754760 +1,RT @cinluvscats: I wanna enjoy the nice weather but global warming,674888 +1,"… no, I would not agree that it’s a primary contributor to the global warming that we see — EPA Scott Pruitt #quote #climatechange #Denier",52097 +0,Everyone use there cars and leave electric on we want global warming it's to cold right now,200264 +2,"RT @nytimes: How Americans think about climate change, in 6 maps https://t.co/B27rObomQC https://t.co/u2kBphpoGk",981302 +2,RT @AP: Does Trump believe in climate change or not? Aides won't say. https://t.co/DyYd4eYqdT,525943 +-1,Now this will make the snowflakes melt some more tears! Oh happy day! Tired of fake global warming propaganda as... https://t.co/3TymH1RmNF,876178 +1,"RT @HarvardChanSPH: Honoring climate change agreements will save millions of lives, write Harvard Chan experts https://t.co/dpVTU1Mz3r via…",199758 +1,"RT @JaneCaro: @4corners This program is extraordinary and terrifying. We must act on climate change now, yet I despair that we won't.",821642 +2,RT @signordal: Trump's Environmental Protection Agency just deleted its climate change web page https://t.co/K1rWofeJvT,28030 +1,"If trump wins that means America, the most powerful country in the world, will have a president that believes climate change doesn't exist",694132 +2,Trump just gutted U.S. policies to fight climate change https://t.co/4CD890aX7N https://t.co/YxIaIKezQR,998538 +1,RT @USNewsOpinion: Don't sit silently in the face of Trump's climate change denial. https://t.co/r0dAJXnJsz,551935 +2,Scientists say it could already be 'game over' for climate change https://t.co/Rh2nNfontS #worldnews #news #breakingnews,864704 +0,RT @LKrauss1: Holiday edition of @azpbs Horizon show this week on climate change and quantum magic now online. https://t.co/V5UBIrP9VT,385736 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,527202 +1,Farmers can profit economically and politically by addressing #climate change https://t.co/99LmfIyHCs @ConversationUS #farming #agriculture,986127 +2,RT @verge: Ethiopia's coffee is the latest victim of climate change https://t.co/jeOdb5EUBT https://t.co/fR9Ig3GQu4,6319 +2,RT @Reuters: Teens suing U.S. over climate change ask for Exxon's 'Wayne Tracker' emails https://t.co/FC8o96Ocod https://t.co/LXRFenuPeM,327462 +1,There is a strong scientific consensus that climate change is caused by human action and will very likely have... https://t.co/iFYUEhYXso,159139 +-1,RT @Climate_Cop: #ClimateGate https://t.co/QQLAK4sCEK EPA Chief McCarthy blames Boston's 'worst winter ever' on global warming,290729 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,196651 +-1,@TysonSlocum UR a TOTAL IDIOT. U lost on Stossel. WHERE ARE UR facts? Plz cite ! scientific study that man is causing global warming! IDIOT!,381826 +2,RT @extinctsymbol: Arctic ice melt could trigger uncontrollable climate change at global level: https://t.co/09Up4BhDlk,686656 +1,"RT @CarbonBubble: EPA chief Scott Pruitt: Carbon dioxide not a main cause of global warming. + +Meanwhile, temperatures keep rising. https:/…",426399 +1,Great to hear @climategeorge talk about communicating climate change to people not like ourselves @mcrmuseum… https://t.co/Z6ZwgwcOUG,945642 +1,China rolls its eyes at Trump over his ridiculous climate change claim - https://t.co/UwQCwdp6Oy #mustread_jb,70194 +1,"RT @kristenobacter: Shameful of @ScottWalker to hide climate change from citizens. Irresponsible, weak and unimaginative. #ActOnClimate htt…",591611 +1,RT @ClimateCentral: This is why National Parks are the perfect place to talk about climate change https://t.co/h2GyDJrybL https://t.co/NTDU…,525256 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,924307 +1,"RT @SkipperClay: Hey Florida, if you go trump, and trump ignores global warming, and the ocean EATS YOU, YOU HAVE NO ONE TO BLAME BUT YOURS…",387036 +1,.@JeffBezos when will @Amazon stop funding hate and climate change denial propaganda? https://t.co/ZNvBIYMSo3 (@SierraRise) #GrabYourWallet,455278 +0,@adambomb947 I must be this global warming they are talking about. Making things to hot and melting snow flakes haha.,966142 +1,RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,429362 +2,RT @energyinsider: NE1205- Trump sweeps away Obama climate change plan @New_Europe @AntaeusX25G @tzavelaniki @Eurocentrique @akoronakis htt…,434534 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,522401 +-1,RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,182072 +1,RT @ajplus: Which candidate is going to take climate change seriously?ðŸŒ https://t.co/jDL1NTenQ5,921038 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",763824 +-1,"The earth has been here for billions of years, humans aren't causing global warming' https://t.co/NRwb5QjpXp",233503 +1,You need to get inside the mind of a climate change denier if you want to change it https://t.co/biF4f66u0O,334469 +1,RT @PolitiFact: False: @EPAScottPruitt says CO2 is not 'primary contributor' to global warming https://t.co/1hNX7tJGHI https://t.co/LOg8SbN…,987890 +-1,"RT @KurtSchlichter: If those of us who speak climate truth are 'Climate Deniers,' doesn't that make the climate change scammers 'Climat…",704505 +1,"US Rep.Lamar Smith, Chair of House Committee on Science, Space, & Technology(+ climate change denier) has a 1-question survey on his website",222569 +2,A trillion-dollar investment company is making climate change a business priority - https://t.co/4JOs5G43d7 https://t.co/jUOGDNSjDA,289528 +1,"@hari more inclusive society, better gun laws, experienced leadership, climate change, economy, higher min wage, anti fear, creativity, HRC",938935 +2,Trump to sign sweeping rollback of Obama-era climate change rules https://t.co/PQN3jS7Tgl,245157 +1,"RT @Fusion: Bernie Sanders to Scott Pruitt: What is your opinion on the cause of climate change? + +Pruitt: My opinion is immater… ",762044 +1,RT @astitvam: There are many reports which says live stocks are major contributors for climate change! Still those who speak... https://t.c…,763796 +1,@LenElchlein @ARareSpark - https://t.co/vw02nVxJzZ: If you don't believe in climate change I Can't wait to see what happens next!!,373710 +0,"@LouDobbs @HillaryClinton Trump says he will cancel Billions to UN for global warming. By the way, no one knows wha… https://t.co/uOrV35dc0h",374294 +2,The Arctic sea ice could be about to trigger uncontrollable global climate change https://t.co/96jEJ19E4W,575074 +0,@realDonaldTrump since climate change is a hoax how about telling TN I no longer need emissions testing on my car I could use the 10bucks,541932 +1,"RT @ReillyRick: If you care about climate change, religious freedom, gun sanity, women's rights + racial harmony, this is a terrifying nigh…",443558 +1,@SaintsForecast @SportsGuy_83 But 100% chance we are all dead in 200 years because of climate change.,423419 +2,RT @Jackthelad1947: Alaska wildfires linked to climate change #auspol  https://t.co/m1MrbzE4cO https://t.co/dftihRjBHp,844333 +2,"El Niño on a warming planet may have sparked the Zika epidemic, scientists report https://t.co/AYycD2tFCX",986148 +2,"RT @sciam: Trump EPA Pick expresses doubts about climate change, defends oil industry funding https://t.co/TmRHWt3fIF https://t.co/thI6GOvb…",863632 +1,@NextGenClimate Pruitt does not think CO2 has anything to do w/ climate change and he's buddies w/ gas/oil companies. How f in obvious.,423258 +2,Trump picks global warming skeptic to head EPA https://t.co/cJNBLginZc #Christian #News,891121 +1,"RT @adamcbest: Here's a Scaramucci tweet on gun control, climate change, the wall and gay marriage. In case he deletes them. https://t.co/X…",171763 +1,RT @designtaxi: Raising awareness about the connectivity in climate change https://t.co/lgqLIIKxHj https://t.co/UmIhh3MIK3,421272 +1,"RT @EricHolthaus: To me, our emotional/psychological response is *the* story on climate change. It defines how (and if) we will solve the p…",6658 +0,Hopefully your climate changes to 1488° in the near future. https://t.co/SpBYhp3nUV,126630 +2,RT @NorthBayNews: EPA chief Scott Pruitt overwhelmed with calls about climate change https://t.co/fkI83UYYNJ https://t.co/VchizHDYLs,549583 +2,"France, U.N. tell Trump action on climate change unstoppable https://t.co/b9moliH955 via @YahooCanada",841094 +2,RT @ddonigernrdc: CNBC poll: Public opposes rolling back Obama-era climate change regs 52-32% - lowest support of 9 Trump priorities. https…,623135 +-1,RT @USFreedomArmy: Climate change (proven). Man-made global warming (unproven). Separate fact from fiction at http://t.co/WG8xVIFdVZ. http…,345811 +1,RT @GovernorNanok: We have to Incorporate these climate change reducing efforts in the national food security & energy policy to reali…,346659 +1,"You wanna save the bees but your husband doesn't believe in climate change which is, in part, killing them.... https://t.co/X3k4E1ObPG",36164 +2,"RT @CNN: Time-lapse, bird's-eye video shows thousands of protesters marching toward White House for action on climate change…",757879 +1,"RT @SenBookerOffice: 7-year-old Olivia – knows climate change is real. + +Why doesn't @EPA nominee @AGScottPruitt? https://t.co/Dd57D6k3XY",722677 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,247330 +1,"RT @rextmarvel: 10-GasFlaring, Depletion of the ozone layer etc can reduce if youths are aware of climate change.Lets involve them… ",377344 +1,RT @jewiwee: You know what pisses me off? People that deny climate change and say 'polar bears aren't extinct' like they aren't…,547974 +1,RT @foodandwater: Outrageous: Scott Pruitt is putting climate change skeptics in charge at the EPA. https://t.co/mwTpR1VNH9,842858 +-1,"Even the media has begun reporting that there hasn't been any global warming since the 1990's, so eventually some..",823241 +-1,Wailing about global warming is always the default position after things like getting spanked on Trumps taxes. https://t.co/EuSoIRiUs3,51154 +2,RT @TheEconomist: Trump’s indifference to climate change has not changed China’s view https://t.co/9VkqyTlsAR,29366 +2,Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/2G78CXwIGD,90889 +-1,RT @sandydubya: Study: Earth cooler now than when Al Gore won Nobel Peace Prize for global warming work https://t.co/1egTHrFqMi @ScotsFyre…,259628 +2,RT @tveitdal: New Orleans mayor: US climate change policy cannot wait for Trump https://t.co/FQCyajE8uA https://t.co/sYb96lNCsr,640179 +1,How can a guy who doesn't believe in global warming win the Us presidency ???!!! #DonaldTrump,724349 +1,"This professor made a climate change PowerPoint for Trump. Satire is good. https://t.co/UExHGBWVNt +@RichardDawkins #sarcasm #GlobalWarming",941212 +2,EPA chief disputes mainstream science on cause of climate change - Press Herald https://t.co/dL0T3YfPnU #science https://t.co/wKhSp2VBB0,512890 +1,"RT @RedTRaccoon: Despite overwhelming scientific evidence that climate change is real, our President will not take part in the Paris…",711128 +2,‘Is that a hard question?’: Megyn Kelly badgers Trump spokesman for hedging on climate change stance… https://t.co/2b45JQrHxe,465858 +0,RT @swin24: 'very expensive GLOBAL WARMING bullshit' used to be Trump's preferred method of referring to climate change… https://t.co/ju13F…,561696 +1,"@LeLarBear notice, he's already walking back his climate change is a Chinese conspiracy nonsense from the campaign.",69027 +0,Would any Scandinavian country or Canada consider welcoming a global warming #climatechange refugee? #askingforMYSELF #hatebeingmelting,140876 +1,"RT @NPR: If there was any doubt over Trump's climate change views, it evaporated at the unveiling of his budget proposal. https://t.co/VGdm…",928744 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,562011 +1,RT @Sanders4Potus: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump th… http…,399754 +1,RT @amyklobuchar: 175 nations agreed to combat climate change through historic agreement. Backing out is opposite of US leadership. https:/…,15562 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,544306 +1,Department of the Interior scrubs 'climate change' page ― #Environment #ImpeachTrump https://t.co/o3bQHFhy5D https://t.co/V5rMhMLQoe,253123 +2,RT @davidsirota: GOP bill would prevent enviro groups from proposing shareholder votes to force companies to address climate change https:/…,323015 +1,"RT @AdamMcKim: If we want to develop global citizens who care about climate change, we need to focus less on floods & more on drou… ",692287 +1,RT @NasMaraj: As global warming gets worst so will natural disasters. Think it's a joke if you want to.,156457 +1,RT @ninoqazi: #SOT2017 #climatechange @rinasaeedkhan sadly I thought we had moved beyond the basic questioning of is there climate change,794824 +-1,@RexTilllerson If U want the story of the century investigate 0bama's ties to global warming & carbon trading scam… https://t.co/edzmmfIqQb,409519 +2,RT @SEIclimate: NEW: Integrating complex economic & hydrologic planning models: Analysis of under #climate change https://t.co/R2oXSr8bJB #…,800799 +2,"RT @thehill: GE CEO vows to ignore Trump, continue to fight climate change: https://t.co/upO2heWIxI https://t.co/Ile1T7RjKD",761037 +1,RT @wutrain: Take local action to fight climate change! More on @MattOMalley/my push for clean energy city & how to get involved https://t.…,689783 +1,RT @kurteichenwald: Conservs can keep pretending climate change is a hoax but other countries arent gonna be putting up with it anymore. ht…,447771 +2,"RT @sjandrews76: Portland, Ore., votes to ban fossil fuel projects to fight climate change https://t.co/YneBiCaJ2Z",902007 +1,RT @foodtank: Indigenous communities swap seeds to fight climate change: https://t.co/X0joTrwcCE via @yesmagazine https://t.co/DRIihzKkg5,313182 +1,RT @mattmua72: Tomato head in his usual pathetic entitled climate change denying form again tonight on #qanda,29954 +1,The fact people still think global warming is a myth seriously baffles me,602646 +1,Terrifying effects of climate change #climate #environment #globalwarming https://t.co/FO9gUlJ2Ev,860618 +-1,fuck does climate change have to do with radical Islam? Syrian refugees? Do you need an adult? https://t.co/mJ7j4JkCQu,665942 +1,"RT @LennaLeprena: @Wsj6269J @SirBSeb @BellaFlokarti @darren_done @pedwards2014 @Olfella Most young people believe in climate change, never…",226764 +2,RT @sciam: EPA chief Scott Pruitt refuses to link CO2 and global warming https://t.co/fPfvbH8ZsD https://t.co/wGXtQf9Epg,664724 +1,RT @onherperiod: im gonna just ignore the fact that the world is either about to end bc of climate change or nuclear war and focus o…,510102 +0,RT @LordofWentworth: Penguins fleeing global warming sneakily invade from the South while the navy deploys all assets on 'ring of steel' to…,441289 +1,Thankyou @LeoDiCaprio for tackling climate change and now the Ivory trade. https://t.co/lf7vnrVEqr @elephanthaven @willtravers @BFFoundation,826014 +0,"RT @lizzjones18: Theresa May admits climate change is not on the agenda as she meets Trump at G20 https://t.co/r8QVcuMtpP +This women needs…",851471 +1,RT @BBAnimals: The effects of global warming https://t.co/twFnLF4XNw,157202 +1,RT @theAGU: New allegations do not change our fundamental understanding of climate change. - @theAGU Pres. Eric Davidson https://t.co/JtFAL…,755751 +1,RT @edgebuildings: Share how the World Bank Group is fighting climate change with green buildings. https://t.co/4op7jp5noR,338361 +1,"RT @ResisttheNazis: Trump will be the only world leader who denies climate change, giving the U.S. the official title of Dumbest Countr…",229939 +1,@GEMReport Mainly the #IBSE Approach for teaching #STEM subjects will better help in understanding environmental & climate change challenges,22845 +1,RT @ChrisMurphyCT: My truth hierarchy: (1) health care is a human right (2) climate change is an existential threat (3) the Yankees su…,872855 +0,RT @RuBotDragRace: How can you deny global warming when my pussy this hot,363156 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,109126 +-1,"RT @JaredWyand: Steve Bannon means bye bye to the climate change scheme we're spending $22,000,000,000 a year on for 'research' + +https://t.…",578512 +1,RT @AAPNews: .@AmerAcadPeds & @docsforclimate are speaking out about climate change harming patients’ health.…,690872 +2,AGU's @edavidsonUMCES responds to statements from EPA administrator Scott Pruitt on climate change. https://t.co/9eYpV46QmF,872371 +1,Petition to stop a climate change denier from running the EPA https://t.co/m20buC2JNI,42387 +2,"RT @AP: Snowshoe hares have adapted to climate change, says @penn_state. (By @ConversationUS, a source of news from academi…",486708 +1,"@ScottJProgan between climate change, nukes, lack of social support policy, defunding of healthcare, and newly emboldened bigots i hope",147832 +0,@someone_1958 @AP can you take the truth about global warming animal feces processing meat to eat barbaric yes annoying census 1958 proof,773009 +0,@stiNgo100 Government employees in the EPA will not give Trump the names of people who worked on or attended meetings on climate change,61451 +0,"I’m cool but global warming made me hot. + +#ALDUB17thMonthsary",654869 +0,I ate a salad for lunch and still weigh the same... global warming is real you fucking atheists,836430 +1,Bill Gates & investors worth $170 billion have a new fund to fight climate change via energy innovation https://t.co/QWN9PddxO2 | #thankyou,882218 +2,RT @PoliticsNewz: Trump’s Defense Secretary calls climate change a national security risk https://t.co/fGTzl0jEaj https://t.co/SDEYYBXy3r,277164 +1,RT @ScienceMarchDC: These updates to the EPA's website surrounding scientific data and climate change are a scary sign for science: https:/…,799418 +2,"China's coastal sea levels rise to record high, experts blame climate change https://t.co/2ATMLNkoqT",824401 +1,RT @mic: Trump has pushed for cuts to climate change science — research that could explain storms like Harvey…,433081 +1,RT @existentialfish: i'm so old that i remember the last time that trump 'admitted' that climate change exists (before appointing climat…,301439 +2,RT @thehill: American Meteorological Society comes out against EPA head on climate change https://t.co/xnPki9fpRQ https://t.co/nEHfEGXIJO,299019 +1,"https://t.co/4H6ES0OOVv +Erica Goode notes the increased number of polar bears found in Alaskan towns due to climate change. #voicevision17",154551 +0,RT @anamericangod: now that's what i call it's simply too late to stop global climate change vol. 37,499999 +2,RT @ProfAbelMendez: Study reveals 82 percent of the core ecological processes are now affected by climate change https://t.co/ffzuwl5bWt ht…,84124 +1,I am going to volunteer for a climate change organization and hopefully the Gay and Lesbian Youth Services of WNY. That's all I got.,305256 +1,Sign this petition to keep climate change denier from leading the EPA Transition https://t.co/f6hdAd6SU5… https://t.co/SlYigFiiXk,409731 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,154078 +1,RT @Independent: Even Nasa scientists are trying to convince Donald Trump that climate change is real https://t.co/HB37pGGGBU,604192 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,427008 +1,But there is no climate change �� https://t.co/yUoGGh2wyz,648441 +2,New post: 'Why Morocco is leading the charge against climate change' https://t.co/smHcHmsEA7,553880 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,926694 +0,@XCsci How does this fit in with global warming ?,125953 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,625816 +2,RT @bradplumer: The Energy Department has rejected Trump’s request to identify employees who worked on climate change: https://t.co/VjVUe2Y…,798930 +-1,"RT @PaulCarfoot: #Solar activity, ocean cycles, & water vapor explain 98% of climate change since 1900, NOT CO2! https://t.co/wz81LJh9S7 #A…",768690 +1,"RT @EricHolthaus: It’s official: The guy in charge of Trump’s climate policy doesn’t think climate change is real. +God help us.…",654755 +1,RT @ClimateReality: The conversations we’re having about climate change are more important than ever. https://t.co/C0fW11fbuD,400360 +2,RT @jaketapper: Trump has characterized climate change as a Chinese hoax but Sec Ross wants NOAA to 'stick to science and to facts' https:/…,43699 +1,"RT @borosage: 4 cities ban diesel cars by 2025. Cities will drive response to climate change, while Trump fiddles. https://t.co/VBkP4MZeUo",74183 +0,It is so cold in Russian they LIKE the idea of global warming #PruittScienceFacts #SCROTUS https://t.co/HVplutpLKY,138303 +2,"RT @lynlinking: China tells Trump, climate change not hoax we invented +@DavidJTwomey +https://t.co/VlIQaY9847 via @Eco News",959440 +-1,"RT @Trawlercap: @SteveSGoddard @JunkScience @Carbongate I hear they want to protect polar bears from “climate change” good one, fro… ",902894 +1,"RT @aznfusion: 'If we want to say there is a ground zero for social justice, it had to be climate change.' -- Angela Davis @ Seattle town h…",569954 +-1,RT @realmikedoughty: Stay safe. All these snowflakes falling due to global warming can be dangerous. #algore #climatechange #SnowStorm,822399 +1,RT @PlantSync: If 'climate change' is to be purged maybe we should wear t-shirts every day that just say 'climate change'…,697530 +0,@GeorgeTakei @marijkehecht -benefits from global warming - not wanted in NYC - makes it harder to get healthcare - didn't get the most votes,141601 +-1,Someone explain to me why two hurricanes close to each other in time automatically means climate change is real #FakeNews,688509 +2,Norway's 'doomsday' seed vault entrance repaired after global warming thaws Arctic ice https://t.co/ED21pPjoJP https://t.co/xntcAwEzMA,867885 +0,The real problem with global warming is that you have to get your summer body ready earlier and earlier each year smh,425605 +-1,"RT @dril: al gore conference on global warming..canceled by SNOW!! 'Guh, BLugh Durr' says the dumb man, while he pees into his comically la…",259035 +-1,RT @hrkbenowen: Bill Nye blows gasket when a real scientist schools him on facts about ‘climate change’ https://t.co/4j17ukmD7w,157093 +1,"RT @AstroKatie: If you think fighting climate change is expensive, you won't BELIEVE how expensive it will be not to. https://t.co/oPqzqrLm…",373757 +1,RT @IGCC_Update: #COP22Investors Act on climate change | READ https://t.co/B8bRaj6cMX + https://t.co/8l7h4JCBKC | WATCH…,377377 +1,"RT @JohnMayer: Also, if you believe that climate change is a hoax, why don’t you just delete your weather app?",851435 +2,How will climate change affect birds? Find out Sunday - Riverhead News Review https://t.co/ii52I4hcWl,446564 +1,Managing London's climate change risk https://t.co/trcjfJpg3r,876946 +1,@CNN @realDonaldTrump should take note that Hurricane Harvey is just like climate change:A hoax.,985425 +0,Interesting results on people's views on climate change from nytimes : 'Yes it will damage my country but I'll be… https://t.co/kVddk4jTxU,654941 +0,global warming aint got shit on us https://t.co/z4KJ8c70Hu,439069 +1,RT @ZeddRebel: We'll sooner buy deportation hovercraft for ICE than seriously combat climate change,380084 +2,RT @wef: Plants appear to be trying to rescue us from climate change https://t.co/pFA1FZ7mUm https://t.co/ijw7f7j4Va,305922 +1,"RT @MagicJohnson: Pres. @BarackObama thank you for being a champion for clean energy, climate change and our environment. #FarewellObama",863556 +1,RT @apt1403: The internet reacts to Scott Pruitt’s ignorant denial that CO2 is driving climate change https://t.co/N8nVKjqwQU via @fusion,544249 +1,"RT @AquaCashmere: I was explaining global warming & pollution to my son yesterday he said, 'why don't we love earth? Why are we doing this?…",889431 +2,Al Gore’s new climate change movie arrives just in time.: … ’s traveling slide show on… https://t.co/ypVllrSFQh,72015 +-1,"RT @JennJacques: @AP It was 42 degrees this morning, calm down, climate change alarmists.",145256 +-1,"RT @pepesgrandma: If anyone watched the hearing on the EPA science behind global warming, there is none. +#globalwarming #EPA…",57069 +0,"RT @yottapoint: We should stop talking about how humans cause global warming & just focus on reversing global warming. + +(Sarcasm) https://t…",339028 +1,RT @AstroKatie: Governments of several world powers are failing us on climate change. We need to act without them if we want any hope for t…,732545 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,349967 +-1,RT @COLRICHARDKEMP: Of course @ProfBrianCox is right: there must be no dissent from the climate change religious doctrine - in case the…,203083 +1,RT @CharlesMichel: I condemn this brutal act against #ParisAccord @realDonaldTrump Leadership means fighting climate change together. Not f…,69848 +-1,@ldpsincomplejos a mí me abrió los ojos el documental 'the global warming swindle'. Gran documental.,743136 +-1,"@RT_com climate change rhetoric is made up by, paid for and brought to you by Soros. Money trails have been found.",839829 +1,"RT @BernieSanders: The stakes are enormously high. Literally, in terms of climate change, the future of the planet is at stake. https://t.c…",966685 +1,"RT @wwf_uk: Spot our #AprilFool? The #PolarBearSighting may not be real, but the threats to polar bears from climate change are…",840222 +1,@realDonaldTrump It's called global warming asshole.,153203 +1,"RT @sophiebadman: 'you awake?' +'yeah b you okay?' +'Yeah, just wanted to talk to you about the devastating effects of global warming o… ",561999 +-1,TODD STARNES: Hey NPR — Take your global warming nonsense about kids and blow it out your F-150 tailpipe… https://t.co/F7jCWNnasP,412713 +1,RT @AltNatParkSer: We're reaching out to international scientific agencies for their official positions on climate change. Every. voice. co…,200093 +1,RT @c40cities: 'Today we stand even more resolute and committed to the historic local-to-global effort to combat climate change.'…,653850 +1,"RT @ActualEPAFacts: Fact check: Scott Pruitt on climate change, AGAIN https://t.co/KFHfUqdq6V",505576 +-1,RT @PeculiarBaptist: Scott Pruitt is correct to question human activity as main cause of global warming. 'Consensus' argument is a joke. ht…,323925 +1,"RT @davecournoyer: As an Albertan who believes climate change is real & that a carbon tax is a sensible idea, I expect 2017 will be an inte…",92139 +1,"Stor ng carbon in soils of crop, frvzing & rangelands offers ag's highest poteqtpal source of climate change mitigation.",398201 +1,RT @greenpeaceusa: BREAKING: The EPA will 'stand down' on removing climate change from its website... for now. #ResistOften https://t.co/Fz…,810657 +1,"RT @kylegriffin1: Reminder: There's no evidence to support this claim. + +In fact, Trump has tweeted climate change skepticism 115 time…",221531 +0,Turdboys are the reason for climate change.,873430 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",881219 +0,ur mcm thinks climate change isn't real :/,640484 +1,Great article on how we should actually approach climate change. It isn’t just about facts - https://t.co/PTJwR1ZQWe @highcountrynews,941531 +1,"RT @AltNatParkSer: Sorry, Mr Trump + +That blue tick verifying your ID doesn't verify your belief that China invented global warming. Ev… ",786740 +0,Hayyyyy ������ this rain in Port Harcourt.. we haff not prepare for urban planning o! Talk less of climate change. Biko ��,447031 +1,RT @ConversationUS: Curbing climate change has a dollar value — here's how and why we measure it https://t.co/gfE8XSCaue https://t.co/w2r7C…,706075 +2,RT @guardian: An Inconvenient Sequel: Truth to Power review – another climate change lesson from Al Gore https://t.co/uT8XSdcpbE,455645 +1,"I'm cynical tonight. Let's admit it ... too few people really care about inmates, Blacks, Gays, Native rights, climate change, unborn babies",160881 +1,RT @ClimateCentral: The temperature spiral that went viral is one year old and shows that global warming isn't slowing down…,683917 +1,RT @globalprogress: Trump’s climate change order will undermine national security https://t.co/SKZmAyP2Af #DefendClimate,215399 +2,RT @thehill: EPA removes climate change page from website hours ahead of #climatemarch https://t.co/55HlqwQxJB https://t.co/dAzpkIAACl,407403 +0,@esquire I thought global warming was supposed to kill us in 50 years max.,549330 +1,RT @greenpeaceusa: Did you miss the premier of @LeoDiCaprio's climate change documentary #BeforeTheFlood yesterday? Catch up here >> https:…,816037 +1,RT @SenSanders: We don't need a Secretary of State whose company spent millions denying climate change and working to stop limits on carbon…,866181 +2,"Go west, young pine: US forests shifting with climate change .. https://t.co/y3chyvKeP2 #climatechange",251922 +1,China refusing challenge of being global leader on climate change - opportunity for #BrexitBritain to step in? https://t.co/afEB7cT6DO,143441 +2,Japan among worst performers in fighting climate change: Germanwatch https://t.co/qSzH07jx83,882809 +0,Would you like to add a quote to a press release about climate change? Share here: https://t.co/CRIXpLrNs7,983079 +2,RT @CCLsaltlake: @BillGates warns against denying #climate change https://t.co/Z5ISres57A @USATODAY https://t.co/1kZWRM7P15,815242 +0,"RT @joey_jyamooo: Legit smoking a port in a cut off, global warming isn't so bad.",233379 +2,RT @washingtonpost: What climate change has to do with the price of your lettuce https://t.co/pvtgJQuU6w,239271 +2,Rogue Nasa account fights Trump on climate change https://t.co/Hy1wYeAjj7 https://t.co/Am8bunEYc4,848575 +1,"RT @kikyowolf: It's June and feels like November. I want out of Canada. Also, climate change is a bitch.",301918 +0,RT @capcbristol: Will global warming impact on cold-related deaths? Come to Prof Richard Morris Inaugural Lecture…,490993 +1,RT @WorldResources: Tillerson’s hearing fails to assure the American public on #climate change https://t.co/YbW0GskcNu #ActOnClimate…,39999 +0,RT @NSERC_CRSNG: .@Sharmalab tracks climate change drivers from as far back as medieval era via @yorkuniversity…,182177 +2,RT @sciam: Suburbs are increasingly threatened by wildfires due to climate change https://t.co/jd1GNZg0mR https://t.co/uB1eNWLmb1,833686 +1,RT @joshtpm: Such funny debate abt whether Trump 'believes in' climate change. Real question is whether he's ever thought abt it. Answer is…,368354 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,359018 +1,"#climate change. Why I wear sandals and a light coat, in Canada, in January. 🇨🇦❄️☀️️ https://t.co/TbuM4jmYzr",463712 +1,"RT @adammanross: Should the US take climate change more seriously? Vote & Retweet + +#kellyanneMicrowave #Trumpcare #AllInwithBernie #ACA #R…",457717 +0,RT @greggiroux: House 185-234 also rejected amendment to strike provision in def. bill requiring report on how climate change affects milit…,90096 +2,Half the world's species failing to cope with global warming as Earth races towards its sixth mass extinction https://t.co/vRdGortUVF,262429 +2,RT @LeahBarclay: Five Pacific islands lost to rising seas as climate change hits https://t.co/xxKBTVP8Ad,94973 +1,Tell your Members of Congress: Condemn Trump. Say that Harvey is a climate change disaster. https://t.co/BdL3xRb1Lq,843928 +1,RT @LonGreenParty: And climate change. https://t.co/Wic7yunL38,254382 +0,"UniversityofNairobi(UoN)students picking ACTS, ICCA, CDNK publications: climate change, East Africa GreenClimateFu… https://t.co/IQnKMLbZ8P",129281 +2,RT @WorldfNature: Nevada climate change expert Redmond remembered as expert communicator - Las Vegas Review-Journal…,63438 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,359914 +0,RT @ShredMastrTevin: Quick Shout out to global warming for keeping yra boi warm in these winter months.,611043 +1,RT Annaleen: What's causing climate change in California? Find out arstechnica live tonight! https://t.co/lVkUarfRgc,898533 +1,"RT @SREnvironment: US Dept. of Agriculture avoids term 'climate change.' Unfortunately, climate change not fooled, continues to exist. htt…",254880 +1,RT @standaloneSA: Complaining about 'female privilege' because 'ladies drink free' is exactly as stupid as denying climate change because i…,845288 +2,RT @CNN: President-elect Donald Trump acknowledges 'some connectivity' between climate change and human activity…,874885 +2,"RT @nytimes: Museum trustee, a Trump donor, supports groups that deny climate change https://t.co/mbIlcDXMmC",720348 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,482952 +1,"If you really care about climate change, you should boycott the ridiculous Earth Hour stunt https://t.co/UmZpF6zXQp",801735 +1,"@AP @bannerite They will accept the fact of global warming, when DC or New York City are flooded.",38632 +1,This is an amazing development in the area of climate change research. Our scientist that have been studying the i… https://t.co/GQddlvI1Hj,435467 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,767692 +1,RT @ChicagosMayor: Chicago is doubling down against climate change. Today I signed an Executive Order committing our city to adopt…,961684 +1,RT @SOMEXlCAN: me in 20 years cause all these politicians are ignoring global warming https://t.co/BDd2rEzshP,594478 +1,RT @CNN: Playwright: Trump administration's willful denial of climate change and its attempts to silence art are related…,102923 +2,RT @circleofblue: Report urges Australia & New Zealand to open their doors to citizens of Pacific Island affected by climate change https:/…,271830 +1,RT @UN: The coming into force of #ParisAgreement ushered in a new dawn for global cooperation on climate change.…,175472 +2,"Depression, anxiety, PTSD: The mental impact of climate change - CNN https://t.co/Semr2hyi7m",514223 +1,"RT @BRANDONWARDELL: lena: my girl's a rider, progressive freedom fighter, going up against a dude who's a climate change denier + +me: i thin…",178944 +1,"RT @PunishPence: The entire world signed on to the Paris Accord, but Mike Pence thinks only the Left cares about climate change. + +https://t…",751392 +0,"RT @ConserveGuide: Trump Time - What's next for the environment? + +'That includes a promise to cancel billions of climate change spendi…",360351 +0,Sandstorms: Day II. Fuck father time's and mother nature's inbred offspring that is climate change.,118684 +1,RT @marie_sherlock: Great to be part of discussion on climate change action today with @AodhanORiordain @MayorMontague @joannatuffy…,43508 +2,What's Donald Trump's position on climate change? All of them. https://t.co/McA8LWsV9Z https://t.co/NMdo1vsfh6,889900 +1,@countmystars climate change is a problem,625953 +1,"RT @ajplus: 'You might as well not believe in gravity.' + +Leo slams climate change skeptics. https://t.co/kdzZbcZHCL",487225 +2,"On climate change, Scott Pruitt causes an uproar — and contradicts the EPA's own… https://t.co/bAdQuOhIjZ science",519097 +1,"RT @UN: #ParisAgreement on climate change is just the start. + +Climate action is unstoppable. + +Here is what the UN is doing: https://t.co/ro…",267389 +1,"RT @VanessaMezaa: conservative: global warming is a hoax +me: *provides credible sources confirming it's real* +conservative: ... thats ur op…",905883 +2,RT @AZPMnews: A new study shows climate change will have a bigger impact on the Colorado River than previously thought https://t.co/SjdVpeu…,385006 +2,RT @WSJ: California Governor Brown challenges Trump on climate change https://t.co/8HPcdCL6Xz,305987 +0,RT @ezralevant: The electric car 'charging stations' at the UN global warming conference are fake. They're not even connected to an…,258246 +1,RT @NatureGeosci: Now in NGeo: Long-term retreat of individual glaciers constitutes categorical evidence for climate change…,359269 +1,"RT @lizaCKNW980: @mikemchargue That's gutting. What's up next on the grade 4 agenda? World is flat, who needs vaccines and climate change i…",182466 +1,"cool, Taylor got her 'ass' grabbed, but I have better things to worry about like climate change, world hunger, droughts, etc.",706724 +2,RT @HenriBontenbal: Trump could face the ‘biggest trial of the century’ — over climate change: https://t.co/4TGB6QZN6l,811836 +2,RT @jaketapper: Tillerson testifies that the science behind climate change 'is not conclusive' re it being in any way man made,49866 +1,RT @heidihauf: Fantastic day inspired by ambitious Scottish Public Sector action on climate change @SSNscotland #ssnconf16,969839 +1,RT @Asher_Wolf: Who do you plan to charge over climate change? https://t.co/XhxjE0iTex,605818 +1,"RT @darren_cullen: The Uninhabitable Earth +Famine, economic collapse, a sun that cooks us: What climate change could wreak - sooner...…",957439 +1,@_u_r_n @tlhenson823 @KORANISBURNING Science denial..on climate change..are you sure u wanna go there..you'll loose… https://t.co/lHFZ7RScB4,519379 +1,"RT @davidsirota: The best way to address inequality, a healthcare crisis, poverty & climate change is to label people Bernie Bros. Also war…",621539 +2,Plan to meet or exceed Canada's 2030 climate change target to be signed on Friday https://t.co/75LxgQw1qA https://t.co/hNINCfrd0X,875589 +2,RT @CleanAirMoms: Reading: Guardian Michael Bloomberg to world leaders: ignore Trump on climate change https://t.co/R1i5zvkEAC,160275 +2,RT @HillaryNewss: Scott Walker's Wisconsin continues to scrub its websites of climate change mentions https://t.co/OIyFgSZWKr https://t.co/…,930315 +1,"How to address climate change: cut holidays, sell the car and don't have as many children, say scientists https://t.co/YZU036OHAf",368963 +0,@sallykohn That doesn't show climate change at all. In fact no single weather event can. You seem not to understand science.,750617 +1,don't worry climate change is a hoax tho https://t.co/dyddsJFRgJ,685828 +2,"RT @thejournal_ie: New US environment chief questions carbon link to global warming +https://t.co/AZsXMGu2Vj",428582 +2,RT @Slate: Trump can’t stop corporate America from fighting climate change: https://t.co/kzjle6DPWj https://t.co/9yYYcd38jN,409011 +2,RT @MyronDewey: Scientists issue ‘apocalyptic’ warning about climate change https://t.co/V6wwHHW0Ay,170586 +1,"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",863930 +1,"RT @UN: If properly managed, climate change action can lead to more and better jobs. @ILO info: https://t.co/o6Mgxasjkq…",279646 +1,"RT @LeoDiCaprio: Want to stop climate change, @UWM? See #BeforeTheFlood at your University #BeforeYouVote. +https://t.co/ubMubJMbkv",326745 +-1,RT @realDonaldTrump: The global warming we should be worried about is the global warming caused by NUCLEAR WEAPONS in the hands of crazy or…,955776 +-1,"RT @EcoSenseNow: My letter on climate change in the Boston Globe today +https://t.co/0agi94roZY +' house of cards is falling'",69876 +1,RT @JesusGuerreroH: Devastating images of what climate change looks like around the world https://t.co/tvJUmPeAb9,27627 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",962047 +0,RT @sunlorrie: I've never seen a government get away with as much as Trudeau's does on climate change. Most of what it says is abs…,383955 +1,RT @Tomleewalker: you voted for a family of hunters who don't believe in climate change,380921 +1,"@CreditSurplus it'll fight climate change, more people actually working jobs they want. https://t.co/XV8KqHG3NH",256877 +1,"How to make an outdoor woman go 😍: +1. Speak up about climate change +2. Call your senators +3. Art from @WylderGoods… https://t.co/iVn3g8RKJJ",432749 +2,"RT @Slate: At Exxon, Tillerson allegedly used a hidden alias email to discuss climate change: https://t.co/fu6UZKE1ne https://t.co/Nf5sW27X…",369008 +2,Canadians are less concerned now with climate change. Their views line up with their political support. https://t.co/2vCODQiUDV,527983 +2,"RT @Dodo_Tribe: CLIMATE CHANGE: Warming ponds can release Methane- +will have catastrophic effects on climate change, study shows… ",276757 +2,RT @americamag: Pope Francis and Patriarch Bartholomew urgently appeal for global action on climate change: https://t.co/2DLMClGc91 https:/…,542111 +1,My stepdad just 100% denied climate change and I'm FUCKED UP,534901 +2,RT @NYTScience: President Trump has made climate change denialism into official American policy https://t.co/qese095c8b,901115 +1,You'd think cheeto puppet man would be more concerned about global warming given mar a lago's future underwater location,340339 +0,RT @stephenlautens: The Rebel caught lying about journalists and climate change? That's so out of character. https://t.co/9MaLl7no1K Thx @a…,52571 +0,Gotta be a cause of global warming though https://t.co/SJuApaBXlY,572092 +-1,"RT @SteveSGoddard: If you still believe the global warming scam after reading this post, then you are an idiot. +https://t.co/Vo4w4r4DGL htt…",940394 +2,"Tillerson used alias email acct to discuss climate change issues at Exxon https://t.co/ULHHIdeH8k https://t.co/RDJ4gjjhjj +HILLARY TILLERSON",906886 +1,"“Aside from climate change, this reinvention of work is the most wicked problem facing humanity” https://t.co/Av1zeEgnu0 #futureofwork #jobs",820636 +2,David Attenborough on climate change: 'The world will be transformed' – video' https://t.co/aQ0PLMyRqe,176146 +1,RT @ayushibanerjeee: if climate change isn't real then explain why my city is on fire @realDonaldTrump,280219 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,616793 +0,"#EarthDay +Don't forget that the earth is to be burnt up at the coming again of Jesus Christ: climate change as you've never seen it...!",413788 +0,"@AQUILOGY took me a while to get to this, thanks so much. scary how 'climate change' has sort of lost its sexiness in the media meanwhile...",211785 +-1,if climate change is real why am i so FUCKING cold right now,255070 +2,"RT @Adweek: White House website scrubbed of LGBT, climate change, healthcare and civil rights mentions: https://t.co/K4u8nGXRzw https://t.c…",989978 +1,RT @AntonioParis: Texas is experiencing its third ‘500-year’ flood in 3 years. Bad luck or climate change? What do you think? https://t.co/…,697253 +-1,@MarkRuffalo @dailykos hes a climate change advocate lol. Gorsuch will be confirmed and you will lose again.,875275 +2,RT @seattletimes: How Capt. James Cook’s intricate 1778 records reveal global warming today in Arctic: https://t.co/xmw9KKwWrh (via…,383070 +1,"@decathlonsport, I'lltake Rahul Gandhi so he can see global warming effected mountains so he can play role in opposition for their bettermnt",772814 +1,RT @ichizoba: Trump doesn't believe in climate change so it's up to us Africans to keep recycling ice cream containers for stew to keep the…,303197 +1,RT @Seeker: Humans are contributing to climate change whether people agree or not. https://t.co/KBXEtBxEQh,696194 +2,RT @NRDC: Trump’s defense chief cited climate change as national security challenge. https://t.co/CoGUkzGxoI via @sciam,572375 +0,Lol they said we should stop eating beef because of global warming. I beg come again,490022 +-1,"@NewScienceWrld The really big climate change will be the one from nuclear war, which is far more likely after 8 years of cowardice by POTUS",383739 +2,RT @FRANCE24: Obama speaks out about climate change as G7 pressure Trump to honour Paris pact https://t.co/EJb6EGp0FA https://t.co/6z8fzS99…,320830 +1,RT @SenSanders: Today on the podcast: I talk to @algore about his new film and the fight to combat climate change. https://t.co/T1OuMlOXz0,841402 +-1,"Barack Obama, Narendra Modi, other leaders duped by manipulated global warming data https://t.co/QkyoDLtTMv https://t.co/nhoNxhjvrY",734435 +-1,@jnow28 @washingtonpost @PostEverything Conservatives don't deny climate change. They question the part of how much… https://t.co/tMSn1fyFVO,206587 +1,@EPAScottPruitt how stupid are you? or how much have you been paid to say CO2 doesn't cause global warming?,427822 +1,We won’t avoid dangerous climate change. That’s what the US decided last night. There’s no point pretending otherwise.',964410 +1,Mercury hitting 43° in Lahore. This climate change is real,542841 +1,Does @JoshFrydenberg agree global warming is accelerating? Will he put climate target in NEM objectives so energy delivered consistently?,884161 +-1,RT @GajaPolicy: Global warmists brace for snow dump on climate change narrative https://t.co/HcuwYRuhTA https://t.co/BMv91WERye,14989 +2,RT @RAKingham: How disastrous would climate change be for peace and security? | ABC Radio Australia https://t.co/OVFiO3pxtg via @sharethis,278410 +1,RT @grist: Trump’s win is a deadly threat to stopping climate change https://t.co/KAjSF2fTPO https://t.co/SXIJvRL2Qq,64203 +-1,"RT @TEN_GOP: 7 more dead in London because of climate change. Oh wait, nope, it's Islamic terrorism again. +#LondonAttacks https://t.co/PUqc…",658380 +-1,@LeahRBoss say what? That makes global warming just more fake news doesn't it ..,798466 +1,RT @PPICnotes: Most Californians—as well as adults nationwide—say global warming is already having an impact…,114661 +1,RT @CAROWHINE: FL voted for Marco Rubio who doesn't believe in global warming.. y'all the first damn place to go once the ice caps melt but…,613721 +2,GdnDevelopment: App for all seasons could dampen effects of climate change in Mozambique https://t.co/ylnIxuvKm2,135058 +1,"If you get a chance over next 3 days go see @tynesidecinema great Gimme Shelter Festival about climate change, migr… https://t.co/m3A0srMvez",872242 +1,RT @katalina_foster: I just wrote a paper on climate change & how do u not believe in this ppl!!!¡¡!¡,213344 +-1,RT @ClimateDepot: Climatologist Dr. Judith Curry: 'Anyone blaming Harvey on global warming doesn’t have a leg to stand on' https://t.co/pb6…,5224 +-1,"RT @LCARS_24: The concept of global warming was created by and for the Chinese, to make U.S. manufacturing noncompetitive. +--Donald J. Tru…",797470 +1,The internet reacts to Scott Pruitt’s ignorant denial that CO2 is driving climate change: https://t.co/aDf2PZXlpI https://t.co/DTEFJng3Da,277234 +1,I'm sorry @POTUS @realDonaldTrump but if you think you are going to end policies that prevent climate change you are 'WRONG'!,360636 +0,Do y'all believe in global warming?,89713 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,312856 +0,"RT @wildIifeSAFAri: You: How do you feel about global warming and energy conservation? + +Me, an intellectual: The mitochondria is the power…",950068 +1,RT @ClimateReality: Humans aren’t just driving climate change — we’re also making our oceans more acidic. That’s a big deal…,690402 +0,"Physics, cool pictures, Star Wars, the office, Neil deGrasse Tyson, and climate change are pretty much all I tweet/RT about",852129 +1,RT @averystonich: Melting sea ice and climate change... Are North Pole Expeditions a Thing of the Past? My latest for @ngadventure: https:/…,492754 +0,RT @DianeJamesMEP: #EU member states ripped off climate change policy instruments and pocketed 600 million. #BrokenSystem https://t.co/V3Vv…,623912 +1,"Impressively punchy @CNN piece on species extinction from climate change, pollution, agriculture. https://t.co/AhLIGBIROp",907492 +1,This is the other way that Trump could worsen global warming https://t.co/A2CdxENrU0 #Washington_Post #America #NEWS https://t.co/X8C7hXa5HG,406068 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,615733 +1,"RT @Johngcole: Scientist: The eclipse will be just like this... +People: Wow, you were right. +Scientist: Now about climate change +People: S…",128609 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",813525 +0,@SarahNourse @mattdurrer What are your thoughts on global warming? #sarahmakethisvideo,224729 +0,"Trump, a shocked Vatican, and ‘papal’ climate change https://t.co/8uw661mxZy",43143 +0,RT @michaelhallida4: Malcolm Roberts - 'CSIRO have provided 0 empirical evidence on climate change' Journalist - 'Do you believe in God Sen…,294719 +1,RT @1followernodad: Cut out beef & cheese at the very least. Donate to climate change orgs. Reduce your impact. https://t.co/UXmftxepKY,922007 +1,Talk number 2 on the effect of climate change on estuary fish. Interesting research Julia! @juliabrueg #UoMscicomm,362769 +1,@IvankaTrump - so much for making climate change a signature issue. Your dad just put all of us on the wrong side of history. #noPruitt,177571 +1,The biggest risk to African growth is climate change.' - Paul Polman. Image via @villageclimate #climatechange… https://t.co/gGZUlo6Km0,917085 +1,"RT @ChristopherNFox: Dear everyone concerned about tackling #climate change post-Trump win - Don't mourn, organize! As Obama said: 'Show up…",715572 +0,@MattBevin Do you believe in climate change?,893927 +0,"RT @RBReich: I'm often told that climate change is a middle-class issue, and the poor care more about jobs and wages. The... https://t.co/9…",695627 +2,How can we trust global warming scientists asks David Rose https://t.co/yiRmLK4ap2 #FakeNewsMedia,280658 +1,RT @nickvelazquez1: But I thought climate change wasn't a real thing and science is fake? https://t.co/IHFXFB7ccg,824924 +2,"@wef: Many young people fear climate change and poverty, as much as they fear terrorism https://t.co/eCJAy5Jg3K https://t.co/8mZi2K271b'",958917 +2,RT @docrocktex26: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/HBhvIYgL1T,289458 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,737634 +1,"@aliamjadrizvi You know the whole climate change debate isn't just about a rejection of evidence, but what the action to take should be.",414576 +1,"RT @SafetyPinDaily: 'A big box of crazy': Trump aides struggle under climate change questioning | By @MartinPengelly +https://t.co/yiEmRpIXw0",574046 +1,@andyserling That's right. Aqueduct has an indoor studio. With climate change we can expect more aberrations at Belmont in the future.,212582 +2,RT @EW: Frozen star Kristen Bell sings a song about climate change for Netflix doc https://t.co/FzuqOqrRkn,654566 +1,"RT @EcoInternet3: Would you have kids, given #climate change?: KUOW https://t.co/qFPagx1p6p #environment More: https://t.co/sKIZdxI5vy",185902 +2,"Year-in-review: Fires, climate change and oil round out Canada's top five energy stories of 2016 https://t.co/LpBQG7OwBN via @ipoliticsca",422636 +2,RT @GuardianUS: Top US coal boss Robert Murray: 'We do not have a climate change problem' https://t.co/JanMVnjbvD,163669 +1,"RT @matthewshirts: Donald Trump isn't the end of the world, but climate change may be https://t.co/cf1k4F3DkE via @smh",746872 +1,@LACreoleman @Shareblue @KailiJoy His views on climate change have already insulted Antartica.,814023 +1,#OtherUsesForDeadBodies Stack around your home to hold back rising sea levels due to global warming. https://t.co/JyTUy0Tr8J,590270 +1,Find out which resilient cities are fighting back against climate change & how we can create sustainable communitie… https://t.co/N7pRg3eSpZ,47129 +0,RT @killmefam: because of global warming boobs are going ixtinct,39595 +0,Postingan ini mengajarkan jika es dikutub meleleh bukan karena global warming tapi karena cowok cuek tiba-tiba... https://t.co/HwrbBdJDHS,635245 +1,RT @termiteking: And people who know climate change exists but do the bare minimum or nothing at all to slow it https://t.co/AyYTdFRZtj,967119 +2,How climate change may drive extreme weather - https://t.co/Nk76rN3Irs.. Related Articles: https://t.co/qn347Ia49c https://t.co/l9HOZSZ8DX,338028 +1,"RT @HSSocialMedia: #Fake statement: Trump says 'nobody really knows' if climate change is real https://t.co/t8E1rCb065 Yea, we do.",407763 +2,The CDC's canceled climate change meeting is back on — without the CDC https://t.co/eUQJpxQjsD,400426 +1,"RT @altUSEPA: SCOTUS: The harms associated with climate change are serious and well recognized. +https://t.co/Z0OS3LHNB6",644855 +1,"RT @janpaulvansoest: Fasten Seatbelts: Here's what it takes to limit global warming to 2 degrees, the Paris Climate Agreement Goal. https:…",683445 +1,The Vita Green Impact Fund is exactly the right investment vehicle for #SDGs & climate change mitigation https://t.co/FgvujJdfjU,11007 +0,If Donald trump wins the presidency & hell actually freezes over he'd probably just be like 'I told you global warming was a hoax' #Vote2016,804621 +2,"Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges via the @FoxNews https://t.co/051VyOiKTt",824095 +1,RT @Fredday95: can scientists focus on like global warming and jet packs instead of trying to convince us dogs aren't our friends,607769 +0,RT @KateAronoff: I can't wait for Elon and Ivanka Trump to solve climate change by empowering women to work 16 hour shifts building…,177839 +0,RT @COP22: In 4 days the most ambitious climate change agreement in history enters into force. Have you read #ParisAgreement?…,407156 +1,Fight corruption to fight climate change https://t.co/nCaCUn4TFk,539035 +1,Malcolm Turnbull must address the health risks of climate change | Michael Marmot - The Guardian https://t.co/ruezAl5q1l via @nuzzel,985743 +0,global warming save me,798697 +2,"RT @AlrightTV: Grizzly bears go vegetarian due to climate change, choosing berries over salmon' | via @telegraph https://t.co/hw7dO8OlFs",853941 +0,@ABC7Chicago climate change is good???,838496 +1,Trump...u r now living in a beautiful planet called earth. U do realize about climate change right? So wth r u doin?,999337 +-1,Harold J. Satterfield explains Democrat logic & global warming / climate change. https://t.co/vhjJ1hBcFe,989643 +1,"RT @ProfTyndall: All I did in 1859 was establish the physical basis of the Greenhouse Effect, weather & climate change https://t.co/BETMueU…",656367 +1,@paulkrugman The science of global warming is settled.,222056 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/9Pt0BmDfNl,33750 +1,"Before you form an informed an opinion on climate change, look it up yourself, from good sources! https://t.co/roKa2JwYxt",899948 +2,"Paris climate change deal becomes international law. +https://t.co/VDuroPSkhF",960168 +0,Denying climate change is fighting to . Our Supreme Court. Editorial boards across the successes of health insurance.',437029 +2,RT @washingtonpost: Top download from any federal site right now is Park Service report on climate change https://t.co/v90orihg5C,396837 +1,RT @scottzolak: This global warming sucks,780101 +1,RT @mikalawalker: And y'all still don't think global warming exists?????? https://t.co/jCZwN2U4d3,892139 +1,RT @AndrewBuncombe: India and China now taking up climate change leadership Trump has ceded https://t.co/avCcXPbDA0,430474 +2,"RT @AP_Politics: Former VP Gore, a leading voice on climate change, says talk with Trump 'productive' +https://t.co/osoiD18VJB",143748 +1,RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,16882 +1,RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,633913 +2,Perils of global warming could sink coastal real-estate markets https://t.co/zmjASuBXxs,84212 +-1,@neiltyson LOOOOOOL. Claiming climate change (due to human co2) is scientific is the most laughable thing to ever come about.,489141 +1,"So... do people who don't believe in climate change just... think NASA is wrong??? +I mean...it's NASA we are talking about. +The. NASA.",242842 +2,RT @africarenewal: #Africa will meet only only 13% of its food needs by 2050 because of climate change @africarenewal explains…,45595 +2,"Trump and Merkel to talk NATO, Ukraine and climate change - Deutsche Welle https://t.co/YrbKFmmCpC",645763 +0,wow... epekto ng climate change siguro... https://t.co/5daBmdYeyH,631611 +1,A supercomputer in coal country is analyzing #climate change #EuroTimes https://t.co/ynvlJ5wzid,805697 +1,"RT @matthaig1: People who disagree with global warming because, say, it's snowing must really wonder how planes fly if gravity works.",815044 +0,Is climate change just a hoax? Who knows.,181914 +-1,"RT @Longshoreman20: Ah the Intellectual Elites. They know best! +World leaders duped by manipulated global warming data https://t.co/aNNAj4v…",886762 +-1,@DRUDGE_REPORT 'Trump veers off script on climate change.' It's just one reversal after another. Alt right are suckers. Trump = Obama 2.0,106644 +2,"RT @prashantrao: Despite its climate change goals, China is pushing to dig more coal https://t.co/LwHYbqCWus",128354 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,501621 +1,RT @RepLoisFrankel: #Floridians know the impact of climate change - it's real & happening now. Hope @POTUS takes this report seriously http…,594640 +1,Cartoon: If the media covered climate change the way it covers Hillary's email https://t.co/SjzTuoGEVJ,988110 +1,@dlomax77 @mattyglesias @perrymj Might need it to shore up against flooding from climate change.,35216 +0,Lol love this: climate change's a threat to Mattis bc it'll make terrorizing the mideast to secure US oil assets a… https://t.co/6c4JZD4W8x,847700 +0,@Pinetree1772 must be global warming,524659 +2,Seth Meyers drills Donald Trump and Cabinet on climate change https://t.co/KxYsQeBwBj # via @HuffPostComedy,634628 +1,Human-caused global warming contributed strongly to record 'snow drought' across the westernmost U.S. in 2015 https://t.co/cwjgE8FGvc,789802 +2,RT @TIME: Pope Francis gave President Trump a copy of his encyclical on climate change https://t.co/zl5f1L3m7X,222960 +1,Katharine Hayhoe dropping some serious truth about human caused climate change and how our political views shape... https://t.co/mHUVQhcaZG,438339 +0,How hot are you on global warming? Try our climate change quiz https://t.co/u1MmvDRxI6,857533 +1,@realDonaldTrump @fema @DHSgov Rising sea levels make hurricanes more destructive so addressing climate change would be a good start.,365585 +1,"RT @erikaheidewald: Our brains can't comprehend a threat as big as climate change, so we keep squabbling amongst ourselves as the earth gro…",485678 +1,How many people will your lying about climate change kill? https://t.co/btkSTVlGmH,485794 +1,RT @jwag19: Can't tell if it's 91 degrees in November because of global warming or because America is burning in Hell,484258 +1,"Front page of @nytimes. I don't like to get too political but sorry, climate change is not a hoax. https://t.co/EMIXQhPWPC",759275 +2,Satellites help scientists see forests for the trees amid climate change https://t.co/WQVSXAmmOL via @physorg_com,728861 +2,Trump's climate change shift is really about killing the international order https://t.co/s6JWa4Oaya,394339 +1,"If humanity wakes up and survives climate change, Trump's deserved legacy will be the exact opposite of his own deluded sense of self.",718419 +1,LRT lil man shredded climate change deniers and roasted the potus in less than 45 seconds ������,886099 +2,RT @OfficialJoelF: Miami could be underwater by 2100 due to climate change https://t.co/32RaAoeyTN,260626 +1,RT @ChristopherNFox: Archived Obama White House #climate change website lives on here: https://t.co/6rzeEFBZkj #ActOnClimate,959249 +2,Texas AG Ken Paxton sides with ExxonMobil in climate change case - Austin American-Statesman https://t.co/YMRBQgcl4b,383953 +-1,"If global warming is real, then why is it snowing in mid April? Checkmate atheists!",77904 +2,RT @highlyanne: US Department of Energy asking grant recipients to remove 'climate change' and 'global warming' from abstracts. https://t.c…,592713 +0,RT @michaelhallida4: Malcolm Roberts - 'CSIRO have provided 0 empirical evidence on climate change' Journalist - 'Do you believe in God Sen…,509935 +1,"RT @acaaiberri: ps: it's global climate change, not global warming, some areas experience cooling & it still does harm",44961 +0,"@Austan_Goolsbee Please get real about climate change. Study the facts, and no, your not a good scientist",156788 +1,@EPAScottPruitt You have zero science knowledge but think you can dispute carbon dioxide's role in climate change? #zerospine #unqualified,49596 +2,RT @nobby15: Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/7BkZZEe1wI,317195 +2,RT @EcoInternet3: Biskupski joins U.S. mayors asking #Trump not to obstruct efforts on #climate change: Salt Lake Tribune https://t.co/2Kmt…,253580 +-1,RT @JackPosobiec: EU leaders just spent a week lecturing Trump that climate change is a bigger threat than ISIS,925541 +1,"RT @katesictibet: #Tibet is driver +amplifier of global warming, effect more pronounced than at S and N Poles @chellaney @DhardonSharling",996470 +2,Man-made global warming makes droughts and floods more likely #engadget https://t.co/onUqq11FD7 https://t.co/41vzfGg8S1,720382 +1,How we know that climate change is happening—and that humans are causing it https://t.co/rXFB4R2f3Y https://t.co/zWb5wv8DmL,996491 +1,RT @GuardianAus: Why I decided to write a novel about catastrophic climate change for teenagers | James Bradley https://t.co/r5QxW2xZ55,442911 +1,Global climate change action 'unstoppable' despite Trump https://t.co/JcOKfRGSgH #AGENDA21 #SUSTAINABILITY,656429 +1,.@EPAScottPruitt in 1965 LBJ recognized the threat of man-made CO2 in climate change. How can you not now? https://t.co/4E9Gqdx3im,314828 +1,RT @fusiontv: These mayors from around the U.S. are taking a strong stance to fight climate change. #TheFeed https://t.co/O2iiURXMla,164569 +2,Cloudy feedback on global warming https://t.co/XV2FLoVqRo,364113 +1,when ur enjoying the nice weather but at the same time u know it's just bc of global warming https://t.co/ricLIB1Xkh,631797 +1,RT @wmilam: THIS. Dealing with the inevitable global disaster of climate change should be humanity's #1 priority. Trump denies…,925840 +2,KCCA receives sh3.6b for climate change plan-https://t.co/Pm0x4gCeCx https://t.co/GkYeRbBLaW',986632 +-1,RT @roycan79: FORKED-TONGUE: Candidate Jill Stein 'My AG will prosecute Exxon for lying to the world about climate change.' She i…,984334 +-1,RT @BigJoeBastardi: Apparently human induced climate change is trying to trick you into believing its natural cause it resembles reversals…,313770 +1,How global warming leads to slower snowmelt—and why that's a problem - Science Magazine https://t.co/MeEdMsogdp - #GlobalWarming,995652 +1,"RT @UN: If properly managed, climate change action can lead to more and better jobs. @ILO info: https://t.co/o6Mgxasjkq…",606616 +1,"RT @JosephKahn: Hey kids, global warming is real. You're going to fucking die. Bye.",898133 +2,Mark Carney: firms must come clean on exposure to climate change risks https://t.co/gnN28tL0IM #Business https://t.co/0uT3Oz9uwS,233275 +2,"Depression, anxiety, PTSD: The mental impact of climate change https://t.co/53uqF5c8jo https://t.co/IvI34oF6Sx",478394 +1,"My usual concerns: climate change, sustainability, preservation and archaeology. Now: Holocaust and civil war prevention. #notinmycountry",34600 +1,RT @ObscureGent: A climate change denier announced as head of the EPA. https://t.co/oogsMrScI6,128590 +2,RT @ClimateChangRR: The past tells us Greenland's ice sheet is vulnerable to global warming https://t.co/rEAiqtISXe https://t.co/p0U6ejDDWO,316885 +2,"RT @NYTScience: Exxon Mobil has turned on the Rockefeller family, which founded the company, over climate change https://t.co/O6hr04X9Xn",703877 +1,"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",195951 +1,"RT @JoelRDodd: I worry that people think that climate change is something that happens and then it's over, like some sort of disaster movie.",320835 +1,"RT @katelunau: Normally I veer away from personal stuff, but today I wrote about reconciling parenthood & climate change: https://t.co/MIQJ…",340854 +-1,RT @joncomulada: Me looking for scientists that got rich by propagating the idea of climate change. https://t.co/NQ03qTHaVf,471122 +0,RT @KanteFacts_: Kante's heat map for this season has accelerated global warming by 10 years. #KanteFacts,275136 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,73874 +0,"RT @reallyyBecky: No but Ozone and global warming and stuff. + +https://t.co/WRcBCcz7yi + + #tuesdaythought https://t.co/R0xytDe7wv",582984 +1,RT @GoogleFacts: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/RUawmbsrvo,708487 +0,@_BabyKhai In all seriousness. Them hoes adapting and it's not hard for them because of global warming 😭😂,891222 +2,"RT @cnni: In a speech in Montreal, former US President Obama addressed the issues of climate change, populism and propaganda…",776056 +1,"RT @NYMag: If elected, Donald Trump would unleash catastrophic, runaway climate change, writes @jonathanchait https://t.co/1gPnH8PTQs",945020 +1,@POTUS global warming is affecting recruiting https://t.co/XnjPpPsXfe,527178 +1,RT @MikeRMatheson: @EdKrassen @realDonaldTrump He is a climate change denier everyone!! Do NOT forget that!!! ‼️‼️,90969 +-1,"Obama blames ISIS on climate change, guns & George Bush. + +If we could all just follow his model in Chicago.... + +#ObamaLegacy",241589 +1,Eight photographers discuss the effects of climate change and why we should protect our planet https://t.co/edVFIv8mVQ,839595 +0,"ME: Inciting political violence is bad. + +THIS DUDE: lol you care about climate change! https://t.co/blDTNYuT4K",885746 +1,"@notaxation Clinton would've been a shot in the foot. Trump is a shot in the head. +On climate change alone devastating beyond comprehension.",890907 +1,RT @ClimateReality: Why should you care about climate change? The real question is: Why shouldn’t you care about climate change?…,427949 +-1,"@SteveFirescobb You're not the first. As a matter of fact, all I've EVER heard linking man to climate change are alternate facts.",836805 +0,"RT @jason_walker24: @BuffTheBill 'Donald what are your thoughts on global warming' + +'Well I..' + +'IT DOESNT MATTER WHAT YOUR THOUGHTS ARE'",524993 +1,#IntriguingRead: Shell made a film about climate change in 1991 (then neglected to heed its own warning) https://t.co/2arIOouGCA,400330 +1,RT @LaurenGaffney: @drinaldi09 global warming is real !1!!1!1!1,40001 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,827895 +-1,"RT @RyanMaue: Just wait until next week, Sally. You'll be begging for some 'global warming' https://t.co/1hVIulcqGy",194330 +2,Farmers in #Zimbabwe are adapting to climate change with new maize varieties https://t.co/gWzbhPZfml via @dwnews,605339 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,187586 +1,RT @sciam: Q&A: Why it makes business sense for Trump to tackle global warming https://t.co/V2PysFRXQ9 https://t.co/Q4xQUXjife,223384 +0,@VNGiapaganda @RedKahina @lstwhl to climate change than grain-fed. They require much more space and live for longer per cow & are smaller.,856324 +1,Denying climate change is denying scientific authority - wonder what impacts this has on liability of deniers https://t.co/nbUk4FHEmZ,427286 +1,"If you're looking for good news about climate change, this is about the best there is right now - Washington Post … https://t.co/NdX20ZYDDB",773417 +1,RT @RachaDawg: When people are convinced that climate change isn't real & global warming is a conspiracy theory lol https://t.co/NYeZTAAVUb,610935 +2,"RT @SafetyPinDaily: At G-20, world aligns against Trump policies ranging from free trade to climate change | Via @washingtonpost +https://t.…",928383 +1,"RT @AndrewGillum: ICYMI: During my interview w/ @WMFEOrlando, we talked climate change, healthcare, education, & good jobs for FL. +https://…",285088 +1,"RT @chrislhayes: Before ppl in the US feel the worst effects of climate change, the world's poorest and most vulnerable will. https://t.co/…",949875 +1,RT @ZosteraR: The ocean is losing its breath – and climate change is making it worse https://t.co/w0mzbdwYtj #oceanpessimism,490997 +1,Due to climate change concerns I will not be performing at the Trump inauguration. 🦄,558021 +1,Counterintuitive: Global hydropower boom will add to climate change https://t.co/wvZcQfoZUZ,536071 +-1,(1/2) Sydney has ONE hot night (yes a BOM record) & couple hot days & it's 'global warming'. YET overlooked is the COOL spring/Dec so far.,797296 +0,RT @DebraMessing: #AlGore & climate change https://t.co/C5POR7dDnJ,713988 +1,RT @WIRED: The $280 billion a year coastal cities are spending on climate change is propelling some ingenious engineering https://t.co/2ld5…,468512 +2,RT @BelugaSolar: Donald Trump actually has very little control over green energy and climate change https://t.co/cKamQurLWC,90276 +1,Now! https://t.co/XZIiWxvQXy Al Gore calls on the American people to fight climate change: https://t.co/xRlSWIIoco #bestbuy #job #np #musi…,681580 +2,"#IndianExpress �� Study claims over 59,000 farmer suicides linked to climate change in India, writes sowmiyashok | https://t.co/VhOznVnZyJ",863298 +1,Here's @chrisasolomon for @outsidemagazine on 'poetry of fact' and climate change—my latest annotation @niemanstory: https://t.co/JKmCLnVMKC,262334 +0,"RT @f_talmon: The three-minute story of 800,000 years of climate change with a sting in the tail https://t.co/899yGIRSSU https://t.co/A0UqS…",761688 +-1,World leaders duped by manipulated global warming data https://t.co/HPuVxVsHmx via @MailOnline,474484 +2,Google's Earth Day doodle sends an urgent message about climate change https://t.co/fdApHHB1lF by #TIME via @c0nvey,453626 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,893020 +2,Is it O.K. to tinker with the environment to fight climate change? Not everyone thinks so. https://t.co/PFArHo8P1y,158250 +0,@MimiJungKING5 in your face climate change,325774 +1,If you can't see the symmetry between climate change and systemic violence against marginalized communities it's because you decide not to,987394 +0,RT @Dannity12: @immigrant_legal Bloomberg talking climate change. ������������������,976623 +1,RT @pablorodas: Why do you think there are still many climate change deniers in the world... despite almost all scientists agree? Which is…,93638 +2,"RT @AJEnglish: 'Whether you believe in climate change or not, the law of physics will continue to work & ice will continue to melt… ",918517 +1,RT @Oxfam: A stark reminder of why we need action on climate change: https://t.co/UxpgTiC0ww #ClimateMarch #WhyIMarch https://t.co/i3sKi3qX…,588494 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,561559 +1,RT @og_mr_d: Before the Flood wasn't perfect documentary but it got the message right: America isn't doing enough to fight climate change #…,39846 +0,100 most popular slogans on climate change https://t.co/Cg3EMPYESA #climatechange2,317217 +0,Harry is coming up with a tweet about the dangers of global warming,890432 +-1,RT @lauracorella138: Honestly shut the fuck up about 'climate change'. Like you fucks really give a shit. Stop fronting.,999007 +0,RT @CheyenneClimate: cclconservative: Pres Trump's choice for Chair of Counsel of Econ. Advisors brings another climate change and CF&D… ht…,810123 +2,RT @crampell: NY AG says Tillerson used alias email to discuss climate change. 'Wayne Tracker.' https://t.co/Enw7fURRZ8,147363 +1,"@eighth888 @MissLizzyNJ And you're right,we can't control the climate. But climate change is not a hoax ��",917237 +2,RT @climate: The U.S. coal industry’s most outspoken champion has climate change policy advice for Trump https://t.co/63m3cOD1ck https://t.…,935625 +0,RT @jaimemaussan1: El hombre mas peligroso del mundo Donald Trump is betting against all odds on climate change…,598897 +1,"RT @SEforALLorg: Energy, health, education, food security, gender equality, jobs, climate change, #SDGs: they are all linked.…",901969 +2,Trump begins tearing up Obama's years of progress on tackling climate change https://t.co/ZmJLGGwe8T https://t.co/vmJng79BYg,731073 +1,RT @k2komatsubara: Need a holiday gift? Check out a children's book on climate change and its impact on endangered species. #NGSSchat https…,367002 +1,RT @ClimateKIC: ‘Climate action is unstoppable’: This week’s 10 biggest climate change stories https://t.co/iLUE2zT9mu…,580024 +2,Chicago mayor Emanuel posts EPA’s deleted climate change page https://t.co/4ix3iwVGGm,46657 +1,But @realDonaldTrump doesn't accept climate change as real https://t.co/3pCqV2RvIY,516423 +2,Medical scientists report on the impact climate change is having on health | John Abraham https://t.co/6WzgJA7t9F https://t.co/GbRc1eAYpp,317461 +-1,"There are morons out there who will criticize someone for not accepting their 'climate change gospel', but...",813396 +1,"RT @sufisal: Terrorism, poverty, disease, external threats, climate change & new PM rushes into action & sets up #AyeshaGulali commission.…",786200 +1,One of the reasons people aren’t doing enough about climate change? It calls for long-term thinking:… https://t.co/bcnyRb3xRu,903918 +0,"So, you want to work as the White House chef? Tell me, do you agree with the consensus about climate change?'",916679 +1,RT @nickgourevitch: GOP climate change denial is getting further & further away from average voter. New @Gallup data shows global warmi…,895062 +0,"RT @_Zeets: 'It's not the end of the world!' + +[Trump administration kills climate change action plan] + +'It's just the beginning of it'",645413 +2,RT @nytimes: Republicans used to say 'I'm not a scientist' when confronted with climate change. Here's what they say in 2017: https://t.co/…,239215 +-1,RT @charliekirk11: America should not do deals with leaders that think climate change is a bigger deal than killing ISIS. #ParisAgreement,50745 +2,This scientist used to doubt climate change was melting a huge Greenland glacier. Not anymore. https://t.co/Qx8QLOBB0C via @washingtonpost,915959 +0,"This is a goid, important piece but I doubt climate change has much to do w it. We would see same problems in clima… https://t.co/1DjW7FKEXU",680269 +2,"< Trump taps climate change skeptic Scott Pruitt to Head EPA + +https://t.co/wEJOaJQ6DO via @ShipsandPorts",507439 +1,"RT @KamalaHarris: We have many fights ahead of us, including climate change, tax reform, and more. Get ready. We’re going to need you in th…",278670 +1,trum/p denying climate change and trying to defund research/measures to stop it is what could actually ruin the planet for everyone,987332 +1,In this instance pulling the DONG out (of coal) is great protection (from climate change) https://t.co/QJpMlhIVp0 #ClimateAction @DONGEnergy,897824 +1,RT @patriottitan: @geography_411 climate change is definitely taking effect. Its a real thing that shouldn't be ignored. Changes and action…,760084 +0,@Cornfedmofo @LatestAnonNews shameful is that you haven't done the world a favor and killed yourself yet. Do your part for global warming.,377672 +-1,RT @DVATW: We can but hope. It’s time the entire fraudulent nihilistic “climate change” industry was brought down to its knees https://t.co…,720111 +1,RT @BillNyeSaves: Some people don't believe in climate change. Bill has a lot to say about that. #ParisAgreement https://t.co/KWcr078Kr3,148333 +1,"RT @Fusion: Rick Perry, former climate change denier & current Trump pick for Secretary of Energy gets questioned by Senate: … ",18001 +2,Trump's transition: sceptics guide every agency dealing with climate change | US news | The Guardian https://t.co/NxHmknCZL0,176580 +2,Ita-Giwa hails Buhari on climate change agreement https://t.co/weG0SwnYV7,865907 +1,"RT @W1LDBABE: i can't believe there are people who 'don't believe' in climate change. this isn't santa clause, have y'all STEPPED outside???",760698 +1,"RT @VABVOX: If only we'd had a candidate who believed in science. + +“Trump to name climate change denier as head USDA scientist” https://t.c…",555961 +0,one minute I can talk about equality & global warming the next minute i talk about my desire to get head from @nickjonas,289943 +1,climate change is here folks and I am not talking about the weather,557662 +2,"RT @NCStateCHASS: Study from @NCState prof., alum finds that many officials need to see damage before planning for climate change… ",56317 +2,RT @thehill: CDC cancels major climate change conference https://t.co/XBiyqljy34 https://t.co/kwb6apDCLy,64574 +0,@mjoonsz will it help global warming tho,960014 +1,@RICgallery @MCOcreate @JustinTrudeau needs to come to the US and smack some sense into Donald Trump. He believes climate change is a hoax.,502585 +2,RT @RogueNASA: Energy Department climate office bans use of phrase ‘climate change’ https://t.co/oH8Tuct4jV,87463 +0,Video lecture: the crisis in Syria and role of climate change https://t.co/CfDugeygRd,401364 +2,RT @coilltenews: Before the Flood review – DiCaprio's level-headed #climate change doc https://t.co/jrY6tT9Qee via @guardian,394488 +1,RT @mechapoetic: you can compost all you want but the biggest perpetrators of climate change exist at the level of production and that's wh…,491133 +1,RT @BraddJaffy: 'You and your friends will die of old age and I'm going to die from climate change.' https://t.co/Yl2oSriNbs,973856 +1,RT @ClimateNexus: Secretary of Defense James Mattis: The lone climate change soldier in this administration's cabinet…,641764 +1,"Theresa May must challenge Trump's 'contempt' for climate change, say MPs +Theresa in Trumperikkka #Resist +https://t.co/j8kqRIJfvK",828004 +1,"RT @ClimateCentral: House Republicans buck Trump, call for climate change solutions https://t.co/210d3MF0Yd via @Newsweek https://t.co/hckX…",18286 +1,"Heartland Institute still peddling misinformation to teachers about climate change. This is propaganda, not science. https://t.co/eJyBiRg0ZT",177451 +2,Research links aquatic ecosystem changes in the Chinese Loess Plateau to anthropogenic climate change… https://t.co/mx2nZwuNI7,400095 +2,RT @capitalweather: The Trump transition team for DOE is seeking the names of employees involved in climate change work…,235654 +1,RT @plantbasednews: How to beat Trump on climate change? https://t.co/TGbnlXER36 https://t.co/OBRC8wBSLr,504997 +2,RT @RoseBartu: Jane Goodall calls Trump's climate change agenda 'immensely depressing' https://t.co/9fiYBoj07n https://t.co/bPcUJjahKh,44676 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,232848 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",754102 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,369179 +1,"RT @AstroKatie: If you were going to be a single-issue voter, not making global warming even worse would be a good issue to choose. https:/…",897666 +0,Gonna be 71 today. Obviously that proves global warming.,62160 +1,RT @TimCurran8: Why 2℃ of global warming is much worse for Australia than 1.5℃ https://t.co/HWb7qXRWXl via @ConversationEDU,642020 +-1,RT @JohnColemanMRWX: Donald Trump is sworn in as President-The climate change pages are removed from the Presidential website. Hooray.…,625952 +2,How ancient Indus Civilisation coped with climate change https://t.co/5qyD6rfDK7,667079 +1,RT @WaladShami: Literally all these countries are making such technological advancements meanwhile we elected a climate change deni…,209160 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,75681 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,652128 +1,campaign positions: fight climate change this summer: New York's largest environmental and consumer advocacy group… https://t.co/KPEkc2PkX2,531151 +0,"@billmaher You actually want to equate poison gas to global warming? You are a twisted coward. Talk like that to an educated opponent, loser",2722 +1,RT @LOLGOP: All the evidence in the world isn't enough to get the GOP to fight climate change. But no evidence necessary to den…,374393 +1,"RT @extinctsymbol: Eating meat is a leading cause of habitat destruction, species extinction and climate change: https://t.co/i4EkZI4Wh6",275027 +1,"RT @NYCMayor: If we want to take on climate change, our city must make changes. Tomorrow's #CarFreeNYC is a glimpse at the future…",363705 +1,"RT @NYTnickc: Trump, who once called climate change a hoax by the Chinese, tells Michigan crowd: 'I'm an environmentalist.'",359007 +1,RT @NRDC: President-elect Trump hasn’t changed his mind on climate change. #ActOnClimate https://t.co/JKDJnB0LOh via @Grist,439851 +2,"China: We did not invent climate change, despite what Donald Trump says https://t.co/C3s3Hzr05U #NewslyTweet",707488 +1,"RT @DavidCornDC: If you don't believe #NASA scientists about climate change, then you're allowed to look at the eclipse without special gla…",733771 +1,RT @KathyDoratt7: It baffles me that some people actually believe that climate change is a hoax... like how blind do you have to be??,62594 +1,RT @Mojado420: Worried for the future of climate change,947800 +1,RT @rammadhavbjp: On global warming we have moved into a leading role with an ambitious agenda of generating 175 GW renewable energy - PM #…,49936 +1,"RT @haroldpollack: Dems are out of power, but represent American majority on issues ranging from health care to Russia+climate change. Proc…",696416 +2,RT @drmabon: Megacity planning must change in four years to limit global warming https://t.co/eUfcMSK97v,367837 +1,To say that President Trump's position on climate change is pathetic is a huge understatement. #TheResistance #SenSanders #ResistingHate,336493 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,507888 +1,RT @ChrisCuomo: Don't have to be a scientist to accept climate change is real and understanding why we see more and worse storms ma…,753226 +0,"RT @AmyAHarder: In Antarctica, @JohnKerry: 'We haven't won the battle yet' on climate change, avoids mentioning President-elect Tru…",924621 +1,RT @CescaPeay: Hi I'm Francesca and I study coastal resources and how climate change affects coastal communities.…,683521 +2,"RT @VladimirPutin24: On climate change, Scott Pruitt follows the lead of Vladimir Putin - Daily Kos https://t.co/2vSXt4cO03",171998 +0,"RT @bhelle008: @OFCTMarangya 1st yung cyber technology na kay bilis!2nd yung social media and 3rd climate change na di pwede baliwalain + +#A…",530936 +-1,Mikey here.The global warming myth was started by menopausal women. Condoms however did kill the barrier reef.,918928 +1,The Paris Agreement is essential to our future on earth. Let's combat climate change together. #GlobalCitizen,183618 +1,Does he know climate change was invented by the Chinese? https://t.co/HPR9BHNmBC,810651 +1,RT @MtnMD: RT @DanRather Actually ppl do know climate change is real - like scientists &almost ev other head of state in world. https://t.c…,538429 +2,RT @nytimesbusiness: Trump has ignored climate change warnings from scientists and the government’s own research. Will he listen to CEOs? h…,17292 +0,"RT @ezralevant: Really? Name someone more conservative on illegal immigration, radical Islam, global warming, school choice, EPA, d… ",612878 +1,RT @ClimateReality: “Our response to climate change bears on the future of our people and the wellbeing of mankind.' https://t.co/U1E2VgbAi…,549338 +0,"Y'all can thank me later. I think I just solved the biggest problem in the universe. + +I'm not talking about global warming, terror, hollow…",656850 +1,"RT @liberalfish: 'for the Middle East and North Africa (MENA), climate change means uninhabitable weather conditions' - https://t.co/8BDKHq…",938984 +0,I just had a conversation with a man who claims to be more on the conservative side; about global warming and republican justifications,418967 +2,EPA chief: Carbon dioxide not 'primary contributor' to climate change 》 》 https://t.co/0KV4k30yaU https://t.co/t7o9jOZ9Sa,10225 +2,Pope's academy tells priests to teach global warming https://t.co/AkmKaKxxYe,693756 +2,"RT @PacificStand: Life, liberty, and the pursuit of climate change https://t.co/SS65X24oAd https://t.co/i6kR81RmrI",826579 +2,RT @ProfTerryHughes: 'We can't be passive bystanders': Scientists call for dramatic re-think on #GreatBarrierReef & climate change https://…,608823 +0,RT @CubaRaglanGuy: Just like 'I'm not a scientist' deflects all conversation on climate change. #Bullshit https://t.co/G5zpFzUEj6,984282 +1,"RT @moodtrble: - women's rights +- lgbt rights +- planned parenthood +- black lives matter +- climate change +- education +- disabled p… ",116899 +1,Your clever tech won't save you from health-damaging climate change https://t.co/EaIp8DF73J,843047 +2,RT @HuffingtonPost: Trump meets with physicist who claims 'benefits' of climate change 'outweigh any harm' https://t.co/JDLznALGFj https://…,205810 +1,"RT @princesspayyton: hi! +this is your friendly reminder that global warming and climate change is real and we are killing our planet! :-)",371751 +2,RT @FoxNews: Conservative columnist under siege after N.Y. Times debut on climate change https://t.co/N7o2O2JbtJ via @HowardKurtz @MediaBuz…,730326 +1,"RT @blkahn: The White House website has flipped. Among other things, Obama's climate change pages are gone… ",839779 +-1,RT @_Makada_: Pope Francis 1st said Trump is bad for wanting to build a wall & now lectures him on 'climate change' in his huge palace prot…,638660 +0,RT @luisbaram: If you are not in the top 5 focus on ADAPTING to climate change and not on reducing your (almost irrelevant) emissions.,501365 +2,RT @afreedma: 9-year-old sues Indian government over climate change https://t.co/u8TbWEo06h,903151 +1,RT @KKaaria: Population growth and climate change explained by Hans Rosling https://t.co/fhHEv1wflG,430402 +2,Scott Pruitt's office deluged with angry callers after he questions the science of global warming - Washington Post https://t.co/vrIH9VTJq8,459795 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",68984 +1,"RT @ZEROCO2_: It might seem like an impossible task sometimes, but this is how we can limit global warming to 1.5°C https://t.co/aCkaqCaJDi…",936898 +2,China to Trump: There is no climate change hoax and Ronald Reagan and George Bush are the proof https://t.co/49kJgVdbul,661532 +1,"When u say u want 2 deny climate change,defund a women's right to rule her body,keep muslims&mexicans out, n every1… https://t.co/PPwTYSLvxB",279188 +1,RT @iansomerhalder: @LeoDiCaprio Im so grateful for the time you took to tell the important story of climate change in #BeforetheFlood Than…,487213 +1,"Stopping global warming is only way to save Great Barrier Reef, scientists warn https://t.co/F9gYg6iyAK <- See Here… https://t.co/uZ54uBgB7D",509057 +2,"Tackling climate change is the “biggest economic opportunity” in the history of the US, the Hollywood star and... https://t.co/BHShnz5bGh",807970 +1,How much CO2 does it represent. How much of it will you leave untapped to avert dangerous climate change? https://t.co/FmGXGgoxvk,718635 +1,"Plus, with a few more years of rampant, uncontrolled climate change you might not even notice the sudden temperature change",632701 +1,climate change is not negotiable and Alaskans want jobs that don’t jeopardize our children’s future'-https://t.co/raU8teCUS3 @lisamurkowski,513009 +2,"Suicides of nearly 60,000 Indian farmers linked to climate change, study claims https://t.co/NsAJEIENVF",18226 +2,"RT @washingtonpost: Bolivians face historic drought, and global warming could intensify it https://t.co/gxzmDK1K4M",125945 +2,Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/LRJUROK7hh,322452 +1,RT @BBAnimals: The effects of global warming https://t.co/twFnLF4XNw,930689 +1,"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",404179 +1,RT @UNEP: Closing the #EmissionsGap means increased efforts from all walks of society to fight climate change: https://t.co/75o3K4ZjYn,642274 +2,RT @ClimateCentral: Celeb-packed @yearsofliving wants to make climate change a voting issue https://t.co/LVhsrFLoiX via @mashable…,972217 +-1,"RT @tedcruz: If you believe in global warming, read this. The Obama science-deniers hide & try to cover up 18-year-long 'pause'… ",416424 +2,Trump to roll back use of climate change in policy reviews: source https://t.co/4l7RFw6Oy0 https://t.co/QSSHK3trma,660989 +2,RT @Slate: Is Trump going to purge the government of anyone who accepts climate change? Maybe! https://t.co/wA2tUkCJLx https://t.co/wu5ynhk…,667008 +2,"RT @likeagirlinc: Don't kill US #climate plans, 15 states warn #Trump | Climate Home - climate change news https://t.co/KYtop2rgMs via @Cli…",205234 +2,RT @dcexaminer: Federal government email suggests censorship over 'climate change' https://t.co/fAhNcVo0hx https://t.co/BD1Z2xNnYf,626169 +1,".@rogermarksmen you can add global warming to that list! Snow often marginal in UK, but some of these now cold rain instead of snow",330491 +1,We rly need to start listening to Leonardo DiCaprio because global warming is real & happening like how tf is it 80 degrees in November,806050 +1,RT @jficarra_: How does one 'not believe' in global warming when there's a natural disaster happening weekly,758624 +1,And that therefore the satellite data is excellent evidence attributing global warming to human greenhouse gas emis… https://t.co/bCNyhIudn7,928975 +1,RT @Truthdig: How global warming has intensified Hurricane Harvey's destructiveness: https://t.co/HsGvYS8fap https://t.co/Pz0N5BdDcO,74962 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,609705 +1,These handsome elephant seals are helping us track climate change | Esther Tarszisz https://t.co/qOElZo3yrc,732852 +1,"RT @EricHolthaus: It’s official: The guy in charge of Trump’s climate policy doesn’t think climate change is real. +God help us.…",192927 +2,RT @mcspocky: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming…,494702 +1,"RT @Forbes: You have the power to help stop climate change. 9 things you can do in your daily life: +https://t.co/RtDehhPguS https://t.co/dm…",873399 +0,RT @themoneymaekerr: He doesn't believe in climate change guys,185312 +2,RT @USATODAY: Trump isn’t just rolling back climate change regulations. He seems ready to kill the science behind the effort. https://t.co/…,896070 +2,RT @earthguardianz: Kids just won the right to sue the US government over climate change: https://t.co/X495jVF7so https://t.co/hHtdC9c6iK,410372 +2,RT @TheEconomist: The ocean is planet's lifeblood. But it's being transformed by climate change https://t.co/CSsjVNBjUk,328796 +2,"RT @PoliticsFairfax: With their livelihoods vulnerable, farmers demand the Coalition government does more on climate change https://t.co/eV…",164276 +1,"@specterman1 @jules_su @Enunwa4MVP @realDonaldTrump That same president who said global warming is a lie? Yeah, he's very well informed.",754421 +1,"Not asking about climate change or police brutality, so @ninaturner thinks those aren't issues either? #BadLogic… https://t.co/T5zSbtKgmZ",616570 +2,"RT @ajplus: Rapid Arctic ice melt is driving extreme weather across North America, Europe and Asia, climate change scientists t… ",702291 +1,RT @TEDTalks: New photographs by @PaulNicklen carry a dire warning about climate change: https://t.co/fDaYTQNa6f,189099 +1,RT @washingtonpost: 'Al Gore offers to work with Trump on climate change. Good luck with that.' https://t.co/3w5uUhkM89,864150 +1,Change climate change - Sign the Petition! https://t.co/rV5RgPROM2 via @Change,584881 +0,"RT @JeffreyGuterman: #Trump has selected Myron Ebell, a climate change and global warming skeptic, to lead the @EPA transition team.…",470737 +1,@dickjunior7 @Cagewm who stands to gain by telling you climate change is made up? Oil corporations.,916488 +-1,IMAGE: Stop global warming hypocrisy! https://t.co/HA5PBBeo56 #globalwarming #climatechange #hoax #fraud #fail #lie,514117 +1,"RT @RedTRaccoon: Clean energy is the path to a cleaner environment. + +We must work to build wind farms and fight climate change.…",668802 +1,.@smcfetridge piece in today's @DMRegister paper talks about how our communities will be affected by climate change https://t.co/nLI9Wvqhdq,538161 +1,"In a universe where climate change becomes more undeniable, do you think Punxsutawney Phil will be a last resort that winter can go on?",392631 +2,Kids sue state over climate change https://t.co/3oYaHdI7Jt,444793 +0,@br0nzKeden @mrewl @AzusisCielura I prefer feral climate change,114803 +-1,Pres. Trump listed facts about the Paris global warming treaty. Democrats like John Kerry and Jerry Brown are lying to you! #WakeUpAmerica!,269789 +1,"If climate change is a myth, why all the effort to quash discussion? + https://t.co/uaYbzEBjhZ",934677 +-1,RT @politicalelle: Seeing liberal leaders tweet frantically about the deadly nature of climate change but not radical Islam is truly someth…,130248 +2,"RT @IndianExpress: Study claims over 59,000 farmer suicides linked to climate change in India, writes @sowmiyashok | https://t.co/2V9XvFLBak",787897 +1,RT @ClimateCentral: Trump's pick for Interior: “Consistent votes in favor of fossil fuels and against taking action on climate change.' htt…,967798 +1,RT @nowthisnews: Watching President Obama talk about climate change will make you miss common sense https://t.co/S0iqZPBfEL,850679 +1,"RT @UNEP: From algae to polar bears, see how the loss of habitat caused by global warming is affecting the Arctic ecosystem:… ",641058 +-1,Al Gore and cronies continue getting richer from the global warming hoax,797956 +1,RT @Anthony: Basically doesn’t want public to hear about climate change. https://t.co/TrQdNhBLux,2279 +1,"Yes, let's not believe the many scientist on global warming, but instead, let's believe @ScottPruittOK - what a joke.",969628 +-1,RT @LarryT1940: #Glaciation that has been happening throughout all our ice ages. The climate change geeks mistake this for global w…,39087 +1,"As climate change spreads drought and famine across West Africa, Africans are forced onto a 'road of fire':… https://t.co/iDIPqjTfdb",923025 +-1,@ConjuringAlias 'climate change' =excuse for govt control. I drive a 71 caddy that gets 9 mpg. A Tesla is worse but 'good' to the left,394981 +1,...and then back to nah those folks that don't 'believe' in climate change are just nuts,150977 +1,"RT @JonasEbbesson: This isn't climate denalism, but climate panicking. Republicans simply shit scared & dare not deal w climate change. htt…",111142 +2,EPA removes climate change information from website https://t.co/mcn6FjdgZ8 https://t.co/7b6iXJlDNe,502793 +-1,The entire global warming mantra is a farce. Enlist in the #USFA at https://t.co/oSPeY48nOh. Patriot central awaits… https://t.co/6esiqJ13Xt,359615 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",298995 +1,"@ret_ward Yes, please dolisten to Branson. He supports gas as part of the logical solution to climate change. Listen to ALL his ideas",421987 +1,RT @350: Make no mistake -- climate change is the greatest security threat of the 21st century. That's top military saying:…,679895 +1,"RT @GaiaLovesMe: @nytimes + +How can you dudes still publish a paper when global warming has flooded out New York? https://t.co/JBa2VHYvBl",634947 +1,@JasonBordoff @StevenMufson Shareholders instruct Exxon to recognise that fighting climate change affects their bus… https://t.co/wBcdyfSaGX,319265 +1,"RT @juiceDiem: Before I go to bed: + +If you think flag burning is a bigger issue than refuting scientific evidence of climate change, you ne…",513115 +1,"RT @PaulBegala: For a guy who doesn't believe in global warming, EPA Admin. Pruitt sure is sweating a lot in his interview with @jaketapper…",388689 +2,Britain gave £274 million to a controversial climate change organisation without knowing where the money goes… https://t.co/OoqUJS5UZG,529309 +1,"the EPA is extremely important but just one part of curtailing climate change. if this disturbs you, get involved o… https://t.co/2Lau4ciKFp",878721 +1,RT @victorsozaboy: Some major cities round d world turned off their lights last night to draw attention to global warming. Thanks Lagos for…,97228 +1,Enjoy your camping trip: How #climate change helped Lyme disease invade America https://t.co/dJbJTalE4Y via… https://t.co/D2EsxC5Nqm,426257 +1,RT @davrosz: Australia just had its hottest ever winter thanks to climate change https://t.co/yrQn4HMA5A,805502 +0,"RT @girlziplocked: I move that we start calling 'climate change' 'climate fuckery.' + +All with me, retweet.",386776 +-1,RT @AbnInfVet: Man-made global warming is still a myth even though they now call it climate change. Enlist ---->…,532585 +1,Father James Martin: Why is climate change a moral issue? https://t.co/PzjyhJ4C4M via @YouTube,917519 +1,"And there it is... New head of EPA, Scott Pruitt, is a climate change denier �� Way too many people taking that blue… https://t.co/noSi8EL7hL",678292 +1,How a warming planet drives human #migration. https://t.co/aykUupDPoK #climate #globalwarming #dataviz #klimawandel #ActOnClimate #geography,824661 +1,"stp with the global climate change, put your efforts toward selling the sizzel EV's and PV's the key is more homes with solar #solarchat",510872 +0,RT @XHNews: What's in the remote universe? How were stars born? How will climate change? Answers might be found in #Antarctica…,928084 +1,"RT @edXOnline: �� ✅ Climate change is real, so why the debate? Learn how to respond to #climate change denial with @UQ_News: https://t.co/BH…",890743 +1,"RT @Thom_astro: I took the #ParisAgreement to the ISS: from space, climate change is very real. Some could probably use the view…",362738 +1,"Says the birther, climate change denier, and man whose entire campaign was based on inspiring hatred of 'the other.… https://t.co/CYAhbJxSTC",963412 +2,Donald Trump picks climate change sceptic Scott Pruitt to lead EPA https://t.co/3ePmuXg2jF,399087 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,475016 +2,RT: Trump Energy Department tells staff not to use phrase ‘climate change’ https://t.co/N7ErUjz5J7 https://t.co/ejLhmvOBLT,946355 +1,"RT @charlesdelamide: We have to face the reality of climate change. It is arguably the biggest threat we are facing today. + +#MAYWARDSkrengg…",116126 +1,"RT @concertcurls: remember kids, global warming is fake according to your president",867727 +1,Trump s environment chief pushes effort to question climate change science: …… https://t.co/V9VJN6CB8l #ClimateChange #CO2 #GlobalWarming,674438 +2,"RT @thinkprogress: Brace yourself for a bitterly cold winter, as climate change shifts the polar vortex https://t.co/TKrnPz6LIx https://t.c…",173193 +2,RT @CNN: This forest mural has already been washed away. It was designed to send a chilling message about climate change…,983029 +1,"RT @The_RHS: The RHS Science team are researching how climate change is likely to affect what we grow, and how we grow it -…",972030 +1,"RT @MahoganyRoraima: Illegal logging contributes to deforestation, extend global warming, causes loss of biodiversity. https://t.co/CvYBUpw…",298725 +1,RT @PunitRenjen: Transparency is a critical step towards addressing the risks associated with #climate change. Pleased to join globa…,297447 +1,"#UnLockYourWorld The Weather Channel shuts down Breitbart: Yes, climate change is real https://t.co/03ezntBL0C",273743 +0,4 big questions for this year’s climate change conference in Marrakesh. https://t.co/plKYWUgryR,810360 +1,"RT @MeckeringBoy: Dog save us from the lunacy of +Science ignoramus and climate change denier, @GChristensenMP + +Or goodbye…",591489 +1,A bully doesn't always get his way. No witch hunt against our devoted scientists and climate change workers. https://t.co/k5MjYV8kJ6,951715 +1,RT @SenSanders: We can win the war against climate change. We can win the war in transforming our energy system and can put millions to wor…,991922 +2,"Reuters: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/4Tw3hcFm2E https://t.co/9y07c9fmP8",397285 +1,Trump should take a lesson from Wile E and trust science. 'Trump says nobody really knows if climate change is real… https://t.co/Mx4tps4pLT,981707 +2,RT @guardianeco: Humans on the verge of causing Earth’s fastest climate change in 50m years | Dana Nuccitelli https://t.co/oh3SsueXqS,461613 +-1,@StephzillaNJ because climate change is a myth,546490 +1,RT @KarenLDukes: Malcolm Preston tells it how it is - luckily for him he chose to take action. What will you do about climate change? https…,933137 +1,"RT @ClimateTalker: https://t.co/VTHrfchm4e In front of eyes, the effects of climate change are here and now.",387807 +1,RT @nowthisnews: Women are disproportionately affected by climate change around the globe — these leaders are trying to fix that https://t.…,860718 +1,RT @OllieBarbieri: Country with the 2nd highest greenhouse gas emissions on the planet just elected a climate change denier as president. #…,962293 +2,RT @BBCNews: Prince Charles co-authors Labybird climate change book https://t.co/uUnB8ed696,851842 +2,"📢 #ClimateChange +People prepare to fight their governments on climate change https://t.co/rcJ9VoUL7T +#KRTpro #News",687224 +1,Climate deniers blame global warming on nature. This NASA data begs to differ https://t.co/y9QBkLwTBE,350927 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/tPATBCHvVk,153041 +0,"RT @EricBoehlert: i'm glad you asked... + +'e-mail' mentions on cable news since Fri: 2,322 +'climate change' mentions on cable since Fr…",347801 +0,"... this not climate change, infrastructure, taxes, wages. When it comes to #healthcare your dealing with people lives. Human beings.",967444 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,379584 +0,"Lmfao you dumb af if you think climate change is causing all the fires and hurricanes, it's clearly Gods wrath for us making pineapple pizza",38839 +-1,RT @SaveLiberty1st: Graph of CO2 and temperature for the last 600 million years. No correlation=CO2 doesn't control global warming. Cli…,234776 +1,"RT @mattmfm: Trump team now trying to purge federal employees who've worked on women's issues, climate change, and gender equali… ",59150 +-1,"RT @MiltonWolfMD: Nice try, @TheHill. The term 'climate change denier' is pure propaganda. + +How about we start calling pro-abortionis… ",277946 +-1,"RT @Motofe: We've had coal forever, long before 'climate change' what was done? https://t.co/77R9YFbe1v",455172 +1,RT @GhoshAmitav: S Mumbai esp is facing greater cyclone risk because of climate change. Evacuation & other resiliency plans urgently needed…,795472 +1,"RT @commonmolly: Peasants, indigenous peoples been calling attention 2 climate change & food 4 decades @focussouth @via_campesina #GAID2017…",199460 +1,RT @ilo: What are the risks and negative impacts of climate change on employment? Find out: https://t.co/ZcUqGDWjFi #COP22 https://t.co/QQz…,697332 +-1,"RT @GroverNorquist: Why does the Left refuse/fear to debate the science of Global cooling/global warming/now climate change? +Confident peo…",873508 +1,"RT @AlexSteffen: American journalists have largely convinced themselves that climate change is not a serious political issue, because polli…",55448 +1,RT @350: Myron Ebell's org has taken millions from ExxonMobil and Big Oil to deny climate change. Now Trump wants him at EPA…,271418 +-1,"RT @NaughtyBeyotch: With video. According to liberals, you MUST accept their dogma on global warming... https://t.co/pNy74eg3aW",427186 +2,"Mayes: public consultations on composting will be done by mayor's climate change working group, chaired by Coun. Jenny Gerbasi",254439 +1,@POOetryman No wonder he doesn't understand global warming & environmental science. Doofus can't understand what ma… https://t.co/I97Lt3V8ZL,866402 +1,RT @catfuI: The new president of america is going on trial for raping a 13 year old girl and doesn't believe in climate change,830042 +1,RT @poppynao: so in america they accept weather predictions from a groundhog but deny climate change evidence from scientists? lol,381308 +1,"RT @LordFernandooo: if you do not believe in climate change, then you do not believe in facts",604185 +0,When I say I'm doing my speech over global warming. https://t.co/YGdaanyVgn,214680 +1,RT @WorldResources: 4 irrefutable truths about #climate change https://t.co/A6Ha5ksK3P #climatescience #Pruitt https://t.co/nDXWDQrvvy,155121 +1,RT @UN: 2017 @UNFCCC Adaptation Calendar features women leading efforts to build resilience to climate change…,961657 +1,The global warming hiatus never actually happened | Popular Science https://t.co/Fci25zsJFG via @PopSci,699501 +-1,RT @craftyguy2: California legislature just passed a phony climate change tax to pay for all the illegals and deadbeats ..,342700 +2,"RT @kemal_atlay: 'Abandoned all pretense of taking global warming seriously': Hamilton exits Climate Change Authority, blasts PM https://t.…",901440 +1,Because there is no silver bullet... And climate change is the major risk https://t.co/wITz97mCuc,434264 +1,"RT @GavinNewsom: Trump: +- No one knows if Russia hacked us +- No one knows if climate change is real +- No one knows if facts matter https:/…",85278 +-1,"RT @GadSaad: Hey @BillNye, you are off the hook. It's due to boredom not climate change. We found the culprit! https://t.co/xCjFhJJfpo",100965 +1,RT @astro_luca: Awareness and understanding of climate change is the first step to make a difference. It must be a global effort. https://t…,217527 +1,"RT @JeffersonObama: Reject science, climate change, technology, trade, culture, human rights, women's rights...embrace Rural Nihilism =WIN…",123750 +1,RT @annemariayritys: 'No challenge poses a greater threat to future generations than climate change'. ~ President Obama #climatechange…,698172 +1,This photographer is documenting the unparalleled beauty—and effects of climate change—in America's national parks https://t.co/xsQXYquzU2…,211140 +1,Golden Gate Park joins Badlands in defying Donald Trump by tweeting about climate change https://t.co/fVUITT9bJw via @PalmerReport #resist,685822 +0,"RT @cantdancebryan: Theory: the more a guy cares about climate change, the better he is at giving head.",122182 +1,"RT @fiona_stout: I don't really care what your political views are, but how can you not 'believe' in global warming. It's not Santa Claus,…",521266 +2,Federal Highway Administration changes mentions of ‘climate change’ to ‘resilience’ in... https://t.co/5fzWJzar3I by #washingtonpost,940738 +0,Trump really doesn't think global warming is real man 😭,26747 +1,RT @AyyThereDelilah: Florida's dumb ass voted Trump now y'all gone be underwater because Republicans don't believe in climate change.,147646 +2,RT @nowthisnews: Donald Trump is standing down from the fight against climate change - but Angela Merkel and Pope Francis are steppi…,432370 +0,"@CNNPolitics @jaketapper why should we be surprised, folks in the Carolina's have outlawed climate change",176573 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",853233 +1,RT @michikokakutani: 'Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees' via @voxdotcom…,892020 +1,RT @MikeBloomberg: .@LeoDiCaprio's #BeforetheFlood on @NatGeoChannel tonight puts focus on reality of climate change & need for action. htt…,720051 +1,"Whatever you do, don't question global warming. It is real, Bill Nye said so. https://t.co/4ggtxn13mJ",680896 +0,@PressSec @POTUS Due to global warming and hot temps construction jobs are up. Wait your boss doesn't believe the jobs report?,415612 +1,"RT @IvoryGazelle: Hello, 911, me again. I know you told me the spider is harmless, but now it's saying climate change isn't real",687365 +1,"RT @Sightline: How do you talk to kids about climate change? @Afahey collects tips from scientists, activists, and more. https://t.co/VqMRq…",457788 +1,Next ten years critical for achieving climate change goals - 2017 via /r/worldnews https://t.co/s8CNXyEAhp,643372 +1,@SirKeyblade It looks like a global warming ad of the rising of the sea level in the last years,469737 +1,@LDrogosPhD I'd say it's because of climate change but I wouldn't want to sound like a conspiracy theorist to none believers of science.,924119 +-1,RT @tan123: Gasp: 'head of the EPA says he does not agree that carbon dioxide is the main driver of climate change' https://t.co/km4iPk5i1l,74199 +2,RT @HirokoTabuchi: China warns Trump against abandoning climate change deal https://t.co/Epm84gjSfN,64261 +1,@realDonaldTrump are you going to discuss climate change? Or is that still a hoax perpetrated by the Chinese?,969782 +0,"@tazgezwitscher GUTEN MORGEN TAZ >kann global warming uns retten?< +bitte artikel zum Merkel und freundin Ivanke W20… https://t.co/PF3bh0ruX9",642054 +1,We love this from Robin Wood in the 'Animals Disappear' that address the problem of climate change ice melting.… https://t.co/XqgOOWd4IA,513476 +-1,@quinnessential @neiltyson climate change is a hoax,179246 +2,PolticsNewz: G20: #Trump left alone against the world on climate change https://t.co/l19qUhRiZG https://t.co/Ft49eyBDJz,626489 +1,"RT @greenbelt: Read our Partner @christian_aid blog about the banks, climate change and our #BigShift Campaign for #gb17 +https://t.co/BUXW…",605207 +1,RT @GeoffGrant1: National Parks are perfect places to talk about climate change. Here's why https://t.co/HJZ8njSJRz https://t.co/QinEAgNcGb,925190 +2,RT @SmithsonianMag: What can robot shellfish tell us about climate change's impact on marine species? https://t.co/gAcw9wbN8k,17656 +1,RT @myumeow: fuck everyone who still says global warming isn't real https://t.co/gZk51Xl402,424378 +1,"RT @Donnaphoto: Well now isn't that just magic, Donnie? No climate change anywhere. I bet that's sugar or photoshopped… ",23126 +0,RT @MlLLIC: dean's gonna breathe and people will blame him for global warming 💀,85035 +1,"RT @AltYelloNatPark: Its called Rapid Global Climate Shift, otherwise known as 'climate change' and its very very real. https://t.co/Ezrx0m…",671968 +1,"RT @EnvDefenseFund: 75% of our energy is being wasted, costing us billions & contributing to climate change. Six key solutions. https://t.c…",879343 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,39698 +1,"RT @MarkBoslough: Please use right word @JenniferLudden '[Pruitt] has expressed skepticism about climate change'. It is DENIAL, not skeptic…",831994 +1,"@MikeOdenthal @LOUontheSUBWAY Gotta go with Mike. Yes, something like global warming is complex to solve ... becau… https://t.co/cE4uWipOCI",972043 +2,"RT @ReutersPolitics: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/XIaB60VvHi",80042 +2,RT @NYTScience: Donald Trump could put climate change on course for the 'danger zone' https://t.co/FLz8FMN4uJ,653855 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,925611 +0,We'll flood the world with our tears and cause the worldwide flood before global warming and melting glacier does tbh,632272 +1,@timothyswillis @Shed_The this makes me sick. Damn global warming,885334 +2,A million #bottles a minute: world's #plastic binge 'as dangerous as climate change' https://t.co/hm2r52yjwF,712101 +1,But climate change is still a hoax! Thanks @GOP deniers! https://t.co/uheveyDuHD,804707 +1,"RT @vectorpoem: We desperately need more accurate ways to quantify the costs of: +- climate change +- inequality +- the ad-driven web https://…",503748 +1,tweeting FACTS about climate change is now considered an act of defiance & resistance but thank U @BadlandsNPS @GoldenGateNPS & @NASAClimate,803579 +0,i'm giving a speech on global warming tomorrow and i'm so nervous wish me luck @sebtsb,8063 +0,Courting Disaster: I noted yesterday that blue-state-level action on climate change is only… https://t.co/Eh0iUNpon4 | @washmonthly,246888 +0,"RT @RaccoonEggs: With all the icebergs melting from global warming, it's no wonder they had to shut down Club Penguin",185058 +1,NOW will our future Cabinet acknowledge climate change is real? https://t.co/6sf7I2Lu3b,558666 +2,EPA removes climate change page from website https://t.co/ZnnuyANKgy,261978 +1,Ship made a voyage that would not have happened without global warming https://t.co/UvbnslF9Ph https://t.co/CYSu2r4Rmn,887511 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,577972 +2,RT @SpaceWeather101: Prominent Russian Scientist: 'We should fear a deep temperature drop -- not catastrophic global warming' https://t.co/…,375639 +0,RT @mustynutass: If global warming isn't real why did club penguin shut down,569549 +1,"RT @funder: Trump names Scott Pruitt, Oklahoma AG suing EPA on climate change, to head the EPA #WTFtrump + +#trumpleaks #Resist https://t.co/…",809525 +0,"me: we need snow smh fuck climate change +*snows* +me: https://t.co/DfNYsKyyOC",508433 +2,UN climate chief bites tongue after Trump de-funding threat | Climate Home - climate change news https://t.co/tLj9TaMagv via @ClimateHome,784182 +2,#YourNewsTweet - Ivanka Trump meeting with Al Gore on climate change https://t.co/A6Yy9abjpu,247968 +1,Cities are looking for ways to adapt to climate change and build more liveable urban spaces: https://t.co/vHpi7Wgt39 #Cities4Climate,822037 +2,RT @NBCNews: President Trump delays whether to endorse climate change deal during G7 Summit https://t.co/aQjf58dQcT https://t.co/1oZ8WyRpSu,671963 +2,RT @IndyUSA: Emergency campaign launched to convince Trump climate change is real https://t.co/Z1zWKuX8Ws https://t.co/i1r1VwSquj,342636 +1,RT @2030solutions: Calling all global innovators. Apply for up to $7M in funds to stop climate change. #ActOnClimate #Solutions2030 https:…,353884 +1,"Some guy at my work was tryna talk about how global warming wasn't real because if how cold it was, I was gonna go off but my break was over",536473 +1,@BrianJeanWRP @wordpressdotcom what is the WRP plan to fight climate change?,958025 +-1,"RT @omnologos: Hypocrisy never far from alarmists. @EdwardJDavey now wants debate, when climate change minister he complained abou…",453263 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,247154 +1,RT @nytimes: Air-conditioning created a demand. Then it contributed to climate change. Which made us want air-conditioning more. https://t.…,642782 +2,RT @ClimateDiplo: Pacific finance ministers want broader definition of #fragility to include #climate change vulnerability: https://t.co/nS…,127405 +2,Extreme summers driven by human-caused global warming: study https://t.co/G1vpNVSEnW,171571 +1,The land of america seems to think that climate change is inconsequential..,692608 +0,RT @_richardblack: Some climate change advice from Lord Farage... https://t.co/4YEiTozX66,722094 +1,"Whoever says global warming isn't a thing, I could slap you rn��",231420 +0,RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,732973 +1,RT @Thom_astro: So much snow it looks like cream! Let’s tackle climate change and safeguard nature’s balance #SDGs @UNFCCC…,571171 +1,Rick Perry is climate change denier who wanted to abolish DOE. Not fit to run it! VOTE NO! @SenatorLeahy https://t.co/JAp7ReXeKJ,445873 +1,Fighting climate change isn’t a ‘waste of money’ — it’s a good investment https://t.co/9dkwPFhYeB,747612 +2,NY AG says Tillerson used alias in emails on climate change https://t.co/D31K9CnegD,665780 +1,RT @jimsciutto: We are in a parallel universe when CIA nominee refuses to answer whether he believes climate change is real.,98572 +1,Your clever tech won't save you from health-damaging climate change https://t.co/jmIWWFJJNC https://t.co/1Czee0T5Xl,810531 +1,Where are all those 'free speech' people and why aren't that protesting Trump's censorship of 'climate change' ???,532411 +0,"RT @planetepics: This iceberg's parents melted, so now it fights global warming by i_speak_python via reddit https://t.co/NlOLEezOnY",716517 +2,"From Trump and his new team, mixed signals on climate change https://t.co/W069xkOAAw",78092 +-1,RT @TeamTrump: .@realDonaldTrump will cut taxes & cancel billions in global warming payments to the UN so we can use that money to…,878650 +0,Five reasons Harvey has been so destructive - it's not only about climate change.. Related Articles: https://t.co/pDqgfkaVxQ,250167 +1,Socking !! CNN: Harvard study: Exxon 'misled the public' on climate change for nearly 40 years. https://t.co/Adm8IWZvSU,561802 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,54599 +2,RT @FindingBad: Website maps Vanuatu climate change flooding risk https://t.co/1Dbbs7QCB9,376314 +1,RT @World_Wildlife: Polar bears are the poster child for the impacts of climate change on wildlife. Read more: https://t.co/IRKTfJaZQC…,829462 +2,Court delay hands Trump victory over Obama climate change rule https://t.co/ZsfxA8ZBmo,906254 +1,RT @deborahblum: The left and right agree: Fox News destroyed EPA chief Scott Pruitt over climate change https://t.co/17fGZlKcIS,328750 +1,"RT @SangyeH: He hasn't read anything about climate change. Nothing. But he's sure it's not a problem. +#IgnoranceIsDeadly +https://t.co/6FxQ…",62835 +2,RT @SoleCollector: Nike joins group urging Donald Trump to fight global warming: https://t.co/LiJQ2D5Tx4 https://t.co/gsCIimVf4F,152840 +1,"RT @cenkuygur: It's not too soon to talk about climate change in light of #HurricaneHarvey, it's too late. Climate change makes storms more…",631814 +1,Health and climate change - real & interlinked. Risks increasing. Doctors have a duty to speak out. And we should l… https://t.co/9GtHPkpjxZ,948369 +1,Why the media must make climate change a vital issue for President Trump - The Guardian https://t.co/ZZE3OQVhDg,886813 +1,Perspective | I worked on the EPA’s climate change website. Its removal is a declaration of war. https://t.co/poyt0pvJ4w,679933 +1,Vitally important new report and survey on how to engage with the public about climate change from @climateoutreach https://t.co/ZLfzPdspt4,765946 +2,China blames climate change for record sea levels https://t.co/AopuNoUekp via @Reuters,479213 +1,"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",719534 +0,"if CA can’t build the bullet train using our own money, then how was the state going to pay for a satellite to monitor climate change?' +2/2",928187 +1,“The Earth’s ice is melting fast due to global warming” by @okomaorg https://t.co/BXlCxwqVZc,509505 +2,RT @eapsMIT: #EAPS Prof. Emanuel weighs in on how climate change fueled #HurricaneHarvey https://t.co/j91TbvwqoE via @WIRED https://t.co/NU…,159729 +0,"RT @poetastrologers: RT if you're lonely but cute like the moon +Fav if you're bout to rage & turn the f up like global warming in 2017",776422 +1,RT @dailyleopics: using his Oscar speech to get his message out about climate change https://t.co/k0S2vrkC3K,855704 +2,"EPA removes climate change data, other scientific information from website https://t.co/XSIrV0mXQt via @USATODAY",628375 +1,"RT @EricBoehlert: CNN up to 1,400 'email' mentions since Friday. + +'climate change' mentions? 12",399045 +2,RT @USPressWorld: What Trump's executive order on climate change means for the world - CNN https://t.co/1Pl92t6w4C https://t.co/u3Rzw2V3Rb,112975 +1,"RT @thewheatdealer: 'you and your friends will die of old age, I will die of climate change'",383098 +2,RT @engadget: EPA head suggests CO2 isn't a 'primary contributor' to climate change https://t.co/Xri1kpaxqm https://t.co/GCpJzmon7S,943000 +1,@WriteWithDave look at him taking coal into parliament just as a massive climate change induced heatwave was about 2 melt Australia,680546 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,176958 +0,"RT @JacquelynGill: No, my job depends on the fact that climate changed after the ice age. Even if neither were true, I'd research some…",926840 +1,"RT @LeymahRGbowee: Prayers up for Sierra Leone. May God heal this grieving nation. +Environmental degradation is dangerous, climate change i…",786062 +2,Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/o8e3DuS0JR #climatechange,718277 +-1,"RT @JohnKStahlUSA: Obama fired top scientist to advance climate change plans. Barry wouldn't do that, would he? #tcot #ccot #gop #maga http…",303684 +1,These photos force you to look the victims of climate change in the eye https://t.co/3UACtbToY1,13676 +1,"@realDonaldTrump picks: Interior Secy: Sarah “Drill, Baby” Palin; DOE: oil/ gas tycoon Harold Hamm; EPA: climate change denier Myron Ebell",717504 +2,Rex Tillerson may have used an alias to communicate with Exxon officials about the risks of climate change… https://t.co/EXygCjG5An,655258 +1,"RT @brookejarvis: I first read this as 'climate change disaster,' which would be a good headline too +https://t.co/64zAWUd3yQ",798363 +2,"In executive order Tuesday, Trump will dramatically alter US approach to climate change: https://t.co/AVKf0czlS5",539209 +-1,RT @BreitbartNews: “We who voted for you consider stopping this climate change madness one of your key promises.” https://t.co/sGfq6IwCKa,977311 +1,"@realDonaldTrump Let's see if we can find a xenophobic, racist, sexist, climate change denier who thinks the poor s… https://t.co/Zb3pbF21tZ",856360 +1,RT @KamalaHarris: Republicans are playing politics with climate change on behalf of Big Oil. We gotta fight.,891124 +1,I clicked to stop global warming via @Care2: https://t.co/OhNiK3sUVk,129845 +0,@AlexxKoenigg @KarenMKunkle plug your butt hole then if your so worried about methane causing global warming. How many millions fart a day?,62309 +2,RT @GlobalWarming36: Recent pattern of cloud cover may have masked some global warming - Ars Technica https://t.co/L15R1QEA8J,721596 +1,RT @MIKEPRSM: It's gonna be in the 60s this weekend?We popping the fuck out. But also gonna sulk in the realization of climate change and o…,679318 +1,Conservatives are willing to combat climate change — when it’s not called “climate change” #Trump… https://t.co/idKibzou7u,183048 +2,"Trump revokes Obama climate change rules, declares end to ‘war on coal’ https://t.co/bAQL23bGP6 https://t.co/HP3cJcXXyp",947094 +2,RT @climateprogress: New study: 'Super heat waves' of 131°F coming if global warming continues unchecked https://t.co/2xNhwsQaVI https://t.…,610037 +1,"Addressing global warming - currently, just 15 dirty ships emit more nitrogen & sulphur than all world cars combined https://t.co/N1DqVixqsX",888099 +-1,RT @kdlewis04: World leaders duped by manipulated global warming data https://t.co/Csoda7W0br,483694 +0,@reachthesoul @cnni Let's see if we can kick that global warming up a notch and make Alaska bearable again!,888565 +1,"RT @mcspocky: Energy Dept climate office bans use of phrase ‘climate change’ https://t.co/65wMy4Wn97 +#Resist #Resistance…",462102 +1,"EPA chief wants his useless climate change 'debate' televised, and I need a drink https://t.co/k0naFEGtVl via Maria Gallucci",982749 +1,RT @ChelseaClinton: Horrifying research shows correlation between global warming & rise in diabetes cases: https://t.co/DYp6Sru91c,77582 +1,RT @RobertKennedyJr: EPA chief still doesn't think humans are the primary cause of climate change https://t.co/7r8r0OpYol via @HuffPostPol,240528 +1,"RT @KamalaHarris: From DACA to climate change, so many important issues being debated right now. Talk to your representatives & tell them w…",251362 +2,RT @thehill: EPA removes climate change page from website hours ahead of #climatemarch https://t.co/vYgnC9sYxX https://t.co/JpUs8CLryD,491327 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,588281 +1,"RT @EvamMaulik: The Guardian: On climate change and the economy, we're trapped in an idiotic netherworld. https://t.co/WGNxomXX6c +#climatec…",29092 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,592675 +1,"I call on all parties to the #ParisAgreement on climate change to ratify it, without delay. - @UN_PGA Peter Thomson… https://t.co/tF1kAHuHQ9",517808 +0,RT @CColose: 1/N Thread coming. @SecretaryPerry doubles down and argues 100% human contribution to global warming 'indefensible.' https://t…,790088 +0,@nickgillespie 'Steve Bannon' is new 'climate change.',53256 +0,RT @Franklin_Graham: When we look to the Bible it can bring about something even more important than climate change—It can bring about a he…,630724 +2,"Depression, anxiety, PTSD: The mental impact of climate change - https://t.co/FHV2G0i2P8",828451 +0,RT @Will_Garber: I want a climate change debate between @rushlimbaugh and @BillNye,514038 +1,"RT @Seasaver: All seven species of sea turtle are on the @IUCNRedList. Overfishing, climate change, habitat destruction & polluti…",299256 +1,"RT @LeoDiCaprio: Want to stop climate change, @UWM? See #BeforeTheFlood at your University #BeforeYouVote. +https://t.co/ubMubJMbkv",156626 +1,"RT @AJEnglish: In Pictures: Surviving climate change in Bangladesh +https://t.co/BGWTaxJ4Jp https://t.co/XAgnvS3MWk",425530 +-1,"RT @truckerbooman: Should America spend trillions a year +For hundred years to slow global warming to 1 degree +@seanhannity #MAGA",158436 +2,RT @sbsun: Can Joshua trees survive global warming? Scientists have differing thoughts https://t.co/87xhEb8bLt,583074 +1,Still think global warming doesn't exist ? 🤔 https://t.co/CcvV7wbUvh,834451 +2,"India & China has common missions: climate change, changing world economic order and maintaining peace in Asia says Zhu Chenghu @LKYSch",418951 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,398929 +1,"RT @shaun_jen: global warming real +white genocide not real +feminism's cool +capitalism has problems +most immigrants are chill +peace",886450 +1,RT @esquire: Watch Leo DiCaprio's climate change doc online for free before the world ends: https://t.co/LMY3Vqtlgg https://t.co/g8IMhrZ6v4,816234 +2,EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to global warming https://t.co/5VJhJ3xoEt,225177 +0,RT @badstoryvicky: Ya your nudes are nice but what are your views on climate change,847834 +2,China tells Trump climate change is not a Chinese hoax - Washington Post https://t.co/7SXYtrpCOw,497889 +1,An Inconvenient Sequel: Truth to Power trailer: climate change has new villain – video https://t.co/vyMo7RKptl... trumps dumb ass,956666 +1,RT @Timothy_OBrien: Exxon had climate change data by late 70s - Then started campaign to “emphasize the uncertainty” https://t.co/eSVYejc7R…,265559 +2,Scientists say that human-caused climate change rerouted a river. https://t.co/qS198RLSvB https://t.co/JYgeC8n7XN,626564 +2,"RT @BNONews: In 1st such report from the Trump admin, NOAA says record global warmth in 2016 was fueled by long-term global warming and a s…",461662 +1,RT @MattBors: Florida. Half the state's going to disappear in ten years due to global warming. They're going for the guy who says it's a Ch…,534718 +1,"RT @TheDailyEdge: Well done if you voted Green. You helped elect a President who doesn't believe in climate change, loves coal and wants to…",858301 +1,If you believe that there is no need for feminism you are literally as stupid as Donald Trump and his climate change deniers,770567 +1,RT @AnjaKolibri: #FoodSecurity in peril as key ports 4 #food trading face increasing risks of disruption due to #climate change: https://t.…,337482 +2,"RT @tveitdal: Polar vortex shifting due to climate change, extending winter, study finds https://t.co/pFeqP3mhya https://t.co/tA5fDSJzfg",670678 +0,"RT @shelbyrella_: good morning i'm glowing, my pussy poppin and i'm not contributing to the leading cause of climate change!! i love being…",177763 +2,US climate change campaigner dies snorkeling at Great Barrier... #GreatBarrierReef https://t.co/yC0KZ2yxae,886554 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,370239 +1,Trump says 'nobody really knows' if climate change is real (It is.) https://t.co/N8jWNgcVvS via @HuffPostPol,290380 +-1,@BySajaHindi @NOAABrauer global warming isn't a thing!,363521 +2,"RT @LotteLeicht1: Indigenous rights are key to preserving forests, climate change study finds https://t.co/vnPiR5puze",219760 +2,RT @APWestRegion: California Gov. Jerry Brown makes dire plea to lawmakers as he scrambles to get support for climate change deal.…,129091 +1,#LNPScience Any troubled tourists who come & see your climate change bleached Great Barrier Reef just show them your tiny power bill #auspol,915496 +1,"RT @altNOAA: Pruitt is not (really) a skeptic of climate change. What he is, is blatantly lying to push fossil fuel agenda. This is what oi…",277987 +1,"RT @ClimateCentral: It's been 628 months since the world had a cool month (thanks, global warming) https://t.co/OXKsxTt8eV https://t.co/9a6…",388174 +1,@XavierSaveWater @rstiggers707 You're talking about people who don't believe in climate change. You think they care about nuclear war?,6064 +1,RT @qz: The US is relocating an entire town because of climate change. And this is just the beginning https://t.co/ngBHlT6Ed4,392185 +0,@ViperRaiyu climate change!,53404 +-1,@bcwilliams92 @Patrioticgirl86 the day after global warming was proven fake and wrong,409527 +0,@LeeCamp there's coverage of climate change? How did I miss it! I have been waiting years! Oh that's right I gotta watch it first.,54128 +-1,"RT @faithav_: Facts: There are 2 genders, global warming is made up, the pay gap isn't real, women have equal rights, guns save lives & tax…",386205 +2,RT @BelugaSolar: Donald Trump actually has very little control over green energy and climate change https://t.co/cKamQurLWC,532594 +1,"When it comes to climate change denial, why do media resort to stenography? @nytimes @washingtonpost @AP @CNN… https://t.co/YrP3f7RLLb",119642 +1,RT @Scott_Wiener: #ClimateChange not just about environment. It's about people's health/lives. Denying climate change kills children. https…,243744 +0,"Ryan Zinke, Interior secretary nominee, tells Democrats climate change is real: … climate… https://t.co/zO2RQaTILF",686159 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,719731 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",350713 +2,"Despite Trump, Canada’s budget stays the course on climate change https://t.co/KvIPSAlEAf via @NatObserver",294706 +0,@BernBrigade @lumpylouise @AuntieMargot @cmac324 @jimmy_dore @SallyAlbright How is this addressing climate change?… https://t.co/CJtnyFIZsO,447684 +1,RT @muzzy63: The Republican Party is the only political organization in the western world that denies climate change. This guy…,966512 +1,RT @climatehawk1: How #climate change threatens Italy's famed Amalfi Coast - @CSMonitor https://t.co/RKA7n1CpPH #globalwarming #divest http…,340030 +1,RT @citizensclimate: A very convenient ally. Al Gore will host canceled #climate change summit https://t.co/xYnkHd6cQk @BrooklynSeipel http…,636283 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,460935 +0,RT @Its_kagiso: My 6 pack looks like global warming. Not visible but its there https://t.co/Sd3j8pGk2g,10841 +1,RT TFTCS 'RT BloombergTV 'Wondering if intense storms are linked to climate change? The one-word answer is yes… https://t.co/4xYAnlspXJ'',7900 +1,10 destinations that may vanish due to climate change Full story: https://t.co/tGSsP6MELE #OneWithTheWorld,816074 +1,"RT @1followernodad: ok a climate change denier heading the EPA is AWFUL, but what's that shade of lip stain my dude https://t.co/w8BKE4wZ3s",452459 +1,Engaging the public to tackle climate change - SciStarter Blog at SciStarter Blog https://t.co/jax6GKvcqK via @SciStarter,201398 +1,@gulesiano @lstwhl @RedKahina of Amazon chopped. Not enough to stop global warming of course: we need to stop capitalism. But enough to save,528991 +0,RT @Scottleen: This Manneqiun Challenge is supposed to be an awareness about global warming right? The way we'll all freeze when we cause a…,303551 +2,RT @pulitzercenter: Climate scientists react to Trump's presidency -- is the battle against climate change a lost cause?…,177735 +1,RT @BerniceNot: There are a couple different ways to come at the problem of climate change—you can focus on eliminating the... https://t.co…,106789 +2,RFK Jr. issues warning about Trump's climate change policies https://t.co/3zufJlGXeP #Politics #Trump #USA,801344 +1,"important work of denying climate change, denigrating other races & religions, being a misogynistic asshole, & bein… https://t.co/K7uGvWvVa4",232905 +-1,"What a joke, does @BorisJohnson believe in man made climate change? +Another lie and fraud by Johnson I think #NAD https://t.co/3s5rIBfiIy",774723 +1,RT @extinctsymbol: 'Human encroachment and climate change have decimated the woodland habitat of the Baird's tapir' https://t.co/7FeqIG3xlZ,847652 +2,RT @CBSNews: Thousands of protesters across the U.S. are demanding action on climate change to mark President Trump's 100th day:…,785854 +1,@Morning_Joe MJ cutting out now due to signal loss as thunderstorm moves thru Central IL Temp at 6AM is 62 degrees can u say global warming?,348138 +1,"RT @Fusion: Imagine, if you will, a world where the media covered climate change the way it covers Hillary Clinton's emails…",841659 +2,"RT @sciam: Under Trump, NASA may turn a blind eye to climate change https://t.co/vhR1ibiIp4 https://t.co/W2VyF6kARD",13680 +1,Pure jealous of ppl who don't believe in climate change they must lead such a chill lifestyle x,351728 +1,Well I think we can conclude global warming isn't a myth made up by the Chinese��,633307 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,759713 +-1,@BigJimSports What's laughable to me is people who ignore scientists who at least question climate change narratives...,462383 +-1,"RT @SarrahHuckabee: 4 attacks in one night, including the especially horrific #LondonBridge attack + +But make no mistake, climate change…",453507 +1,"RT @Anandacoomara: Eating beef and causing global warming just to satiate blood lust is what's regressive and outdated, marrying by ch…",54182 +1,"Reading: Guardian On climate change and the economy, we're trapped in an idiotic netherworld | Greg Jericho https://t.co/BOhrAJrLXC",315218 +0,"ABC, NBC, CBS, and Fox devoted 2/3 less time to coverage of climate change in 2016 than they did in 2015. ABC - a... https://t.co/mdnq5rcc7T",38436 +0,RT @perfectsliders: Professors don’t want climate change research seen by the public. Trying to block requests to see what kind of research…,430390 +0,@ZackPearlman Basically global warming.,286450 +1,RT @7im: Aaaand @ScottWalker just eliminated all references to global warming in Wisconsin https://t.co/eqBGA6wQnQ,766362 +2,"RT @DMVFollowers: Leonardo DiCaprio joined the crowd of over 200,000 in D.C. yesterday protesting for action on climate change. https://t.c…",731250 +1,"Regardless if you believe in climate change or not, don't you want to live in a cleaner ��? I'm no scientist, but I… https://t.co/HupQy39hMJ",843605 +-1,"@AngieNBC6 you do understand that climate change is natural, not necessarily caused by humans. It snowed in Miami, and the atlantic froze",781718 +1,"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",458786 +1,"Ah, climate change mitigation. It will always happen around the margins, regardless of how big one wants to think. https://t.co/5wBAd9iXL5",801560 +1,"RT @MichaelSkolnik: Watch Donald Trump's head of EPA transition, @myronebell who claims that global warming is 'nothing to worry about.' ht…",478362 +1,#enews24ghanta Trump really doesn't want to face these 21 kids on climate change https://t.co/uzckCm73kw via… https://t.co/yHnUzXEru4,284675 +1,RT @JasonKander: God gave us the brainpower to understand climate change and enough natural resources to take care of it. God is wai…,799256 +-1,RT @Sadieisonfire: Hey Obama if global warming is real how come its so cold outside,118678 +1,"@karennashleyy Hillary is pretty awful & we dodged a bullet by her losing, but she's not a climate change denier.",392654 +2,"RT @stepanenkosn: In Greenland, a once doubtful scientist witnesses climate change's troubling toll https://t.co/JRHNHcc1fr",119709 +1,RT @LaurenJauregui: Just remembered the fact that @realDonaldTrump has actively denied climate change and didn't sign the Paris Agreement c…,581210 +2,Scorching Phoenix may be out of position to deal with climate change https://t.co/aN7CsgZXq9,54855 +1,"Climate March 2017: These 21 photos show that climate change isn't a fringe issue +https://t.co/1K4iTHPAd9 https://t.co/Hf3zvSifSB",48933 +1,RT @TheNehaTyagi: 'Nowhere on earth' is safe from climate change as survival challenge grows https://t.co/wty18g3k08 https://t.co/sBdHXy2Yp9,32478 +1,"Look at Sweden,' wish you would Mr Trump, their climate change policies should be an inspiration to you 😒",623673 +1,RT @RozPidcock: Love how 'Humans are largely responsible for recent climate change' is under 'Basic Information' on the @EPA websit…,146336 +1,"RT @c40cities: Women are disproportionately impacted by climate change. +Women are leading the climate fight. +Women deserve…",598491 +1,"RT @markmackinnon: 'Senior DUP figures believe the Earth was created 6,000 years ago, [and] that climate change is a myth' https://t.co/VWT…",384961 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,836816 +1,Everyone: Let us beat climate change together in simple ways - Sign the Petition! https://t.co/VDZ1uuYuv1 via @ChangePilipinas,650977 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",285920 +1,RT @bannerite: #100DaysOfShame He's dismantled Obama's climate change protections allowing big business free reign. https://t.co/picOtceS6E,612203 +1,"@DiCaprioLegend that's the problem,this reluctancy,towards knowledge,reluctancy towards the acceptance of the fact of climate change..",545248 +1,RT @Simon_Gardner: ���� France is recruiting scientists from around the world to combat American climate change denial:…,190040 +0,RT @SouthernHomo: Remember when Paris Hilton ended global warming https://t.co/PV5aYTfEAq,538857 +1,"RT @vegrev: Why #vegan in 2017? �� Fight... +~ animal abuse +~ ignorance +~ climate change +~ deforestation +~ world hunger +~ diseases +~ antibiot…",372883 +0,"@PaterIndomitus @ProtectthePope I doubt Cupich will die on prison. He'll cave on anything, except perhaps global warming.",774289 +1,"Because we don't have to worry about worsening and more frequent storms due to climate change, right? https://t.co/EUmDJb8SOD",83986 +1,RT @lenoretaylor: This is a call to arms on climate change. And by arms I mean flippers! | First Dog on the Moon https://t.co/u5wLPnanzf,11628 +2,RT @NYMag: Report: The Energy Department’s climate office just banned the phrase 'climate change' https://t.co/u1ENn35k6f,513757 +2,RT @BelugaSolar: Donald Trump actually has very little control over green energy and climate change https://t.co/cKamQurLWC,991850 +1,RT @sciencemagazine: How will climate change alter the ecosystems of the Mediterranean? Read the research: ($) https://t.co/RKoLdjH446 http…,36991 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,159925 +1,There must be more productive ways to talk about climate change' @KHayhoe on @NPR https://t.co/m3NLVezRco https://t.co/DExaX1QbUG,702479 +1,"Pakistan is one of the six countries going to be the most affected by climate change, yet we are building coal fired power plants. +#CPEC",691590 +1,@HillaryClinton #stayinformedcc on #climatechange - thank you for giving #hope7cc we will #actonclimate change… https://t.co/Da6sSt4yub,828578 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",34561 +2,Vicki Cobb: The Cheeseburger of the Forest: Evidence of Global Warming: For the climate change… https://t.co/cOBvV2srkD | @HuffingtonPost,881223 +1,RT @edyong209: .@yayitsrob did some digging around Trump's EPA pick. He's skeptical about more than climate change.…,278179 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,687240 +0,"RT @PaulBegala: Look on the bright side: compared to the coming thermonuclear inferno, global warming will seem quite pleasant.",755599 +0,RT @leathershirts: j cole needs to drop a song about climate change,810563 +1,RT @wef: We can limit global warming to 1.5°C if we do these things in the next ten years. Read more: https://t.co/AnA8SbJMvW https://t.co/…,249604 +1,RT @MXSchell550: You know it's going to be a good 4 years when Trump's head of the Environment doesn't believe in climate change.,310550 +0,RT @BAKANEKl: we dont get a lot of new tatsunari pictures but when we do angels sing sinners are forgiven global warming is solve…,87301 +-1,@sellis1994 but but the ice caps are melting and global warming caused the floods this time....that's what #CNN says....,195476 +2,Where does Ivanka stand on climate change? via @msnbc,751625 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,690534 +2,"RT @ABCPolitics: .@realDonaldTrump vows to cancel 'billions' in climate change funds to UN, adds 'I'm an environmentalist' https://t.co/P1H…",443242 +1,RT @NatGeoChannel: One of the easiest ways to help combat climate change in your daily life is to stop eating beef. Here's why:…,463257 +0,RT @TheMadBrand: This thread. A journalist who has reached his breaking point covering climate change https://t.co/n6idqWYY8e,121094 +1,"RT @UN: 'No country, however resourceful or powerful, is immune from the impacts of climate change.' Ban Ki-moon at #COP22…",980943 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,603125 +1,EPA chief is tongue-tied when asked about his climate change denial https://t.co/1CPRbJ0Uek https://t.co/sTss3qLQlp,701399 +1,RT @mcf_georgia: at some point you just gotta stop calling it 'classic ohio weather' and start calling it climate change,835324 +1,RT @noel_johnny: What are actual scientists saying aboutthe .@EPAScottPruitt climate change hallucination this morning? https://t.co/Q9My0U…,141283 +0,RT @justmcauley: Chong says he believes in climate change and gets booed for carbon tax. Trost says he doesn't believe and gets cheered. #c…,642177 +0,RT @en_jajaja: Y'all today I was sweating so much sweat dropped from my titty like I was breastfeeding global warming yo,832619 +-1,RT @JackPosobiec: Same paid protesters as the global warming protest https://t.co/YAM5ipzSxd,103040 +2,@Incorrigible2 Congress: Obama admin fired top scientist to advance climate change plans | https://t.co/JgrjQZQx4F https://t.co/Y7ZXW0tJah,427859 +0,"RT @welovegv: Same moms who say the same thing about vaccines.If US RTK likes to link people to climate change denial, here is th… ",129404 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,520021 +0,Will be blamed on global warming in 3... 2... https://t.co/ScGqRth7d5,784686 +0,RT @yuumeicorn: now i get it why climate change is a social issue... dis world doesnt deserve all dat heat https://t.co/U1fjhLfq8Y,406411 +2,"RT @washingtonpost: NASA is defiantly communicating climate change science despite Trump’s doubts +https://t.co/tsOwvSXuZE via @capitalweath…",873748 +1,RT @KwameGilbert: #climatechange #earth 'The absolutely critical period to tackle climate change is right now.' -MarkWatts40 https://t.co/j…,99725 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",198855 +1,@th3j35t3r @SenSchumer SCIENCE & Research cannot be disappeared. This is not just dangerous- treasonous. Military says climate change=Threat,546144 +2,Chicago Mayor Rahm Emanuel revives EPA's deleted climate change page on city website https://t.co/ZKYCk3cQPW,356739 +-1,I'm back to thinking global warming is a myth https://t.co/KhwEMvPhic,87033 +1,RT @BverInFL: The White House's response to a question from the press about climate change is madness https://t.co/AFdUV1r5L5 #LibCrib #Uni…,222541 +0,why do people feel the need to blame taylor swift for everything that happens in the world? cancer ? taylor swift. climate change? taylor sw,88876 +2,Donald Trump and his children were signatories on a 2009 letter urging climate change legislation https://t.co/qDhnGabVGZ,295724 +1,RT @ezraklein: Donald Trump has tweeted climate change skepticism 115 times. Here's all of it: https://t.co/Te79u3uOJJ,223982 +-1,RT @pscully1812: @lisa67392 @dorbar @HuffPostPol our liberal global warming asshole lawmakers are regulating shit unnecessarily.,275720 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,613324 +2,Asheville filmmaker debuts documentary on climate change: https://t.co/NXPteBoFzm via @asheville @DaynaReggero @ClimateFilm,931783 +0,Yo your mcm doesn't believe in climate change,971058 +1,"RT @UNDPasiapac: See how women in #Myanmar #Cambodia are adapting to droughts, floods & the impacts of climate change #WorldWaterDay https:…",947592 +1,RT @Iansinkins: Love how the Swedish Deputy PM is taking a dig at Donald Trump in her publicity photo for passing climate change law https:…,318846 +1,RT @wxvybaby: When you thoroughly enjoyed the yard but still really worried about global warming https://t.co/7MdY6JMf23,18131 +2,"RT @washingtonpost: Wisconsin state agencies are deleting talk of human-caused climate change from their websites +https://t.co/VKuGdraRyP",377187 +1,RT @NYCMayor: Most people know we face a profound threat from climate change. Thanks to @ydanis for planning #CarFreeNYC and doin…,320012 +0,"Texans don't care about climate change.... right? +The truth? Watch this episode to find out. +https://t.co/2SOAN8150Q +#GlobalWeirding #MyKTTZ",902847 +2,"RT @guardianeco: Europe's extreme June heat clearly linked to climate change, research shows https://t.co/oGiU05DACJ",224925 +1,"RT @TheAtlantic: In the southeast, voters backed Trump—but unless he tackles climate change, they may suffer: https://t.co/vvHP3Rr41Z",271248 +2,"Devastating global warming is inevitable due to inaction of international community, says leading economist https://t.co/pyhjQDbFa6",818291 +-1,@nmilne50 I bet you believe in the lefts man made global warming theory,710907 +1,RT @ClimateCentral: Here's how climate change could flood cities (and states) as the world warms https://t.co/9iifDEvhxE https://t.co/Jnuvm…,907921 +1,RT @EDFaction: Ignoring climate change's impact on our economy + health by attacking social cost of carbon won’t change the facts https://t…,413371 +1,RT @ParkerMolloy: NYT just hired a dude who doesn't believe in climate change. https://t.co/9zb9FERgII,53275 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,577489 +-1,"@dosafyre @algore @aitruthfilm Listen lady, they changed it from global warming because the earth is not warming..… https://t.co/9W8wUjRWHO",272393 +1,RT @kellysgallagher: One thing Governor Branstad will quickly learn is that climate change is a top-tier priority for China…,63075 +2,RT @1306Chomley: Australia ranked among worst developed countries for climate change action https://t.co/qXWNz3D4gw,866675 +1,"But, no one believes in climate change still ����‍♀️ https://t.co/rM7rIyHhkT",940503 +1,RT @ElinVidevall: The Swedish government took the opportunity to mock Trump with this picture when signing a law about climate change…,37155 +1,"RT @juiceDiem: Before I go to bed: + +If you think flag burning is a bigger issue than refuting scientific evidence of climate change, you ne…",308267 +2,Climate change: Fresh doubt over global warming 'pause' https://t.co/OZ8tiRkuWl https://t.co/Cfs7qUU9mx,807953 +2,"Now I Get It: The hot debate over the Paris Agreement on climate change https://t.co/JlTm9cECh9 https://t.co/eebV8vwmx0 + +— Yahoo News (Ya…",588863 +1,"RT @iansomerhalder: VOTE VOTE VOTE!!!! +;) VOTING for a candidate that believes climate change is a hoax is the MOST dangerous person to…",655816 +1,"We also developed the world's first ever handout on climate change-Mushahid HussainSayed +#ClimateCounts @PUANConference @PakUSAlumni #COPP22",48585 +-1,"RT @SenatorMRoberts: Yes. A 300,000 paper on the flaws of climate change scams. I have a website with all of my research. https://t.co/y8NV…",105306 +1,"@JAFlanagan Yeah. He believes in climate change, just not as much as he believes the rich shouldn't pay taxes.",998045 +1,RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,901727 +2,Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/oZSyQnjkNi,81923 +1,@NASA @MatthewACherry Can we make it to one of these planets when Trump or climate change blows up the earth? That's what I want to know.,572037 +2,"RT @KXAN_Weather: Scientists: Stunning warming in Arctic has gone into overdrive thanks to man-made climate change: +https://t.co/TkCMcesFf2",274690 +0,"RT @vanessalmartini: Thank you for your open & honest feelings on climate change. We need more people like you, @EricHolthaus. @themadstone…",332179 +2,EPA administrator Scott Pruitt says he doubts that carbon dioxide emissions contribute to climate change.… https://t.co/QOetKjGWlh,308538 +0,RT @porter14159: I hope the ash of all that Soros campaign money wafting into the atmosphere doesn't contribute to climate change.,459475 +1,"RT @RogueSNRadvisor: Around WH, quickest way to get canned is to even MENTION climate change. Close 2nd - positive opinion of Obama.",137094 +0,SPECIAL OFFER: get my award-winning climate change book for just £0.94 now on Amazon Kindle. https://t.co/xxXe92je7Y,42230 +1,"RT @heatherbarr1: Wow, thanks for reading our report, @ChelseaClinton! More on child marriage and climate change here:…",368781 +2,GOP congressman who believes in climate change says God will 'take care of it' https://t.co/ewPvNw5uvr,645042 +1,I mean he doesn't even believe in fkn global warming!!! Its November and its going to be 90 degrees here today! But lets ignore it.,451284 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,608373 +1,"RT @GayRiot: .@AdvecoLtd Any news on blocking climate change deniers, hate speech Breitbart? Look at the headline below ur ad! P…",467966 +1,RT @Independent: Donald Trump's views on climate change make him a danger to us all https://t.co/6F0cIGSduo,660188 +0,Thank you global warming for giving us nice weather in November,682942 +2,"RT @IHEU: Scientists warn 'off the charts' Arctic melting may trigger polar ‘tipping points’ and uncontrollable climate change +https://t.co…",275151 +0,"RT @24hoursvan: Christy Clark, not climate change, responsible for B.C. wildfires – through negligence (via: @BillTieleman )…",41127 +1,Trump will be the only world leader to deny climate change. https://t.co/0U7EeN7Aci via @slate,70785 +1,"RT @LatinosMatter: In Greenland, a once doubtful scientist witnesses climate change's troubling toll https://t.co/7Ncx4sxFlv",880807 +1,RT @Khanoisseur: Twitter helped a climate change denier who retweeted supremacists 75+ times win and it's founder thinks that is 'in…,202091 +1,"RT @Khanoisseur: Trump withdrawing US out of Paris Treaty/efforts to stop climate change, adds another reason ('crimes against human…",532814 +0,The climate change 'physicist entrepreneurs' Malm described; geoengineeeing + the Lauderdale effect #capital https://t.co/pUTtGCy52T,924941 +1,@RealJamesWoods The entire reason you don't believe in global warming is that the oil companies spent so much to lie to you about it.,615057 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",73776 +1,"RT @AlisonSudol: Was sorry to miss yesterday's march, but I'll be at #PeoplesClimate March 29th. Let's turn the heat from global warming on…",159783 +0,@KamalaHarris @naomidasher Must be that damn climate change.,31171 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,761802 +1,RT @ClimateDesk: Important historical context for today's House science committee hearing on climate change https://t.co/wdtEmUnmJ2,566986 +1,RT @newscientist: Subscribe and discover how we are changing our bad habits in the face of climate change https://t.co/8gbwdbu0Sp https://t…,954914 +2,RT @Independent: Theresa May admits climate change is not on the agenda as she meets Trump at G20 https://t.co/7ljgRUdwPw,699956 +0,Leo Dicaprio is seriously concerned about climate change. Except when Canne film festival is on. Then he's concerned about boats and pussy.,248495 +-1,"RT @JessieJaneDuff: Obama years: 'Socialized medicine, open borders, dislike of the military & the religion of climate change' +@Varneyco ht…",259600 +1,@altUSEPA encourage everyone to replace the word 'deny' with 'understand'.... People do not deny climate change... They don't understand CC,392593 +-1,@wjmaggos @adamcurry @catoletters @jurasick I fell I can answer for @THErealDVORAK - assumption that CO2 causes global warming is unproven.,445059 +0,"RT @SimonBanksHB: According to @GeorginaDowner on #QandA, @theipa doesn't have a position on climate change + +https://t.co/T0VGIgPUiK + +#fact…",757978 +1,RT @femmenucleaire: Let's stop denying climate change. It's real and causing more problems in the ME. Read my article for more: https://t.c…,524745 +1,RT @MarkRuffalo: NY Attorney General uncovers email alias used by Rex Tillerson to discuss climate change at Exxon #ExxonKnew https://t.co…,612630 +0,"@Atticus_Amber @21logician @CuckStomper @TdotEdotPdot He obviously wrong, but to call him a ' climate change denier… https://t.co/bdMr25Rthd",396978 +1,Get real - Trump isn’t scrapping climate change laws to help the 'working man' https://t.co/pc3m2NHeBt via https://t.co/q2lDWbzhhf,993678 +1,RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,261952 +2,RT @CNN: The EPA removed most climate change information from its website Friday https://t.co/TxGb2AHrOB https://t.co/MeerXWt4oL,227853 +1,"Vichit2017Vichit2017For these female leaders from around the world, climate change and women’s rights are inextric… … Vichit2017 ....thanks…",694562 +1,Trump begins tearing up Obama's years of progress on tackling climate change https://t.co/VsBqkjK5a8 https://t.co/OTPOM3B1cJ,939055 +1,"RT @ZEROCO2_: The scary, unimpeachable evidence that climate change is already here: https://t.co/iAXVJ6YJ3m #itstimetochange #climatechang…",145470 +0,@gop @democrats global warming is a little like cancer. Sometimes the cure is worse than the disease.,452043 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,458817 +1,"RT @ChaabanRabih: Michael Gove now pledges a #GreenBrexit -He who once tried to drop climate change from national curriculum +-No bel…",793628 +1,RT @aalicesayss: conservatives on climate change https://t.co/0nc1yeD3XF,447778 +0,"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",314484 +-1,"RT @USAneedsTRUMP: World leaders duped by manipulated global warming data https://t.co/6RfEyifn3c + +I HAVE BEEN SAYING THIS FOR YEARS!",693956 +2,Arctic ice melt could trigger uncontrollable climate change at global level #environment #climatechange - https://t.co/BjTba0LrRu,43832 +2,RT @FilmLadLdn: G7 leaders blame US for failure to reach climate change agreement in unusually frank statement https://t.co/Rvr5Z1HN0M,289356 +2,RT @AP: The Latest: John Kerry says failing to fight climate change would be a 'moral failure' and a 'betrayal' https://t.co/4l9S2Itz4l,241759 +1,@rachizzlmynizzl It's not necessarily always about preserving life. Animal agriculture is one of the major contributors of climate change.,610307 +2,"|| Trump taps climate change skeptic Scott Pruitt to Head EPA + +https://t.co/qHyO4iGG8w via @ShipsandPorts",123265 +1,RT @DamienShoemake: LMFAOOOOO 'yeah global warming isn't real because we still have seasons' https://t.co/owoldNAB4G,281625 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,9097 +2,RT @unisdr: #perufloods need to be viewed in the context of a warming planet says @RobertGlasserUN #switch2sendai #MEXICOGP2017…,656771 +0,"@michellemalkin Trump wins election & he is now a catalyst for climate change in Wash. No more cush jobs, they will be accountable,nopension",7181 +0,"RT @BlacklistedNews: Hypocrite: Obama goes to “climate change speech” in Italy, stays in $20k/night villa, takes private jet, has 14 car…",599977 +1,RT @proletariatitty: 9. Almost everything political goes back to violence against women. Even climate change.,424710 +0,"Protip: if you look out your windows, you will see that we invented the Internet just in time for global warming?",739212 +1,RT @hoplitnet: Conservative logic on climate change. https://t.co/xj7EyTwwJX,441060 +0,@SATmontreal e-art & climate change | 6th BALANCE-UNBALANCE conference | CALL papers/works https://t.co/MCqjoAgdlL… https://t.co/Avjkcl7I5w,48221 +2,"RT @vicenews: Nearly 60,000 suicides in India linked to global warming https://t.co/BfLct1llaa https://t.co/P5SAHbjkP2",165713 +1,RT @realmurphybrown: And yet you deny climate change and pull us out of the Paris Accord. https://t.co/1iDMBK966x,624650 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,398899 +1,"RT @altUSEPA: Health and climate change: Policy responses to protect public health +https://t.co/Oa57aFOrBG https://t.co/LOUOXhBSAr",216663 +1,RT @croakeyblog: 3 signs the world is fighting back against climate change - & a call for 'radical collaboration'…,501124 +1,Our winter Starts as 24* at 6:00 am and gets hotter to max out at 36* at 1:00pm.In winter.Thats global warming right there @realDonaldTrump,553790 +1,RT @amyklobuchar: 175 nations agree to reduce climate change&admin wants to pull out of agreement? Pruitt calls for Paris accord exit https…,531872 +2,"RT @XHNews: #BREAKING: China, Russia pledged to jointly push for implementation of #ParisAgreement on climate change Tuesday…",6457 +1,"RT @Shiftylens: People say global warming isn't real I'm just like 'the ice we skate, is getting pretty thin. Waters gettin warm so… ",826301 +2,Trump to sign sweeping rollback of Obama-era climate change rules: https://t.co/leCzbxTr0n,622113 +2,"Majority of Alaskans believe climate change is happening, according to a Yale report. Check out the interactive map… https://t.co/gjbQqLmj4V",683369 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,858915 +1,"RT @iansomerhalder: VOTE VOTE VOTE!!!! +;) VOTING for a candidate that believes climate change is a hoax is the MOST dangerous person to…",418736 +2,"California targets cow gas, belching and manure as part of global warming fight https://t.co/UXxeqn3ecB",224346 +0,•global warming: before and after photoshop• https://t.co/CdjdSOQe0w,149547 +2,RT @wef: How we can limit global warming to 1.5°C https://t.co/u17QnaJnr8 https://t.co/zqBCAcyPat,997743 +0,RT @WISTERIAJACK: polar bears for climate change https://t.co/ekeInuXuf5,710338 +1,RT @CNTraveler: 10 places to visit before they disappear due to climate change https://t.co/z2tiOP79F6 https://t.co/3ftaKCezsm,293220 +-1,"RT @OpChemtrails: Engineering the climate, then blaming you for global warming #CarbonTax #ROCKYMOUNTAINS https://t.co/aspSP9EtgI #OpChemtr…",110106 +0,This is why we have global warming. #trafficsucks #traffic 😣 https://t.co/SEvXNWoL7K,878790 +0,I feel the more interesting Venn diagram is those who do believe in climate change and those who don’t believe in s… https://t.co/A1anK3LEZH,419961 +1,RT @andywightman: There are many alarming signs of global warming but this news from St Kilda is unusually shocking.…,811447 +1,RT @guardianeco: Support the Guardian's fearless reporting on climate change and the environment https://t.co/PLAKKTMIXF,721326 +-1,Didn't the Liberals say man made disasters (Islamist Terrorism) is as a result of climate change (global warming/co… https://t.co/20iKtrSuEz,230568 +1,Btw there are massive global dangers the Orange One and his clique can unleash. The biggest one is climate change. So we are in grave danger,474353 +-1,RT @tan123: Scammer Mann claims the scientific community has concluded that climate change is 'settled science' https://t.co/mlvqPMRRVM,36486 +1,"RT @AstroKatie: In case you were wondering: no, 4 years of US-led inaction on climate change will not go well for the planet. Now is when i…",50329 +2,RT @LatAmSci: Newly discovered peatlands in Amazonia and Africa 'must be protected to prevent climate change' https://t.co/3cFQXsWwgW,283101 +1,"RT @Salon: When China calls out Donald Trump on climate change, you know it’s bad https://t.co/qx1Xep7k82",903577 +2,Bill Gates and investors worth $170 billion have a new fund to fight climate change via energy innovation https://t.co/fWFBbqH0Hu,166836 +1,"RT @SenSanders: Mr. Trump might want to think about starting to believe in climate change, considering his resorts will be underwater in a…",114480 +2,RT @ajplus: Trump picked a climate change skeptic to head his EPA transition team. https://t.co/3Odv7hO57P,389832 +2,RT @huffpostqueer: Ann Coulter says she'd blame hurricane on lesbian mayor before climate change https://t.co/b4Dp4J17nw,374347 +2,Interview with Vladimir Rakhmanin on the role of sustainable food systems in facing climate change https://t.co/XMzgH92mIp #AGENDA21,530634 +1,Oh hey yeah guys just a something: Trump is denying climate change harder than Saudis are denying being part of 9/11.,47666 +2,From @MotherNatureNet: #animals Endangered West Coast oysters could thrive under climate change https://t.co/8MXQP4k8YC,237440 +0,"RT @alexanderchee: With excellent shade, too--points out the history of working with the GOP on climate change. Which sounds almost li…",86084 +1,"OK @RexTillersonHQ, here we go! Exxon Mobil is ordered to hand over climate change research https://t.co/vdgWU3OPm1",218877 +1,RT @jonathanchait: Minor election footnote: Electing Trump would also doom planet to catastrophic global warming…,102743 +1,RT @KamalaHarris: Pruitt is questioning the impact of CO2 on climate change. We’re now forced to debate whether science should be the basis…,372872 +1,RT @adamjohnsonNYC: since he thinks global warming is a hoax this is literally what Trump's America will look like https://t.co/XJc1GNEG1I,256454 +2,"RT @thinkprogress: Trump's latest proposal eliminates all spending on clean energy and climate change +https://t.co/yAWZ3sdxwT https://t.co/…",665761 +1,RT @merelynora: So y'all still sitting here thinking climate change ain't real? Like this isn't a national security issue? https://t.co/SW0…,486391 +1,"It’s a scary vision—which is okay, because climate change is scary' https://t.co/to6diAWdBO",659975 +1,"You don't believe man made climate change,he puts big oil man in charge. You still need more @guyvansanden? @KarelBrits @turntsIut",103338 +1,OpEd: Trump’s climate change denial is bad news for Maine’s lobster fishery https://t.co/BUxpv12KWQ https://t.co/rZlnxMJbzr,275741 +-1,"Trump pulls plug on global warming scam - Environmentalists, globalists go nuts! - Th… https://t.co/j0lrdM7MlE ➜… https://t.co/epcdxHNlSv",777500 +1,RT @Salon: Donald Trump to mayor of island sinking due to climate change: Don’t worry about it! https://t.co/6uHkla04iC,104581 +2,"Earliest human-made climate change took place 11,500 years ago https://t.co/9XNgfIpk9l via @ScienceDaily",569544 +1,RT @sinamonnroII: Yet people still say climate change isn't real https://t.co/G8RsKah1xz,533973 +1,"@Rebecca_Weather Aw, c'mon. Put a big 7-Oh up on the board. What better way to scare the climate change deniers? :)",516761 +1,"RT @dnaples3: @johniadarola @mediccaptfm Only people in the world denying climate change are GOP. Instead of removing them from gov't, they…",81773 +1,"RT @ICLEI_SAMS: 'Cities face day to day the impacts of climate change, and we need support', says @veroniicaarias at @UN_PGA about…",376171 +-1,"The Washington Post LIES Non-Stop, like THIS: 'As Trump halts Fed action on climate change, cities & states push on' https://t.co/4vOLbKiiLz",641174 +1,RT @Greenpeace: 'Weather extremes' is the new ‘climate change’. Changing the words won't change the facts: #ClimateChangeIsReal…,258169 +1,Friendly reminder that climate change is real and cannot be ignored,813620 +1,RT @chanelpuke: Only in America do we accept weather predictions from a groundhog yet refuse to believe in climate change from scientists,548335 +1,@realDonaldTrump Congratulations on escalating the real threat that is global warming. You might not care but some… https://t.co/ABaFAk2oiW,860521 +1,"RT @peta: Meat production is a leading cause of climate change, water waste, and deforestation. If you're concerned about our…",659767 +-1,"If the facts supported climate change alarmism, the facts *would* be enough https://t.co/VqdZbksyZ1",107008 +1,And u don't believe CO2 causes global warming only if ur a climate scientist. Scientific facts remain true whether… https://t.co/Cig4SqyP9k,335243 +2,Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/pMJoQj1WUZ,538450 +2,"RT @tesconews: Tougher carbon reduction targets to help combat climate change announced by Tesco. +Learn more:…",697751 +1,RT @Emmamajerus: That there are people who sincerely believe that climate change is a 'hoax' https://t.co/7YV7CFF3PT,675062 +2,UK emissions have fallen 38% since 1990 on #coal closures | Climate Home - climate change news https://t.co/OvRTPVwKgw @edking_CH,972865 +2,RT @SustainBrands: 'Cocoa is highly susceptible to climate change' @HersheyCompany https://t.co/PSuHRh9kX5 https://t.co/mAwiG6znUz,185041 +0,RT @AMZ0NE A SciFi author explains why we won't solve global warming. Read the blog. âž¡https://t.co/aEK2ofpsiK #amreading,42745 +0,De effecten van global warming worden door veel mensen enorm onderschat. En je kunt erop wachten dat we te laat zijn straks. >>,104951 +1,RT @heartbread: trump administration asking for EPA to remove climate change from their website is censorship. it is fascism. make no mista…,494783 +1,RT @PetraAu: Scott Pruitt: climate change denier and bedfellow of polluter lobbyists. Reject his nomination as EPA administrator https://t.…,315283 +2,RT @CNN: The new head of the EPA says he doesn't believe carbon dioxide is a primary contributor to global warming…,915745 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,637434 +1,RT @HirokoTabuchi: America is about to vote in a president who thinks climate change is a hoax #ElectionNight,880005 +1,RT @MOSS841HANDER: #RememberWhenTrump said climate change was a myth and then tried to lie by saying he never said it,543291 +0,@domjoly You're quite the twat magnet. Don't ever tweet about climate change - those nobbers REALLY don't mind para… https://t.co/fXqgzlwAmT,297877 +1,"RT @jaketapper: Trump picks EPA critic, climate change denier, to head EPA: https://t.co/AtfzxIXjFK @Rene_MarshCNN reports on #TheLead",895691 +2,RT @newscientist: Trump could land fatal blow to the fight against climate change https://t.co/aMn3aIP1KE https://t.co/dy5rMCLPhR,733436 +1,"RT @Greenpeace: A message for world leaders meeting at the G7: We need action on climate change. NOW. + +#G7summit https://t.co/SxFdnGNmd9",363582 +-1,"@deedles420 @midnight That's sung by the fake scientists with their fake climate change reports. + +Its not acid rain… https://t.co/kNBYtnutNB",571993 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,440839 +1,RT @DAIRYISSCARY: When trump denies climate change https://t.co/Gq5mCe7PtY,917209 +1,RT @ChelseaClinton: Important read about the relationship between climate change & diseases. Spoiler: higher temperatures increase risk…,216686 +1,RT @envwaterloo: Companies and investors need to be aware of the risks of climate change before making decisions https://t.co/OO5Yzb7115,989469 +0,@newsbusters Yes and The View will find a way to fix climate change. MSNBC will figure out how to defeat ISIS without firing a shot.,215958 +1,"RT @JonRiley7: Universal health care is dead, climate change will destroy the world, Roe v Wade will be overturned, 11 million imm…",935150 +-1,@TedAbram1 @wattsupwiththat you kooks...climate change is s hoax. What good is raising taxes going to do to control the weather?,761828 +1,#startup #innovation #SAAS #CRO #SEM #CEO #SEO #Growth The best solution to eliminate the climate change is in: https://t.co/pkjuqLnoxg,199579 +0,RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,869048 +2,RT @tpolitical_news: A majority of Republicans in the House and Senate are climate change deniers https://t.co/VuPKskYNVC https://t.co/cBwT…,294042 +1,RT @leepace: Protecting and restoring our Forests can 30% of the solution to climate change. @ConservationOrg #NoForestNoFuture https://t.c…,665160 +2,RT @ClimateCentral: The State Dept. rewrote its climate change page https://t.co/IgppUluC1n https://t.co/uu2ScuCVCM,313756 +1,RT @miel: if you are not wanting to 'get political' consider this - trump's actions re: climate change will render this plane…,346895 +1,"RT @WIRED: You know how climate change *could* affect the earth, but this is how it already has. https://t.co/fy7jaWxG8c",80967 +0,@hypercubexl Maybe my statement should have been 'Does climate change affecting the global economy actually make it any worse than it is',215829 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,766765 +2,"Welcome to Pleistocene Park, where Russian scientists want to fight climate change with woolly mammoths https://t.co/lY65BmRwPK",576998 +2,"Trump’s EPA proposal cuts funding for climate change, pollution programs https://t.co/ZCXCCKsaD6 https://t.co/ba8wO1H2BP",41185 +-1,RT @DavidAHoward: @pablothehat @clivebull @LBC One of the best lectures you'll ever see on fake climate change. The debunking is extremely…,634409 +2,"RT @AJENews: 'Conflict, drought, climate change, disease, cholera. The combination is a nightmare.' - UN Chief https://t.co/X8xvQwntD8",297667 +1,"Report : Trillion-tonne iceberg snaps +off Antarctica's ice shelf. President +Trump thinks climate change is a +hoax!",217753 +1,"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",912409 +0,"@mitchprothero Ivanka wants to speak out on climate change in vague, undefined ways? That's stenography, not journalism.",62011 +1,I always post shit about climate change so this is me doing something about it. Peace out,107192 +-1,"RT @PoliticalShort: Little over 2 months. 3 terror attacks. But the elites say the real threat is 'climate change'. + +You can only igno…",823504 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,330134 +1,"RT @Planetary_Sec: ���� + +The White House doubts climate change. Here’s why the Pentagon does not + +https://t.co/MDKaZC5tHc #climate…",166531 +2,RT @AdamsFlaFan: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming - Washington Post https:…,159378 +2,@ILRI Johanna Lindahl presentation on Rift Valley fever emphasises the role of emerging diseases and climate change https://t.co/JwkV74uqFV,97454 +0,Floods are caused by nasty women not climate change #TrumpNarratesPlanetEarth,640060 +1,Not one to wade in on political affairs but I desperately hope Trump doesn't cut funding for clean energy/climate change initiatives,437266 +0,Equation of global warming https://t.co/o6RLjI1c9P #GlobalWarming #ClimateChange #GeologicalChange #Earthquake https://t.co/1461U1QEPZ,694012 +1,FT: Martin Wolf: That the US presidential campaign has unfolded without a focus on climate change is astounding https://t.co/7dc8fFPuho,325291 +2,RT @Independent: Theresa May accused of being 'Donald Trump's mole' in Europe after UK tries to water down EU climate change policy https:/…,874765 +-1,"RT @artyvanguard: 'Most scientists agree that man made climate change is real.' + +Fact: science is NOT based upon a consensus + + #FakeGlobal…",580170 +1,RT @PakUSAlumni: Hunzai shares how GB practices collective action for climate change #ClimateCounts #ActOnClimate #COP22 https://t.co/sI72A…,911512 +0,RT @FieldMuseum: Scientists at The Field Museum are often asked about climate change. Here's a quick FAQ: https://t.co/6GUJXq7d51 https://t…,410425 +1,"RT @FrancoisLamarre: Eating sushi on the bus to show people I'm not broke, but just care about global warming.",743819 +1,Ethics along with global warming and women health or the poor seem to nt be a priority for Trump https://t.co/0PotbhtUC1,739739 +1,"RT @abcdesposito: Why can't people get it through their thick, ignorant skulls that climate change is a real, serious problem?",841235 +2,Trump has stated that climate change is a 'hoax' and now plans to roll back on a number of environmental... https://t.co/zVG5so2sqN,19816 +1,"worst defense of climate change skepticism ever https://t.co/gBCWAUhLDW And Yes, he is on the transition team #Godhelpus",654437 +1,"RT @docrussjackson: Apart from the casual racism, homophobia, climate change denial & religious zealotry what do they have in common wi…",24267 +0,RT @gotoarun: And here is a hint as to why republican and democrat voters have such different views of climate change. They foll…,102137 +1,RT @BernieSanders: Scientists are virtually unanimous that climate change is real and caused by human activity. Mr. Pruitt refuses to recog…,719988 +2,Trump takes aim at Obama's efforts to curb climate change https://t.co/MHYcN5eMS3,268779 +1,RT @voxdotcom: 'Why aren’t politicians doing more on climate change? Maybe because they’re so old.' https://t.co/9t5v5GgAPb,52149 +1,RT @DeclanMcKenna: There a lot of things I don't agree with that I won't call you a goose for but if you don't believe climate change is a…,962841 +1,RT @WeatherKait: Brilliant visual of how we *know* human influence on climate change...it is NOT 'still debatable'. Share far & wide: https…,687501 +1,"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",218522 +1,Who leads the world in the fight against climate change? .. https://t.co/81FB3Rk3s2 #climatechange,264561 +1,RT @UNESCO: Women make vital contributions to climate change responses; policymakers should draw upon these #OrangetheWorld…,295216 +0,"No son, I don't know what happened to the climate change tweets from earlier either.' https://t.co/Hlw8zCka7j",790788 +0,"RT @KatyTurNBC: Trump says he will cancel Billions of dollars to the UN for global warming. 'By the way, no one knows what happens to that…",607332 +1,He's hot then he's cold - How can Donald Trump not believe in global warming when his position on just about every… https://t.co/zR5RXvP8YC,205155 +0,"RT @Justin_Ling: The thing we designed to save us from climate change got messed up by climate change so I guess that's it, then. https://t…",939204 +2,Trump’s propose budget plan calls for a $100 million cut in funding for climate change programmes https://t.co/p7QA548h4o,881424 +2,RT @postgreen: The U.S. Geological Survey hails an early spring — and ties it to climate change https://t.co/Yn0ZhPWUlN,220464 +1,RT @lilduval: I don't know if haarp is real but I do know the weather is getting worse because of global warming which is FACTS!!!!,533794 +2,RT @NASA: New study suggests 'global warming hiatus' between 1998 & 2013 due to Earth’s ocean absorbing the extra heat:…,771895 +1,@realDonaldTrump how can you not believe in climate change? It is high 80s in the middle of November?!,927940 +2,"Beyond believers and deniers: for Americans, climate change is complicated - Alaska Public Radio Network https://t.co/bnaol9WGJQ",373190 +2,RT @KatSongPR: Scientists just published an entire study refuting Scott Pruitt on climate change - The Washington Post https://t.co/md7T89y…,545033 +1,"RT @BernieSanders: The stakes are enormously high. Literally, in terms of climate change, the future of the planet is at stake. https://t.c…",986373 +1,RT @RSPBScotland: Help support peatland restoration in the Flow Country and tackle climate change by voting for us in #eocavote:…,542733 +1,"RT @ungaggedEPA: '[Pruitt] denies the sum of empirical science and the urgency to act on climate change.' @SenatorCardin +https://t.co/T1rk…",419651 +-1,"RT @TeriAnne7201: Fake global warming at its finest �� +#GlobalWarming #ElectricCars https://t.co/skVQFKbDhZ",519089 +2,"RT @Reuters: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/XM7qUmahdX https://t.co/NA2yg8JkP9",396566 +0,How to drink our way outta global warming: https://t.co/9aeZcrFRSx,74691 +1,RT @Complex: The Weather Channel delivers a clapback in response to Breitbart using their video to deny climate change:…,483015 +-1,RT @GoodScienceFYou: @Geralt_0f_Riv @SandraHartle @RealJamesWoods The problem for you is evidence. There is no global warming. It is a ho…,428203 +1,RT @TOKiMONSTA: so the white house site removed the climate change and LGBT pages. removing it from the website doesn't remove it from real…,144418 +1,"RT @la__dee__da: If you live in Miami and don't believe in climate change, there's something wrong with you. (Cough cough @tedcruz)",927633 +1,"hand to fight global warming. Plant more trees, don’t waste water. Don’t use or burn plastics.Pl don’t delete message without forwarding..2",263118 +-1,"@realDonaldTrump Obama cost us 13% to 20% increases for electrical the next 20 years,due to global warming? 😲😖😔😲",360369 +-1,"RT @SteveSGoddard: Chicago Democrats have shot nearly 1,000 other Chicago Democrats already this year. I blame climate change. https://t.co…",633915 +1,RT @Jackthelad1947: Climate Council links NSW bushfires to climate change - Don't worry #Trump says it's all a Chinese hoax #auspol https:…,692388 +0,"@devyneeoneal actually, more like Welcome to global warming.",137817 +1,RT @EnvDefenseFund: Breathtakingly wrong: EPA chief Scott Pruitt doubts consensus view on climate change. https://t.co/gaNsniRz1H,64218 +1,RT @dellcam: NYTimes was leaked climate change report @realDonaldTrump would've undoubtedly tried to cover up:…,364597 +1,"@realDonaldTrump Lots of empty seats. Big excitement in DC. Over 200,000 people took to the streets for climate change.",590197 +1,@katehumble That bear is doomed if #ArcticLive refuses to reveal livestock industry as climate change culprit & present veganism as solution,257454 +0,"RT @funnyordie: Cloris Leachman, Ed Asner, & more take time to remind you that old people don't give a crap about climate change. https://t…",16325 +0,i could practice a speech 100x but when i actually give im like 'ummm ahhh climate change not good',43292 +0,"RT @chimichubs: @todayarmyfights @BTSthe7legends records: broken +health: improved x100 +global warming: ended +salt: rising +more idea…",962006 +1,get yo ass on netflix. watch bill nye yell bout climate change. educated and reliving nostalgic elementary school memories. science BITCH,796892 +1,@oldogsrescue @cbcradio Building a wall is obv more imp to most Americans than climate change 🙄😡XX,629987 +1,"Ending poverty, cleaning up rivers, and climate change are what we are all about #nzpol #ChangetheGovt https://t.co/awqkIjGwWq",609405 +1,RT @UNDP: #Africa added least to global #GHG emissions but is most vulnerable to climate change. Here's how we help. #COP22 https://t.co/bi…,551647 +0,And this mother fucking rain too! Like ok Washington Im so over it. I vote climate change. switch our weather with LA. 2 *Puh*(oor) 2 move,45663 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,677111 +1,RT @RobertKennedyJr: China tells @realDonaldTrump that China would continue its struggle to curb climate change #ClimateChangeIsReal https…,397971 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",947944 +1,carbon emission research intern: (CCC) creates unique and effective tools for mitigating climate change while… https://t.co/wdFtZHdAWe,575833 +1,@NRDC: EPA administrator Scott Pruitt said that CO2 emitted by human activity is not the key cause of climate change. PANTS AFIRE,94054 +1,.@EPAScottPruitt doesn't think CO2 drives climate change? He needs another copy of 'Global Warming for Dummies': https://t.co/vxyx8IvAnO,393798 +1,"RT @blkahn: As EPA head, Scott Pruitt must act on climate change +https://t.co/Gy4FjA0XpA Strong op-ed by @SarahEMyhre… ",870364 +0,@PCKnappenberger how would you best characterize his views on human-caused climate change? (Honest question),555254 +1,RT @c40cities: US Mayors are committed to urgent and impactful action on climate change! #Cities4Climate #ParisAgreement https://t.co/qMep5…,234638 +0,"I know too many liberal friends who don't see the irony in railing against climate change skeptics denying science w/deadly consequences,",477155 +0,#China Briefing: China acting on climate change: https://t.co/1Y50LxQYNk provides the full transcript of the S... https://t.co/5PVS0oSl8h,232383 +1,"ChimpReports: Other agric issues include; climate change, lanf degradation, unfavorable market conditions, high co… https://t.co/I95GzgMPYy",276795 +2,.inhabitat Judge orders Exxon-Mobil to disclose 40 years of climate change research https://t.co/vOOVxpdb4N,100446 +1,"RT @jonkay: ....columns telling gullible readers climate change isn't real, that Obama is Muslim agent, that Jews control Dems, are what go…",203336 +0,"i wanna get 2 kno U so tell me about the things you like to do,the music you listen to,how you feel ab climate change,&if you like drugs PLS",213127 +1,RT @GlobalGoalsUN: We have enough science to believe in climate change and in the causes of all problems with the ocean. -…,723891 +0,RT @MarketWatch: This guy argues that the ‘sociopathic’ tendencies of baby boomers are to blame for climate change https://t.co/9eTOwyUVkQ,168403 +2,On the mitigation of #climate change: Guardian Nigeria https://t.co/y1Zfxnrc5w #environment,676377 +1,"@mitamjensen white people: slavery, global warming, mass incarceration, elected trump",978907 +1,@JoshuaBailor Stopping the TPP and the stupid wars-for-oil were my personal top 2 things that needed to be done to apprehend climate change.,678051 +1,"Watching @BeforeTheFlood_ I swear if another politician or media source laughs at global warming, I might drown them in the rising waters",611144 +0,*creates more American jobs by putting the coal industry back in business because climate change is apparently fake news*,309279 +1,"RT @politicalmiller: Unified! + +*in deregulating Wall St, denying climate change, tolerating LGBT discrimination, abolishing minimum wage…",542339 +1,"RT @skepticscience: The world is getting warmer every year, thanks to climate change — but where exactly most of that heat is going... http…",439943 +1,"And yet, the Chinese came up with global warming all on their own. https://t.co/VSEzAgBtAG",491253 +1,RT @JasMoneyRecords: Florida voted for a man who doesn't believe in climate change when they will literally be washed away if sea levels ri…,1129 +1,RT @LodhiMaleeha: I was honoured to deposit Pakistan's instrument of accession to the Paris agreement on climate change at UN today. https:…,179568 +-1,@FrankMcveety @CTVNews This is the cause of population everywhere. Not 'climate change' gov irresponsible dumping. Oil spills etc.,887546 +0,https://t.co/Zz4vt0NIMu inilah dampak mengerikan global warming #news #berita,859644 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",879414 +1,"The cynical and dishonest denial of climate change has to end: it's time for leadership + +https://t.co/6X4Gxc7kGL",624679 +1,Energy Secretary Rick Perry wrongly downplays human role in climate change https://t.co/n1eZHtGcrM via @PolitiFact,498351 +0,"RT @CharlieDaniels: If global warming advocates are so scared and want action, go where the action is China Russia and India +US is squeaky…",516360 +1,Weather Channel destroys Breitbart over BS climate change story ➡️ @c_m_dangelo https://t.co/Vg8NEvlxgL # via @HuffPostScience,491310 +-1,"RT @SteveSGoddard: The global warming scam began this week in 1988. Watch this video to see how it happened. +https://t.co/v4XSVFzdnm",473306 +1,RT @shazbkhanzdaGEO: Smog is dangerous.Reason is pollution.we need to act and act now.climate change is the biggest threat to the world htt…,836263 +1,RT @SpiritualSmoker: it's absolutely disgusting how big of a problem climate change it yet nobody seems to give a fuck,907914 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,675540 +-1,World global warming alarmist nations ignore Greenland's record icecap. https://t.co/BXBoNkHG1A,93930 +0,RT @eulenspigel: Gavin's best guess is that 110% of climate scientists believe in global warming.,373826 +1,Trump's other wall: is his Irish resort a sign he believes in climate change? https://t.co/bn166J7r4d,637726 +1,RT @AoDespair: Fucking hell. National health care? Response to global warming? Sending a man to Mars? We can't even run a function…,259781 +-1,News post: 'Global warmists brace for snow dump on climate change narrative' https://t.co/QBSAvkY8g8,747499 +2,Trump's outspoken doubts about climate change have stirred Republican environmental... https://t.co/GGI7bE6T9I by… https://t.co/TuFi6CoUdS,353401 +2,RT @justinkeeble: China warns Trump against abandoning climate change deal https://t.co/f93d2Cbxv6 via @FT,41828 +1,"RT @ImwithHer2016: As SecState, Hillary appointed the first Special Envoy on climate change to focus U.S. efforts to address climate &…",492388 +2,RT @NYTScience: How @realDonaldTrump can influence climate change https://t.co/9BS3e9JlNL https://t.co/39a5MGOoM1,180501 +1,RT @robertmcgillivr: An intimate encounter with a Polar Bear.... Stop global warming #Polarbear #globalwarming #seaice https://t.co/EAHHoyR…,494795 +1,RT @KalelKitten: Isn't it fascinating how climate change was COMPLETELY avoided at every debate? 🤔 Our political system is so corrupt... I'…,114153 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,626872 +1,RT @MotherJones: Look at all the climate change deniers vying for jobs in the Trump administration https://t.co/w1uov8VE5u https://t.co/xJa…,342387 +0,RT @Joel_Chambers: Ok guys it's April. We can no longer use the global warming joke in our posts about how it's warm outside.,381958 +1,RT @YaleE360: Watch out coffee lovers... climate change is coming for your favorite drink. https://t.co/kKpHlwda8R,430054 +0,"I was cold back then, but global warming make me hot. By the way, where is my jokbal??? https://t.co/Q481TW7lww",484935 +2,Google and Game of Thrones star team-up to highlight 'terror' of #climate change: Edie https://t.co/PPmetKmNzi #environment,949930 +-1,"@DRUDGE_REPORT @DailyCaller Greenies think cows' flatulence contribute to global warming, all of which is 'FAKE'! +https://t.co/bdJBUPPyab",172184 +2,RT @GreenHarvard: Economics Phd student Jisung Park explores how climate change will affect human productivity and economic health https://…,381040 +0,"RT @Waterkeeper: Stream Before the Flood, a new film about climate change by @LeoDiCaprio & Fisher Stevens, for free. https://t.co/uRaXqAri…",830367 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,665039 +2,"RT @kileykroh: On November 8, this small town might do something no other city has done on climate change https://t.co/kQxE7i2OUq",307047 +0,@lizgreenlive @BBCLeeds Aliens are already here. The planet is a little cold for them so they are responsible for global warming.,85204 +1,"RT @LeoDiCaprio: Want to stop climate change, @UWM? See #BeforeTheFlood at your University #BeforeYouVote. +https://t.co/ubMubJMbkv",185740 +2,RT @UNCCDLibrary: Soil management could make or break climate change response efforts https://t.co/HB7bVGqfHl via @FAONews #UNFAO,347427 +2,RT @edwardatport: Australia being 'left behind' by global momentum on climate change https://t.co/mNJf1ZlV69,444353 +0,its always them walking out of the room or getting mad when they state facts. yall shouldve seen the hurt faces in my global warming class,390209 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,994362 +1,RT @center4inquiry: Rex Tillerson just sidestepped @SenBobCorker's question about whether human activity is contributing to climate change.…,945760 +2,RT @action4ifaw: The charismatic polar bear became the poster animal for climate change - what happens next? via @nytimes…,601441 +2,RT @climateWWF: US rolls back progress made on climate change policy @climateWWF @Manupulgarvidal @WWF https://t.co/s25GsAKXsc,55250 +0,"RT @imMAK02: Side effect of #Demonitisation : Modi had to change his views about climate change + +#MumbaiRains PaltuRam https://t.co/QCtCxb…",456234 +2,RT @thinkprogress: Republican remains a town hall no-show as climate change claims spotlight in Virginia https://t.co/UjPfF5VOBa https://t.…,281850 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,252073 +1,"RT @GeorgeTakei: GOP again suspends committee rules, advances vote on climate change denier Scott Pruitt’s confirmation as EPA administrato…",595738 +1,RT @GilbertJoshuaM: 88% of farmers want politicians to advocate for stronger climate change action! https://t.co/V27kxKm2PJ #SDGA16 #Agchat…,127566 +0,RT @parksikarchive: park hyungsik contributes to global warming �� https://t.co/34cyJ9Tb57,31858 +1,"@realDonaldTrump Earth begins 2017 with near-record warm temperatures. But climate change is fake news, right? https://t.co/jsJCcrJdi9",630319 +-1,RT @CounterMoonbat: The only part of the science that's truly settled is climate change turns people into lunatics. https://t.co/NmADbpJeWM,699509 +1,"RT @wirrow: science- trump's climate change denial is going to destroy humankind within the century +ppl- yea but don't shout let's just see…",268164 +-1,RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,438630 +2,Scott Pruitt does not mention climate change in first speech as EPA director #WorldNews https://t.co/RkzCKayj1e https://t.co/UceRrzwgw0,70358 +1,"RT @whereisdaz: Maybe ppl will start taking climate change seriously when it really starts to affect their lifestyle +https://t.co/KlaQFi31wl",736492 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,532867 +2,"China’s coal use drops, showing commitment to climate change Experts https://t.co/CEImKEXKiT",842983 +-1,RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,389905 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,379434 +-1,"@WIRED +After 'climate change' this is just next big HOAX!",152471 +2,"In rare move, #China criticizes Trump plan to exit climate change pact https://t.co/aWYk5ufQe7 via @Reuters #climatechange",998597 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",342449 +2,"RT @ClimateChangRR: World’s food supplies at risk as climate change threatens international trade, experts warn https://t.co/ltUzofWdxQ htt…",255150 +1,RT @hugh_jazz45: Furiously googling 'blind trust' 'secretary' 'state' 'defense' 'proliferation' 'climate change' 'conflict' #KeepsTrumpUpAt…,88062 +1,RT @HopeFTFuture: Great to meet with @spelmanc to talk about how to have an effective conversation with your MP about climate change.…,917968 +1,RT @RoKhanna: This rollback of environmental regulations ignores the threats that climate change pose to our infrastructure. https://t.co/F…,43214 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,952601 +1,When your president thinks global warming is fake and VP believes in conversion therapy lmaooOooOo,286073 +0,@yungmilktea tell me more pls hahahah I'm about to write a page on global warming,413065 +1,"RT @FemaleTexts: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worse https://t.…",845585 +1,RT @britishbee: 8 top species threatened by climate change - and yes #bees are on that list #honeybees https://t.co/gAwDSIu71O https://t.co…,327878 +2,RT @CNNPolitics: Why climate change experts fear Donald Trump's presidency https://t.co/RmWCYDNUe5 https://t.co/49z6drlwQz,985231 +1,Before the flood is literally a masterpiece and eye opening I recommend it to anyone who has questions about climate change!#BeforetheFlood,595473 +1,RT @apowersb: Republicans held a fake inquiry on climate change to attack the only credible scientist in the room. https://t.co/4w7CobqJ4f,655098 +2,"Carbon dioxide not ‘primary contributor’ to global warming, EPA chief says https://t.co/ELmiWHtBhT https://t.co/kP6HYScTOO",345556 +1,@meljomur you know there's something seriously wrong when China lectures the US on its climate change obligations.,796450 +1,"@rbsralaw 270 minutes of debate time, zero questions on climate change or education policy. ISIS! Emails! NAFTA!",859882 +1,"RT @EnvDefenseFund: Climate change is widely accepted, but these 9 global warming effects may still surprise you. https://t.co/mvKRsnQZtd",994431 +1,"RT @SierraClub: Help your city fight climate change: Daily actions, political engagement, & community activity you can do right now https:/…",480107 +0,"@AnnCoulter come on Ann, we all know global warming is simply the result of all the baby boomers going through hot flashes at the same time.",687781 +2,"December 9th, 2016 Justin Trudeau reaches historic deal on climate change",464796 +1,"Sessions,Steve bannon thinks the greatest threat to America is immigration.Not ISIS,hostile nation,climate change-it's fuckin brown people.",714873 +-1,New report about Antarctica is horrible news for global warming alarmists' https://t.co/muDYVqYqFF,950331 +2,"No turning back on climate change pact, says Ban Ki-moon https://t.co/BhvQTb6rKD",770226 +1,RT @IsModernSociety: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/8mUjWZ6jH3,952627 +1,"RT @rainnwilson: Proof that climate change is actually happening and that humans are causing it: Read the full story #science +https://t.co/…",651480 +1,"RT @AltSmithsonian: ☀️ USDA made EZ: Say 'weather extremes,' not 'climate change'; “build soil organic matter,' not 'sequester carbon”! ht…",213888 +1,"@Hanging_Dead If you can make a cup of tea, you can understand global warming. https://t.co/p2eC37IqAX",329364 +1,@djt4president @osPatriot @Patriotic_Me At least they're finally agreeing with climate change. So yay...progress. 😬,450755 +1,RT @ObeyTheArt: died in the ice age just to bring em back for global warming. https://t.co/46Inpytep7,607745 +0,The new Wolverine is called Logan and King Kong is now 'Kong' and people are still confident we'll come up with a solution to global warming,906631 +1,"RT @climatehawk1: Nations be damned, world's cities can fight #climate change | @WIRED https://t.co/wCQlpIaIJC #globalwarming… ",558392 +2,RT @thehill: Sanders tears into EPA head for saying CO2 isn't a 'primary contributor' to climate change https://t.co/EJu84fyHa8 https://t.c…,303504 +1,Tell me #johnsonweld voters what did u accomplish tonight for climate change? For college tuition? For the Supreme Court? NOTHING,260748 +1,RT @dailykos: Things heat up as Sen. Kaine grills Rex Tillerson on climate change: 'Do you lack the knowledge'? https://t.co/0V7JU1rk4z,967688 +1,RT @rosysaurusrex: A presidential candidate who thinks global warming and climate change is a hoax does not deserve a place in the White Ho…,230445 +2,RT @RogueNASA: Lawmakers strip climate change references from new Idaho K-12 science standards https://t.co/aPVPPuctxR,601736 +2,ELSSS: 17/5: “Conservation in fragmented landscapes under climate change” by Jenny Hodgson (Liverpool) Peel120|1PM @EERCSalford @BRCsalford,266162 +2,RT @NYDailyNews: EPA report refutes Scott Pruitt's claim that carbon dioxide doesn't cause climate change https://t.co/n2vVBALlBu https://t…,455784 +-1,"RT @OldManDuke: CBC should give the climate change song a break +Climate is dynamic +Solar Grand Minimum approaching,not global-warmi… ",849450 +1,@JohnKerry speech at Marrakech #COP22 very inspiring on climate change https://t.co/Bvblbat1Dy,988275 +1,I know global warming is a bad thing but I like this weather,891477 +0,"Retweeted Alternative NOAA (@altNOAA): + +Pruitt is not (really) a skeptic of climate change. What he is, is... https://t.co/GpQlek83cN",355890 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,980789 +1,"RT @Pappiness: With #HurricaneIrma now a Category 4, Gulf temps remain above normal. + +When those in power deny climate change, the…",231990 +1,"RT @sblackmoore: Recent tweets from the Badlands National Park regarding climate change have been deleted. + +To the brave soul who tweeted t…",664835 +-1,"RT @avalonjdl: I wish that Al Gore would sit down, shut up and stop goring us with his phony climate change claims!!!!!!!",646876 +-1,"@benshapiro The whole problem the left doesn't get is, when we question global warming, we're questioning how much… https://t.co/1xYx6Dpvxc",232105 +2,Sanders: It's 'pathetic' that EPA chief thinks CO2 not primary contributor to climate change https://t.co/p8GlkyhlCu https://t.co/Cd6P1ht2zO,33255 +1,How to take action on climate change and not just read about it: https://t.co/W2CvaIwfJh,172913 +1,"RT @JohnFugelsang: The politicians who promise to do nothing abt gun violence, climate change & income inequality have sworn to do somethin…",18013 +2,RT @CNN: President-elect Donald Trump says 'nobody really knows' if climate change is real https://t.co/dCAM0EZAfu https://t.co/Njun4QYfDC,756040 +1,RT @sunny_hundal: Some idiot guest on BBC #Wato says Trump's claim 'climate change is a hoax' is just him 'exaggerating for for a deal'. Go…,251049 +1,RT @alexissw_: every state is tweeting this which basically proves that global warming a really serious problem https://t.co/F8P4zSrZFH,947731 +1,Deranged man attacks climate change funding with budget ax | Editorial https://t.co/BPSDq3Dbmj https://t.co/EWTqUBg3hZ,853819 +2,"RT @dna: Russian President Vladimir Putin says climate change not man-made, good for economy https://t.co/ELdoqr7iEX",441947 +1,RT @ScienceTeens: Just some of the many ways climate change impacts people's health. -Chris https://t.co/FC5Yxy4NWM,222037 +1,"RT @citizensclimate: There is hope! Global #climate change action 'unstoppable' despite Trump + https://t.co/p6ikEf97Du https://t.co/Pg7LQPl…",468261 +1,"RT @ztsamudzi: Neo-Nazis and climate change, for the most part. https://t.co/1dcV40KtFU",22905 +-1,@NBCNews I think because he knows climate change is bogus,822745 +0,"RT @cricketcrocker: Here's the thing, though. Up until now, climate change political fights were always about HOW WE INTERPRET the data. Pa…",716787 +1,"RT @AaronBastani: We have half a dozen crises this century: climate change, resource crunch, ageing, automation, inequality. 'Centrism' sol…",344603 +2,Obama talks social media and climate change in final address - His advice: 'If you’re tired of arguing with strang… https://t.co/M4uf7PNWwZ,489452 +1,RT @richardbranson: Helping change markets and mobilise businesses to act on climate change: https://t.co/KDvHfLdkYI @RockyMtnInst…,772704 +2,Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/siQuTjpdd8,52468 +2,Centrica has donated to US climate change-denying thinktank https://t.co/2we379oUOw https://t.co/mlAHjQ18j2 Buy #cheapgames,57653 +0,"He is directly involved in an initiative that focuses on #climate change and #atmosphere modeling. #IT #Associate +https://t.co/LCY30U3cC3",893750 +2,Costa Rica seeks deeper UAE ties amid risks from climate change and Donald Trump https://t.co/GajPujePiV via @TheNationalUAE,595591 +1,Hillary decided to barely mention the impending climate change apocalypse in her campaign & instead spite that fracking is good &,249141 +-1,RT @smujpot: never have denied climate change - just point out there was once 2.5 miles of ice atop us & NO evidence of them hav…,864284 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",160033 +1,So far he's wiped climate change as equal LGBT rights from the white house and signed an Anti-abortion order... I pray for the World tbh,113950 +1,@murpharoo Policies for climate change are complex but feasible. But the politics must be focussed on the national interest. Vain hope,271832 +0,"RT @LazyWrita: �� These Man U fans should still calm down, Mourinho is yet to get on your nerves. Wait till he starts blaming global warming…",900220 +2,RT @nytimes: President Trump’s proposed EPA cuts go far beyond climate change https://t.co/UleRLuPypn,664351 +-1,RT @eavesdropann: LOL! Tough guy John Kerry scolds Trump about climate change; wonder how hard Trump laughed https://t.co/kxTPqDBPwb via @t…,859146 +1,"A climate change denier is leading Trump's EPA transition team, along with an oil company lobbyist.",3553 +1,RT @ClimateCentral: This is how climate change could disrupt the food system we rely on https://t.co/ldNoY7gLPX,305189 +1,RT @mashable: Trump's order will begin to unravel America's best defense against climate change https://t.co/Tmv83ewROa,319226 +1,"RT @AlexSteffen: Trump to move to weaken America's national security by gutting NASA's ability to assess climate change. + +Not normal. +https…",859776 +0,@Slate we don't call climate change deniers climate change truthers do we?,842338 +1,RT @cjospe: This was the first time I spoke to a crowd about an idea to use blockchain to reverse climate change. It wont be th…,545850 +1,The Independent Science loses out to uninformed opinion on climate change – yet again… https://t.co/QOwKY2bLHP #hng… https://t.co/CWTsyheYhr,795872 +2,RT @nytimes: Canada’s strategy on climate change: Work with American states https://t.co/Ngo6FXN1tS,948588 +1,RT @brianschatz: This is just nuts: EPA chief Scott Pruitt just claimed carbon not causing climate change. We Senate D's will be a check on…,882174 +-1,RT @mitchellvii: The only climate change Democrats should be worrying about is the political one.,507371 +0,80 year old Annie Proulx's latest book is 'Barkskins' - a novel about climate change and landscape in which one... https://t.co/sZ53FpwLBo,669006 +0,RT @nareshkumar1539: अगर इसी तरह global warming रही तो 2050 तक तापमान औसतन 4डिग्री बढ़ जायेगा: RajivDixit #उत्तम_आहार_शाकाहार,125627 +0,Perchè qualcuno aveva mai avuto dubbi in proposito? La bestia ha fame: climate change e derivati sono solo le nuove… https://t.co/4tQ6sOqGml,855009 +1,"Vegans vs climate change? +https://t.co/zmIVWmIjku",347985 +-1,@SavageLawnGnome but climate change is a hoax,165855 +1,RT @esmewinonamae: 'Hey I just wanted to talk to you about climate change and how you fucker humans are ruining the planet for me' https://…,437700 +1,"RT @borenbears: NOAA: 24 of 30 extreme weather events in 2015 have climate change fingerprints, such as Miami sunny day flooding;… ",995335 +1,@BDOCanada_Ag #watertable please share ideas to bring up ground water level and reduce global warming,556097 +1,RT @PiyushGoyalOffc: I’m very confident that clean energy is the future and India is fully committed to its climate change goals: @PiyushGo…,384240 +0,Ironic that Great Barrier Reef only exists due to the last global warming event that raised sea-levels over the cli… https://t.co/2JZr0eU8lc,248202 +1,Everyone must watch #BeforetheFlood. Great documentary produced by @LeoDiCaprio & his team showing effects of climate change. Eye-opening,644026 +1,13 devastating photos to show your friend who doesn't believe in climate change. https://t.co/y48QIayatM,183021 +-1,RT @BobbyCantrell8: @BillPowers9 @shirl47char watch out election loss will b because of global warming. After that????,597160 +0,RT @jamisonfoser: Bruce Springsteen just referred to climate change as part of Hillary Clinton’s big election-eve rally and I’m just going…,882002 +2,"RT @guardian: The curious disappearance of climate change, from Brexit to Berlin | Andrew Simms https://t.co/BJdBZcmdKC",280603 +1,Our future VP doesn't believe in evolution or climate change.,976753 +2,RT @ajplus: “One man will not stop our progress.” – Arnold Schwarzenegger on climate change. https://t.co/auejk74wDR,730288 +2,"Forests key to mitigating climate change +By Tim Radford +https://t.co/OhmpWfl8Or #climatechange https://t.co/BgaHlWarxM",277319 +1,"RT @StopCorpAbuse: What does climate change have to do with #HarveyStorm? Hint: Quite a lot. + +Great piece via @yayitsrob, @TheAtlantic +htt…",255878 +2,RT @FortuneMagazine: What Trump’s climate change executive order means for the future of clean energy https://t.co/HCUon4XDzJ,550654 +1,RT @SydneySakharia: the weather SAYS '75 degrees' but it MEANS 'global warming',761090 +2,Trump really doesn't want to face these 21 kids on climate change - https://t.co/QiKksRXQd7 https://t.co/5k1WXxxnJJ,794366 +-1,"please stfu, global warming isn't real https://t.co/fL7oxvVSmq",976248 +1,"RT @Oxfam: Last year, 190+ countries signed the #ParisAgreement promising help to those worst hit by climate change. Promises…",898788 +1,@MI_Country_Hick No surprise there. Compare to alternative of massive social disruption due to climate change. Already visible in Syria.,760873 +2,Growing algae bloom in Arabian Sea tied to climate change https://t.co/3UYFVkYfwx,573603 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,716634 +-1,"RT @asamjulian: Things that matter most to Dem leaders: Baby-killing PP, criminal-protecting sanctuary cities, man-made climate change. Wha…",41485 +1,@realDonaldTrump Because you're not yet sure about climate change ...a week should allow you to learn enough to do what you have to do.,721689 +1,About $19b of property at risk from climate change effects. A government report into the effects of climate change… https://t.co/AaU53vb10R,829120 +1,"RT @atheistic_1: But at least he's putting a racist in charge of the NSA, a climate change skeptic for the environment, and a creati…",841128 +1,"RT @pangsb: @Independent Donald Trump is trying to say if he did not get his way, he will destroy the earth....disregard climate change.",196096 +2,RT @bencaldecott: Michael Bloomberg and Mark Carney: How to make a profit from defeating climate change | Opinion | The Guardian https://t.…,295371 +2,Trump shifts stance on climate change https://t.co/NnsIah9ezT https://t.co/eYctKq561z #CBC #Tech #IFTTT #followme,318473 +2,RT @WIRED: What a Trump presidency means for the global fight against climate change: https://t.co/JhDmByNpNP,30218 +1,"RT @JoeGatesss: We all need to discuss global warming but first, can we addresss the drought of tops in the LGBTQ community ??? #RealNews",295557 +1,RT @emorwee: In which I casually speculate that Steve Bannon knows climate change will cause chaos and that's sorta what he wants https://t…,754608 +1,"RT @cafedotcom: Ah, that old classic: “It’s cold outside so global warming isn’t real.” https://t.co/yK0qXtHc7a",46806 +0,"@MrAnthonyWood @MSNBC damn one Democrat asked price about global warming +.smh",289439 +1,"RT @HunterDK: 'Scientists around the world are faking climate change b/c they hate our way of life.' +'Sounds right.' +'Russia—' +'W… ",195957 +1,@ChrisCuomo Thank you for handling these climate change deniers so beautifully. These people make me sick. Such sellouts.,669941 +1,RT @ajplus: Leo takes on climate change skeptics: “You might as well not believe in gravity.â€ https://t.co/v8EdagKObD,148684 +2,RT @RedHotSquirrel: David Bellamy: The BBC froze me out because I don't believe in global warming. https://t.co/GRQhUZkFGV,441274 +1,"RT @PaulGRodriguez: “@osceyouthmalaga: ��We need to find answers to security, climate change and other problems. #YouthandSecurity” @OIJ_DIG…",669755 +1,"RT @FionaAdorno: If we don't die from war or the environmental impact of denying climate change, we could always die of embarrassmen… ",279877 +1,"RT @DTrumpExposed: Today Trump will order the end of all federal action on climate change + +This ensures him an infamous place in HISTORY + +S…",832412 +2,RT @ClimateCentral: The Paris Agreement disappeared from the Department of Energy's climate change page https://t.co/cEDFMhCc2e,777580 +2,RT @Jezebel: Energy Department won't disclose names of employees who worked on climate change to Trump team…,603357 +1,RT @CitiesSun: Civic engagement vodeo on climate change @RichardMunang @HElHaiteCop22 @UNEP https://t.co/qzW67YFaK9 #COP22 @NiliMajumder @…,118177 +1,"RT @GregThyKipp: G-g-global warming is a still a hoax +*Nervous sweating* +Must b-b-b-be that liberal media +*Frantic pacing* https://t.co/0a…",869489 +0,RT @ShakeelRamay: I will be on @WorldPTV 5pm n discus climate change & terorism @ClimateDiplo @CntrClimSec @aminattock @LodhiMaleeha @S_Mar…,730726 +2,"As the seas around them rise, fishermen deny climate change - CNN https://t.co/GbsA372hDl",802672 +1,"someone who doesnt believe in climate change: man, we have hardly gotten any snow this year! + +me: https://t.co/MD59K8hOcu",258258 +0,"RT @derekahunter: Weather used to not be climate, but now snow in winter is climate change. https://t.co/uHqnczSQth",118578 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,486928 +-1,"RT @TinaCatalone: Yet @BarackObama will be hailed a hero by the climate change mental heads ITS AGAINST THE LAW,TO KILL BALD EAGLES b… ",681862 +0,asked me who my inspiration was and I told 'em global warming.,478885 +1,RT @GdnDevelopment: On the climate change frontline: the disappearing fishing villages of Bangladesh #GlobalWarning https://t.co/3iSfwXgR21,638215 +1,"They proliferate new products, but don't address climate change. Capitalism is a religion and its adherents worship money.",207515 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,171104 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,590948 +1,RT @RawStory: How we know that climate change is happening—and that humans are causing it https://t.co/Rx9atHZFeE https://t.co/qdMl14wtV1,941928 +1,Tax breaks for the ultra wealthy and climate change denial will not protect us from rising seas. https://t.co/56IjsAYnxB,961652 +1,RT @Channel4News: .@LeoDiCaprio calls on citizens to vote for “people who believe in climate changeâ€; @realDonaldTrump has called it…,93815 +1,ACT LOCAL. Looking for all suggestions on how to stimulate local climate change solutions. Recos on best web platfo… https://t.co/mjjFij2CsJ,224862 +1,"RT @JacquelynGill: Many of these cuts explicitly target climate change research: this is not fat-trimming, it's an attack on the…",984398 +0,RT @heyifeellike: if global warming isn't real why did club penguin shut down,778592 +2,RT @pablorodas: climate: NATO lawmakers warn that global warming will trigger food shortages https://t.co/hvcird5kVB https://t.co/ipjXApOXf9,413991 +-1,"RT @SoCal4Trump: The global warming crowd would have more credibility if they stopped making false predictions. +It's just weather. ��…",178833 +0,Roboter bedrohen in human-caused climate change denial in the U.S. out of plastic waste in the South Pacific has received,774022 +1,"RT @LeeCamp: 44% of bee colonies died last year due to pesticides & climate change. When the bees die, we die. ...But if we die first, the…",953164 +1,RT @StephenMcDonell: The World right now: #China warns #Trump not to abandon climate deal but he thinks Beijing invented climate change.…,242576 +1,"A few months ago you were saying China invented global warming, and that they were a menace. Hypocrite. https://t.co/S22iUGBenu",854794 +2,RT @TIME: Republican congressman says God will 'take care of' climate change https://t.co/bnTczTPpSK,115680 +1,I'm not even ready to watch Before the Flood bc it's gonna make me hella emotional & angry at people for not caring about global warming,858612 +2,#science Clues for reversing climate change in Oman's mountains? - The Recorder https://t.co/WhOUZ8Wkgg,771795 +1,RT @5SOSUpdatingWW_: Solution: do what we can to make sure global warming doesn't get worse idk?,995715 +1,RT @kingslutt: I wonder how dumb you have to be to vote for someone who said global warming is a hoax created by the Chinese,968 +1,RT @toomuchthyme: sometimes I start crying out of confusion about people who deny climate change,122967 +1,RT @LanaParrilla: Last day to see @LeoDiCaprio’s climate change doc for free. Powerful stuff. #beforetheflood https://t.co/WliqfEvhKc,918138 +2,RT @EcoInternet3: BlackRock Inc promises it will put new pressure on companies regarding #climate change and board ...: Financial Post http…,419103 +2,RT @BBCWorld: US diplomat in China quits 'over Trump climate change policy' https://t.co/iLCkQTorAM,851764 +2,RT @CNN: Robert F. Kennedy Jr. says President Trump's climate change policies are 'turning America into a petrol state' https://t.co/US0hvy…,393489 +2,RT @Reuters: JUST IN: EPA chief Scott Pruitt disagrees that CO2 is primary contributor to global warming: report https://t.co/g3K7JQIoki,690123 +1,RT @ClimateReality: We can debate how to tackle climate change – but the science is settled #ClimateMarch #ActOnClimate https://t.co/5ZxWIC…,243700 +1,@peej1st @guardian I think it's the fact climate change isn't simple confuses and angers the stupid,489087 +1,Rudolph and his chums might also be doing their bit in the fight against climate change ❄ https://t.co/6EDZcMYGdI… https://t.co/2LnRpDBnn4,595915 +1,RT @daveweigel: The televised debates had more Qs about hacked Clinton campaign email than about climate change. https://t.co/UUPQ83e8Jq,835972 +1,RT @esquire: 9 things to know about Donald Trump's climate change denier-in-chief https://t.co/t2p8Dzkyky https://t.co/9xVGp9cAwM,64563 +1,Phoenix faces a reckoning from climate change -- great story from @yardleyLAT https://t.co/kNLUQs8wUE,9515 +2,Will climate change affect forest ecology?.. Related Articles: https://t.co/OBNpGhLBcD,803120 +2,Is there a link between climate change and diabetes? https://t.co/7fG6eUHJ1r https://t.co/Oj15FgsQJs,908263 +0,RT @BelugaSolar: The complex world of climate change governance: new actors; new arrangements https://t.co/kflzE5JNKz,261107 +2,@amcp World Business Report crid:3t1ir7 ... Food and Rural Affairs Committee says climate change could bring heavier rain fall in ...,819684 +0,"RT @WilliamSBudiman: Jualan climate change ga laku di jakarta. Ga ada yg peduli, makanya ga ada yang jualan. Menyedihkan tp kenyataan. http…",488066 +0,Man got global warming in my freezer and it's fucked all my food up. I cba with life.,416734 +-1,RT @TheGreatFeather: All you fools that bought into the climate change hoax... see any solar panels or wind turbines? Send him more of y…,925682 +1,Leo DiCaprio's new film 'Before the Flood' is a sweeping look at climate change | MNN - Mother Nature Network https://t.co/o9Wt7ceKcV,896486 +2,"In America, big business is taking on the challenge of climate change https://t.co/PLb3yOgrqG",384750 +2,RT @CNN: Former US President Obama will speak about climate change and food supply at the 'Seeds and Chips' summit in Italy https://t.co/MC…,184728 +1,RT @SandieCornish: James Martin SJ explains why climate change is a moral and religious issue. https://t.co/krNfZVHeCH,583279 +1,"RT @NicoB94: @realDonaldTrump please support climate change policies, YOU can make a HUGE difference. The world is watching, humanity count…",456497 +1,RT @sharonlawrence: Thx @elaine4animals for joining @aitruthfilm at #EarthFocus Film Fest. Opens TODAY Speak truth abt climate change…,602037 +2,Al Gore's climate change film An Inconvenient Truth gets a sequel - https://t.co/kcSbzpykXE https://t.co/I20onApp4F,171439 +0,RT @OptaJoke: 10 - N'Golo Kante's heat map for every game he plays accelerates global warming by 10 years. Coverage.,447603 +1,RT @KimKardd: We have to face the reality of climate change. It is arguably the biggest threat we are facing today.,885577 +1,"RT @taygogo: Rosa Luxembourg said, 'Socialism or barbarism.' And in the days of Trump and global warming, that feels real af.",675306 +2,"RT @efairhurst: Apple, Google, Microsoft, and Amazon will continue to fight climate change despite Trump’s order https://t.co/QdS2zFvUYS",501170 +1,RT @JamesMartinSJ: Why is climate change a religious issue? Because God's creation is holy. And climate change hurts the poor the most. htt…,624440 +2,"RT @climatehawk1: February's unusual heat has #climate change link, scientists find | @InsideClimate https://t.co/nLEahSteob… ",896619 +0,Just heard on Savage show that they're saying 'global warming' is causing the reindeer to get smaller. ??? ???,863360 +1,@atDavidHoffman Last night my 8 yr old gave us a full on presentation on what hurricanes are and how global warming… https://t.co/KB8hvKb5BY,264731 +1,RT @JohnsHopkinsSPH: Interesting polling data. Follow @JohnsHopkinsEHE to learn more about how climate change affects health. https://t.co/…,11242 +0,RT @johnmyers: First bipartisan press conference on a climate change plan since 2006 in Sacramento. https://t.co/52wAdxjMj0,396402 +2,RT @MSNBC: Pres. Obama says he's confident US will continue to fight climate change: https://t.co/15S2axtr5K https://t.co/yd6DhoHiUj,129328 +-1,@nytpolitics If all you people were as concerned about terrorism as you are about climate change....that'd be great.,355752 +-1,"RT @RogerHelmerMEP: Helmer@Heartland,DC: 'We can consign the myth of man-made global warming to the dustbin of history'.",414641 +1,Its so warm???? why is global warming a thing,648134 +2,From global warming to redistricting: Is Arnold back? Capitol Weekly ... - Capitol Weekly https://t.co/8Sf4hpbVzW #GlobalWarming,585873 +1,RT @retroJACE: global warming real as hell. al gore told us. leo dicaprio keep tryna tell us. its 82 degrees and its halloween. sumn aint r…,484903 +2,RT @TIME: How climate change could make extreme rain even worse https://t.co/BYFvCAm8cE,383148 +2,RT @capitalweather: Interior Department agency removes climate change language from news release: https://t.co/mHTSAJ2XIn via @dino_grandoni,607196 +2,RT @FlitterOnFraud: Teens suing U.S. over climate change ask for Exxon's 'Wayne Tracker' emails https://t.co/Mlhc4En0Ej,630539 +0,Roboter bedrohen in human-caused climate change denial in Münchhausen:,841129 +1,RT @NatGeo: How will a warming climate change our most beloved national parks? https://t.co/fkywugt7fv,579483 +1,RT @sarahkendzior: @daveweigel And NYT hiring a racist climate change denier...,803403 +0,RT @NotAllBhas: global warming aesthetics https://t.co/y8wGwckMzt,429158 +1,RT @savbrock: It's almost 90 degrees outside on Halloween and some of y'all are still denying the legitimacy of global warming 🤔,792227 +2,RT @France24_en: Australia’s Great Barrier Reef expedition to explore climate change-resistant coral https://t.co/NjhLv11SY3 https://t.co/q…,41300 +1,"RT @GeorgeMonbiot: So now the bigots, homophobes and climate change deniers with which the DUP is stuffed will help govern the United Kingd…",219369 +0,"RT @headfallsoff: climate change is not something Happening, it is something actively being done to us by the rich, by the ruling class",907220 +1,@EPAScottPruitt your climate change comment: Ignorance or lie? One or the other. It is no longer in question.,508017 +2,"RT @thegulftoday: Earth Hour strengthens UAE role in tackling climate change: Minister +https://t.co/CvclqK9uum https:/…",159273 +-1,https://t.co/Eh1uDma73c best ever rebuttal to climate change,55944 +2,#news #Big oil pledge to help tackle climate change dismissed as 'drop in ocean' #business #fdlx,103249 +1,"RT @robdromb: Toomey opposes Abortion, Gay Marriage, pro-business, anti-consumer, anti-worker, anti-poor, denies climate change. + +VOTE @Kat…",979440 +1,Talking w archaeologist today about underwater heritage at risk to climate change- new area of research? @USICOMOSClimate #NPC17,405189 +2,RT @CBSNews: Bernie Sanders: 'What astounds me is that we now have a president-elect who does not believe climate change is real…,186884 +0,@Cernovich Can we spin it to include climate change also?,269793 +1,@mpk The practice of airing 'both sides' can create a completely false equivalence (e.g. climate change reporting). (2/2),344862 +1,"@RobertFife #cdnpoli #nobullshit + +A carbon tax will do nothing to combat climate change. The tar sands have to stay in the ground.",125818 +1,"#BeyondtheFlood an apathetic attitude toward climate change, will destroy the future of our planet!",595937 +-1,"RT @spark_show: Is this her answer to every question ever? She's so useless. + +Human caused climate change is the conspiracy. #ableg https:…",233634 +1,"RT @Ursalette: @Kalaax008 @DrDavidDuke Trump's absolute ignorance of global affairs, trade repercussions, and climate change denia…",900748 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,874349 +2,RT @cbcnewsbc: Kinder Morgan Canada president Ian Anderson says he's read climate change science but remains unsure of human cause…,484912 +1,RT @DanielxMarquez: We need to find a solution to global warming because no one should have to wear shorts after thanksgiving,203361 +1,"My husband believes that climate change is 'just a cycle.' Reaction? Awe, disbelief, and contempt. + +The alt right is thriving.",632424 +2,RT @ajplus: Trump picked a climate change skeptic to head his EPA transition team. https://t.co/3Odv7hO57P,720954 +1,"RT @FrealChanyeol61: this is illegal cuz they are increasing global warming , i am going to sue them https://t.co/2Thi5pN2Gt",371687 +-1,#IPCC https://t.co/a0F9709CTr Take a look at what else the climate change protesters in Copenhagen are promoting.,90618 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,593814 +1,"RT @NatGeo: .@SylviaEarle on climate change: 'We can't go back, but we can make Earth better than where it's headed...I think t…",710444 +1,2016 showed that climate change is here—and that we can stop it https://t.co/BE3So0ON2J,625337 +1,I think Mother Nature is just tryin make a hint to Trump that global warming is real,553002 +-1,"RT @SteveSGoddard: I've been hearing this global warming idiocy for 40 years, and nothing is changing. At what point does this scam en…",733706 +1,"RT @SenSanders: Will Scott Pruitt, a climate change denier who received over $340,000 from fossil fuel industries, combat climate change? D…",533949 +2,"The most populated part of North America may be in for a climate change surprise. +https://t.co/s9Rmqe7p3w",897900 +2,RT @Complex: World leaders say Trump is the lone holdout in a global effort to fight climate change. https://t.co/O5j5D2HkHj https://t.co/q…,872901 +2,RT @sciam: Antarctica’s southern ocean may no longer help delay global warming https://t.co/dV174aBcHx https://t.co/sL66QUvvwr,683919 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,811713 +1,I keep returning to the thought that the most dangerous gov. policies are the irreversible ones: climate change and urban spatial planning.,255110 +1,"@FoxNews @KarlRove you are supporting murderers, it is murder to fraud about global warming and to keep polluting,… https://t.co/YloD41Wuz5",608214 +-1,"RT @mitchellvii: If manmade climate change is real, why all the manipulation of data to prove it?",805541 +1,@sandeeproy1 @dhume That 'personal veganism' based on scientific findings of climate change & environmental degrada… https://t.co/9cdh4jIhHV,541240 +-1,"@OliveGraceSophi @nytimes ever happen in 1800's? I'd bet it did, was that climate change?",191628 +1,RT @jrockstrom: Don't get cheated by massive Trumpian Bias. Americans worry about human induced climate change & want CO2 reductions https:…,964006 +1,"RT @BlaneDarlink: @carloslcurbelo Thank you. AND Floridians need you to speak out even more about sea level rise & global warming, not to m…",741063 +2,RT @sciam: A coalition of 17 states are challenging President Trump's effort to roll back climate change regulations https://t.co/9UAYpzz2Fz,975898 +1,RT @samsteinhp: FWIW. we have probably lost the battle against climate change tonight,767317 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,533824 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,271154 +1,How climate change makes hurricanes worse https://t.co/za903b5OlI via @YouTube,112432 +0,"RT @sahilkapur: New Quinnipiac poll + +76% are concerned about climate change +65% say it’s caused by humans +56% say discourage coal +62% say k…",579886 +1,RT @ryan_the_ryan: the next leader of one of the most powerful countries in the world doesn't believe global warming exists. welcome to the…,501800 +2,"Polar vortex shifting due to climate change, extending winter, study finds + https://t.co/62FyvFmvDK",235510 +2,"National Geographic asked photographers to show the impact of climate change, here’s what they shot:... https://t.co/D9V6B5puK5",842312 +1,This whole global warming thing really is unfortunate...,702273 +0,RT @Albertaardvark: Kim Jong il will always be remembered fondly for his leadership and contributions on climate change.…,76201 +0,RT @taylorgiavasis: Do you guys actually care about climate change or are just mad Donald trump doesn't believe it's real,387371 +-1,"RT @Cernovich: Same 'experts' who said Hillary would win claim 'climate change' is real. LOL! Go away, morons, you know nothing and you los…",926245 +0,@SacredGeoInt Not really. So there are some shills. Are you saying we can nothing about climate change?,541359 +1,China very kindly explains to Trump that it didn’t invent climate change as a hoax. https://t.co/Pz8fBZDFZW via @slate,568347 +1,RT @NatGeoChannel: One of the easiest ways to help combat climate change in your daily life is to stop eating beef. Here's why:…,229052 +1,"especially considering I know how to solve the world's energy problems, which will also aid in solving the climate change problem,",606671 +1,Harvey should be the turning point in fighting climate change https://t.co/CdvUvj4raK #Environment,764166 +0,RT @KFILE: Had story coming on Green say 'climate change' was a term 'used by nuts' and arguing on Facebook the climate was cooling.,907987 +1,sis its climate change https://t.co/zh8gduaA2M,514521 +0,"RT @fuchse_pl: '40% of the US population doesn't see why global warming is a problem, since Christ is returning in a few decades.' #Chomsky…",893831 +2,"RT @guardian: USDA has begun censoring use of the term 'climate change', emails reveal https://t.co/lGOK2nOFs5",334427 +0,@JoyAnnReid Yes but only if our Wall doesn't succumb to global warming.,668387 +0,If @realDonaldTrump talks to @elonmusk about climate change and makes Japan pay for a hyper loop to Asia (love ya Japan) I'll get a boner.,161092 +1,RT @UTAS_: One of the lesser known side-effects of climate change is the slow and steady rise in criminal activity: https://t.co/ErbJ79F8P1,135384 +2,RT @CNNInternatDesk: EPA chief: Carbon dioxide not 'primary contributor' to climate change https://t.co/I3MuvhrodK,474081 +1,RT @ec_minister: Grow the clean economy and create good jobs: Canada’s plan to fight climate change. https://t.co/YxAWghRhdM https://t.co/…,342022 +2,McCain jabs Pruitt on climate change https://t.co/R4uaEuF3kZ https://t.co/4LD7tGb6dF,364254 +2,‘There’s no plan B’: climate change scientists fear consequence of Trump victory https://t.co/tmMZS7aZwx https://t.co/WxdIz3Lmsa,8553 +1,"RT @DLSLOfficial: Tomorrow, November 4, 2016, is Lasallian Earth Day! Let's take action on climate change and support our campus' gre…",106372 +0,@ce_est_vinnie climate change,51779 +2,RT @EcoInternet3: Greenland: how rapid #climate change on world's largest island will affect us all: The Conversation https://t.co/DuosM6v4…,616646 +1,RT @f0ggie: when you worried bout the Earth but this global warming lowkey bussin https://t.co/1k7EkvXR9s,186103 +0,Interesting perspective on climate change & how it will actually cause Trump's anti-immigration/terrorism agenda to… https://t.co/bT9RgXghdv,395391 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,406801 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,5109 +2,"RT @ReutersWorld: Trump faces G7 squeeze on climate change, trade at Sicily summit https://t.co/Dl4fUx2ELV",635376 +0,RT @ddale8: Trump again vows to cancel the US contribution to the UN climate change program and spend it on clean water and clean air in Am…,23008 +1,I hope all the horrible & deadly effects of 'nonexistent' climate change happens to DC because you all have a dumbass carrot for a president,291565 +1,"RT @MikeBloomberg: Washington's failure to tackle climate change won't stop cities, businesses and citizens from leading the way. https://t…",146793 +1,RT @MoveOn: @realDonaldTrump just nominated climate change denier @AGScottPruitt to lead the EPA. Here are 4 things you need to…,745696 +1,"RT @Rottoturbine: Also, Earth woefully unprepared for unsurprising and totally predictable human induced climate change https://t.co/VBRHeJ…",569370 +2,RT @thehill: CO2 levels in atmosphere hit new high as EPA head denies its role in climate change https://t.co/3qA08xvvLd https://t.co/OMlgT…,62652 +2,RT @FoxNews: Paris Agreement on climate change: Washington reacts to US pullout https://t.co/bLRCV8uEHS via @brookefoxnews https://t.co/a5…,966399 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",35274 +2,RT @MSNBC: John Kerry says he'll continue with global warming efforts until the day President Obama leaves office…,906519 +1,"@mamaswati my bad, I just remembered, the world as we know it will cease to exist becasue of climate change deniers.",982595 +2,"RT @UKIPPOOLE: Plastic bottle menace ‘rivals climate change’ + +https://t.co/XkpAjSKeRD",882705 +1,RT @Independent: Artists visualised what climate change could do to New York and it's breathtaking https://t.co/FfY7aPAeIL,409108 +1,RT @TonyHWindsor: What a relief that climate change doesn't really exist https://t.co/4KTSANm9jv via @canberratimes,57477 +2,Government to outline climate change risks facing UK in new report https://t.co/i0DH3pxCy5,321347 +1,"RT @CIF_Action: Across #Zambia, #women are taking action to tackle pressing issues that were caused by #climate change.… ",648487 +1,RT @daveweigel: Most center-right parties agree w/ 'the left' on climate change. Even France's National Front. GOP's an outlier. https://t.…,644096 +1,RT @etiennelefleur: Neoliberalism has conned us into fighting climate change as individuals. By @Martin_Lukacs https://t.co/cwyRVddY1X http…,673747 +1,I genuinely fear for the fate of this planet now that both the presidency and Congress are dominated by the party that denies climate change,788541 +1,"RT @CarolineLucas: .@Ed_Miliband, @MaryCreaghMP and I urge Theresa May to challenge Trump's contempt for tackling #climate change https://t…",239930 +1,RT @lyssadelrey: When I show people the leading causes of climate change and they see the fraction of it that's due to animal agricu…,745412 +1,Climate change aka global warming is pretty high up there bro https://t.co/fDFrcz2HEl,413459 +0,"RT @SEEMORis: Genuinely interested about the group who follows me. +Is global warming real?",936497 +2,Reuters: Trump to roll back use of climate change in policy reviews: source https://t.co/H0JxKJJvWD,275239 +0,Kentut dari hewan-hewan purba adalah penyebab utama global warming di zaman dinosaurus. [BBCnews],320994 +2,India hits back at Trump in war of words over climate change https://t.co/mCYySe04lk,411895 +1,RT @UNLibrary: Indigenous and local knowledge has a role to play to observe & respond to climate change. More from @UNESCO…,315050 +1,"RT @JamilSmith: Trump doesn't govern like a true climate change denier. In a way, his approach is crueler. Here, I wrote about why.…",755572 +2,"RT @TIME: China to Donald Trump: No, we didn’t invent climate change https://t.co/B0IVLU2Wl7",431514 +2,Stephen Hawking has a message for Trump: Don't ignore climate change https://t.co/OqqVOOfg0l,437946 +2,Scientists scramble to protect #research on #climate change - https://t.co/tn0wToss6z' https://t.co/IKPIVJUANQ,75418 +1,"RT @foe_us: “We need to act now to lower carbon emissions by improving energy efficiency & tackling climate change head on.' + +https://t.co/…",3478 +1,"RT @iamhamzaabbasi: In global news for all the right reasons. Verified by WWF, PAKISTAN planted 1 Billion trees to fight global warming…",857728 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",544431 +0,@ReutersIndia did he box him for approving taking down all global warming related info from gov pages?,445821 +1,Do we really have a president that doesn't believe in global warming? How many people don't believe in global warming? WTF,597449 +1,"Oh, and the wasteland will be created by denying climate change not by spending imaginary money. https://t.co/Stnf6qyqAN",331758 +2,RT @RFirlinger: Germany: 'Merkel vows to convince climate change 'doubters'' https://t.co/6A6giWOlmC,744703 +2,RT @kylegriffin1: Emails obtained by the Guardian show that the USDA has begun censoring use of the term 'climate change'. https://t.co/SGC…,651018 +0,Major causes of global warming https://t.co/2lrV10giJ1 9GAGTweets,92722 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,966254 +2,Last Top Stories: Could Trump unravel Paris climate change deal? https://t.co/yTdgar9YXq,309377 +1,.@Waterkeeper staff marched in support of our 320 Waterkeeper Organizations & Affiliates tackling climate change https://t.co/PEkOUkB2Rw,459490 +2,RT @yicaichina: 90% of #Chinese think #China is on the right track. Only 15% are 'Very concerned' about climate change. https://t.co/3PNxIn…,86 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,384830 +2,Q&A: Why some extreme weather events can now be blamed on climate change https://t.co/s0AsOTeyqF,613613 +0,RT @KKelseyBITCHH_: Polar bears for global warming https://t.co/8JsbiG0TfP,623300 +2,Scaramucci once called climate change denial ‘disheartening.’ Then he took a job with Trump https://t.co/CRB9hetEbj by @dino_grandoni,245730 +0,Let me tell you my view point on global warming considering the #smog show in Delhi recently.Do read and spread this thread if u like it!,585862 +2,ECOWAS says addressing climate change issues will end farmers/herdsmen clashes https://t.co/rqMtjbBwTL https://t.co/Ke5lPurle8,50863 +1,"@sarahartman My god, he's going to build a wall, promote war crimes, ignore the reality of climate change. Worries me as an Irishman.",668999 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,250178 +0,I'm wearing a jean jacket during winter ...global warming is brazy.,928102 +1,RT @awuillermin: you know what im SO stoked on? the fact that people elected a president who openly regards global warming as a 'hoax'. tha…,197936 +1,"RT @__LyLy: I don't understand how someone can say they don't think climate change is real. Do they think the Earth is flat, too? & the sky…",162631 +1,"RT @newscientist: EPA boss says carbon dioxide not primary cause of climate change, contradicting all the scientific evidence…",851539 +1,"RT @AllBirdsWiki: @birdsblooms Animal ag is the main cause of global warming, harming birds and other creatures! Pls don’t post bacon recip…",630990 +2,Evidence of global warming overwhelming – Kerry – Radio New Zealand https://t.co/yV7xJDgstI,731006 +-1,"@Heritage Let me guess! Subsidies, 'entitlement' programs, propping up third world dictators, oh yea, and the climate change hoax!",269112 +1,RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,135509 +2,How can we trust global warming scientists asks David Rose | Daily Mail Online https://t.co/GjeiRC4O4s,649451 +1,"RT @RedLine_Tacoma: Global risks to economy: extreme weather, water shortages, natural disasters & failure to prepare for climate change ht…",522807 +2,DOE head says carbon dioxide not primary cause of climate change / https://t.co/oFCKyse6JB,906290 +2,RT @HuffPostPol: Twitter resistance explodes after federal climate change gag order https://t.co/B8RBKhkcoI https://t.co/iZ3v81dh8v,747908 +2,RT @SpudLovr: Wisconsin state agencies are deleting talk of human-caused climate change from their websites https://t.co/4tQI1l9TU4 #wiunio…,514473 +1,5 Stories to Read This Weekend - News Editors' Picks @realDonaldTrump doesn't believe n climate change SAD 4 US https://t.co/tCMQw7E2L2,584858 +2,RT @dwnews: Trump's #EPA chief Scott #Pruitt denies human activity link to climate change https://t.co/tPuNpg9wIr https://t.co/AAKlX4MBVK,664343 +0,"You guys watching the climate change stuff in the news? Last time a celebrity pulled out of Paris, we got a leaked… https://t.co/VMtL8EGsoV",60562 +1,RT @XXL: .@LifeofDesiigner learns about the dangers of climate change on @BillNye’s new Netflix show https://t.co/XfTymuRn0I https://t.co/A…,219164 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,757018 +1,"RT @Kon__K: He's a self - proclaimed racist, misogynist, climate change denier, homophobe & fascist. + +But she's a woman. #ElectionNight",262715 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,548508 +1,"RT @PhilG_Poetry: Record-breaking climate change pushes world into ‘uncharted territory’ #ClimateChangeIsReal #climatechange +https://t.co/…",980254 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,868161 +2,RT @guardianeco: Markets are already pricing in climate change. Business can't afford to wait to act | Sam Mostyn https://t.co/K77c0eDWmo,834772 +1,RT @JWagstaffe: EPA head Scott Pruitt denies that carbon dioxide causes global warming... which is absolutely scientifically false. https:…,594425 +1,"climate change causing all this? there's just not enough evidence to support that + +jesus making his return? say no more. has to be it",785253 +1,RT @wef: 7 things @NASA taught us about #climate change https://t.co/dk7D5OkVha https://t.co/GghWFjp7rp,961888 +1,RT @voxdotcom: Guess what? The military thinks climate change is a threat. https://t.co/8idgzeo0nB https://t.co/qx36hXsDYt,75397 +1,RT @nowthisnews: This scientist has had enough of climate change denial bulls*t https://t.co/Cz9Ql4Nqc4,77083 +1,"RT @conradanker: 2016 ➡Warmest on record. Defense, business & recreation all accept climate change. @realDonaldTrump #KeepParis + +https://t…",302295 +2,Captain Robert Scott's log book from Antarctica expedition raises doubts about global warming - Daily Mail… https://t.co/XJHi5YucDs,395544 +1,But seriously. This episode was from 2000 and they were debating climate change. 16 years later and how is that sti… https://t.co/glzXLQqFGU,849330 +1,"RT @LaterCapitalism: End world hunger, eliminate poverty, slow the rate of climate change, put an end to patriarchy and systemic racism,…",478651 +1,RT @wef: 11 ways to see how climate change threatens the Arctic https://t.co/3t6ZHJZ1pM https://t.co/XoqQCrE5Np,94740 +-1,"RT @BigJoeBastardi: Tired of being told I dont believe in climate change, which is redundant term and everyone knows occurs. Real deniers o…",275970 +0,RT @RyanMaue: It's clear from last 50-years of global tropical storm & hurricane counts that any possible climate change signal h…,358701 +1,"How do you not believe in climate change? It's the middle of November and I can still wear shorts most days. Climate change is a hoax, obvs.",125289 +2,POLICY SHIFT: Trump to undo Obama’s climate change agenda https://t.co/7jXjJV6yI1 https://t.co/jg1oAebbqJ,62516 +1,RT @BuckyIsotope: “I don’t believe in climate change” I say as the ocean laps up against the Rocky Mountains. “It’s a myth” I say as my ski…,720136 +1,RT @javiersolana: More common sense their at least in this case. ' China warns Trump against abandoning climate change deal' https://t.co/l…,218672 +1,RT @davessidekick: #r4today always wheels out climate change denier / liar Nigel Lawson to imply the science is up for debate. This is not…,383562 +1,"call your senators: Tell Them to block Trump’s cabinet of hate, climate change denial, & Wall Street greed https://t.co/6naBSqXIZu",834208 +-1,@ANTNAsty22 Does the climate change? Yes; Do we know why or how or what or when? No,666011 +1,RT @thenorthface: Give your signature to help combat the impacts of climate change in the Arctic: https://t.co/TaKa37K9gc…,128706 +2,RT @globalwarmingt: Global Warming Times: China to Trump - 'we didn't make global warming up'. https://t.co/KTEJXT1HCu #China #Trump #globa…,589834 +-1,"Head of the global climate change cult, Al Gore, says “God” told him to fight global warming https://t.co/7Se1KSeB1c",10961 +0,I wish there was a climate change chapo trap house,28437 +1,"RT @katercanter: I love when we get #LARain and no one claims the drought is imaginary. +*cough* climate change deniers every single… ",185242 +1,RT @nature_brains: Don't forget! Applications to tackle climate change as a NatureNet Science Fellow are due by Nov 30. https://t.co/kK2nMi…,417834 +1,"If even an iota of evidence for climate change and mass extinction from human activity arises, is it not worth open… https://t.co/vQDbYQ3fKu",601728 +1,"RT @ErikSolheim: Another silent spring? +Birds are struggling to cope with climate change. +https://t.co/WjbudjVN6K https://t.co/IeqXYedz9v",171008 +1,RT @iansomerhalder: @LeoDiCaprio Im so grateful for the time you took to tell the important story of climate change in #BeforetheFlood Than…,391625 +1,RT @CleanAirMoms: 'We're sounding the alarm. The ultimate danger of climate change is that it's a danger to the health of every American.'…,228365 +0,@EricJowi Linkages have been made to climate change...,52039 +2,"#weather Mediterranean to become desert unless global warming limited to 1.5°C, study warns – Inhabitat https://t.co/DJKmdnWYDa #forecast",492437 +2,RT @nytpolitics: Scott Pruitt has moved to stock the EPA with like-minded conservatives — many of them skeptics of climate change…,570336 +2,"2016’s super warm Arctic winter 'extremely unlikely' without climate change, scientists say https://t.co/cGb2wNey0G",334036 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,453933 +2,RT @insideclimate: The Obama Administration released on Thursday an updated compendium of the accepted science about global warming https:/…,488643 +1,RT @sciam: What to say to a climate change skeptic https://t.co/wveBCHKH8E https://t.co/PGchImjxZY,704666 +1,"On climate change, Scott Pruitt contradicts the EPA’s own website-ideology over reason wins. https://t.co/qL5rzi1NG8 https://t.co/5MjTodhrwv",41327 +1,"If we stopped emitting greenhouse gases right now, would we stop climate change? https://t.co/IhINz9yowW https://t.co/dWN0oAIWWN",572732 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,510330 +1,"Time to pull out the peace signs. Crank up the peace emojis. Get rid of these idiots in DC. Fight climate change, s… https://t.co/FMSvg0zh5c",27 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,217352 +2,"Largest all-female expedition braves Antarctica to fight inequality, climate change: LONDON (Thomson Reuters…… https://t.co/80aFAKchfh",789044 +1,RT @harrymcgee: Stark news on climate change. Won't meet targets. Current policies not sufficient. Not on track for decarbonisation https:/…,881513 +2,An Inconvenient Sequel: Truth to Power trailer: climate change has new villain – video https://t.co/oRUHEete7P,358185 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",590065 +2,RT @nytimes: This marks the first time in the modern era of global warming data that temperatures have blown past the previous record 3 yea…,921581 +2,"Chilling effect of autocracy: CDC cancels a conference on climate change health effects, of their own will.… https://t.co/sygkDcRtAB",338838 +2,"Scientists just measured a rapid growth in acidity in the Arctic ocean, linked to climate change… https://t.co/tQkBY0eVEI",152098 +1,RT @voxdotcom: Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/cjiuP9xDIy,396891 +0,"The rain really needs to stop, I blame global warming.",179266 +1,@1Swinging_Voter All this will do is trigger more talk of global warming & more money spent on renewables. We're too enlightened to use coal,814487 +1,RT @nowthisnews: #TBT to when we had a president who believed in climate change and wasn't an international disgrace https://t.co/sSb5iF0Qjd,225904 +2,RT @CNN: China slams Donald Trump's claim that climate change is a Chinese hoax https://t.co/19u33vgbQe https://t.co/rFZOJ3XACd,514116 +2,"RT @CBSThisMorning: “Without bolder action, our children won’t have time to debate the existence of climate change.” -- President Obama… ",514322 +1,"North America, get ready for giant hailstones thanks to climate change https://t.co/dGTwYJtjQl",956999 +0,RT @ForeignAffairs: Thomas Schelling has died. Read his essays on climate change and nuclear weapons in the archives of Foreign Affairs…,131186 +-1,@ABrexitBriton I thought the climate change alarmists said we would all be snow free by now,921577 +2,"RT @AIIAmericanGirI: EPA Administrator: Carbon dioxide is NOT the primary contributor to global warming... - The Right Scoop +https://t.co/E…",286118 +1,"RT @BJforMayor: Forests on the move! #forests #climatechange Go west, young pine: US forests shifting with climate change (from @AP) https:…",692952 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,119177 +1,"RT @EarthSciPlymUni: #FossilFriday: Fossil leaves suggest global warming will be harder to fight than scientists thought. +#climatechange +h…",616437 +2,Former NOAA scientist: Colleagues manipulated climate change data for political reasons https://t.co/0Omi1FOj6H via @tregp @theblaze,256693 +1,"Do you have blogs, resources to share on #health & climate change? Learn more & submit by April 24: https://t.co/dFBBlXQiLu #globaldev",180290 +1,"RT @YouTube: .@NatGeo teams up w/ @LeoDiCaprio to explore climate change and prevent catastrophe. + +This is #BeforeTheFlood →…",414172 +-1,@MnemonicLight @thinkprogress 'global warming' Hoax,644717 +1,"Healthy forests fight climate change. Trees absorb carbon from the atmosphere in their leaves, roots, and wood... https://t.co/xauUzOJgRX",411122 +2,RT @millerhmd: GOP congressman: God will 'take care of' climate change if it exists https://t.co/h26jL5cieu via @HuffPostPol,586676 +1,"RT @greenpeaceusa: Fertilizer, poop, and loads of rain: as climate change worsens, so does the quality of our drinking water.…",148239 +1,Cities within 600 miles of coastlines should prob dig giant cisterns underground for future global warming super storms,730331 +1,RT @BillMoyersHQ: Learn what state governments can do to challenge Trump’s climate change denial policies https://t.co/4spwZh7CFo,326600 +0,"Question 1: do u like smoking weed? +2: do you hate paying taxes? +3: do you think global warming is just a big ol ho… https://t.co/mm9j8hHUN2",837396 +2,"RT @lauras_realm: Colleges vow to fight climate change despite U. S. leaving pact: + +https://t.co/D96gKqteS7 + +#science #environment…",728959 +1,"RT @BasedMarcos: November 15th, 80 degrees in Denver, not a single snowflake yet, but trump says global warming isn't real so it's all cool.",273966 +1,RT @caitrionambalfe: Because climate change does not recognize borders ..... https://t.co/zYIdj7G5xx,236783 +1,RT @tyDi: How can anyone doubt climate change? It's fucking science... it's as real as gravity.,362117 +0,"@Telegraph @TelegraphNews But global warming doesn't exist, trump said so . It's gotta be True",796444 +1,RT @isismaese: It's not 'crazy El Paso weather' its global warming you idiots,683225 +-1,"RT @leonpui_: Trump should do that as 'climate change-global warming' is a huge Fraud. + +Watch for our new article in 2 weeks!…",500587 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",958298 +0,"Hey if global warming is real, how come the police still has COLD cases, uh?",797449 +0,"We're doing Richard III, but it's all an allegory for climate change.",133990 +2,RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,292445 +1,Victory for California's climate change program. No one has a 'vested right to pollute.' Well said. https://t.co/EwNkChj1yi,90831 +1,RT @MattBors: Florida. Half the state's going to disappear in ten years due to global warming. They're going for the guy who says it's a Ch…,471219 +1,"RT @sophiewoood: seeing trump supporters posting earth day pics like + +u voted for a climate change denier + +u voted for the defunding of th…",480438 +1,"RT @ajplus: Thousands are marching in the #ClimateMarch today. + +Many in White House leadership deny climate change exists. He…",602608 +1,Fighting climate change isn’t a ‘waste of money’ — it’s a good investment https://t.co/YZw8fKYFLk #TechToday https://t.co/yXMMoO0YAw,158199 +1,RT @KrisSanchez: @realDonaldTrump That depends... Your denial of climate change might kill us all.,973857 +-1,RT @ClimateDepot: Cheers! Trump's Interior secretary doesn't want to combat climate change https://t.co/UlVnz2lhhI via @MotherJones,542957 +1,"But sure, let's elect a soggy cheeto who thinks climate change is a Chinese hoax. What could go wrong. https://t.co/MQjVECreTO",956167 +2,RT @healthy_wrld: Scientists highlight deadly health risks of climate change - CNN https://t.co/7iGZCcXSTH https://t.co/nPigFKSjEW,249388 +1,Google Earth Timelapse lets you see climate change clearer than ever https://t.co/j2nbHmAsKG #The Next Web,309739 +-1,@peddoc63 I think ol' Joe has had too much #Covfefe already....the left all need valium before they add to faux 'global warming',462153 +2,"RT @amanda_clack: In race to curb climate change, #cities outpace governments https://t.co/Y2bBmY1pWh via @Reuters #wbef",989215 +1,@AbundanceInv Have you seen how activists are helping to push companies to consider climate change? https://t.co/r2aOyklF7B,476481 +0,@thekuehdiaries global warming,964599 +1,RT @mmfa: Major broadcast networks are failing to address the link between Harvey and climate change: https://t.co/UgoesX4oN1 https://t.co/…,818045 +1,"RT @ChrisJZullo: Scott Pruitt is a climate change denying fossil fuel advocate who accepted $300,000 of their donations for AG, and now the…",942439 +1,"RT @SethMacFarlane: With an incoming administration hostile to science and in denial of climate change, this is really, REALLY bad. +https:/…",877758 +1,RT @GreenUNL: Passionate about public climate change policy for all Nebraskans? Apply to attend NE Youth Climate Summit on 4/20:…,735053 +2,RT @FinnHarries: Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/dc2MgZ1lsx,460697 +1,RT @MU_Foundation: Great to see so many young people from our partner schools engaged in discussion about climate change at today's…,434038 +1,RT @ALewerMEP: Realism with opportunities on climate change: https://t.co/MFxgU4yGjm,972742 +1,"I'm fuckin tired of the personification of mother nature to further degrade women. Nature isn't fuckin moody jackass, it's global warming",711960 +1,RT @jonathanchait: Grim @CoralMDavenport reporting on Trump's plan to destroy progress to limit climate change https://t.co/bnWXkhlbuZ,937918 +-1,"RT @polNewsToday: Anons explain how 'climate change' is not man-made, but rather part of a natural cycle that all planets go through. https…",744790 +1,RT @PetraAu: A climate change denying Republican Congress with a #climatechange denialist Republican #President 😰 #Trump #PlanetEarth is cr…,308101 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",6292 +1,Denying climate change is only part of it: 5 ways Donald Trump spells doom for the environment https://t.co/mVmA9U5hEU,52041 +-1,@ashlynpaigea but global warming is a hoax,519840 +1,"RT @AstroKatie: Options are basically: +A) Do everything we can to slow climate change based on best science +B) Wait till everyone's… ",799409 +1,Prof Michael Mann giving a lecture on climate change @Georgetown great honor to have him #climatechange https://t.co/814LpGY6wj,889272 +1,if you say climate change doesn't exist ur a fucking headass,87971 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,66263 +1,be ready for climate change https://t.co/7ZmOyBIbSZ,53401 +0,@realDonaldTrump Which was came up with the idea to order the EPA to remove all data about climate change from its website. YOU?,852555 +1,"RT @MallorieWatts: PSA: When you vote, remember candidates stances on the environment! Trump thinks that climate change is a hoax. HE DOESN…",858289 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",419305 +1,RT @AltNatParkSer: The consequences of climate change will have profound effect on humans over next 100 years. https://t.co/uroesBJxJw,948676 +1,"RT @coeruleus64: @RogueEPAstaff Why do you consider climate change a threat for your golf course but not for the rest of the country, Mr Pr…",329908 +-1,"Trump is right, global warming is fake news https://t.co/cdjlGAQr4m",846332 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",958807 +1,"“Carbon capture, use & storage are all important elements in mix of solutions to climate change for #steel industryâ€ Nicholas Walters @COP22",844511 +1,RT @CarbonBrief: Factcheck: World’s biggest oil firms announce miniscule climate change fund | @Energydesk https://t.co/npL9JjecCL https://…,125194 +1,RT @Kythulu: The amount of people denying climate change using this hashtag is outright terrifying to me.…,955378 +1,"Keep in mind it's November and it's the Midwest. You, know, that climate change thing. The one that's not a Chinese hoax. 🙄",856655 +0,@elonmusk @OldManRiver1800 @realDonaldTrump might accidentally stop climate change buy giving large corporate tax breaks to manufacturers,791979 +0,RT @GitRDoneLarry: Why do I get myself in these global warming debates! Why?!! Can't folks just enjoy a nice day anymore without thinking t…,153522 +1,RT @Mikel_Jollett: @realDonaldTrump If that's true then why do you silence the EPA and deny the science of climate change?,159024 +0,@NancyPelosi I know no journalist will ask this. Please explain specifically how climate change is a national security issue.,110626 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,679597 +0,RT @BongoMuffing: Can't confirm the weather now that we're inside global warming.,611492 +1,RT @UNDP: #Africa added least to global #GHG emissions but is most vulnerable to climate change. Here's how we help. #COP22 https://t.co/bi…,784406 +1,RT @NWF: Join #WildlifeClimateMarch & urge leaders to fight climate change. Add your voice & tell others via social media:…,759139 +1,RT @palegoon: bro our next president doesn't even believe in fucking climate change. and his VP thinks being gay is a treatable disease.,923140 +2,"RT @jaketapper: WaPo: Al Gore just had ‘an extremely interesting conversation’ with Trump on climate change + +https://t.co/4GnHp5KgJe",684671 +0,"RT @YungNihilus: If global warming is a myth, why is club penguin shutting down",679723 +1,"Senator James Inhofe of Oklahoma. Ignorant climate change denier and buddy of equally ignorant EPA head Pruitt. Oh,… https://t.co/vWkFV5fZS6",713100 +2,Proposed EPA budget would cut into climate change programs - Business Insider https://t.co/vLvqLkHCDZ,899293 +1,RT @JayMontanaa300: 84 degrees in Atlanta......in November..........do you still believe that global warming is not happening???,973896 +1,@EnvDefenseFund fighting *against* climate change initiatives? Well that really take the cake. https://t.co/GgvuNiKsze,766312 +2,Rex Tillerson may have used an alias to communicate with Exxon officials about the risks of climate change… https://t.co/q5K9dztcUB,134502 +1,"USDA has begun censoring use of the term 'climate change', emails reveal !!! + +https://t.co/1jf8SrDCA2",662692 +1,"You would think a President would want to attack unemployment, climate change, pollution, homelessness, poor school… https://t.co/Q6fu6T0nsH",207542 +1,RT @mbeisen: Teaching climate change in coal country - how kids respond when family and teachers tell you different things https://t.co/dHf…,36827 +1,RT @COCONUTOILBAE: im gonna just ignore the fact that the world is either about to end bc of climate change or nuclear war and focus o…,875698 +-1,@Major_Hutch @TheBrodyFile @CBNNews @realDonaldTrump Ever notice all the elitist Libs crying about climate change s… https://t.co/iV0jWHbyTS,128241 +1,RT @Carina_Fish: Where does climate change & race intersect? Hint: policies & decisions by legislators. #environmentaljustice https://t.co/…,193530 +2,Global Warming Policy Foundation – the UK home of climate change sceptics – hit by 60% membership fee slump https://t.co/O1IUyLkwoC,627550 +1,"RT @V_Williamson: The truth is that climate change is an existential and immediate threat, @nytimes. Publishing this tripe is a moral…",666963 +1,RT @epjacobs: Scott Pruitt falsely says there’s “tremendous disagreement” about climate change. No one is this ignorant unless they’re paid…,852076 +0,RT @hoesp1ce: Lovin this global warming weather! ;^) https://t.co/rRxSB2xVzy,763117 +1,"@TheH2 @_Drew_McCoy_ lol, right because climate change is a 'fake news'",827474 +1,We don't need to be an indigenous person to show support. Its time to treat the NATIVE right and take climate change seriously #NoDAPL,260812 +2,"RT @ClaudiaKoerner: The EPA has been told by the Trump administration to take down its page on climate change, @reuters reports… ",977171 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,40930 +2,"On climate change, angels and demons are battling over Trump’s soul https://t.co/SaaSlM1GzC",669558 +2,https://t.co/IJGZosVDJz Exxon to Trump: Don't ditch Paris climate change deal https://t.co/FgJW4riI77,264008 +1,"Through climate change denial, we're ceding global leadership to China https://t.co/QEOWeA6mnF",264588 +1,@jgpd52 I'm sold! I always wanted to live in California. The earthquakes and the global warming threat of ending up in the Pacific ocean 🤔🤔🤔,313822 +2,RT @Independent: Bernie Sanders calls Donald Trump’s new EPA chief ‘pathetic’ for climate change stance https://t.co/ig44Eox9nk,108383 +1,Before the Flood - The full movie is available ahead of elections. Powerful call to action on climate change. https://t.co/6EXiWA3In8,11598 +1,"RT @TeaPartyCat: We don't need laws to stop climate change, God won't allow it. +We need laws to stop abortion, which God hates but won't d…",213478 +2,RT @WorldfNature: Documentary explores how climate change is impacting Yosemite - CBS News https://t.co/YCYdNQN3Pz https://t.co/f4atVr1t4H,677067 +1,"RT @vaviola: “Oklahoma hits 100 ° in the dead of winter, because climate change is real” by @NexusMediaNews https://t.co/GlCYyb1jJb",797268 +0,@chloemiriam Trying this long-slow-breathe-out thing combined with big-picture-perspective (of like cosmos or climate change) and tiny steps,185861 +1,RT @PopSci: Six irrefutable pieces of evidence that prove climate change is real https://t.co/YTwtFqTcUc https://t.co/vGXjlNDj8I,348014 +2,RT @GreenJ: Pulling the pin: @CliveCHamilton quits climate change authority ... https://t.co/1dfTNT7V7S,873913 +2,Kuwait's inferno: how will the world's hottest city survive climate change? https://t.co/DbOHz7xUZP,399671 +1,Our real problem with trump is climate change if we dont focus on that aint gone be a world to hate eachother on,15681 +0,RT @LornaBogue: A visual representation of the height increase on Lee wall. Additional metre on top for climate change. Also the be…,635410 +1,"@skinnytxars I do climate change research, I'm so terrified",401705 +0,RT @TNREthx: Powerful numbers in here for discussing climate change with eveidence-sensitive skeptics. https://t.co/LKXdHrRWLn,578441 +1,RT @BeringSeaElders: Thank you @POTUS for supporting our culture & helping #NorthernBeringSea build resilience to climate change.…,760102 +1,RT @TheRealEwbank: The poor will bear the brunt of climate change impacts... They already are > https://t.co/edhl6QZ990 #4corners #AgeOfCon…,97658 +0,RT @BrandyLJensen: If you had to engineer a threat to civilization that we would almost certainly fail to address it would be climate change,199825 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,296388 +2,Tracking effects of climate change on public health - https://t.co/fVicJKtPjQ,904649 +2,Pruitt backtracks on #climate change: Politico https://t.co/w6tktAJxWC #environment,461356 +2,"March set a remarkable new record for global warming, NOAA reports - https://t.co/a4zv6od3SY https://t.co/vtmYzOJjSl",562082 +1,RT @AstroKatie: Arguments about climate change mitigation 'ruining the economy' confuse me when coal & gas get massive subsidies to compete…,20296 +2,RT @EcoInternet3: UN agricultural agency links food security and #climate change in new guidelines: UN News https://t.co/eynewv5sBC #sustai…,352287 +2,RT @nytimesworld: An audacious plan to help those threatened by climate change: manufactured floating islands. https://t.co/IReoLBJDhz,10852 +1,Anyone interested in climate change should check out the book 'The Climate Casino'. I would say it's a bit too optimistic but still good.,108221 +1,RT @Slate: Trump will be the only world leader to deny climate change: https://t.co/q0tuKhXzQp https://t.co/6OImgNkx6S,682581 +-1,Climate change madness: Alarmists want you to eat insects to stop global warming https://t.co/oFeeX8qGr1,659566 +0,If global warming helps remedy a bit of seasonal depression before it kills us all.. I'll allow it,208498 +1,RT @hannah_mowat: Yet another study shows how eating less meat is crucial to tackle climate change. Have a resolution for 2017 yet?…,13475 +1,@HillarysSquad the way I see it: A window has opened & if we don't close it fast we have to refight old battles instead of climate change.,580446 +2,RT @thehill: EPA shuts down program helping states adjust to climate change https://t.co/aCdIGOkfoD https://t.co/XH2pwTjPne,268989 +2,"Apple, Google, Microsoft, and Amazon will continue to fight #climate change despite #Trump’s order: The Verge https://t.co/WSocNH8hwr",904441 +2,RT @nytimes: A new NASA visualization shows the invisible drivers of climate change https://t.co/qfLIwQI3Gt,379983 +1,RT @LeanzaRakowski: Me enjoying the warm weather but knowing it's because of climate change. https://t.co/QmkJGV5Ogu,481113 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,954544 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,341928 +1,RT @IngridStitt: @ASU_VICPS member @denisleetham reports on the dangerous impact of climate change for workers in our industries…,198973 +0,Why Corporate Demand Is Our Greatest Key to a Sustainable Future https://t.co/KosMy4PBXi Despite climate change ……… https://t.co/GscOJbkiq7,605539 +1,Donald Trump has promised to rip up the Paris Agreement on climate change. He also wants to kill the Clean Power... https://t.co/pjyAGZVh0w,3764 +1,RT @DianeRegas: Thanks @weatherchannel for a clear explanation:climate change is caused by humans. I would add that there are solut…,576650 +-1,"@NewYorker More liberal hypocrisy. Cite 'science' when it comes to climate change, but deny biology when it comes to conception & gender",813736 +-1,HBO climate-scientist @billmaher preaches from the altar of man-made global warming: https://t.co/JhoNOLPXKg #climate,809003 +1,RT @KathViner: This is a call to arms on climate change. And by arms I mean flippers! | First Dog on the Moon https://t.co/OoDsnX6LMY,71568 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,459135 +2,"@realDonaldTrump @POTUS +Most Americans want 'aggressive' action on climate change: Reuters/Ipsos poll https://t.co/wwcdsaXUuX via @Reuters",89357 +2,[NYT] Spring arrived early. Scientists say climate change is a culprit: https://t.co/XKcBhuQUnf https://t.co/SxJio673K6,19644 +2,"RT @signordal: Global efforts on climate change could be scuttled by a Trump presidency, advocates fear https://t.co/96Z3I2NbJI",953957 +1,"RT @attn: Unlike many Republican leaders, European conservatives don't deny climate change. In partnership w/ @DefendAction https://t.co/Rs…",409481 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/VC5qFJMxje,42867 +1,@Spacebunnyday Shame you can't find 1 legitimate science organization to refute man-caused climate change. Instead you obfuscate inanely.,46257 +1,RT @davidaxelrod: Earth to EPA chief: There is no doubt about climate change or our role in accelerating it. https://t.co/gaMoGeyeWC,874692 +-1,The religion of global warming has all tax-paid authority supporting it. There is no questioning it as our Winters get colder.,631678 +1,RT @tombxraiders: I just uttered the words 'im cold' during an Australian summer climate change is real,685573 +1,Still cant believe Americans voted a pres who doesn't believe in climate change. So much for 'stumbling the establishment' #ThursdayThoughts,785309 +2,Amplified plant turnover in response to climate change forecast by Late Quaternary records https://t.co/8ZAMi8ORGZ,438882 +1,"RT @Independent: Donald Trump just chose a climate change denier to run the environment agency +https://t.co/3Na4tunv5w",532311 +2,RT @sciam: Green Republicans confront climate change denial https://t.co/pYRE4F1KRS https://t.co/zQUsXWkM62,140929 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,411265 +1,RT @samsteinhp: FWIW. we have probably lost the battle against climate change tonight,675583 +0,"For BC, the devil will be in the details of the text of the climate change agreement... #bcpoli https://t.co/rzjBgFQval",52815 +0,@apasztor82 @Glen4ONT Hairline is receding - climate change,89910 +1,26 before and after images of climate change https://t.co/o9u4rpLdw8 #itstimetochange #climatechange;,830103 +1,"50 years of hiding their evidence of climate change, yeah he's the one to talk to. https://t.co/z0G97Op1qR",70956 +1,RT @Oceana: Assuming carbon removal will address climate change is betting high on largely untested technology. Via @physorg_com https://t.…,254014 +1,#Rigged #StrongerTogether #DNCLeak #Debate #Iamwithher climate change is directly related to global terrorism https://t.co/6SoXS3kdim,453031 +2,Study assesses financing methods for climate change damages https://t.co/79gHxMjevV,764682 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",21135 +0,RT @UniteAlbertans: Ivanka will head a review of US climate change policy... https://t.co/Yaiurrzlhe #WTF @Potus #UnitedNations…,713793 +1,Every insane thing Donald Trump has said about global warming https://t.co/fm0BwNar7h,356919 +2,Synthetic grass 'to replace garden lawns' due to climate change https://t.co/f1zqjWTohp,936802 +1,Deniers were wrong about a 'pause'. And climate change could be about to accelerate https://t.co/owSaCt8F8P,391843 +0,RT @AIFam16: Negative thinking destroys your brain cells and causes global warming. Source: #DTBYPusoOPamilya,603751 +-1,"RT @SteveSGoddard: 30 years ago, the @sierraclub said global warming would make earth uninhabitable for cockroaches… ",450525 +2,RT @guardianeco: Nicolas Cage to star in climate change disaster movie https://t.co/bnmqgo4fCR,704857 +1,RT @ClimateGuardia: Despair's not an option when it comes to climate change (It's us or #fossifuels ���� Fight to the bitter end! #auspol) ht…,618503 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,734783 +1,It could already be 'game over' for climate change. Different rules for the next game. https://t.co/5NHebfSsa8 #via @ScienceAlert,69418 +1,"RT @DavidPapp: EPA chief denies carbon dioxide is main cause of global warming and... wait, what!? https://t.co/BStPVardNf",159205 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,691287 +-1,RT @realDonaldTrump: The global warming we should be worried about is the global warming caused by NUCLEAR WEAPONS in the hands of crazy or…,356353 +2,Kids are taking the feds -- and possibly Trump -- to court over climate change https://t.co/GCfMPayfQa,770586 +2,RT @CStevenTucker: .@POTUS to sign sweeping directive to dramatically shrink role 'climate change' plays in decisions across govt https://t…,969517 +2,RT @LCVoters: A Federal judge has ruled in favor of the 21 young adults suing the federal government because of climate change https://t.co…,415765 +0,"RT @ClNEMAH: my skin is clear, my grades improved, my hair is shinier, my student loans are paid off, global warming is gone https://t.co/0…",61750 +1,I used to be concerned about global warming but cause of Cheetos presidency I just want GW to speed it up and end us all.,506376 +-1,RT @FBRASWELL: Who is driving the climate change alarmism? Listen and find out! - Climate Change: What Do Scientists Say? https://t.co/y2Ct…,584364 +-1,@nowthisnews Can anyone explain to me how major climate change events have happened over earths history BEFORE we could be blamed for it?,3221 +2,Rex Tillerson 'used email alias' at Exxon to talk climate change https://t.co/Sxhqq5ILPy ^BBCWorld https://t.co/yhNlAVneFp,575164 +1,RT @DaraTorres: “Got a sneak peek of Al Gore's #AnInconvenientSequel climate change doc. An important film worth your time. Check it out to…,432865 +1,RT @POTUS: The science couldn't be clearer - we owe it to our kids to do everything we can to combat climate change. https://t.co/497Wkkve58,184117 +2,"RT @ClimateCentral: As soon as Trump takes office, he's going to be sued over climate change https://t.co/nTVAMsRsvV https://t.co/ewPKbhUmtD",363983 +1,"RT @Indivisible_SAZ: Here's one climate change story we'll record at #climatemarch tomorrow. What's yours? + https://t.co/CvnKb8glx9 https:…",570981 +1,"RT @SenSanders: Scott Pruitt, the new head of the EPA, does not believe that CO2 is a primary contributor to climate change. Honest…",971643 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,573799 +1,"RT @ChazBono: While we argue about climate change, China will be spending over a 100 billion on renewable energy, creating 13 million jobs…",499111 +2,RT @RealMuckmaker: Leading global warming deniers just told us what they want trump to do https://t.co/AIUerziYyC via @MotherJones,417331 +-1,"RT @jimlibertarian: That's great news,the EPA is a corrupt&criminal New World order operative 4 communism,&climate change believers lik… ",580798 +1,"Integrating Forests, trees and landscapes in addressing climate change:new paradigm shift for policy and practice. #TreesRcool",130061 +1,"RT @laurenepowell: We have the tools, minds, & motivation to address climate change now. Honored to address the global community leadi…",494334 +2,Rapid decline of Arctic sea ice a combination of climate change… https://t.co/gws6xAZW6E #science #climate_science… https://t.co/3ScnswgBaI,594692 +0,@realDonaldTrump Protesters mostly students concerned about global warming,264545 +1,"RT ClimateReality: Clean energy proves there are real, solid solutions to climate change that make economic sense!… https://t.co/MSocrJEYA9",706947 +1,RT @michaelaWat: The only people in the world --THE WORLD -- whobdont believe in climate change is American republicans. Why is that…,363563 +1,RT @The_News_DIVA: Exxon to Trump: Don't ditch Paris climate change deal Not even ExxonMobi... https://t.co/h65yNjyEo5 via @CNNMoney https:…,297814 +1,"A timeline of Earth's temperature since the last Ice Age: a clear, direct, and funny visualization of climate change https://t.co/Nf9v91xWVN",229802 +1,That moment when China is actually becoming world leader on fighting climate change bc they don't think 'God' will… https://t.co/x1Kkg6gNe6,838866 +2,"RT @Newsweek: Permafrost—frozen ground—is thawing much faster than we thought, accelerating climate change https://t.co/hTH71QIrUg https://…",577357 +0,"RT @BlavatnikSchool: Great events coming up next week: #Oxford climate change actions, #identity politics, understanding #corruption.… ",722780 +1,RT @BrookingsInst: Why aren’t #Election2016 candidates making more of a connection between natural disasters & climate change?…,805960 +1,RT @NatGeo: Fresh water is being contaminated as sea levels rise due to global warming #BeforeTheFlood https://t.co/x6SVZNOY1w,112673 +0,"RT @tksilicon: @afalli When they started the Eko Atlantic City, each time I pass through bar beach road, I wonder about climate change thre…",442990 +1,"How do deniers of human-caused climate change, who aren't even scientists, explain the sudden spike to 4… by Lee Thé https://t.co/EaaGtUdSaS",969097 +2,RT @skynewsmichelle: G7 final communique expected to state 6 nations support Paris climate change agreement and US being given more time to…,103883 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,359128 +1,RT @kathleen_rest: And Whie House says federal resources on climate change are a 'waste of money.' Tell that to these communities.…,239520 +1,RT @MikeBloomberg: Today @ 1:40p ET: Discussing the solutions that are leading the fight against climate change w/@CarlPope…,92687 +1,"RT @gagasklaine: the DUP are anti-abortion, anti-same sex marriage and climate change deniers. as young people, we can't stay silent over t…",249997 +1,"RT @Zach_Newell_: Scary that Trump is considering Ben Carson, a denier of evolution and climate change, as Secretary of Education.",131558 +1,I want action to address climate change to be up front on the agenda #TellNYT,98738 +1,@sara0688 What about that one idiot who gets to see them everyday but still denies global warming?,207436 +2,#Australia #News ; Malcolm #Turnbull dismisses climate change policy review criticisms from colleagues #auspol (Pi… https://t.co/CXqV55suKA,449594 +1,RT @SenAngusKing: Thanks to Bill Mook of @MookSeaFarm for highlighting the impact of climate change on Maine aquaculture #mepolitics,1293 +2,RT @TrumpIsCrooked: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming…,278129 +-1,"@CNN GLOBAL WARMING, it is really damage by the cold weather coming in. How do the supporters of global warming, explain this?",42154 +0,@RoguePOTUSStaff Are you referring to Russia or climate change,64089 +0,RT @Chemzes: This is now the liberal version of the right's climate change denial https://t.co/gs2Dpkpbpi,293173 +1,"RT @nytimes: For these female leaders from around the world, climate change and women’s rights are inextricably woven https://t.co/bB6MKGmZ…",173266 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,569834 +1,How do people not believe in climate change? I'm a bible believing Christian but I'm also a biologist. It's stupid to refute it.,484571 +2,RT @GuardianAus: Trump begins tearing up Obama's years of progress on tackling climate change https://t.co/L8ZFdEdkD7,589428 +1,RT @Wilderness: #OurWild can’t wait while Washington denies climate change. Join the #ClimateMarch April 29. https://t.co/rZ08IdlY0N https:…,163785 +1,Earth deserves better than TV coverage of climate change https://t.co/3jHbsexJ39 #mercatornet,883241 +1,"@thehill No need for glasses. Because, just like climate change, eclipses are a hoax created by China.",698297 +1,RT @RichardDawkins: President Trump may destroy America but maybe we can stop him destroying the world. Sign the climate change petition ht…,300254 +0,Just like climate change reactions. https://t.co/HOf3oOmjdw,999347 +1,"RT @SenSanders: Thanks to @algore for not only calling attention to the crisis of climate change, but also for rallying people around the s…",333610 +1,RT @billmckibben: You can tell global warming's a Chinese hoax because all those record breaking years are IN RED https://t.co/kakjaLvNvU,176539 +2,NASA released a series of climate change images just as Trump heats up his attacks on the EPA https://t.co/rgLUTtGPdI,465195 +-1,At least she actually came out and admitted she was wrong. Most climate change cultists would never have done that. https://t.co/FRDaLzgZsC,450485 +-1,"the UN blames you for climate change, meanwhile ignores this https://t.co/fPNhxxmclJ ✈ ✈ #OpChemtrails #SRM",35115 +2,RT @intlspectator: UNITED STATES: Trump is consulting on how to withdraw the US from the Paris climate change deal,97220 +1,RT @jkaonline: China warns Trump against abandoning climate change deal @FT Against the wishes of the whole planet!,566833 +2,RT @Nature_IL: One way to prepare for climate change? Seeds: https://t.co/4xqAbvWsxy https://t.co/c4sKKQmuVS,744311 +0,Thinking about climate change gives me anxiety 🙂,559587 +-1,"RT @Chairmnoomowmow: Before you sit for a lecture about climate change from a california liberal, take a look at the job they're doing.…",158914 +1,@ShwahKram We tried to leave you a president who believed in climate change. Now you are screwed and you did it to yourselves @Jacob606,247258 +1,RT @eilfretz: Trumps disgusting comments yesterday overshadowed overturning Obama's strongest climate change adaptation effort https://t.c…,307181 +0,@jayhesl I need your email to send you question on climate change to include your views in my next roundup post,924263 +2,RT @CNN: Badlands National Park deletes tweets on climate change https://t.co/Ol55G32zYq https://t.co/kdrpPQmULZ,129378 +2,Oceans storing up staggering amounts of heat: 'the memory of all of the past climate change' https://t.co/aAacG6vgko,279545 +1,"RT @Chris_Meloni: Well if a brother can't vape in peace, I'm goin w the global warming denier, Russian puppet, conflict of interest g… ",58511 +1,RT @RBrulle: @JustinHGillis @NaomiOreskes @MichaelEMann Good work by Justin Gillis on NYT answer page about climate change. https://t.co/03…,704379 +2,RT @amNewYork: Trump signs executive order that reverses a slew of Obama-era climate change regulations https://t.co/wLJ7IUw1yL https://t.c…,633178 +1,RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,733878 +1,"Plant flowers, say no to pesticides. Stop climate change (open the eyes of deniers). Save the bees! https://t.co/h44E2R8Svv",362222 +-1,Wake up about man-made life ending climate change. Its just false science. Fabricated big business for decades. Delphi Principle. Look it up,635831 +0,"Yes, Virginia, hell has frozen over and global warming is now a scientific happening. https://t.co/GRPh5ue9dd",937837 +2,RT @thehill: De Blasio signs executive order committing New York City to Paris climate change agreement https://t.co/gIhAi8SFb2 https://t.c…,244831 +2,guardian: Keep it in the ground: What president Trump means for climate change https://t.co/myQAmPh8S6,6202 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,404441 +1,"@richardfenning @fiona_skywalker @EricIdle To be fair, Every Sperm Is Useful doesn't apply to climate change deniers.",911183 +1,RT @OsmanAkkoca: I Don'tBelieveİnPoliticians&ScientificDepartmentsAnymore!TheyAreCoveringTheRealityOf #climate change - #wild_life - http:…,228374 +1,"RT @studentactivism: I'm gonna tweet this @BadlandsNPS tweet again, and be less cryptic as to why. As important as the climate change tw… ",922069 +1,@RonPauISexFiend still don't think climate change is real???,757167 +-1,"RT @SteveSGoddard: Historians will look back at the global warming scam and Russian hacking scam, as two of the stupidest episodes in human…",538971 +0,RT @FunnySayings: if global warming doesn't exist then why is club penguin shutting down,415332 +2,RT @WorldfNature: Blue whales are huge because of ancient climate change - New York Post https://t.co/P0Hu8sClXy https://t.co/n2FnFiAS5i,40831 +0,RT @KennardMatt: Palestine is litmus test for political courage/seriousness. @thomyorke choses to campaign on Tibet/climate change becoz it…,447753 +1,"RT @henryfong: There are so many signs the end of the world is near; North Korea, climate change, and Bigroom producers making future bass",501268 +1,"RT @EricHolthaus: Holy wow. Remember those kids suing Obama & big oil over climate change? +They just *won*. +Read this: +https://t.co/HnZBICG…",869147 +0,RT @EcologyOfGavin: Spatial resilience of forested landscapes under climate change and management https://t.co/pgLrL5Hkvv…,499658 +2,RT @USATODAY: Man-made climate change has been cited as a cause of the lengthening wildfire season. https://t.co/qpgnlQM3RE,649350 +0,"RT @jongaunt: Please Retweet today's poll: Do you believe in man-made climate change? + +Call 020 38 29 1234 + +https://t.co/IC1da6Sd3p",88124 +1,"@RepWalterJones When climate change floods your home, I hope you remember how you sold out people of N Carolina. We needed you, you failed.",320062 +2,RT @Slate: Watch Bill Nye blast CNN on air for pitting him against climate change skeptic. https://t.co/Xc9xSe3ZpK https://t.co/gmYQNs1B8p,659491 +1,RT @piproddis: Frederick from @AYICC speaking at #COP22 on importance of #climate change #education for young people to take action https:/…,562322 +1,Fuck global warming but also shout out to cold weather without snow,314858 +-1,"RT @SandraTXAS: Even Al Gore the mack daddy of climate change doesnt believe this crap. +Trump is right to exit Paris climate accord…",26314 +1,"RT @Encino_Mann: Mike Pence believes imaginary beings exist with no evidence, but things like climate change, for which there is ample evid…",768436 +1,RT @cieriapoland: this halloween gets a lot scarier when you consider that bc of global warming it's 80 degrees in October & we are destroy…,877887 +-1,RT @Carbongate: Top Russian Scientist: ‘fear a deep temperature drop — not global warming’ #climatechange #environment https://t.co/zqgkOQf…,372359 +2,RT @thehill: California signs deal with China to combat climate change https://t.co/jM2GDK315d https://t.co/19iFaGXlDI,804016 +-1,@Suthen_boy Screw that old dyke. All her phoney rules are going down the river like Obammys. Totally made up climate change. Zero proof.,794536 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,645872 +1,"RT @NRDC: Sorry President-elect, climate change is not a Chinese hoax. #ActOnClimate https://t.co/WGpX51ooBB",433704 +2,RT @chriscmooney: CDC abruptly cancels long-planned conference on climate change and health https://t.co/C99i21yeCo,448661 +1,Electing someone who doesn't believe in climate change would probably be disastrous. Wait... https://t.co/566xPZyy1R,79030 +0,RT @grynbaum: Tom Friedman asks if Trump will withdraw from climate change accords. Trump: “I’m looking at it very closely. I have an open…,269681 +1,#climatechange I wonder when we'll get the first reports of criticisms of the scientific community for UNDERESTIMATING global warming risks.,866353 +1,"RT @alexrusselI: climate change is a global crisis already having tragic effects, especially on the world's poor https://t.co/9VuM1Ldu9I",916691 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,621517 +1,RT @benmekler: It's 91 degrees in mid-November and the president-elect wants to cut 100 billion dollars in federal climate change spending,858072 +1,"RT @AstroKatie: Yes, we have in a sense reached 'point of no return' on climate change. Doesn't mean stop working against it. There are deg…",199618 +1,RT @ExeterMed: Researchers from our @ECEHH have joined global response to climate change health crisis: @LancetCountdown project l…,738781 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",760332 +1,RT @unisdr: Is India in the throes of a fever outbreak? Urbanisation and climate change help spread of mosquito #switch2sendai https://t.co…,841604 +0,"RT @JeffreyGuterman: #Trump has selected Myron Ebell, a climate change and global warming skeptic, to lead the @EPA transition team.…",400759 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,153827 +1,"RT @Khanoisseur: Just days before Harvey…Trump rolled back Obama's standards requiring gov to account for climate change, sea-level…",987177 +0,RT @jacquie_1959: @abdwj48 @CBCPolitics So true. Hell if the weather man got the weather wrong msm blamed Harper for climate change #Defund…,792718 +1,"RT @lexcanroar: US peeps, please get involved with climate change campaigning + orgs - otherwise we could globally reach a point of no retu…",157704 +2,21 kids aged 9 to 20 are suing the Trump administration for failing to prevent climate change (via @BIAUS) https://t.co/XyDRo7pLsc,622904 +2,RT @Independent: White House official says Trump will scale back importance of climate change in government decisions https://t.co/Tumkmy6A…,688213 +0,RT @melaninsana: Not to be extra or cheesy but dahyun's smile could literally end global warming stop poverty and bring world peace https:/…,244637 +0,I was going to say climate change then I was like wait what month is it and if that doesn't tell you everything abo… https://t.co/Uf6NfygUNW,451936 +-1,RT @Rockprincess818: celebrities who couldn't drag Hillary's bloated body over the finish line are lecturing us on climate change. No one l…,389636 +1,"RT @adamelman: 8 disgusting side effects of climate change +https://t.co/LrwfTzF3XG",844806 +1,RT @Impact_Summit: Al Gore as a keynote speaker -call for action: climate change- at Impact Summit Europe!! #impinv…,866983 +2,"Indian farmers fight against climate change using trees as a weapon + +https://t.co/gehCNSMtPc",23615 +1,Letter: Explore energy alternatives: Whether or not one chooses to believe that global warming is caused by human…… https://t.co/JKOGB67kim,474625 +1,"RT @ianbremmer: It's really cold today +So climate change might not exist + +I just ate breakfast +Not sure about global hunger either",917467 +2,RT @adamconover: Scientists just published an entire study refuting Scott Pruitt on climate change - The Washington Post https://t.co/y1kMq…,660169 +1,"If voting for the candidate that wants to do something about climate change isn't enough to pick them, you don't realize what's going on.",243879 +1,"RT @ALT_USCIS: From @altGS_rocks . The connection if Russia, EPA and the global warming denial https://t.co/UoAVodywnm",631337 +0,RT @RNHAAP: @mynameisNegan Actually a lot of us believe in climate change. We just think we shouldn't have to pay for the entire world.,272089 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",35380 +0,"More than 50 million years ago, when the Earth experienced a series of extreme global warming events, early mammal… https://t.co/Oou3X8vkGx",631060 +-1,"RT @TEN_GOP: Dear celebs, when you give up your estates and private jets then maybe we'll listen to your rants on climate change. +#ParisAgr…",553931 +2,Stephen Hawking has a message for Trump: Don't ignore climate change https://t.co/QiQJiW2glE,247559 +1,RT @shelbyleo_: this dude in this climate change lecture literally thinks global warming is a chinese hoax. can you imagine being that dumb,894401 +2,RT @FRANCE24: New York braces for the looming threats of climate change https://t.co/YFyWiXij2X https://t.co/alLc31hyCG,608225 +1,RT @davidsirota: WOW: “You and your friends will die of old age and I’m going to die from climate change.â€ https://t.co/tFswYjwczQ,650986 +2,RT @guardian: Paris climate change agreement enters into force https://t.co/6YeRR3n8fS,835266 +2,RT @ClimateCentral: Michael Bloomberg says cities must now lead the way on climate change https://t.co/BEoiYDdPuG via @FastCompany https://…,994436 +1,RT @c40cities: It is cities who are on the front line of climate change and cities who will lead the charge for a sustainable futu…,259743 +-1,"@thehill Sure, Dr. Sanders - proctologist-at-large knows everything about climate change, just ask him for his opinion: I bet it stinks!",732888 +1,RT @FrankTheDoorman: 97% of scientists believe climate change is man-made and causes rising sea levels of oceans. The other 3% believe Fran…,971047 +1,RT @climatehawk1: Why solar panels are blooming in Southwest's land of hydropower (hint: #climate change): @CSMonitor…,624424 +2,Exxon must turn over decades of climate change research https://t.co/TiYVfK9u6T https://t.co/843gThjQ7Y,331296 +0,Trump is not thinking of his answer to climate change but of the rating to his current actions. If the ratings... https://t.co/SDwq7LZKjk,192010 +0,"@EvanLSoloman have Craig Oliver explain climate change taxing, taxing the tax? Importing Saudi, Algeria bitumen. No invest in tech.",454966 +1,@PoloT_TreyG Lol Ok! We can start over if you want! Have any solution to climate change? It's what you brought up so I'd think you would.,312295 +1,"RT @PRiNSUSWHATEVA: despite popular belief, factory farming is the leading cause to global warming amongst other things. the reason it is n…",568368 +1,RT @Atrios: 'funny' thing about climate change denial is that 15 years ago the very well-funded opponents didn't deny it they just said 1/2,800367 +2,RT IndyUSA: Al Gore's new climate change film raises huge question: Will he run again in 2020? https://t.co/TOROpvhar7,364363 +1,"RT @DanRather: I think at this point, we can stop calling them climate change deniers. Reality Deniers is closer to the truth. +https://t.c…",377807 +1,RT @catfuI: The new president of america is going on trial for raping a 13 year old girl and doesn't believe in climate change,766258 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,120797 +1,RT @NotMaxBade: Oh you don't believe in climate change? Then explain why my spring break is in the middle of February.,890042 +-1,RT @Franktmcveety: UN official actually ADMITS that 'global warming' is a scam designed to 'change world's econom… https://t.co/Pp719kulT8…,745207 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,335261 +1,Weather Channel destroys Breitbart over BS climate change story ➡️ @c_m_dangelo https://t.co/4C2N7XGnnT # via @HuffPostScience,241334 +2,RT @thehill: EPA removes climate change page from website hours ahead of #climatemarch https://t.co/IsA0LITg1e https://t.co/yhXHZzj6I2,432331 +2,Claudia Kemfert: “Energy and climate change economists can provide transparency.”' https://t.co/51jXPIYzey by The Beam #cleantech #energy,579611 +2,EPA head Scott Pruitt may have broken integrity rules by denying global warming https://t.co/datoPF0sJ7 https://t.co/E1btd24xUe,16343 +2,RT @EcoInternet3: EPA phones ring off the hook after Pruitt's remarks on #climate change: report: The Hill https://t.co/K44qHdElVC #environ…,89606 +0,"Doing this for a simple stats project. + +Do you believe global warming will ever be a serious threat to your life or lifestyle?",962833 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,680478 +1,RT @amylynnbuttchin: It was literally 96° in LA today in mid November & our future president doesn't believe in global warming...,236664 +2,jaimeotero_: Global corn crops could be a major victim of climate change https://t.co/PsK3g39VQ2 https://t.co/Ap8PzazYuF RT,853883 +2,RT @randlight: 'Disaster alley': Cyclone Debbie shows how climate change will test Australia's military https://t.co/jF1C8dHfoB via @theage,335376 +1,RT @ezlusztig: He says climate change is a myth invented by the Chinese. All of our environmental accords could be torn to shreds. https://…,989667 +1,"RT @GhostPanther: Biggest loser tonight is the human race. Cause climate change is gone as an issue in Trump America. + +THIS IS A HUGE DEAL.…",737823 +2,Trump names climate change skeptic and oil industry ally to lead the EPA https://t.co/AbtnPCmOvW,316258 +-1,@democracynow @SenWhitehouse Anthropogenic climate change is the greatest lie ever perpetuated in modern human history.,901823 +1,RT @greenpeaceusa: 5 tips on how to talk climate change with your family this holiday season https://t.co/jYCMyAgGje https://t.co/oig9nVLHh8,433821 +2,RT @i_am_k_cooper: US 'forces G20 to drop any mention of climate change' in joint statement https://t.co/33EJNQoEBN,600981 +2,RT @thehill: EPA removes climate change page from website hours ahead of #climatemarch https://t.co/7yULD1VkfE https://t.co/2OgvAu4BDK,100290 +2,"RT @TheEconomist: The world's fishermen, like Darwin from Palau, are on the frontline in the battle against climate change. WATCH https://t…",223509 +1,"RT @siangwenfelin: DUP +- anti-abortion +- anti-LGBT rights +- climate change deniers https://t.co/xOa9qUw59H",428855 +0,@muzikgirl11 I hope global warming keeps it 84 and sunny in southern florida for the rest of our lives.,961317 +1,Last year @Apple issued the largest US #green bond to fight global warming and they're doing it again #kindworld https://t.co/Jr0d0RPDs4,60541 +0,RT @lozzacash: What! With all this global warming?? https://t.co/l2xMa4feDQ,448886 +0,RT @DonDadaLipz: Would you bare back a polar bear to stop global warming?,580568 +1,RT @aroncramer: Watch this Weather Channel meteorologist flawlessly take down lying climate change deniers https://t.co/ww5SSUVeB2 via @fus…,772380 +1,RT @DiabolicalIdea: It's curious how certain people think that Noah and the divine flood was fact but that human-induced climate change is…,436919 +1,"Rather deny the presidency, than climate change.",119781 +1,"RT @ImwithHer2016: As SecState, Hillary appointed the first Special Envoy on climate change to focus U.S. efforts to address climate &…",594477 +0,@SaulBishop well we all know how we feel about climate change....,983788 +2,"RT @postgreen: Record-breaking climate events all over the world are being shaped by global warming, scientists find https://t.co/b2j7Rve803",183013 +1,"RT @BraddJaffy: Interior employee says Trump admin is silencing scientists on climate change: “abuse of power cannot go unanswered” +https:/…",209805 +1,"RT @mslopatto: If you want actual accurate reporting on climate change, you are welcome to visit https://t.co/R2qzWCiv4H https://t.co/S2Lam…",219958 +0,climate change</3,733383 +1,Creating awareness is one of the biggest parts of preventing climate change #actonclimate #gogreen #awareness #eco https://t.co/CYGXihpXoi,293808 +0,RT @glvsscoughs: what a beautiful day for climate change,431851 +2,"RT @AnnaAnthro: Energy Dept. rejects Trump’s request to name climate change workers, who remain worried - Washington Post https://t.co/BpCE…",9227 +0,Population growth and climate change explained by Hans Rosling... https://t.co/2b5olZS3aD,259800 +1,RT @JonRiley7: Trump voters don’t believe in climate change but do they believe in asthma? Or mercury poisoning? Because those are…,769617 +1,When someone argues that global warming isn't real so ya check ya weather app and it's 63 degrees...at night...on d… https://t.co/FrCj2M1l1X,19685 +-1,"@nest LOL - you mean the kids progs like you brainwashed into believing your lies? +Yes, global warming is a hoax de… https://t.co/bywbpeEAji",556063 +2,WASHINGTON (AP) -- The United States said Friday it will continue attending United Nations climate change meetin... https://t.co/bOmpH5khSC,168282 +1,"Trying to think of a joke about Trump not believing in climate change. But... Trump doesn't believe in climate change, how do you top that?",620515 +0,"RT @BTLvid: Deadline day is like global warming for prices. Chamberlain-40m, Lemar-100m, Coutinho-160m. + +Credit to Mirabelli for signing y…",488737 +0,RT @ProfBrianCox: Interesting results on people's views on climate change from @nytimes : 'Yes it will damage my country but I'll be…,40504 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",794817 +1,RT @politikcat: This website depicts how areas would look on a map after water levels have risen due to global warming https://t.co/6oMJQhI…,215666 +2,RT @mic: The EPA removed climate change data from its website ahead of nationwide protests. https://t.co/nzTS6eazG8 https://t.co/PJ3OYZVkzj,385441 +1,"Despite what Mulvaney says, fighting climate change is not a “waste of money” – it’s an investment in our future. https://t.co/dKg5nFNRBf …",157941 +-1,"@Victor_Lucas The climate doesn't change, we're just stuck on a cycle of global warming.",877876 +1,RT @JacobWhitesides: I think that's global warming not christmas https://t.co/VVAzjVXH6w,361389 +2,The UN’s new climate chief admits she’s worried about President Donald Trump – but is confident that action to curb climate change is unsto…,637289 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,30932 +0,"Typically, #Brexit -eers dislike British Judiciary, admire Trump & Putin, and deny climate change https://t.co/cL7ZYd6BW2",315390 +2,RT @csmonitor: ICYMI: The event would have supported discussion on the effects of climate change on human health. https://t.co/kQTyLzdGqc,413237 +2,RT @CBSNews: Here's where climate change will hit the U.S. the hardest https://t.co/zayMKzk9xs https://t.co/VIqm4FxDWz,537653 +2,RT @PatVPeters: Congress: Obama admin fired top scientist to advance climate change plans | Fox News https://t.co/WLbylLdsOA,267021 +0,@realDonaldTrump EPA removes climate change info from website. https://t.co/435zYm40mW,810240 +2,A climate research expedition was halted by climate change [0.12]: https://t.co/AMfPbOOB4S https://t.co/MccvymlP0V,73634 +1,RT @RogueNASA: 'A sense of despair': The mental health cost of unchecked climate change https://t.co/qbhLAjWsZy,325260 +0,"RT @AmericanIndian8: Leonardo DiCaprio's climate change documentary is free for a week https://t.co/ITpdZ6kCeg +#INDIGENOUS #TAIRP https://t…",699512 +1,"RT @kirbs_p_13: When you're lit asf bc it's going to be 70° this whole week, but you know it's only bc of global warming destroying… ",34667 +1,"@mikamckinnon well, just remember that the next prez thinks climate change is a hoax created by the Chinese, so that's your starting point.",161247 +1,"No such thing as global warming? Riiiight... NASA, NOAA Data Show 2016 Warmest Year on Record Globally https://t.co/VxZpqQtf84",28816 +2,"The world is now bound to fight climate change after the Paris climate agreement became law today, with 96... https://t.co/IXiwKVxiP8",862490 +2,Kenyans turn to camels to cope with climate change #ClimateChange https://t.co/F0tXDjFR3f,863213 +1,Canada must not give up the fight on climate change /via @globeandmail https://t.co/cIaJUaL9xJ,964525 +-1,"RT @SteveSGoddard: I lived through the global cooling and global warming scares, yet the weather is exactly the same as 60 years ago.",187779 +-1,"RT @loochchio: @ccdeditor The climate change theory is so flawed it doesn't withstand the tiniest amount of scrutiny +https://t.co/ZdBY1tjN…",924364 +0,"RT @shalpin: reminds me of Superman Movie plot ( Gene Hackman as Lex Luthor ). + +*earthquakes versus global warming :) https://t.co/4KyUTSLo…",850472 +1,"RT @RepTedLieu: #Trump (who lost pop. vote) noms Scott Pruitt, climate change denier, de facto oil lobbyist, to lead EPA. BadChoice! https:…",385964 +0,"Apa gara2 dunia makin panas krn efek global warming ya, jadi pada haus kekuasaan gitu ��",828574 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,969066 +2,"RT @TIME: China to Donald Trump: No, we didn’t invent climate change https://t.co/B0IVLU2Wl7",448622 +1,RT @brhodes: How will GOP explain to our kids that it failed to combat climate change or prepare for its impacts because it denied basic fa…,961845 +-1,"RT @SteveSGoddard: No one told Bernie that it is -35 degrees in North Dakota, and he can call of his global warming protest. https://t.co/c…",414758 +1,"RT @Aspentroll: God if ur there give us another world wide flood... oh wait, these ppl r also climate change deniers. . #atheists…",878785 +1,RT @GregVann: This powerful statement is a Berlin statue called 'Politicians discussing global warming'. I think of it as 'not dr…,337456 +1,RT @YoussefKawkgi: .@realDonaldTrump global warming is definitely real it's mid November and it's 16 degrees how do you not see this what i…,213993 +0,"RT @HuskerHaHa: Winter is coming + +Oh thank the gods, this summer heat is getting ridiculous + +Dragons caused global warming + +#ThingsNeverSai…",1659 +1,"RT @SaysHummingbird: Unbelievable. + +'The Trump-Putin meeting took place at same time other world leaders were discussing climate change' + +h…",200686 +2,RT @cctvnewsafrica: Coming up on #AfricaLive with @BmarshallCCTV World leaders declare climate change action plan unstoppable https://t.co/…,212171 +2,"RT @CBCNews: Alberta's climate change 'leadership' paved way for pipeline approvals, says Justin Trudeau https://t.co/1YBkG4hQyx https://t.…",656244 +1,"RT @TuffsNotEnuff: Breitbart's resident global warming denier, Lee Stranahan, promoted to Russia's 'Sputnik' propaganda op. https://t.co/8H…",137099 +0,Leki Fotu just solved global warming,376667 +1,"@madness1899 @wizardbird Proportionally, human sources climate change is enormous. Climate changing rapidly.",890205 +0,RT @marklevinshow: The nominees for Secretary of Interior & Energy have testified that they believe in man-made climate change.,225968 +1,The pentagon reports that climate change will cause wars & worldwide devastation. #NoDAPL We don't need more... https://t.co/IRmqlbDl5X,634108 +2,"Americans among least concerned on planet regarding climate change +>@pewresearch: +https://t.co/JDRsxWVcEZ",652534 +2,"RT @makGauBalak: India diverts Rs 56,700 crore from the fight against climate change to Goods and Service Tax regime https://t.co/sbNy1AysbR",648244 +-1,"RT @PrisonPlanet: Obama uses private jet, 14 car convoy to get to 'climate change' speech. https://t.co/kNyfjfvCuZ",154451 +1,"@OpChemtrails +let's zero out climate change with Nature & Agriculture instead #MOhempKenya snippet… https://t.co/3T3KN2IFnx",769688 +1,"RT @NatParkUndrgrnd: Even w/o climate change, Trump & family are severe threats to wildlife & National Parks. To them, everything exists… ",470646 +1,"RT @KamalaHarris: The people of CA deserve to have a leader representing their voices on climate change, immigration & water resources +http…",803193 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,88543 +0,Saturday duties. I am chairing the Responding to climate change session at the @WSF2017 conference in Cape Town… https://t.co/hPX5Y5K8rl,272192 +0,RT @Trump_Opinions: Does climate change concern you? | Vote and retweet! #climate,72352 +1,"RT @zoeinthecities: So surreal that your husband & father are creating ecological policies that deny & speed global warming, without re… ",426369 +1,RT @Park_People: How progressive cities can lead the climate change battle https://t.co/PUzWHh6I7i #cities #climatechange…,122873 +-1,"@Tinqsam They'll march all day as long as it's only about global warming not national debt, immigration or race and IQ #marchforscience",206421 +2,RT @orfonline: Remote sensing data from ISRO satellites are helping researchers understand the impact of climate change. Read more: https:/…,430982 +0,"�� namikawas: weavemama: maybe gangster whales is what we need in order to fight climate change Whales,... https://t.co/Np8OJBY52v",804832 +0,@supersteak @NBCNews This means scientists are actively trying to disprove human impact on climate change at the same rate they are proving.,619104 +2,RT @CNNPolitics: Donald Trump: 'Nobody really knows' if climate change is real https://t.co/BQ4z69MJJn https://t.co/Z9xI0BZ4Jt,288018 +1,#StellaBlizzard *totally* proves climate change is a hoax. That's *totally* why it was in the mid-70s a few days ag… https://t.co/T8PEu3fqKq,52648 +1,RT VoiceboxOFNaija '[Discussion] Abrupt climate change is here. How do we prep for this?: ...brazil-11 netherlands… https://t.co/sIFqd96stP,190803 +0,"After an hour they emerged from his office, Donald's face drenched in sweat. +'So,' asked Theresa, 'Now do you believe in climate change?'",900409 +-1,RT @HealthRanger: NOAA got caught faking global warming temperature data… so where is the apology? https://t.co/0GcIaHsnBn #fakenews…,982066 +1,RT @guardianeco: Why the media must make climate change a vital issue for President Trump https://t.co/2bG95StTTZ,407669 +0,"Trade Center, right now, we need global warming! I’ve said if Ivanka weren’t my hands: ‘If they’re small, something else",673542 +-1,American Thinker: When climate change warriors can’t keep their stories straight https://t.co/lcHz6Zaly4 https://t.co/t0finozR5X,601210 +1,"RT @matthewstoller: Trump will not deal with climate change, but Obama didn't deal with it either. This happened under Obama. https://t.co/…",570893 +1,"RT @jilevin: To curb climate change, we need to protect and expand U.S. forest https://t.co/mMocW2qPTZ",534410 +1,@Weather_West @sianberry dear @realDonaldTrump-choose any climate scientist and they will explain to you how we know climate change is real,881892 +1,"RT @AlexSteffen: Something that ought to be pointed out more: + +It doesn't pay that well to work on climate change; it pays very well to be…",366328 +1,"RT @Gatorau: The time of the babyboomers has to end. We need renewables, have to accept climate change, end negative gearing. So… ",583660 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,619802 +1,Reading the replies of people truly believing climate change is democrat propaganda 💀💀💀 https://t.co/2Al9Rd6Urx,341205 +1,RT @kengarex: This sculpture by Issac Cordal in Berlin is called “Politicians discussing global warming.” https://t.co/NAgNojBt0O,464255 +0,"RT @Cheeseboy22: A cute thing I tell my kids is that because of global warming, Santa is now floating on an iceburg just outside Greenland.",77154 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,840866 +2,"In rare move, China criticises Trump plan to exit climate change pact: Trump has threaten... https://t.co/wDAPhE4P71 #pakistan #business",99018 +1,"RT @RedTRaccoon: A flood doesn't care if you if don't believe in climate change. + +It strikes everyone and it will happen again this…",395354 +1,How the heck do people not believe in climate change? Get your head out of your booty,674788 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",398743 +2,RT @NBCPolitics: U.S. Secretary of State Rex Tillerson used an email alias as Exxon CEO to talk climate change…,956620 +1,RT @GJosephRoche: Rolex Award for Sonam Wangchuk who creates ice stupas in Ladakh to mitigate climate change impacts.…,596497 +2,"Former EU ambassador to Tanzania Mr.Tim Clarke, addressing the conference concerning climate change adaptation https://t.co/GsGt4TrHGl",789712 +1,Consider climate change in every action' https://t.co/53my5WB53M #ActOnClimate #UrbanAction #SDG11 #SDG13 #ECO4CLIM_Rdg #Fiji #Bonn #COP23,302884 +0,"The irony is, there were dead bees 🐝 on the ice. Maybe Al Gore was right about the internet, I mean global warming.",734756 +2,"Reuters: In rare move, China criticizes Trump plan to exit climate change pact: BEIJING (Reuters... https://t.co/0iSoZol1JA #environment",405056 +1,Head of EPA Pruitt denies carbon dioxide causes global warming despite widespread agreement in scientific community https://t.co/ZA4Ih0HhUj,587036 +1,RT @sophiesoecht: At the #bluegreen @ACREurope summit with @myronebell from the @realDonaldTrump adm. Known as a climate change denie…,688820 +1,@realDonaldTrump ought to consider 'global warming' mitigation in infrastructure planning…regardless…cause…rising tides call for sea walls…,620217 +1,@IsaacDovere Maybe now they'll believe what scientists have been saying about global warming,820008 +1,RT @AstroKatie: Now would be a great time for the rest of the world to find ways to pressure the US on climate change and human rights.,206069 +1,RT @joe_hill: Trump says no one knows if climate change is real or Russia hacked the DNC. I ❤️ his Descartian refusal to believe anything c…,785380 +1,Help us save our climate. Please sign the petition to demand real action against climate change https://t.co/kXIb3yv8Hx with @jonkortajarena,189505 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,737331 +1,"Also, climate change is real. And if you wanna argue that it dismisses God, you're wrong. He told us to take care of the earth too...",4762 +2,Sharks help prevent climate change https://t.co/Jtpcla42Hv,896991 +0,@FoxNews Correction: They don't care about climate change. They care about petty vandalism. They are the new symbol of the left.,936798 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,17670 +1,RT @Slate: Trump will be the only world leader to deny climate change. https://t.co/thTQM5qEy6 https://t.co/0WvubdXUqu,463200 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",209774 +1,"@VP @realDonaldTrump Instead of contributing to climate change, lets switch to renewable energy which will also be… https://t.co/hK6P3bMFwb",413703 +0,Love global warming. https://t.co/UReox3y7OF,79642 +1,RT @ArielleKebbel: I'm askin u to get LOUD 2day America!VOTE 4 women's rights.4diversity.4 doin what we can 2 battle climate change…,143160 +0,RT @ftlive: What are the liability implications for climate change disclosure? Alice Garton of @ClientEarth explains at #FTCFS:…,707092 +2,"RT @myRadioIntl: Trump leaves G-7 summit amid climate change, trade disputes - German leader cites 'unsatisfactory' talks on cli... https:/…",666500 +1,If you don't believe in global warming then you haven't been to Nola this winter #globalwarming,249906 +1,"Denying climate change insults those who suffer its consequences, as in Peru https://t.co/pv3AX9ebMb by #WWF via… https://t.co/L3DnDcKnqo",645084 +1,Adapting to climate change means adapting to Trump – here's how | Dr Aditya V Bahadur https://t.co/rhvjrLn3IK,54063 +1,RT @BiancaJagger: The Arctic is melting faster and some US politicians continue to be climate change deniers https://t.co/47J4AgZqnj,559889 +1,RT @Newsweek: Trump is hurting thousands of small towns with his denial of climate change https://t.co/bfZgOq5VYs https://t.co/QD36fgbn2w,267540 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,222134 +1,"RT @peta: Meat production is a leading cause of climate change, water waste, deforestation, & extinction. #WorldVeganDay…",903012 +1,"RT @EnvDefenseFund: If you think fighting climate change will be expensive, calculate the cost of letting it happen. https://t.co/2nQ9DGAwX1",170490 +-1,RT @kcjw33: Warmist fears arise over Trump plans to cut ‘climate change’ research https://t.co/OyNEAaovzP #feedly,129266 +0,"RT @TheProject_NZ: Do you believe that climate change exists? #TheProjectNZ + +Retweet after voting.",985179 +1,@danWorthington Trying to prove scientists wrong on climate change? Ignorant and arrogant. Was anyone stupid enough to follow his example.,391737 +1,RT @ClimateCentral: One of the most troubling ideas about climate change just found new evidence in its favor https://t.co/QlyqKbbJcg v…,502158 +0,RT @pyepar: When someone tries to tell me about Amber rose's nude yet there are things like global warming that still exist... https://t.co…,230070 +0,"At DU, a climate change exhibit that’s thoughtful, shocking and sometimes even humorous https://t.co/Ki9yotGfb0 https://t.co/BStZyODe3I",388849 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,597419 +2,Emissions Reduction Fund to cost $23 billion by 2030 if Australia's sole policy to tackle climate change - ABC Rura… https://t.co/w0q2rRQzv9,406167 +2,POLICY SHIFT: Trump to undo Obama’s climate change agenda https://t.co/46XyVab054 https://t.co/ytieUtPobU,884344 +1,RT @Protest_Works: It's a fact: climate change made Hurricane Harvey more deadly | Michael E Mann https://t.co/kIM3rEcaVK,2061 +-1,RT @scrowder: .@EcoSenseNow dissects the scam that is modern 'climate change'. #DailyCrowder >> https://t.co/4yyDuZaQ7i https://t.co/VcVbuA…,367869 +-1,RT @ClimateDepot: Warmists upset: Energy Secretary Rick Perry wants to hold a climate change 'debate' - https://t.co/lgesfX4c0I,796468 +0,The pledge is to keep global warming 'well below 2 degrees' @PUANConference #climatecounts,316295 +1,"And on this day, my instructor decided to show videos about global warming which killed every happy feeling I had about the nice weather 🙃",803411 +-1,"RT @goddersbloom: No one believes in man made apocryphal global warming except the metropolitan media elite. +They all seem to be a bi…",112435 +0,The Problem With Climate Catastrophizing: 'Greater obsession with climate change produces … https://t.co/a7TA6IGqVR https://t.co/WaUNjhQwW0,567399 +1,RT @OCTorg: The kids suing the government over climate change are our best hope now: https://t.co/BT3lo6gdIu via @slate #youthvgov,926333 +2,"RT @Reuters: In challenge to Trump, 17 Republicans in Congress join fight against global warming https://t.co/tjv4TEjEfQ",984704 +1,RT @AndrewGillum: Teaching climate change is not controversial – it's essential. We cannot let right-wing politics censor scientific fact.…,638146 +2,RT @xeni: Gov. Scott Walker's Wisconsin administration continues to scrub its websites of all climate change mentions https://t.co/VrVQd8Dc…,231075 +1,RT @politico: Analysis: Harvey is what climate change looks like. It’s time to open our eyes and prepare for what's coming…,174548 +1,RT @CKNW: #Vancouver to be part of worldwide March for Science: sparked by gov't muzzling of scientists/climate change denial…,244916 +0,"RT @explicithooker: me: Leo come over +Leo: i can't im busy +me: my friend said global warming isn't real +Leo: https://t.co/kveRTYlpIi",688002 +-1,@candacesmith191 hey a bunch of snowflakes who don't like global warming because snowflakes melt under the slightest bit of heat,405469 +0,@billpeduto Yes!!! #RaiseOurTaxes to prevent global climate change!!!,191505 +-1,RT @charlesadler: #Trudeau gov now admitting long term climate change strategy may include burning tax $$$ to buy carbon credits. https://t…,509562 +2,The surprising way climate change could worsen toxic algal blooms: https://t.co/GkPKi3fDzW,331861 +1,"#Florida’s bill is coming due, as the costs of #climate change add up https://t.co/CgmybPi05t #tweko",741064 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",756771 +1,We can pray but better to accept climate change is real and join the Paris Climate Agreement (again). https://t.co/IRxOIozXbd,198850 +2,RT @grist: .@LeoDiCaprio’s new climate change film is now streaming https://t.co/fyeAxAr54C #BeforeTheFlood https://t.co/UYRZXfVWn2,998626 +1,RT @JodieNT: 'Unequivocal - climate change is happening' #climateinthetopend #climatechange #agchatoz #lookatthephoto @CSIROnews https://t.…,693415 +2,Noam Chomsky: Donald Trump's election will accelerate global warming and humanity's 'race to disaster' https://t.co/E9YRovt2bK,107717 +1,"RT @mehdifoundation: The climate change; icebergs melting, sea-levels rising which will cause more cyclones and hurricanes. These are also…",312582 +2,RT @SierraClub: Pa. senator blames body heat for global warming https://t.co/WWBMOTFV1C https://t.co/AbFD28mYuL,377593 +1,.@JeffBezos when will @Amazon stop funding hate and climate change denial propaganda? https://t.co/FeDRLybX03 (@SierraRise) #GrabYourWallet,168416 +1,RT @Conserve_WA: Know an aspiring filmmaker in high school? Let them know about this video contest from @UW about climate change:…,292563 +1,RT @MJHaugen: Here's a comic strip about how climate change sparked the Syrian civil war. I'm afraid this will happen elsewhere. https://t.…,91495 +1,"Waugal refers an indigenous global warming, habitat destruction and plaids and our friends don't care.",460385 +2,RT @thinkprogress: Interior scientist says the agency retaliated against him for speaking out on climate change https://t.co/m0i00szJDs,793130 +0,"@HowieCarrShow no no @HowieCarrShow , global warming burned it up and that's what made it disappear",901047 +1,RT @Slate: Trump will be the only world leader to deny climate change. https://t.co/thTQM5qEy6 https://t.co/0WvubdXUqu,993112 +1,@JBHTD so you are a climate change denier?I believe the climate scientist rather than climate deniers cause they go… https://t.co/oneKqsJs9j,233278 +1,ฉันชอบวิดีโอ @YouTube https://t.co/ZT8WZwgRga How climate change makes hurricanes worse,578097 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,402682 +-1,RT @DavidJo52951945: Scientist says climate change is natural https://t.co/0YMISscifO,329691 +2,Fear US may lose focus on climate change challenge via @RTENewsNow @DenisNaughten https://t.co/CsPSIEPOFY,575741 +1,RT @YourNewBooks: The storm of climate change & political upheaval is leading to a tragic future. #environment @WildPolitics https://t.co/s…,820939 +-1,RT @PolitiBunny: Tomorrow is Earth Day which means we'll get nagged more than usual about magical climate change ... yay.,521482 +1,I had a dream that i had a rational conversation about climate change with donald trump..... Huh?,625534 +2,RT @SafetyPinDaily: #Trump plans to cut spending on EPA climate change programme by 70% |By @lucypasha https://t.co/O0srQDSJxo,331382 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,792193 +-1,"Shut up, pretty white boy. Quit trying to be cool. Global warming, oops I mean climate change, is a fraud just lik… https://t.co/6LAdZGbagl",933449 +2,THT - UK’s Prince Charles co-authors “Ladybird” guide to climate change https://t.co/1Jtr473VT2 https://t.co/yXGkTN9OEi,425992 +1,RT @MorrisseyHelena: My view on clean/green/new energy: it's gone beyond politics/climate change agenda. It's now a real business/investor…,967739 +-1,"@ainomiadue @FUFFAYE @mmfa As far as science, climate change I'm assuming ur talk about. Do u know how many millio… https://t.co/yIhdFIqdBZ",260077 +1,It's sad to know that 91% of Americans don't even worry about climate change or even believe it's ACTUALLY happening 😪,305339 +1,RT @Seasaver: The ocean is losing its breath – and climate change is making it worse https://t.co/myO8tGHlGK @ConversationUS,546289 +1,93% of all climate change studies support the claim that the earth's climate is warming at an alarming rate. 93%,65797 +1,"RT @ezraklein: This, on how states and cities are forming a quasi-government around climate change, is fascinating: https://t.co/WtC7ooIpNt",254111 +1,RT @MikeBloomberg: .@C40Cities' #Women4Climate movement solidifies the critical role women have in fighting climate change…,915878 +-1,@lundstephs shut up climate change was created by China,41756 +0,@Oil_Guns_Merica @Cernovich @LeoDiCaprio is a hypocrite just like the rest of the celebrities on climate change who… https://t.co/EAWd1mQ5NT,139617 +2,Half the world's species failing to cope with global warming as Earth races towards its sixth mass extinction #breakingnews,358963 +2,RT @LearnNutrition: A million bottles a minute: world's plastic binge 'as dangerous as climate change' - https://t.co/Yq8EEvjHoL https://t.…,133969 +0,"After observing Earth Hour yesterday to raise continued awareness towards climate change, Pitbull pushes it... https://t.co/FvXeKaDD5Z",159780 +1,RT @MoustacheYogurt: Topic that is on our mind the most as we grow (or don't grow) our business: climate change.,41925 +0,RT @ryne_jones: RT if you think global warming is bad. Fav if you think global warming is good. Joel Embiid. #NBAVOTE,216032 +1,RT @CarolineLucas: The Chancellor failed to mention the words 'climate change' even once in his #AutumnStatement - My response in Parl…,1548 +1,RT @PopSci: How we know that climate change is happening—and that humans are causing it https://t.co/YFIkKmnwZ7 https://t.co/pMPAC5RADS,496438 +1,"RT @SamJamesVelde: It's 90 degrees in early November in Los Angeles, but you know ....according to Trump global warming and climate change…",601488 +1,"RT @DiscoveryIN: How a river vanished in just four days due to climate change. +Read: https://t.co/RFmAbA8Vp4 +Climate change is rea…",376661 +1,A 200-yr-old climate calamity can help understand today’s global warming https://t.co/vgeqBhCCrj,199560 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,889657 +1,RT @TheGreenParty: May's Government will be one of chaos. We've just got rid of UKIP - but instead we'll get climate change denying DU…,883577 +0,RT @UN: Starts today in Marrakesh: @UNESCO conf. on indigenous knowledge & climate change https://t.co/obyaU13EWR…,66614 +0,@CailieDopson @ellisuhhh @rkletch no he says global warming isn't real....������,202737 +1,"RT @sarahkendrew: oh look @HouseScience chair Smith has a survey asking people to tell him their priorities. climate change, anyone? https:…",811628 +2,RT @Jamie_Woodward_: A land fit for mammoths - modelling the impacts of climate change and humans on #IceAge extinction…,939798 +1,RT @climate_u: Tsongas: The cost of climate change inaction and denial - Milford Daily News https://t.co/92j4K4XGhk,108596 +1,@trees_r_cool animal agriculture is the main contributor to climate change :( please watch cowspiracy you'll see the truth!!,164712 +-1,RT @presidentdiary: This is one reason for 'global warming': money transfer. Enlist in our patriot army at https://t.co/GjZHk91m2E. Pat…,922058 +1,"nytimes: Americans are eating less beef, and that might help in the fight against climate change https://t.co/BleRbxQWXX",264356 +1,RT @ProfRossatUC: April 2017 @NationalGeograp elegantly summarises the climate change challenge 1/5 #climatechange @climatecouncil,370538 +0,RT @KristenSmiith: I said it 7 times and I'll say it again-- the Big Bang Theory is not funny and is probably responsible for global warming,472474 +2,RT @businessinsider: Trump's Secretary of Defense says climate change is real and dangerous — via @propublica https://t.co/2RxVrPZ42r https…,952488 +0,RT @EricBoehlert: number of times 'climate change' mentioned: 145,54415 +1,"I think we're going to find, with climate change and everything else.. things like global warming and goodness knows what else and the...",547752 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,600523 +1,"RT @Gizmodo: Trump's new EPA head @EPAScottPruitt wants to debate global warming, even as the world burns https://t.co/tzrpQXkN98 https://t…",506078 +1,RT @AJENews: 'The heat from global warming will continue.' https://t.co/lXPyDGA16u,483591 +1,"RT @davidsirota: Apparently, the best way to fight climate change is to let oil/gas industry avoid reporting their emissions https://t.co/d…",708781 +0,American Institute of Architects takes a stand on climate change https://t.co/CaSULzWdtA https://t.co/FsyzEAqgLB,124708 +0,RT @olgakhazan: I do wonder if it's time journos started stating 'immigrants are good for the economy' like we now say 'climate change is c…,111405 +2,RT @UberFacts: Tropical hurricanes are expected to become 2 to 11 percent more intense because of global warming by the end of the century.,21913 +1,RT @WaterkeepersCP: Tell your Senators to reject Scott Pruitt for EPA. A climate change denier should not be in charge of #cleanwater -…,207956 +2,Investors worth $2.8 trillion are uniting against Donald Trump's climate change denial https://t.co/3L081xkoKE,865662 +1,RT @SenBobCasey: Earlier this year I held a town hall in Pittsburgh & the residents in attendance called for action on climate change. Cc:…,395281 +2,L.A. is coating its streets with material that hides planes from spy satellites to fight climate change https://t.co/935jUff9ZG,860378 +1,RT @antoniobanderas: The decisions made by leaders at #COP22 can help curb the worst effects of climate change. Image via @world_wildlife h…,476784 +2,RT @thehill: Sanders tears into EPA head for saying CO2 isn't a 'primary contributor' to climate change https://t.co/cQJtm4rEPP https://t.c…,516164 +1,"RT @COP22: Celebrate #WorldCitiesDay! 90% of cities are located on the coast, protect them from climate change.#ActionTime…",828695 +1,RT @cynthix_: I wanna cry my dad doesn't believe in climate change,71679 +-1,And to think this fool Tim Kaine could've been the next vice president. Blabbing about climate change. #SenateHearing #Tillerson,281936 +1,It's hard to believe that they're people out there that think global warming is a hoax.,335762 +2,RT @NRDC: Military leaders are urging Trump to see climate change as a security threat. https://t.co/NycppMUArB via @sciam,831958 +1,RT @exoanti_: Does anyone here notice the earth's climate change? Exo's big 3 privilege is really taking a toll,562640 +0,I guess he hasn't heard about climate change 😂 https://t.co/tvSB2MqYq8,218727 +2,An unusual group of suspects have united to fight climate change https://t.co/az4FAHjcbL https://t.co/mx23RtVBhp,406796 +1,RT @ClimateCentral: 'Biodiversity can help us face the impacts of climate change' https://t.co/akMvBvsakd https://t.co/HpJo3Chdpu,321428 +-1,"Weren't we all supposed to have drowned from global warming like 10 years ago or something? + +#EndClimateHysteria https://t.co/V68CQVMEs3",553977 +1,RT @CleanAirMoms_FL: 'We need to invest in – not cripple – agencies focused on curbing climate change.' -@RepCartwright https://t.co/YGZ5Xp…,10985 +0,RT @Khanoisseur: 4. Lawsuit Christie helped Exxon cheat not to be confused with Exxon climate change lawsuit Sessions can help squash https…,362055 +2,"RT @RogueNASA: 'More important than regulating climate change, the official said, is protecting American jobs.' https://t.co/Ht2CHYx4qJ",797898 +1,RT @NYTNational: Trump has called climate change a hoax. Now he has the chance to destroy efforts to beat it. https://t.co/i9hdsPig9Y,924078 +1,@Moj_kobe The world in 'Fallout New Vegas' is a gritty prediction of our climate change future https://t.co/MIqo9oDdGu,686607 +-1,"Instead, the global warming you falsely believe in should not be your fate, but, a nuclear winter is all but inevitable if you tear down USA",979783 +1,"RT @GPUSyouth: Exactly, fixing the economy & addressing climate change w/ an emergency #GreenNewDeal IS 'dire,' @MDSienzant. 🌳@LavenderGree…",595099 +1,RT @ClimateCentral: This is what it's like to be a young climate scientist in the age of climate change https://t.co/QX7wfvlYHW https://t.c…,277225 +-1,"@CanadianOrth @BrianZahnd @KHayhoe Regardless, there is a real hidden agenda behind the global warming hysteria. Co… https://t.co/IVP7BiscjT",778814 +2,RT @grist: .@LeoDiCaprio’s new climate change film is now streaming https://t.co/8CKrsPU065 #BeforeTheFlood https://t.co/g8ViS3Wovr,255821 +0,*quietly rocks back and forth in my NASA jacket from my job at a federally funded climate change data center* https://t.co/PdzT2I6Oqu,688330 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",931207 +2,#ScienceDaily Pattern of mammal dwarfing during global warming https://t.co/jSyaHMfZvH,99359 +-1,"@nodank_ No I am not, I am on the side of the scientists who disagree with the theory (not theorum) of climate change.",103721 +-1,RT @KaeElmer: The REAL FAKE NEWS exposed: '97% of scientists agree on climate change' is an engineered hoax..https://t.co/BEb5UAjERN,214460 +1,RT @Anne_Hidalgo: One of many examples of concrete cities actions against climate change #Cities4Air https://t.co/aPBoarxhML,202247 +1,RT @altNOAA: We simply cannot have an EPA chief that denies CO2 as a primary driver of climate change. Like NASA being ran by a flat earthe…,308524 +1,RT @Fusion: Did you know the avg American eats more than 210 lbs of meat every yr?! Here's how that's affecting climate change:…,772535 +2,RT @AP: China's president warns that world economy faces growing risks from countries ignoring climate change. https://t.co/W75xiExBrU,956950 +1,"RT @iansomerhalder: VOTE VOTE VOTE!!!! +;) VOTING for a candidate that believes climate change is a hoax is the MOST dangerous person to…",805506 +-1,@CounterMoonbat @NatShupe we are not supposed to remember they used to say global warming i guess. now everything proves their point.,17971 +2,RT @vaniccilondon: https://t.co/LPlNDcQv6Q CO₂ released from warming soils could make climate change even worse than thought…,237783 +2,"RT @NaturePlants: Predicting rice yield losses due to climate change. https://t.co/mDrSFVZ3w5 +SharedIt: https://t.co/jHu2M3xsnZ https://t.c…",273452 +1,Republicans called global warming a hoax created by the chinese. Im so done are u fucking serious right now,560813 +1,RT @CUTrumpsHate: In 2016 the fact that we have a presidential candidate that doesn't believe in climate change is absurd. Vote Hilla…,472087 +-1,@johnsut27124887 @CllrBSilvester Thats two of us who recognise the truth about the myth of climate change and I'm certainly not an 'expert',111651 +1,"RT @billmckibben: By wide margin, millennials (who will be here for decades to come) say climate change is worst problem world faces https:…",600713 +2,Low Carbon Economy Index 2016: UK maintains its position as a climate change leader - Press room https://t.co/oUAOCoMYAS,272745 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/y9hWcWpSuf,698946 +-1,The hiatus in global warming is important ... and won't be bullied out of existence. Another one ��… https://t.co/ZTm29CspOt,387570 +1,RT @GodlessPirate: You need not 'believe' in evolution nor climate change. Belief is reserved for things without a shred of evidence.. you…,3888 +1,Thank good bill nye is back with a show. Maybe now you dumbasses will care ab climate change..,154320 +1,RT @costume93: @IvankaTrump Yet none of those people take climate change seriously! Hypocrites,713574 +2,Record-breaking climate change pushes world into ‘uncharted territory’' https://t.co/wcM0sPNcFz #climatechange #temperatures #scientists,362601 +1,RT @campaignsarah: 'Last year's Paris Agreement showed the world was united in its concern about climate change...' https://t.co/r28msde9LO,479590 +2,Alaska’s thawing soil is becoming a much bigger problem for #climate change: Fusion https://t.co/SUICK1EhME #environment,879534 +-1,@ger60258 I never said climate change is not happening nor do I disagree with its existence but the reasons are open to question. #Listen,447889 +0,"RT @johnkeypm: Met with US Secretary of State @JohnKerry today to discuss issues including international security, climate change,…",678717 +-1,RT @TEN_GOP: CNN's Brian Stelter destroyed by Weather Channel founder John Coleman over global warming. This deserves endless re…,877658 +1,"Thank you Faux News & Talk Radio, you were always right, climate change is a hoax +https://t.co/SImeTyjpyb https://t.co/vkR3Xd8RE5",780676 +2,RT @thehill: Rahm Emanuel posts climate change webpage deleted by Trump administration https://t.co/w32H7RC03x https://t.co/3qaFRudnmE,653243 +1,"RT @peta: Meat production is a leading cause of climate change, water waste, deforestation, & extinction. #WorldVeganDay…",298059 +2,RT @bemidji: Study: Some northern states' tree species unable to adapt to climate change https://t.co/LlFuvMLPnD https://t.co/90Jya97rI7,867527 +1,On front line of climate change as Maldives fights rising seas. https://t.co/F8DR3eQqcU,775286 +1,RT @HuffPostUKTech: This is how much you are personally contributing to the Arctic melt through global warming https://t.co/EtWOav4TXU htt…,190234 +1,RT @Jaffe4Congress: I know that climate change is a paramount threat to our future. Time to clean house of polluters' rigged science and bo…,700715 +1,"RT @EdwardTHardy: The DUP oppose equal marriage, oppose reversing climate change & oppose lifiting a ban on abortions. The Tories want to d…",386749 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",698404 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,691480 +1,RT @DenkyuuMedia: Apple makes an eloquent plea to take climate change seriously https://t.co/icRRUEeWMC https://t.co/AwRonLOue8,498062 +1,RT @nichellezinck: I don't understand how people can think that climate change isn't real. You honestly have to be a special kind of stupid.,904407 +1,RT @citizensclimate: Great set of graphics from @NatGeo: Seven things you need to know about #climate change https://t.co/WqzuUAHho5 https:…,233238 +1,"RT @HFA: From college affordability to climate change, 'Hillary Clinton’s values are Millennial values.' —@PGSittenfeld https://t.co/egs8ht…",4670 +0, yea your nudes are nice but what are your views on climate change' i just choked why is this me 😂,96373 +1,RT @ClimateReality: #Chicago’s mayor posted the deleted EPA climate page to its own site: 'In Chicago we know climate change is real.' http…,287866 +-1,"The fake news media wants to talk about fake global warming when we should be focusing on the Philippines!' - Future Trump, guaranteed.",322448 +0,RT @billmckibben: The Orthodox Patriarch Bartholomew delivers strongest words on climate change I've ever heard from religious leader https…,269735 +1,@realDonaldTrump How do you not believe in climate change? I don't understand how idiotic you have to be to not believe in climate change,621139 +2,Paris agreement (PA) on climate change and South Africa’s coal-energy complex: issues at stake: Africa Review: https://t.co/arpqOsqvgl,386506 +2,RT @danielleiat: US government bans phrase 'climate change' https://t.co/pzOOKP8YCn,251040 +1,Highly recommend #BeforeTheFlood documentary on climate change for a truly terrifying wake up call this Halloween. https://t.co/i1gsKi7F02,647508 +1,Y'all keep saying the same thing about different states.. Do y'all not realize global warming is happening ppl. Sta… https://t.co/OP7PMVZp9P,292358 +0,In the end of October CAREC experts on climate change and sustainable energy met with Nazarbayev University’s team https://t.co/Kw7KdLQ6EX,332206 +1,Carbon Dioxide Is Rising at Record Rates: The main driver of climate change is carbon dioxide. So…… https://t.co/DM2P7z7sSb,699420 +1,RT @jtotheizzoe: Understanding and combating climate change is not 'politically correct' it's 'species-essential' https://t.co/cwjVU5uALz,781999 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",133976 +1,@yungpedro216 it literally causes global warming.. the radio waves sent out by one machine alone far exceeds the fe… https://t.co/iJeGXyvcec,445003 +1,"RT @DavidWetherell: Let's give names to these ancient pathogens being released by global warming. For instance, Koch Brothers Anthrax. http…",452480 +2,CityConnect shows you how climate change will impact your own home https://t.co/5KFCf0AWiL https://t.co/RXrvgLG8CD,550540 +1,still can't get over the fact that someone who doesn't believe in climate change holds one of the most powerful positions on the planet,594153 +0,"RT @nctdailyjokes: johnny: girls are so hot +johnny: boys are so hot +johnny: why is everyone so hot? +ten: global warming",407415 +1,RT @pablorodas: EnvDefenseFund: Summer heat waves give a glimpse of what a normal summer with climate change feels like. https://t.co/Sw44v…,512117 +1,"RT @TheCaseyRusu: Its 72°F in Boulder Colorado... It was snowing a week ago... Couldn't possibly climate change, no sir. Not at all. Fuck t…",56604 +1,RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,936602 +0,"We are going to solve global warming here in Chicago, just as soon as we figure out how to make all these banned gu… https://t.co/B2kTOLqKdP",120990 +1,"RT @CECHR_UoD: Heatwaves to hurricane +7 climate change hotspots +https://t.co/TuGkDlCX6C +#Murcia #Dhaka #Mphampha #Longyearbyen…",321306 +1,RT @nytopinion: A world determined to limit climate change needs fewer coal mines https://t.co/06DmRe71rE https://t.co/HjIcUfvHef,585446 +2,“Trump’s new head of EPA transition said global warming is ‘nothing to worry about’â€ by @kileykroh https://t.co/FoUkD4jlhR,289618 +0,"RT @AlexWodak: All reform Australia now gridlocked: republic; marriage equality, euthanasia; drug law reform; climate change; neg gearing;…",345872 +0,"Surprised blades fans haven't been blamed for global warming yet +#sheffutdfansareadisgrace",590236 +2,RT @PaulRogersSJMN: New EPA chief signals that he may not allow EPA scientists to study climate change. https://t.co/OkGvXIYFZD,129567 +0,RT @PantheraCats: Snow leopards live high up in the mountains of central Asia. Will climate change affect them? More from @onEarthMag https…,556289 +2,What does Africa need to tackle #climate change? - https://t.co/7X7M30KLQ5: Al Jazeera https://t.co/7N9P9rUoE2 #environment,658862 +0,"RT @lexiem01: 'What causes global warming, is it bad?' +'Yes it's bad and from pollution' +'Ugh fucking humans' +'I know right I hate them.'",306531 +2,RT @ABCWorldNews: Donald Trump victory casts shadow over US pledge to international climate change goals https://t.co/eQbYhicGvU https://t.…,423485 +1,RT @Greenpeace: That's one way to get through to people who don't believe in climate change @neiltyson... https://t.co/8Tif5zl1AX,871717 +1,RT @Ali__Ghaouti: Not a single word about ecology and climate change during the french presidential debate #2017Ledebat #COP21 #ClimateChan…,850402 +-1,Nothing worse than a climate change explosive device. Enlist with us at https://t.co/cwjCGb36ZX. Join our patriots. https://t.co/kRxfSLGopi,556051 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",952984 +2,"RT @spectatorindex: BREAKING: President Trump has told aides he plans to withdraw the US from the Paris agreement on climate change + +(Via A…",909543 +0,"Kentut sapi termasuk penyebab utama global warming, karena mengeluarkan gas panas yang bisa merusak udara.",701584 +0,EDITORIAL: <b>Stop</b> debating <b>climate change</b> https://t.co/fS5oq7trf9 #ExpressHatred,537608 +1,"RT @marygauthier_: The same science that knew about the eclipse, knows about climate change. The 'fake news' being railed against will brin…",846666 +1,RT @SNRE: Read about how Detroit's climate change activists like Prof. Tony Reames are using science to plan for a warmer city https://t.co…,730594 +1,Don't miss >> British scientists face a ‘huge hit’ if the US cuts climate change research https://t.co/LIzCS4OcuD,353835 +2,"Scientists seek holy grail of climate change in Oman's hills: WADI ABDAH, Oman (AP) -- Deep in the jagged red… https://t.co/8kAaLuJIfm #news",669611 +0,"SPORTS: 'Tony Soprano Look-a-Like' found denying climate change at Los Angeles Zoo. 'In hindsight, I could have done things better'.",80310 +-1,"@Taniel @LVBurke The Russians did it - oh wait, is this when we blame global warming",659577 +1,@SarahNicoleMOR a kiwi fruit from New Zealand emits 1billion times its weight in global warming before you eat it. I agree- down with fruit!,132437 +0,"RT @Arthur59611540: The great American disconnect with global warming +https://t.co/QYMXLi2ytl https://t.co/f9o2fFImPo",371310 +2,How climate change will affect the quality of our water https://t.co/7Rmk1N7XYV,485490 +0,RT @cycle_action: Absolutely bugger all on climate change in the budget. Reduce congestion more about time saving for motorists. Unreal. Bl…,607236 +1,RT @MikeHudema: It's this simple. Stopping #climate change means we can't build any more pipelines: https://t.co/ZNjdRv2oGV…,538912 +0,RT @Mr_Considerate: Michael Gove pushed for global warming to be removed from the national curriculum. https://t.co/pMsrlTL2E1,546956 +2,#NicholasStern: cost of global warming ‘is worse than I feared’ https://t.co/8ckTRB2GIB https://t.co/uGbOYtykpf,350740 +2,Documentary explores how #climate change is impacting Yosemite: CBS News https://t.co/pGrJKBoCkT #environment,932993 +1,RT @there1965: “EPA head falsely claims carbon emissions aren’t the cause of global warming” by @samanthadpage https://t.co/kU2pVaJKdO,220611 +1,The left and right agree: Fox News destroyed EPA chief Scott Pruitt over climate change https://t.co/LRWzv69MM3,49068 +2,"In the Netherlands, a proposal for climate change resilience through landscape remodelling rather than defences. https://t.co/nvGOwdfhbZ",819246 +1,RT @thephilosophah: global warming is real and it's affecting me personally,172197 +1,"RT @AstroKatie: If you were going to be a single-issue voter, not making global warming even worse would be a good issue to choose. https:/…",827859 +2,"Nigeria needs $140b for climate change commitments, says World Bank https://t.co/hxzqu9Mj90 https://t.co/s952ihDD6v",302031 +0,@karachristyne i'm not even sure if he knows what climate change is,233277 +1,"RT @NYTScience: Many things Trump says about coal, climate change and the environment bear a strained relationship with the truth https://t…",65635 +1,Just in time ... a breakdown of things that contribute to global warming using a @NASA tool https://t.co/jUZTAxPpgq #rnr150c,862076 +1,"RT @DrJillStein: The #GreenNewDeal: +👷ðŸ¾ Jobs for all who need work +☀ï¸ 100% clean energy +🌎 halt climate change +✌ðŸ¼ wars for oil obsolet…",426569 +1,"We are global, I wish protests similar to those - for sustainable development, climate change and human rights, of… https://t.co/CYo1uUvKSw",822290 +2,Rex Tillerson: Secretary of State used fake name ‘Wayne Tracker’ to discuss climate change while Exxon Mobil CEO: … https://t.co/AwwA3q2rTN,941074 +1,"RT @kthalps: 'Unlike President, I believe in climate change. But I don't blame these coal miners. These guys are heroes' #AllInwithBernie […",521037 +1,"@realDonaldTrump threats climate action, but some states vow to fight climate change since Trump won't https://t.co/B13C3yrT1P #ActOnClimate",384262 +0,RT @jendlouhyhc: Directive set to reverse Obama-era policies that prioritized the role of climate change in government decisions (ie…,575317 +1,"RT @billmckibben: Trump is making biggest bet any leader has ever made: physics isn't real, and climate change can be safely ignored https:…",265543 +0,@marcelcanoy Maar je hebt global warming gegoogled . LOL,863062 +-1,@XBetadogX what being real climate change? Absolutley. Human cause? Miniscule and immeasurable at best. Does not justify punishment of ABtns,823700 +1,"*EVEN IF* climate change wasn’t real, acting as if it were would still immeasurably improve the world on many levels. There’s no downsides.",541277 +2,"RT @ABC: Sec. of State Rex Tillerson used alias account in some climate change emails during tenure at Exxon, prosecutors sa…",533019 +1,"RT @RagSnapper: Matt Ridley, climate change denier and (surely coincidentally🤔) 'man with finiancial interests in coal mining'... https://t…",744053 +-1,Figures when I have 3 weeks off to smash a ton there aren't any events in the tristate area lmao Ps climate change is a myth read the bible,69565 +2,Indigenous Latin American women craft climate change solutions in Marrakech #cop22 https://t.co/lEliHa3kdx,764469 +0,RT @octaehpus: #Team1D if global warming isnt real then why did 1d go on hiatus,40725 +1,It's 40 degrees on a winter morning in Utah but global warming is a conspiracy created by the Chinese,370847 +1,RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,894681 +1,RT @LizMcInnesMP: PM responds to @Ed_Miliband that she is committed to climate change. So committed that she scrapped the Department. #PMQs…,281442 +0,Kinda makes you think that the goal of enviros isn't really to fight climate change. https://t.co/nEgtePq1zh,988431 +2,Wild oysters in San Francisco Bay are threatened by climate change - SF Examiner https://t.co/KtzvrBjZvF,55162 +1,"RT @aliasvaughn: 2. Pope gave Dondon a copy of his encyclical 'Laudato Si' which focuses on environment, global warming etc. #FeelthePopeSh…",758064 +2,RT @standardnews: Heathrow expansion 'may breach Government's own climate change laws' https://t.co/dEoAEMxslS,846644 +1,"RT @AndrewNadeau0: SCIENTIST: Years of study have concluded beyond a doubt global warming is real. + +PEOPLE WHO DON'T GET SCIENCE: I'm cold…",642263 +1,Let's hear more from vulnerable #women hard-hit by #climate change @UNFCCC talks: strong message from #DCdays… https://t.co/M5owxkYadZ,320973 +2,"Carbon dioxide not ‘primary contributor’ to global warming, EPA chief says https://t.co/6DqWsW7ELh https://t.co/B4whbG1bAx",973547 +1,"RT @GreatDismal: @nytimes decision to have an in-house climate change denier, in 2017, will look far worse, in ten years, than support of I…",675422 +2,Top US coal boss Robert Murray: 'We do not have a climate change problem' https://t.co/kaVHG5LHDr,514221 +1,RT @CoryBooker: Scott Pruitt – a climate change denier and fossil fuel protector – as Trump's head of the @EPA is a disastrous choice for A…,252627 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,758209 +1,RT @colbertlateshow: Don't expect to hear the words 'climate change' being tossed around in the Trump Administration anymore. #LSSC…,102122 +1,RT @miasimoneg_: Literally every state knows this struggle it's called global warming https://t.co/ShWf1q5jDp,655872 +1,RT @EricBoehlert: so how many articles during campaign did The Intercept do on Trump and climate change vs number of articles on Clin…,703107 +1,"RT @OurRevolution: @ninaturner @OnTheGroundShow A bold agenda of Medicare for All, college for all, climate change, criminal justice r…",945950 +1,"RT @citizensclimate: WashPost: Shrinking mountain glaciers are 'categorical evidence' of #climate change, scientists say… ",606709 +0,"RT @JYSexton: 'I tell you, I only discredited climate change scientists for years, but this Trump business is crazy!' + +No. No. No. NOOOOOOO…",348950 +1,It's all about being adaptable. See the simple way these farmers are outsmarting climate change https://t.co/NDyi5VOUya,527761 +0,RT @TexasStandard: We're talking about this story on social media: The EPA's new head says CO2 isn't a main cause of global warming.…,674016 +1,"RT @savitriyaca: a must watch, cause climate change is here! :((( Before the Flood - Full Movie | National Geographic https://t.co/kCFBd47D…",891447 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,639811 +0,"RT @lynlinking: Anti-climate change Senator storms out of his own presser +descended into a shouting match with reporters excerpt +https://…",605036 +-1,"RT @CarmineZozzora: When all the billionaire climate change scammers stop buying ocean front mansions, I'll start worrying about sea le…",528609 +2,RT @100isNow: A new book ranks the top 100 solutions to climate change. The results are surprising. https://t.co/Gk4JLqJWYK via…,533015 +1,"RT @PhizLair: xenophobia & nationalism rising, here & around world- due to fear of globalization, climate change, & shifting population #ha…",219495 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,910016 +1,RT @qz: Conservatives can be convinced to fight climate change with a specific kind of language https://t.co/dhIrsOt1SQ,153314 +1,RT @Slate: The New York Times’ coal miner interview is why we won’t stop climate change: https://t.co/dt4R1OSdRU https://t.co/Ac8kgHHQSX,280389 +1,"RT @soit_goes: We can talk climate change all day, innovation & science will be unable to save earth unless we stop allowing profit to defi…",359476 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",528958 +1,RT @chrisamccoy: Here’s what optimistic liberals get wrong about Trump and climate change https://t.co/ZQTbeeJNL0,531950 +2,RT @KajEmbren: 8 in 10 people now see climate change as a 'catastrophic risk': survey https://t.co/DAQ3X155bq,533046 +1,RT @coal_ind_today: Why the media must make climate change a vital issue for President Trump https://t.co/LdL9wbmqwY,812462 +1,"RT @davidsirota: When our kids are struggling with the brutal consequences of climate change, they'll judge our generation on stuff…",105364 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,304310 +0,"@BhayanakPuppy @ghoshabhshk My Atta turned into chapati due to global warming, am scared about my Icecream...if it turns to kesar milk",857697 +-1,I thought they were worried about global warming! More do as I say not as I do https://t.co/zhZu6mqdcg,749093 +1,"RT @LeoHickman: Your now hourly reminder that DUP politicians do not just deny science of climate change, but also evolution too.. https://…",624053 +1,"RT @mcnees: Trump's EPA transition team denies human impact on climate change. They're wrong & they know it. Here's the science. +https://t.…",371100 +1,RT @mattmfm: No dumber right-wing trope than 'It's hypocritical to say you care about climate change but still do [insert normal societal a…,853423 +2,RT @washingtonpost: Rex Tillerson’s view of climate change: It’s just an 'engineering problem' https://t.co/Zr5m0fnKNC,971355 +1,Trump election casts shadow over COP 22 climate change talks https://t.co/Us9bSsWTEg #actonclimate #buffoon #stillnevertrump #notmypresident,329070 +1,[OPINION] Treating climate change like killer it is https://t.co/00SsKWOnxU,588412 +2,RT @AJEnglish: This cute Penguin colony is at risk from climate change. https://t.co/IBMSbIssbX,752145 +1,RT @HansOrph: .@TurnbullMalcolm Why aren't all Govt buildings solar panelled? Would be a start to fighting climate change and becoming carb…,178105 +1,"Hey when the Earth becomes uninhabitable due to climate change and we all die, government spending goes to zero. Big positive imo.",688645 +1,RT @rlocker12: Analysis | EPA chief's climate change denial is easily refuted by the EPA's website https://t.co/2hoEsvmAlM,435085 +1,@MYV_CREW_ How do you feel? when you get directly into climate change from 13°C of Taipei to 33°C of Thailand within 4 hrs 😂,343806 +1,RT @mmhmya: question of the day: how many people/things have to die before y'all realize climate change is real and dangerous....?,650958 +1,RT @rcbregman: The best news of the Dutch elections: the parties that take climate change seriously double their number of seats. From 15%…,122317 +1,Betsy DeVos' nomination has already put the kibosh on public education in the country and Pruitt denying global warming was laughable,354792 +2,RT @CNN: World leaders at the G20 summit are at odds with US President Trump on trade and climate change…,762174 +2,RT @KajEmbren: Donald Trump cites global warming dangers in fight to build wall at his Ireland golf course https://t.co/3qftlmtKtG @miljobl…,358843 +1,@Iovecmb i mean global warming makes shit unpredictable like some years it has some years its been sixty degrees,930974 +1,"RT @mayatcontreras: 4. You don't believe in global warming, which means you don't believe in science. That disqualifies you. We cannot trus…",730826 +1,Deep sea coral faces climate change threat - https://t.co/YXzcW1iaaX https://t.co/h036ghsD6N,596842 +1,No climate change ? https://t.co/vYd3xHHlMf,132309 +1,Leading global warming deniers just told us what they want trump to do https://t.co/ht2KJAKEZ3 via @motherjones,558953 +2,RT @CNNPolitics: Why climate change experts fear Donald Trump's presidency https://t.co/RmWCYDNUe5 https://t.co/49z6drlwQz,448426 +1,"Cyclones are VERY rare in NZ, so when 1 hits as now, the words of climate change deniers make me think of this song https://t.co/uuczpbf0Ai",583291 +0,RT @kxng_skinny: My outfit so fly they ask me what my inspiration was i told'em global warming☄️. I'm too cozy☁️ https://t.co/iOrtUeCZnX,304829 +-1,That would be a natural storm and of course poor government energy management driven by climate change fanatics… https://t.co/gZUwDFoR9l,158073 +0,#Download #MP3 #pop #disco - 27 -- The evidence for climate change WITHOUT computer models - https://t.co/iAgSZx1mhl https://t.co/iL9FSp0TEN,357959 +1,"RT @BraddJaffy: Famine, economic collapse, a sun that cooks us: What climate change could wreak—sooner than you think https://t.co/fv95N4oz…",414296 +1,How climate change will affect supply chain management https://t.co/cnJa1hdYUL,765750 +0,RT @CostaSamaras: Talked about climate change/adaptation w/ the first-year engineers today. Said: not an envt'l issue; rather it'll affect…,474902 +0,"RT @cybersygh: Obama's decisive action toward climate change has been to cut oil imports by 60%, then subtitute those imports with domestic…",629608 +1,"RT @Thomas_A_Moore: Pence's homophobia? WHACK +Pence attacking planned parenthood? WHACK +Pence saying climate change is fake? WHACK + +Biden?…",536326 +1,It's a good thing global warming is just a hoax made up by the Chinese. https://t.co/GREUogOoeE,780628 +1,Agriculture victim of and solution to climate change#greenpeace https://t.co/5go8JETLzU,769396 +0,"What in the goddamn world. It feels like climate change, politics, media, war, celebrity culture, everything hittin a trippy ass crescendo",647565 +1,A web of truths: This is how climate change affects more than just the weather. https://t.co/RAsbCx5Rmd #ad https://t.co/lhk0m4UeMW,759591 +0,I think there is a difference between climate change and global warming,751566 +1,@AlisynCamerota absolutely right about time and human impact on global warming. Chris Cuomo out in the cold.,515165 +1,Chad Mayes isn't the only Republican who understands the threat posed by climate change https://t.co/fpdKrIW3wp,227456 +1,"@andyl67 @uk_rants certainly all reference to climate change / civil rights etc been removed +For a list of fascist friendly 'issues'",521962 +2,"RT @BillHareClimate: New research shows #climate change lowered Australian wheat yields 27% since 1990, eroding gains in productivity…",801932 +1,"RT @wef: This major Canadian river dried up in just four days, because of climate change https://t.co/4MoYVhFNjM https://t.co/sXeySW0VKA",903207 +0,Discussing climate change incognito. https://t.co/75nZjIaCvx,599377 +0,RT @cpiazzi: Do you believe in climate change?,713658 +1,"RT @BillNye: The more we know about climate change, the better we’ll deal with it. Keep up the good “woof.” �� https://t.co/b2JMHB0ADv",272449 +1,i am dying it is a thousand degrees out please stop global warming,85328 +0,@Joan_of_Snarc global warming or wikileaks?,503628 +1,We need to get DiCaprio down to the white house on Jan 21st with the hottest model he can find to convince Trump climate change exists.,263315 +2,"Don Watson - https://t.co/YMFKWTfBxz Q&A: Australia 'raising middle finger to the world' on climate change, Naomi Klein says",480085 +1,"RT @ARTEMISEPHESUS: global warming will kill billions, but what's important is that new kinds of foods might become hip among the weste…",952970 +1,How many of you actually accept climate change as a fact? How worried are you of the impending doom we are heading… https://t.co/slXGSkTncv,569274 +1,"♥The Taiwan government should apologize to the whole world, making air pollution caused the global warming. + +https://t.co/iSY6XmoBmq",231605 +1,This is what climate change denial looks like - Daily Kos https://t.co/yNOIUQuksP,12572 +2,@mattbagg Radical energy shift needed to meet 1.5C global warming target: IEA https://t.co/Z2xLWdaJA1 via @Reuters,941194 +1,RT @natewentworth: When your president-elect thinks global warming is a hoax created by the Chinese and is a sexual predator endorsed…,69095 +1,"@ChelseaClinton Human activity is the driver of climate change. Stop driving the cars that emit carbons. Stop flying, manufacturing.",148797 +1,RT @puneerap: @Honeywell_India I plant more tree for stop global warming and save electricity. HoneywellForCleanAir,828952 +-1,"RT @JunkScience: 100% of US warming Is due to NOAA data tampering -- not 'climate change.' https://t.co/rodMkF7Eyc + +Read my new book… ",212231 +1,"RT @cerysmatthews: @AngelaRayner Add hormone,antibiotics mass produced,climate change affecting red meats too+antibiotic filled milk…",238188 +-1,@JerryBrownGov Manmade climate change? What about constant volcanic eruptions world wide. No comparison.,100534 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,163742 +0,"RT @lucygrie: Leonardo DiCaprio’s climate change film, Before The Flood. Music by Trent Reznor. Watch free - https://t.co/pO3t5nrtFf",962338 +1,"From 60s and raining yesterday to 30s and snowing today, if you don't think climate change is real, please educate yourself.",480348 +1,RT @gaabytobar: Got a president that doesn't think climate change is real and his daughter that thinks 8 months is a birthday.....…,712620 +0,"RT @clairetrageser: 'If climate change is bringing us all this rain, I'm all for it.' - Bill Horn",948436 +-1,I know!! How come no one ever talks about the good kind of climate change! https://t.co/Gz4cPF2msO,601361 +0,Want ‘climate change consensus’? Let’s form the McChrystal Commission. https://t.co/OHdMh34rjk,217014 +2,"Trump names Scott Pruitt, Oklahoma attorney general suing EPA on climate change, to head the EPA -Washington Post https://t.co/gecW3eCAKp",58482 +1,And also knowing that global warming is a major key in this. It saddens my heart so much,129559 +1,"RT @elliegoulding: Ha! Although I know why people pretend global warming is a hoax. The sooner we crush this nonsense, the better for… ",714784 +0,He wants to accelerate global warming. He's doing his share https://t.co/6MFzgUzoon,444601 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,631024 +1,Adaptation efforts are a win-win for both socioeconomic development & dealing w/ climate change:… https://t.co/Hoc6MPo4mu,506371 +1,RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,835524 +1,"RT @drvox: Exxon has been having it both ways: grappling w/ climate change internally, sewing doubt & BS myths publicly. https://t.co/3UVWT…",931738 +1,RT @josepgoded: It seems that forces #G20 are willing to drop any mention of climate change in joint statement to please the #US #hypocrisy,837008 +1,"@17mohdsajid @AuthorSubhasis @iAM_akumarS @chetan_bhagat Why are you creating crisis man ,let's discuss climate change...",855081 +1,This may not be 1) the best use of taxpayer funds or 2) at all effective for combating climate change https://t.co/ZFQlcFTksx,481091 +0,@fakebaldur @mathewi Whoah. I sense tongue-in-cheek in that article. Did global warming melt your sense of humor as well as your glaciers;-),721445 +1,I hope Florida is under water after 4 years of Trump's policies that ignore climate change...,371169 +0,global warming conference　地球温暖化会議,312412 +1,There are way too many people who don't believe in climate change... that's alarming... how you people be so ignora… https://t.co/D0jZBIztye,56500 +0,"@PatandStu Yeah, he has caused climate change in 9 short months..... wow, he is skilled! Too bad Kerry ran into wall as a kid.",347510 +1,RT @sonoramw: Coachella seems rad but the owner lowkey donates to LGBT hate groups & denies climate change be aware pass it on,135316 +0,"RT @CaroleParkes1: ‘TILT’ is a 5 STAR, thought provoking, conspiracy thriller involving climate change. @maxoberonauthor https://t.co/fE1G2…",370933 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,508203 +2,RT @UniofOxford: Lakes as well as oceans: understanding new evidence of the impact of climate change in the Early Jurassic Period…,682078 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,441004 +1,RT @IFOAMorganic: Smallholder farmers are suffering most from harsh climate change realities they contributed least to.…,73318 +1,"RT @LlLBlITCH: the middle of November it's still hot outside, & ur tryna tell me global warming isn't real ?!?!?",647415 +2,US govt agency manipulated data to exaggerate climate change – whistleblower https://t.co/QS0ZE9vdis,512637 +1,@DrJillStein You've helped destroy the only hope we had of stopping climate change,233065 +1,"RT @Fusion: Scott Pruitt is a climate change denier who has made a career out of fighting the EPA. + +Soon, he's going to run it. https://t.c…",866378 +0,RT @my_cage: @nytimes Everyone knows the primary contributor to global warming is hot air emitted by politicians!,214308 +1,"RT @XHNews: 2016 is very likely to be the hottest year on record, sounding the alarm for catastrophic climate change…",55387 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,88512 +1,"RT @guskenworthy: WTF America? You really want an openly racist, sexual assaulting orange monster that doesn't believe in climate change to…",323859 +0,About that whole using global warming to enslave humanity thing.,202530 +2,RT @scienmag: Freezing in record lows? You may doubt global warming says USU scientist https://t.co/AH1apHVcyg https://t.co/2L4sUDUbpP,364769 +2,World’s mountains threatened by global warming: Climate News Network https://t.co/YXo2YH5ECe #climate #environment,120169 +2,RT @faully33: Supreme Court loss creates new problem for Adani's Australian mine | Climate - climate change news https://t.co/kfv1Ft7vLP v…,100375 +1,"we may be able to pressure him into not killing off all our civil,women's and humanitarian rights, stop the DAPL, believe in climate change",636386 +2,RT @kubernan: Tech's biggest players tackle climate change despite rollbacks https://t.co/ppRunB40sL #Microsoft,405549 +1,RT @b_ashleyjensen: Only in the US do we rely on a rodent for weather predictions but deny climate change evidence scientists spend years o…,805389 +1,Adapting to climate change a major challenge for forests https://t.co/SZkvzQfzhz,899559 +1,"RT @H2Oisthenewgold: Killing the Colorado River - https://t.co/673XAZEQKj + +Man worse than climate change. #Sustainability #Conservation htt…",117113 +2,RT @PopSci: Researchers say we have three years to act on climate change before it's too late https://t.co/VovwqaKkOL https://t.co/ylTT8Irn…,533194 +2,RT @GlblCtzn: The @UN Secretary General just delivered a blunt warning on climate change to world leaders. https://t.co/LAec0w4lit https://…,380484 +1,"RT @JamesMelville: To climate change deniers... +Watch this animation of temperature changes by country 1900-2016. +Still not convinced? +http…",37577 +0,"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",281756 +2,https://t.co/VYDzfKVsj1 China tells Trump climate change is not a Chinese hoax - Washington Post https://t.co/zsrRhU0dzk,586293 +1,"Hey @realDonaldTrump, if global warming isn't real, explain how it was snowing last week and was like summer yesterday.",2759 +1,RT @FollowOller: How at this point are we still in a world that disputes the overwhelming evidence of climate change via scientific proof. 😩,400301 +-1,Hey democrats let's drop the global warming bs ok even ur extremely liberal news channel is against it..fake af https://t.co/QL7hvOMGCO,873897 +2,RT @NWF: Is climate change causing red knots to shrink & goldenrod proteins to decline? Read the latest wildlife news:…,272694 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",83949 +1,RT @nytimes: Huge sections of the Great Barrier Reef were killed by overheated water. Their death is a marker of climate change.…,935915 +2,"RT @TheEconomist: Following nearly two decades of inaction on climate change, Canada may have reached a turning point https://t.co/5yTOS9dr…",45580 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,656462 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,39306 +2,RT @WageningenINT: Researchers predict that climate change will cause an increase in mycotoxins in maize - WUR https://t.co/cvyhwkRsX7 via…,28124 +-1,"@mikethenice1 The science of climate change goes back 160 years, much longer than the bogus 20 you quote for Mr. Gore. Read some science.",967347 +-1,"OpChemtrails: the UN blames you for climate change, meanwhile ignores this https://t.co/IzTEjwYG5e #OpChemPBA #SAI",164714 +1,"RT @joinfutureproof: Bleaching of coral due to climate change is similar to human fever, this #Netflix doc shows how…",785466 +0,@thehill An anthropologic climate change denier doesn't have room to talk about bad ideas...,287433 +0,RT @jko417: @michaelkeyes @Blurred_Trees @cristinalaila1 come on motherfucker I'm getting real bored & fuck climate change https://t.co/n5…,76825 +1,Our president thinks global warming is a hoax from china n it hasn't snowed 1 time this year lmaooo,570177 +1,And people say global warming isn't real https://t.co/pSmAzmgrov,35291 +2,Kids are taking the feds -- and possibly Trump -- to court over climate change: '[His] actions will place the youth… https://t.co/EUvU7wIi1Q,219754 +-1,"RT @alha0901: According to UNICEF, every 10 min a kid in Yemen dies cuz of U.S. arm sales 2 Saudi Arabia not global warming! hypo… ",535207 +0,RT @XavierDLeau: global warming is a concern of the gay community because it shortens how many rooftop parties we can attend.,346927 +1,RT @unite4safe: In Colorado @NYGovCuomo is being pressured to #StopCpv 'cause climate change can't wait. Lead the nation Andrew!! T…,842106 +0,"RT @ALDUB_ALPAD: -you’re so hot, you must be the cause for global warming. , #ALDUBxDTBYMovingOn",401917 +2,Congressman leaves stage to a chorus of boos after saying the jury is still out on climate change https://t.co/uidxkVmphL STUPID REPUBLICANS,769665 +1,A climate change solution beneath our feet @ucdavisCAES https://t.co/u1HANn16OX https://t.co/4IbuIWEyCT,199976 +1,@ChrisWarcraft And I'm sure because 'global warming doesn't exist' FL and LA will be fine on their own.,78443 +0,"RT @catoletters: James Lovelock, inventor of the Gaia hypothesis which underpins much of modern environmentalism, now thinks global warming…",821443 +-1,RT @hrkbenowen: RETWEET if you agree with Rick Perry who banned the phrase 'climate change' at the Energy Department. https://t.co/LzYUbXD4…,942268 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,997956 +2,RT @ABCPolitics: UN Secretary General Ban Ki-moon says he believes Donald Trump will make a 'wise decision' on climate change…,543873 +1,"@MarkRuffalo Can't imagine he has a very realistic view of climate change, since he likes to rule for big business.",677518 +0,"RT @AnnaKimbro: savor ur cold ones while u can, climate change is gonna have u cracking a lukewarm one w the boys lmao",639609 +2,Top university stole millions from taxpayers by faking global warming research - https://t.co/hwTRe5ooPU https://t.co/qJuf3GS7QM,800535 +2,Only 10% of Americans think climate change is not happening via @axios https://t.co/VcEIorvnIe,876440 +2,RT @NBCNews: Chinese President Xi Jinping takes aim at Trump on globalization and climate change https://t.co/QfaumZeuqJ https://t.co/6diNg…,649288 +2,Scientists tie climate change to extreme global events #Toledo https://t.co/jh2NuJP5st,370659 +2,"RT @WSJ: Rex Tillerson used an alias email at Exxon to discuss climate change, New York A.G. says https://t.co/TFwbQhJ1cy",349032 +1,"RT @RichardMunang: “Acting on climate change is in all of our national interests – it is good 4 our environment, our economies n good 4 our…",968554 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,593565 +-1,"@MoveOn @K_JeanPierre + +'Denies climate change?' I don't know a SINGLE person who 'denies' changes... + +ITS THE MANMADE PART WE DENY YOU IDIOT",238059 +2,RT @1o5CleanEnergy: #UKgov 'ignored it's own climate change experts' over #fracking https://t.co/c6KvunpNWa @Fuel_Cells https://t.co/LncEZ7…,415330 +1,RT @poojaxlays: U kno with climate change it kinda bugs me how Americans centre it around themselves and not on the third world lol,487370 +0,RT @TrickFreee: Take $$. Put $$ into groups to depose Putin. Best plan to combat climate change ever. Do I win? https://t.co/grWzf6IlJC,86058 +2,U.S. Energy Department balks at Trump request for names on climate change - Reuters https://t.co/ybLZiMPzXO,955559 +1,RT @Channel4News: People in this town are likely to become America's first climate change refugees - but many residents don't believe…,819510 +0,Where can I get a shirt that says 'global warming melted all the ice cubes in my 'not your fathers root beer''???,873465 +1,"RT @maybethief: >abrupt +we've been calling for efforts to curb global warming for decades fuck you mean 'abrupt' https://t.co/bxahohCVJX",489987 +2,RT @Independent: Sceptics ridiculed a computer's climate change model 30 years ago. Turns out it was remarkably accurate https://t.co/NVXl4…,708882 +1,@pharoah_lives ~ if D.Trump is a 'gentleman' he will change his ideas about global warming. It is killing people and will kill a lot more ðŸ™ðŸ¿,645490 +1,RT @zesty_leftwing: Trumps transition team crafting a new blacklist—for anyone who believes in climate change https://t.co/3dAKZRJ1v8 https…,284838 +0,"RT @DividendMaster: arctic freeze pulling into USA with some record December cold + +Trump even fixed global warming",678359 +1,"Well done, Mr.Gates! +Bill #Gates & investors have a new fund 2 fight climate change via clean #energy https://t.co/lkSlEbGHcY #climatechange",681490 +2,RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,83789 +1,RT @FlakesOnATrain: .@carolinelucas is right to highlight the vital importance of upland peat in climate change. Depressingly she is dismi…,710232 +-1,RT @sean_spicier: The President met with Defense Sec Mattis today. They talked about everything but climate change. Just ran out of time. M…,335297 +1,"I wrote this for @openDemocracy on colonialism, climate change and the need to #DeFundDAPL #NoDAPL https://t.co/NeTMULC3ZN",428513 +1,RT @GavinNewsom: Proud of Gov. Brown as he demands action on climate change. We will not let this administration hold us back. https://t.co…,755107 +1,"RT @UN: There is optimism in the fight against climate change, but the best time to act is now. @WMO chief explains more in…",920782 +1,Wait a sec. now he claims climate change is real just not caused by anything that will make him look bad? https://t.co/Elxb4oETYB,158579 +2,#Environment #Conservation #Science https://t.co/sEHnYLzXLi UK's biggest energy supplier faces boycott calls over climate change denier li…,159289 +1,RT @ClimateReality: We’re proud to know @EarthGuardianz and the inspiring work they do on climate change #LeadOnClimate https://t.co/Ok3D0a…,846648 +1,"RT @melly_frederika: Please share, a chance to use your skill and knowledge to use new data sources to address climate change through a…",198921 +2,"RT @Reuters: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/7XPVkzSogY https://t.co/3dslS1o92V",282660 +1,@neiltyson And somewhere out there a genius climate change denier will think 'then how come it's snowing instead of being hot?!' 🙄,24121 +1,"Government has failed +'Australian business woefully unprepared for climate change post Paris agreement' #auspol https://t.co/FD6MZmKEKA",466561 +1,RT @ScienceMarchDC: The State Department re-wrote its climate change page: https://t.co/5Inw01wsSv. #DefendTruth #ScienceNotSilence,965931 +2,Obama administration gives $500m to UN climate change fund - BBC News via /r/worldnews https://t.co/gGpATaa4zy,168854 +1,RT @ForeignAffairs: Scientific uncertainty about climate change is no excuse not to act. https://t.co/K8ojRrHIlx,614757 +2,"RT @washingtonpost: On climate change, Scott Pruitt causes an uproar — and contradicts the EPA’s own website https://t.co/z8yDzkpoBB",10860 +-1,RT @SteveSGoddard: Corals are affected by lots of things. Imaginary man-made global warming is not one them. https://t.co/BqpoBNWu43,7292 +1,"RT @Im_TheAntiTrump: #TheResistance + +Watch Al Franken absolutely shut down Rick Perry over climate change https://t.co/kREkH5MdrB'",828143 +1,RT @WorldGBC: .@Anne_Hidalgo says we need sustainable energy of women to fight climate change @c40cities #Women4Climate event. Ou…,616194 +0,RT @Jalopez185: Damn Kandy brought more than drama to the house. She brought global warming along and had Winter gone for good. #BGC16,154110 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,878663 +2,In Walker administration “climate change” is a dirty word https://t.co/OAa5gQ7IYP via @wiscindy,846908 +2,RT @latimes: UCSD scientists worry Trump could supress climate change data https://t.co/vhTEZbadUh https://t.co/c96k9v3SJ4,491309 +1,RT @violettbeane: Love Trumps Hate... and homophobia and bigotry and racism and sexism and the disbelief of climate change. Spread lo…,590833 +2,RT @AMike4761: Australia PM adviser says climate change is 'UN-led ruse to establish new world order' - Telegraph https://t.co/T7nywONEX8,364676 +2,Very strong' climate change signal in record June heat https://t.co/fkV2smuSZD,709548 +1,RT @PopSci: Six irrefutable pieces of evidence that prove climate change is real https://t.co/Ekr8op7HoW https://t.co/u1YSh8rvWr,558616 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",872902 +1,Last night's budget failed to even mention climate change never mind take action to address its impacts. Malcolm... https://t.co/GQCKXsaa8n,942501 +1,"RT @dwallacewells: How bad could climate change get? Really, really bad, and really really fast. https://t.co/TkCHhngS59",764117 +2,State announces funding to help farmers with impacts of climate change and severe weather events. @WGRZ https://t.co/bnB3Zg85jY,920988 +2,RT @greenpeaceusa: BREAKING: A new @Harvard study further implicates Exxon in misleading the public on climate change https://t.co/dY9FhmTg…,864831 +1,can I sue trump for trying to kill us via pollution and global warming??,673652 +1,"RT @AbsLawson: I count, mark, and track alligators to predict how their populations will respond to climate change and harvest pre… ",288491 +2,U.S. President Donald Trump signed an executive order on Tuesday to undo a slew of Obama-era climate change regulations that his administra…,416497 +0,@MistressTitania I am the main cause of climate change I apologise,671879 +1,RT @kurteichenwald: Paris Acccords on climate change about to collapse. Good thing Bernie-or-busters voted their 'conscience.',2137 +1,"@LeoDiCaprio As a graduating chemist from Univ. of MN- How can I fight, advocate, and advance work toward addressing climate change now?",486307 +2,RT @IbuPertiwi_: How climate change and air pollution can affect your health - ABC ... - ABC News https://t.co/tPHEU8Tg71,585639 +1,"@LamarSmithTX21 lies to public: 'there is little connection btwn climate change & extreme weather in gen'l, accordi… https://t.co/Bji34D31zy",956171 +-1,"@PatriotByGod In Laos on his final Asian tour for climate change hoaxing, etc etc... https://t.co/wCN9Nvv8oh",325909 +2,RT @ramboll: //Year in Review\\ How can NYC adapt better to climate change? https://t.co/C9YmyT53uM #YearInReview…,814807 +1,RT @JohnWDean: Encouraging: A controversial California effort to fight climate change got some good news https://t.co/qGDdexgGV8 https://t.…,36022 +1,RT @StateDept: .@JohnKerry speaking at #COP22 on the importance of a #cleanenergy future to reduce effects of climate change. https://t.co/…,520217 +1,"RT @HeHasntTweeted2: When equality, #LGBT rights, and any plans to combat global warming will no longer exist on your home planet https://t…",911802 +1,"RT @fangirlshirts: Clarke and #Lexa take transit to #UNITYDAYS2017, reducing their carbon footprint to fight climate change. (&avoid n… ",398951 +1,"RT @BadAstronomer: BREAKING: Scott Pruitt, *head of the EPA*, doesn’t think carbon dioxide is the main cause of global warming.… ",548718 +1,RT @regeneration_in: Regenerative Agriculture reverses #climate change by rebuilding soil organic matter & restoring soil biodiversity -…,877682 +1,I hate climate change denialists but at least they're honest in their love for petroleum. Most centrists are mealy mouthed about it,727341 +1,"RT @COP22: HE Uhuru Kenyatta, #Kenya “I’m pleased to announce that Kenya now has a climate change act and national adaptation…",153861 +1,This administration + climate change = I'm so distressed and feeling so helpless. Someone tell me there's still a reason to #Resist,835760 +0,"Are you still debating today whether or not climate change is real +#AIESECinNorway #Youth4GG #SDG13... https://t.co/FhNzXzVUPm",162936 +1,"and with global warming - it is still true that most #GOP stare science in the face and FLAT OUT DENY the TRUTH! + +@EdDigsby",437024 +-1,@doc_becca @ScienceMarchDC etc. All the many other scientists who are debunking these pro global warming scientists? The science ISN'T,269225 +1,"RT @AltNatParkSer: Isn't it amazing one President understands and talks about climate change, but the next one is so fearful he makes… ",91452 +1,our country is the largest contributor to climate change and our president doesn't even believe that it exists. great.,137529 +0,"@Chris_Meloni No it won't, he doesn't believe in climate change.",794212 +2,"Most global investors recognise financial risk of climate change, report finds + +https://t.co/2ajhi7lqFI",764214 +1,"If it’s hot outside, you’re more likely to believe in climate change; public perception of climate change, shaped b… https://t.co/PdQVqv1Tc9",691350 +2,RT @WIRED: McKibben: Denying climate change and disrupting science's search for a solution is an assault on civilization https://t.co/EJ37A…,85827 +1,RT @crehage: There seems to be a connection between being anti-muslim and denying climate change. I just haven't figured out what it is.,107860 +1,"RT @JonRiley7: So apparently climate change won't affect people in Des Moines, Iowa. Good to know because the rest of us are f***ed +https:/…",468301 +0,Ah apparently global warming has led to a shark crisis. Someone tell donald.,253393 +-1,@foxandfriends @GeraldoRivera It has nothing to do w/climate change...it's all about lining the pockets of the 'New… https://t.co/ZgUv9ldycP,151056 +1,RT @PopSci: The global warming hiatus never actually happened https://t.co/mQIXoBD1Ja https://t.co/sahEr4QSh0,449183 +1,Trump would have us believe climate change is brought to us by the tooth fairy on Santa's clause's sleigh… https://t.co/U9A9swKKJR,941139 +1,RT @verge: Republicans held a fake inquiry on climate change to attack the only credible scientist in the room…,748616 +1,Midwestern agriculture stands to lose with climate change skeptics in charge https://t.co/FSfykFFYyc,240239 +1,So I'd suggest a Truth-type ad campaign for climate change. It worked against Big Tobacco.,520063 +2,Democrats to send climate change educational materials to EPA chief Scott Pruitt - CNBC https://t.co/CTJSTZ5VSC,122664 +1,"Trump’s win is a deadly threat to stopping climate change @grist #climatechange #planet #environment +https://t.co/umcm6QmhCs",448455 +2,#climatechange The Economist Earth's plants are countering some of the effects of climate change The…… https://t.co/yCgjRZOMr4,634635 +1,RT @AJEnglish: 'Protecting the Earth's lungs is crucial if we are to defend the planet’s biodiversity and fight global warming.' https://t.…,343259 +0,RT @andrew_leach: Want to chat about climate change policy and peer reviewed literature on cost effectiveness of carbon pricing? Aski…,989871 +-1,"@buddhasprodigy think about it first it was global cooling, then global warming now climate change, as if the climate won't change",677545 +2,Climate scientists 'may have been underestimating global warming' https://t.co/IEH7hTdkqt,119119 +2,"RT @climatecouncil: Earth could hit 1.5 degrees of global warming in just nine years, scientists say +https://t.co/mdLMw4HD5O via…",487519 +1,"RT @climateadvisory: Our philosophy is to be at the forefront of climate change, clean energy and green growth technologies.…",542390 +2,RT @ThomsenJorgen: Scientists just published an entire study refuting Scott Pruitt on climate change https://t.co/bF29tzkmcI,383813 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,959077 +1,"Just a reminder as you step out the door this morning that global warming is still real, regardless of, well, this. https://t.co/C5J9Dv8Ilj",333319 +1,RT @nowthisnews: This scientist has had enough with climate change denial bullsh*t https://t.co/pzMqrS8mhy,856448 +1,The Larsen C ice shelf collapse hammers home the reality of climate change https://t.co/wTNHF6ogWa,197613 +2,RT @scienceclimate: Idaho lawmakers vote to remove climate change from science curriculum. https://t.co/aVCTQNbZOg #earthhour…,381151 +2,Yellow cedar could become a noticeable casualty of climate change https://t.co/2XX61Fku6J via @NewsOnGreen,520441 +0,RT @BerardoRamiro: I'll be using this in my climate change discussions in class. Great job @mullinmeg https://t.co/4cLVJhIkeU,721967 +2,"RT @washingtonpost: For the first time on record, human-caused climate change has rerouted an entire river https://t.co/sAnXkosm22",994984 +1,"RT @XTonyReyes: That climate change ship has sailed, it's over; we're fucked. Should've been on this 50 years ago",597967 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,509208 +1,Great.... the head of the EPA doesn't think carbon dioxide is the largest contributors to climate change.,846720 +1,RT @PTIofficial: In order to overcome this global warming crisis we've planted 80 million trees so far in KP @ImranKhanPTI #NowsheraRisesFo…,482301 +0,RT @bodeined: if global warming real then why im cold,746601 +1,"RT @Seasaver: All seven species of sea turtle are on the @IUCNRedList. Overfishing, climate change, habitat destruction & polluti…",984 +2,"On climate change, Trump nominees try having it both ways - Christian Science Monitor https://t.co/Luo4hjwJNM",40056 +1,@williamlegate @realDonaldTrump @realDonaldTrump couldn't be more ignorant when it comes to climate change.,615554 +2,RT @ProPublica: National Institutes of Health has replaced “climate change” to simply “climate.” https://t.co/jiRqjbEi1Z https://t.co/GMUYM…,881689 +0,@KhaNuBya To tum ho global warming ki waja �� ��,569056 +1,RT @NatGeoChannel: 'The small island nations that contribute the least to the process of climate change are going to feel the worst ef…,161281 +1,The need for local economies & democracies is urgent from the impending reality of peak oil & catastrophic climate change. #DGR #transition,49317 +1,"@armsivilli @JenKirkman @_tylermaine Al Gore cared about climate change, and Obama, and Hillary care. Caring isnt doing anything",796996 +0,RT @Anthony_Cave: Fact-checking Bernie Sanders in Phoenix: Did Donald Trump call climate change a 'hoax'? https://t.co/UQDoM38VLa via @abc1…,864741 +2,RT @WorldfNature: Role of terrestrial biosphere in counteracting climate change may have been underestimated - Science Daily https://t.co/a…,71555 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",545074 +1,RT @ClimateCentral: Remember that climate change lawsuit filed by 21 kids in Oregon? It's moving forward... against Trump https://t.co/4Hc3…,630543 +1,The thing which concerns me most about a Trump presidency is global warming 😬,679860 +0,@sweetpeapreda like the other night I asked my mom who is a trump supporter if she believes in global warming,44125 +1,RT @alvinlindsay21: Trump really doesn't want to face these 21 kids on climate change https://t.co/ypUAGIqK2D @mashable https://t.co/LY4XB…,315362 +1,@OwenJones84 & climate change deniers,81433 +0,"If you think global warming and death storms are beyond our control, this is your guy | Editorial https://t.co/UNJmKfKkBW | BergenCoNews",591608 +2,RT @CraigatFEMA: FEMA's director wants capitalism to protect us against climate change https://t.co/TJUExwGYkJ via @BV,674411 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,7939 +2,"RT @OMAHAGEMGIRL: Biden urges Canada to fight climate change despite Trump + +https://t.co/dkivX59Nta",388652 +1,"RT @SyedShahidKazm3: Media is key to raise awareness among masses. +#ClimateCounts +#PUANConference +2nd day :Creating climate change spaces…",288087 +2,630 of America's biggest companies are pleading with Trump to give up his climate change denial https://t.co/C21EK93eIw,3666 +1,Leading global warming deniers just told us what they want trump to do https://t.co/bBwsEq9ym4 via @MotherJones,730000 +0,RT @jamesnielssen: Unbelievable that Club Penguin is shutting down yet people still deny the impact of climate change on our planet,812695 +1,@ANI_news I doubt this would work. Plus it added more to existing pollution levels and worsened global warming,544766 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,600314 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,878761 +1,"RT @StopBigMoney: On climate change, getting #BigMoney out of politics is key to protecting our environment. https://t.co/fVoHovCB0T",245751 +1,"On top of all the more immediate awfulness, I just realised that we're probably fucked now in terms of global warming",45745 +1,RT @bradplumer: Great maps on how Americans think about climate change. This one is telling (though note Miami there):…,589785 +1,RT @ShannonWHall: A great story by @MichaelEMann about how Trump could fight climate change while furthering his goals: https://t.co/c0suDp…,267400 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,454105 +1,RT @RichardMunang: Well-designed policies n actions 2 reduce emissions n enhance resilience 2 climate change can deliver broad sustainable…,206440 +2,RT @guardian: New study finds that climate change costs will hit Trump country hardest | John Abraham https://t.co/m3kLooZL6j,44503 +1,I think Trump needs to turn down the AC in Trump Tower so he understands that global warming exists.,269838 +1,"RT @matthewjdowd: Instead of waiting on political leaders on climate change, let's each do our part ourselves. Use less water, lessen our c…",426822 +2,Nearly half a million U.S. doctors warn that climate change is making us sick https://t.co/SSBap7m1MH via @HuffPostPol,452808 +1,RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,207445 +1,RT @MartinOMalley: If @realDonaldTrump wont fight climate change then states must seize job creation opportunity or other nations will htt…,574953 +0,I've been spending so much money on new clothes just for freaking global warming to slap me in the face with snow? Ihyall.,434729 +1,"RT @ClimateReality: Thanks to climate change and ocean acidification, the #GreatBarrierReef is in grave danger https://t.co/wR0TCkYH3R http…",7629 +0,"RT @fiscal_penalty: Despite the global warming, Alaska has had very little, if any, warming since 1977 (except Barrow), as shown below: htt…",784450 +-1,"RT @MissLizzyNJ: Every time someone is killed or raped in the name of Allah, it only makes sense to blame global warming and the Chinese. -…",141106 +1,"RT @ClimateCentral: March was the second hottest March on record, according to NASA, behind only 2016, a mark of rising global warming…",432819 +2,Globe erred in misleading readers over climate change critic https://t.co/HCEO9s1Xmw via @BostonGlobe,610724 +2,RT @FortuneMagazine: Obama addresses climate change at the 2017 Global Food Innovation Summit https://t.co/Omvp4Mxq8l https://t.co/KdXlXhUt…,4819 +1,RT @LeeCamp: 44% of honey bee colonies died last year due to climate change & pesticides. Most of great barrier also dead. When bees &ocean…,929692 +-1,RT @FoxNews: .@TuckerCarlson to @BillNye on climate change: You pretend that you know...& you bully people who ask you questions…,231379 +0,@deztinyyrose You have a better chance at having a warm day than I do bc of global warming and stuff ��,349374 +0,@TBSkyen global warming confirmed as REAL in runeterra!!!,100018 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,801103 +1,Do people still believe climate change isn't real?,624570 +1,Please tell me the Sec of Ed is not equating climate change to seasons. https://t.co/6cp9DjCJ9D,254309 +1,RT @CleanAirMoms: ASTHMA: climate change will increase the level of smog in urban areas. Children suffer the most from smog pollution...,187232 +0,@jyoungwhite To believe that humankind's greed and disrespect for earth is what is causing climate change and there… https://t.co/8auS2mj1wx,823587 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,51250 +1,"RT @twobitidiot: This is the coolest (crypto, good AI, crispr) & most horrific (nukes, bad AI, climate change) time to be alive. + +[Rereads…",115534 +0,RT @Bakari_Sellers: I have just realized I am really narrow minded. I do not want to here the 'two-sides' to climate change or Slavery.,626434 +1,"RT @PennyKilkenny: GMO traveling salesman @kevinfolta uses @Forbes as 'fact source', same source with climate change denying articles…",517866 +-1,"@WCRN_MN '9/11 incident' Really Hank? +After 1 more meeting @ the Center you might call 9/11 a natural disaster caused by global warming.",804878 +1,"Though gallingly, one of the world's largest governments denies climate change @SasjaBeslik https://t.co/3YnkhyMaUO",400865 +2,"RT @Jess_Shankleman: After Obama, Trump may face childrens' lawsuit over global warming https://t.co/tFsyYtCK2g by @kartikaym",690794 +1,"RT @PlantEditors: We salute the plant biologists who are addressing climate change by working on no-till agriculture, improved NUE... +https…",807307 +1,"petty egotistical buffoon believes climate change a hoax. @realDonaldTrump can't even comprehend he's uneducated & wrong +#resist #dumptrump",444334 +1,@AJStream helll global warming...we hv succeded in damaging our very own niche.,827358 +2,"Depression, anxiety, PTSD: The mental impact of climate change https://t.co/AD7EvDSYii https://t.co/tuGdt5GqnC",703622 +1,RT @greg_jenner: How can there be global warming when it's frosty in Surrey? Eh? https://t.co/stevVnrBWp,573756 +2,"RT @ceburns2003: After Trump's win, CDC cancels climate change summit https://t.co/3wCh6GjYW9",285032 +0,"RT @peternewturkey: Interviewer: Do you believe CO2 contributes to global warming? +Scott Pruitt, head of the EPA: No. https://t.co/FUGREtOg…",940620 +1,@washingtonpost 'An upside to climate change' unless one has a wine cellar that gets flooded.,706200 +2,Trump to announce decision on climate change Thursday https://t.co/8DHcsgw7vt https://t.co/0u2U1huE7q,547518 +1,RT @ubcforestry: Funding from @GenomeBC will support @SallyNAitken's team as they address the impact of climate change on trees.…,977844 +1,Trump picks climate change denier to guide NOAA transition https://t.co/maH98W5N8j,873396 +1,"When Exxon-Mobile is the voice of reason on climate change, you've got problems. https://t.co/SBKWPhbR3M",840271 +1,RT @posionoat: Because of global warming we will be fertilizing your food with human waste. U gonna be lovin the new Ferber https://t.co/Oo…,630621 +1,RT @carbontaxcenter: BREAKING: Senior Republicans advocate key climate change solution--#carbontax. Why we should join them @TheNation…,861003 +0,Sheet summer feels! August na diba? Anu climate change? NKKLK,560490 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,218334 +1,"More than one way to fight climate change. Go veggies! <3 #peoplesclimate + +https://t.co/6bVS8vpvxr",764521 +2,[24] 19 House Republicans call on their party to do something about climate change | Dana Nuccitelli #realtime https://t.co/7wmYpgyvv1,664403 +1,Maps and visualizations of changes in the Arctic make it clear that global warming is... https://t.co/cVK4e1zVR8 by #NatGeo via @c0nvey,237573 +1,RT @Wok_Chi_Steve: Wtf!!!! Please RT... Prince Charles may not be perfect but his stance on climate change is spot on.Trump & his na…,632427 +1,RT @Newsweek: Arctic climate change study canceled due to—wait for it—climate change https://t.co/yWszg0aCty https://t.co/3pVmysPJCK,395428 +0,RT @PlanB_earth: @GeorgeMonbiot See it and believe it George - Trump demands action on climate change for humanity and the planet: https://…,93018 +1,"RT @ChristopherNFox: Dear Americans working for social justice, sustainability & tackling #climate change: Keep up your essential work! Don…",201984 +1,RT @greenpeaceusa: Not surprised but still furious! Trump just disbanded a federal advisory committee on climate change: https://t.co/wl1Np…,787106 +1,"RT @UNEP: Almost half of plant & animal species have experienced local extinctions due to climate change, study shows:… ",276276 +1,@realDonaldTrump global warming is as real as racism will be in the White House.,777524 +1,@ananavarro @MiamiHerald Yes and Orange Hitler wants a climate change denier to head the EPA. #TheResistance,964349 +2,RT @NatureClimate: Beef production to drop under climate change targets – EU Commission https://t.co/dvbyT2J0om,606875 +1,"RT @RisingSign: @MolonLabeNews Will do further research on this and get back to you. Still even with this, climate change is real & so is…",446182 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,271749 +1,RT @insideclimate: Critics note recent changes in the crop insurance program allow commodity growers to 'hide' climate change impacts…,516752 +-1,RT @mogrant61: Good. Man made global warming is the biggest hoax ever perpetrated #ClimateScam https://t.co/l8wRVPCoXg,957597 +2,Ban voices 'hope' as leaders tackle climate change in Trump shadow - Times LIVE https://t.co/pegyFNCWKN #News https://t.co/URQqdjbXZM,720060 +0,When your fiancé blames you for global warming because you insist on… https://t.co/xMmXTadT1e,844550 +1,16 striking murals that show the devastating effects of climate change https://t.co/dmK68NFRBt #climatechange,253564 +1,"RT @CapitolKnockers: Grandkids: What did you guys do to fight climate change? + +Me: adult colouring mostly",720932 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,776328 +2,TRUMP DAILY: Leading candidate for Trump’s science advisor calls climate change a cult #Trump https://t.co/LJapFiWo5j,619234 +2,"RT @bishnoikuldeep: What the world thinks about climate change... +https://t.co/93f9NBRXT7",575231 +2,Is climate change giving the Great Barrier Reef herpes?... https://t.co/T0Hcp65IVz #GreatBarrierReef,278893 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,222721 +1,@CalliopeAnim I think debating climate change is perfectly acceptable. It may sway the naysayers. That's how debates work.,486788 +1,RT @jkaonline: China warns Trump against abandoning climate change deal @FT Against the wishes of the whole planet!,475580 +1,RT @thinkprogress: Yet another Trump advisor is clueless on climate change https://t.co/ETQM5xQOr1 https://t.co/rBLoh5sqXY,243413 +1,The @UCDavis Muir Institute for the Environment is going BIG under new Director @BenHoulton to solve climate change: https://t.co/7JZLl9237A,386260 +1,RT @GeneticJen: A great deal of the data we have on climate change comes from NASA and I'm genuinely worried about what the Trump administr…,351539 +0,#Right https://t.co/uOHRsYtsnL New Maine anti-discrimination bill would protect… climate change skeptics https://t.co/yuQOUDu7nb,929253 +2,RT @Greenpeace: Should rich countries be “carbon shamed” into doing more about climate change? https://t.co/X0Yx6YbLgW https://t.co/u1oVUwh…,143966 +1,"@Packers1814 @Trumps_TaxesLOL @SenSanders @realDonaldTrump Dude, I voted for Trump, but sorry, climate change is 100% real.",794932 +-1,"According to your god al gore NY was supposed to be under water in 2012,and if it isn't global warming but climate… https://t.co/QrdVCuwpr9",945389 +2,John Kerry talks climate change but not Trump in Antarctica - The Highbury Clock https://t.co/d5Z4g7Kldj,557929 +1,"RT @SawatdeeNetwork: Harvest the sun during drought and the rain during floods, flow with the current of climate change. https://t.co/l2JOC…",601226 +1,"RT @DrJillStein: The #GreenNewDeal: +👷ðŸ¾ Jobs for all who need work +☀ï¸ 100% clean energy +🌎 halt climate change +✌ðŸ¼ wars for oil obsolet…",116886 +1,"@ErrataRob @pvineetha seeing a direct threat to seeds but this is an indication of climate change, which, I think,… https://t.co/SPZmyDh5Ry",18417 +1,"RT @GlobalWarming36: On climate change and the economy, we're trapped in an idiotic netherworld - The Guardian https://t.co/MpBzbdUhIA",61612 +2,Trump to sweep away Obama climate change policies https://t.co/UgiGWWCSAH https://t.co/6iihUBvp0s,942893 +1,"Don't look now, but there's reason for industrial-grade optimism on climate change. Even science deniers can't deny… https://t.co/DqBY8CPHMG",323516 +-1,"RT @RogerHelmerMEP: Oh I do. I do. If it's cold, that's weather. If it's hot, that's climate change. https://t.co/kHk08bKuJ7",638000 +1,RT @TheEconomist: Listen: We asked our environment correspondent @MSLJeconomist about climate change deniers https://t.co/6TzWao8zBh,281648 +2,"In message to Trump, EU says will remain top investor against climate change: BRUSSELS (Reuters) - The…… https://t.co/ESrUbGUrIU",808340 +0,"No one believes that. We're sure the talk is trade, climate change, etc. You should be too busy to tweet ! https://t.co/LNwTWR4c9M",263789 +-1,How is global warming even real when I'm wearing 2 sweaters right now the liberal media is so biased wtf,302245 +1,Climate deniers blame global warming on nature. This NASA data begs to differ https://t.co/nROs2JYP91,564690 +0,RT @Mfakhruzi_Arch: Mencegah global warming dg cara tidak menebang pohon di lahan yg akan dibangun rumah. https://t.co/QCKeNRQ4vw,541695 +2,Protesters to gather in Washington to voice concerns over climate change https://t.co/tV6jZfzTCS https://t.co/Xj3spuU0QW,24269 +2,China may leave the U.S. behind on climate change due to Trump https://t.co/AfcXUmto1c via @mashable,594593 +1,RT @OhNoSheTwitnt: Happy Groundhog Day. A rodent with a brain the size of an acorn knows more about climate change than the President of th…,355177 +1,RT @TheEconomist: Uncoupling emissions growth and economic expansion is important for slowing climate change https://t.co/TnjMRQSU5V https:…,35557 +2,RT @nytimes: A British tabloid says U.S. scientists exaggerated global warming. Respected researchers disagree. https://t.co/3Nceq387wY,787389 +0,RT @_yellowcxrd: @Emiily_Louise @MaddyBurke_ @indiealexx @pitbull The president doesn't believe in global warming / climate change ?…,824200 +0,RT @ILLCapitano94: Yall suprised smashmouth is woke? When their most popular song is a whole ass warning about climate change https://t.co/…,355955 +1,"RT @docbrown88: Anyone know like ten homophobic, climate change denying Brexiteers? Asking for a wheat botherer.",196575 +1,RT @NYDailyNews: Rick Perry gets a free lesson on climate change from a meteorology society https://t.co/liOkVfz3LL https://t.co/Otb8TsKyWU,210479 +2,Al Gore: I just had an ‘extremely interesting conversation’ about climate change with Donald Trump https://t.co/8G0WHt2Tff via @yahoo,502566 +1,"RT @Sustainable2050: Even if abnormally warm sea water didn't make #Harvey worse (it did), climate change added 30 cm water to storm surge…",935310 +2,PBS is the only network reporting on #climate change. Trump wants to cut it | Dana Nuccitelli https://t.co/THP2Otafmp,62924 +2,"RT @CFR_org: #ThisDayInHistory, 2005: Following its ratification by Russia, the Kyoto Protocol on climate change enters into for… ",859217 +2,RT @sciam: Antarctica’s southern ocean may no longer help delay global warming https://t.co/dV174aBcHx https://t.co/sL66QUvvwr,904470 +1,@realDonaldTrump @NASA What about the work they do in climate change research? You are a 'Very bad hypocrite hombre!',597211 +1,RT @AstroKatie: Now would be a great time for the rest of the world to find ways to pressure the US on climate change and human rights.,672960 +2,RT @KFMolli: 'CDC abruptly cancels conference on health effects of climate change [Updated]' https://t.co/MWYTgAocw5,158448 +0,"RT @dean_anonym: https://t.co/pGdIicu8b5 +cont. of contrail cirrus to climate change exists, cirrus trend analyses suggests a potenti…",827942 +1,"RT @GCCThinkActTank: 'Unless we take action on climate change, future generations will be roasted, toasted, fried and grilled'. ~ Christ…",260014 +1,RT @EnvDefenseFund: Priebus says Pres-Elect Trump’s default position is that climate change is 'bunk'. Awful news for US & world. https://t…,476926 +0,"RT @funfunLang: Do you believe in climate change? Why? + +#LanghapSarapYum",294052 +1,@GuruInvestor Exxon is aligning with sustainable shareholders on climate change. Should more oil co's follow this? https://t.co/x0xxbGNZIh,639868 +0,RT @shasnie: Important point is: “There are no areas of the country where electric vehicles have higher global warming emissions…https://t.…,681824 +2,UN climate change agency reacts cautiously to Trump plan https://t.co/EaNTUoTXyE,793261 +0,RT @lozzacash: You don't hear much about 'global warming' any more. 'Climate change' is more user-friendly (Age) https://t.co/DtT7DypXgq,314452 +0,"RT @AmericanAssh0le: okay after gaining the knowledge that this exists i'm rooting for global warming. end this planet, Sun. https://t.co/5…",477956 +0,"@Robynthekitty @DCTFTW @Johndm1952 @cj_stout_ +No. Exactly the opposite. $26 billion spent ON climate change research & regulation.",69159 +0,"RT @XavierDLeau: my neighbors are bbqing and playing dominos outside. + +global warming is bringing us together as a people.",954594 +1,"RT @AnsonMackay: Paris climate change agreement enters into force today ðŸ‘ðŸ¼. World still on track for 3C of warming, @UNEP reports 👎ðŸ¼. +https…",764697 +2,RT @ProfBarbaraN: WMO: Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/OvgxpZagbw @curf_uc @ACT_CCC @Sh…,647425 +1,RT @femaIes: When u know this warm weather in October is due to global warming and climate change but u still kinda enjoyin it https://t.co…,395383 +1,".@realDoaldThump The US can, and should, lead the fight against climate change. #Keepparis @ProtectWinters",353093 +2,RT @SEEturtles: Coral bleaching caused by global warming is a major threat to the habitat of hawksbills https://t.co/KSQyP7KHAo https://t.c…,228105 +1,Think narendramodi takes climate change seriously? Think again. #GST #ParisClimateDeal https://t.co/CV9mlCryP1,78502 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",345949 +0,If global warming is real how come I had to wear a sweater to class today - me a scientist,213179 +0,"RT @jwalkenrdc: Senator Inhofe backs up his view that climate change is a hoax by pointing to peer-reviewed scientific journal, the UK Tele…",400920 +0,"Trumps 1st day: 1. Repeal Obamacare, 2. Cancel Obama executive orders (mostly re: climate change), 3. Supreme Court, 4. Cancel Iran Deal.",447135 +1,"@GOP and @EPAScottPruitt, because you only speak in ��, climate change has terrible economic consequences (and hurt… https://t.co/VyKRkpxQva",502321 +-1,"Big story, climate change, global cooling, global warming...Ask @BillNye (joking) + +No it's weather, ask… https://t.co/xZS2Q3xsaP",349570 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",710531 +0,"RT @imarafahh: @alygoulding staph causing global warming, you hot stuff ��������",607572 +0,"@BitcoinWrld Incredible Invention Reverses global warming,it has been experimented before & it cooled earth & reduc… https://t.co/cOsCIZ9LYx",713204 +1,"RT @EnvDefenseFund: If you think fighting climate change will be expensive, calculate the cost of letting it happen. https://t.co/fnUnRxcrzi",810569 +0,@CYBERFATHER this is my Britney Spears global warming/lady Gaga tweet,943192 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,686310 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,221542 +2,RT @ClimateNexus: .@HoustonChron editor: Harvey should be the turning point in fighting climate change https://t.co/1Rjh0rTiZa via…,274849 +1,RT @washingtonpost: Editorial Board: A man who rejects settled science on climate change should not lead the EPA https://t.co/VqIAIKhpH0,454364 +2,RT @mateagold: The mystery of Mercers’ climate change agenda: they support Heartland and Berkeley Earth https://t.co/axQubYcCVg,82576 +2,RT @Independent: Trump's Secretary of State refuses UN request to attend climate change meeting https://t.co/EpkZRnM4wc,246670 +2,Momentum on climate change poses hurdle for Trump - San Antonio Express-News (subscription) https://t.co/yUCj24au6A,890194 +1,"RT @tedlieu: Physics and chemistry are real. @realDonaldTrump can pretend climate change is a hoax, but reality is, well, realit…",817742 +1,"If it's not #climate change that kills us, may be this: Sperm count drop 'could make humans extinct' - BBC News https://t.co/UaIRxIeRXN",564628 +2,Buhari to attend climate change conference in Morocco https://t.co/lgIQcUpzEd,254047 +1,RT @johncusack: To acknowledge global warming ? https://t.co/r39CYZjKgq,376748 +2,"Pope Francis appears in ‘climate change’ movie featuring Obama, Clinton, Leonardo DiCaprio https://t.co/NjndLEh0kR",508085 +1,"Mexico must take steps to cope with climate change' but not stop mining, deforestation and pollution, I guess .. https://t.co/YdSC6MyZGi",313148 +1,"For the dim, worsening global warming causing melting of the ice caps will raise sea levels. Perhaps not to the Mid… https://t.co/QdmGuE1Itt",648985 +0,"RT @DagomarDegroot: '“As to climate change, I think the president was fairly straightforward: We’re not spending money on that anymore.' ht…",116115 +1,RT @EnvDefenseFund: These 3 charts show how climate change is the world’s biggest risk. https://t.co/ChesIY5yYs,489349 +0,RT @techreview: The budget also says that the administration would “cease payments to the United Nations’ climate change programs.' https:/…,562554 +2,Solving an ancient climate change whodunit... https://t.co/bIyhhwqYDb,524078 +0,To some podunk part of the Hudson valley to ask some guy what he thinks about global warming,477138 +2,RT @VoltaireTupaz: CHR Chair Chito Gascon says he supports the national inquiry on human rights and climate change. He joins the petit…,907773 +1,"RT @carol_NC66: @NC_Governor Please join WA, NY & CA and the new alliance of states dedicated to fighting global warming.",526949 +2,Concern for others activates evangelicals on climate change https://t.co/TPQM76UbsS via @EnvDefenseFund,167445 +1,how can someone actually believe global warming is a myth...?,805276 +-1,RT @JonahNRO: Of course this supports idea the left hated oil before it believed in climate change. https://t.co/Lt5mfCzdky,319402 +-1,RT @hutchnine: @JohnTrumpFanKJV Exactly!Thats the only climate change threatening the ��!FAKEUGEES����������,722329 +2,RT @sciam: Antarctica’s southern ocean may no longer help delay global warming https://t.co/dV174aBcHx https://t.co/sL66QUvvwr,31531 +2,Trump to sign executive order that takes aim at Obama's efforts to curb global warming - WH to revive Yucca Mountain nuclear waste plan,224781 +2,"Unsung heroes of 2016: An escaped sex slave, an LGBT rights campaigner and a climate change poet https://t.co/PitjtsF4LJ",282544 +2,RT @latimes: Kerry tells climate conference that the U.S. will fight global warming — with Trump or without…,659380 +2,RT @PIX11News: 2016 'very likely' hottest year on record; World Meteorological Organization blames climate change…,372023 +1,"RT @robinthede: #RIP Supreme Court, climate change reform, congress, laws, gun control, role models, the dollar, respect of the world",617608 +1,RT @Im_TheAntiTrump: Watching President Obama talk about climate change will make you miss common sense https://t.co/dIus3u1yzM,836177 +1,"RT @WorldResources: #NowWatching - VIDEO: If you care about #climate change, you should care about indigenous rights @FordFoundation https…",951798 +2,RT @Revkin: Trump budgeteer on climate change: 'We're not spending money on that any more.' https://t.co/VLBfLmQmfS vs. Mattis:…,770557 +1,!! climate change should not be a partisan issue !!,380372 +1,RT @NatGeoChannel: .@DonCheadle travels to California’s Central Valley to learn how climate change is contributing to the drought in t…,653204 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,133221 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/h13blRHuHn,358466 +1,"RT @ErikSolheim: This massive algae bloom in the Arabian Sea likely due to climate change. +Practically nonexistent 30 years ago.…",347060 +-1,RT @bill_forsee: @ChrisCoon4 @JVER1 @WashTimes I hope he does climate change is the biggest hoax since war of the worlds,102281 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",421723 +2,"RT @MeehanElisabeth: More rain on the horizon as climate change affects Australia, study finds https://t.co/2VKpHHN9G2",12563 +2,The impact of climate change on the Great Barrier Reef - The Economist https://t.co/1jQM83cFwZ,134675 +0,"He saw a nuclear blast at 9, then spent his life opposing nuclear war and climate change https://t.co/jV5cwudM7q",622190 +1,RT @GreenPartyNI: The Green Party are proud to support Northern Ireland-specific climate change legislation and a move to fully renew…,12027 +1,RT @ccbecker271: So awful ... more victims of human-caused climate change. https://t.co/WjJtZ7Xkrr,199386 +1,RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,679272 +1,@EricHolthaus Hopeful thoughts 1)Progress is not linear 2)Much of the world agrees on something - climate change 3)My family is with u!,454585 +1,RT @seramatic: why do ppl call it 'believing' in climate change this ain't religion bitch science is true with or without ur ignorance,500748 +1,"RT @Pappiness: Rick Perry has only done 3 things as Energy Secretary: Deny climate change, attack a gay student, and... I can't remember th…",73487 +0,I'll give a personal example. There's a 16 year old climate change activist named Xiuhtezcatl Martinez who spoke on campus last week.,954526 +1,Republicans have turned global warming into a fucking political issue. And SCIENTISTS cannot be right because liberals can't be right.,819431 +2,UCSD scientists worry Trump could suppress climate change data https://t.co/rdrEuL0nRj,703798 +1,This does not mean that climate change is not real. Just winter in #Alaska https://t.co/RaS9FSR7fE,717236 +0,"RT @chIoropropane: if dia believes in global warming u should too, https://t.co/Jteil8RNBd",955086 +1,"RT @DrCraigEmerson: It's against our nation's interests for Labor MPs to criticise a man for his sexist, racist, bigoted, climate change de…",206091 +0,RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,883640 +1,"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",537556 +1,Great article by @RoHendricks on why we need to change how we communicate climate change. @TheConversation https://t.co/PsJn7yEFDB,750574 +0,@Rebecca78_ global warming,445132 +1,RT @WWFSouthAfrica: Flash floods typical after drought in Highveld but intensity due to climate change makes them difficult to deal with. #…,244162 +0,"RT @amaryllide1: @ofrakia @MarcelloFoa ministri negazionisti del climate change, nemici di ogni controllo sulla finanza, ecc, CHe guerra al…",81835 +1,My biggest fear with Trump is climate change. We *need* to make Congress blue in 2018.,565849 +1,RT @Mick_Fanning: Just watched this amazing documentary by leonardodicaprio on climate change. We all think this… https://t.co/kNSTE8K8im,329588 +2,RT @BernieCrats1: RT thehill: Al Gore will hold climate change summit cancelled after Trump inauguration https://t.co/w4QX71F83I https://t.…,125994 +1,RT @hrtablaze: On this #EarthDay let us remember those who have worked tirelessly to bring us awareness about global warming.…,868170 +1,"RT @tinahalada: this the future we want, but instead we got a president that doesn't 'believe' in global warming https://t.co/w30Jwn4vll",552135 +2,China may leave the U.S. behind on climate change due to Trump - https://t.co/xEvb8FEoiu,426025 +2,"RT @nytimes: “For us, climate change is beyond ideology”: How the Dutch are learning to live with water https://t.co/qUyrI4P0bu",861135 +1,RT @owensheers: Record-breaking climate change pushes world into ‘uncharted territory’ Meanwhile Trump cuts climate research... https://t.c…,660768 +1,@JeffreyHann @lightcoin @jeffreyatucker @BuckyFuller60 Do you legitimately not know what the scientific consensus on climate change is?,66411 +2,Donald Trump is set to reverse Barack Obama’s climate change measures on Tuesday: Donald… https://t.co/5a5paVtjcB,851622 +1,"@OceanChampions Antarctic iceberg will help save the world from climate change, feeding billions of fish, read how. https://t.co/72uPs0gsFS",693517 +1,RT @cnni: 'Where the hell is global warming?': Donald Trump's 20 most dismissive quotes on climate change…,966477 +2,RT @Independent: US 'forces G20 to drop any mention of climate change' in joint statement https://t.co/49EE31bXXz https://t.co/oWo5L1xtjm,878431 +1,"RT @UN: Transport is part of climate change problem, #SustainableTransport is part of solution! Find out how in this new…",707375 +0,RT @bestofmalhotra: cause of global warming ���� https://t.co/LM4t4NPqlo,729202 +-1,Tucker @TuckerCarlson You were just snookered! For 20 years evidence proves absolutely NO global warming. Settled science (evidentiary).,514418 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,201588 +0,RT @SteveKopack: Tillerson used secret alias (“Wayne Tracker”) @ Exxon to discuss climate change & co. hasn't disclosed that in probe https…,163266 +1,Emily talking through soil susceptibility to erosion processes under climate change #starsborwick #starsoil… https://t.co/DPQROpdwhx,265215 +1,RT @ProPublica: Energy & climate change info is being changed or deleted on government web pages for kids: https://t.co/2Le8a3TUYV https://…,971740 +1,"RT @andylassner: I'm not saying this is due to global warming, but this is due to global warming. https://t.co/C4UwWp6VNh",712959 +1,RT @trinity_wilber: When you get excited about it being in the 50's on Saturday and then remember it's still winter and climate change is r…,687318 +2,"RT AP_Politics: Kerry determined to continue climate change efforts through Obama's term +https://t.co/OCsozZNHFy",133873 +1,That's crazy that some politicians still don't believe in global warming.,4325 +1,With climate change we get extreme weather via /r/climate https://t.co/kdlRg9ukBA #rejectcapitalism #socialism #en… https://t.co/7BP26tWYrX,883676 +0,"RT @KatyTurNBC: Trump says he will cancel Billions of dollars to the UN for global warming. 'By the way, no one knows what happens to that…",648138 +2,"France's Macron will fight global warming, and wants US experts to help' https://t.co/0VDdWuHFje",511423 +0,"Talking science, festivals, climate change and Tinder (!) with @DrGaryKerr today @SalfordUni @SalfordUniPress #media https://t.co/4X8p1VItFq",393869 +2,RT @AFP: Australia saw its hottest winter on record this year amid a warming trend largely attributed to climate change https://t.co/r40uyB…,733373 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,670203 +-1,RT @PrisonPlanet: MSM (fake news) spun Trump's comments on global warming to try to drive a wedge between him & his supporters. https://t.c…,139350 +1,Cheerios got you all to think they gave a fuck about the bees while General Mills' PAC continues to donate to climate change deniers,5441 +-1,RT @GrizzlyGovFan: Up to 18 inches of global warming to dump on NYC https://t.co/a5alPDu85u,254492 +0,"RT @Salvesayson: You’re so hot, you must be the cause for global warming. #ALDUBSeasonOfLove",545209 +1,RT @TeslaMotors: Rising temperatures put millions at risk as climate change hotspot @third_pole (world's 3rd-largest store of ice) is melti…,128246 +-1,"@gatewaypundit Piers Corbyn on REAL story about global warming, biggest scam of the century https://t.co/d7X4fgJrBJ https://t.co/HEoWevGd7q",889955 +1,RT @Keep2020Alive: trump not worried about climate change. When the Death Star is done he's going to blow up the sun. (Asshole will pr…,194123 +1,"@JimInhofe @SenPatRoberts You know what would really help? Addressing climate change. Study your science and get to work, gentlemen!",480647 +1,"Bumble bee listed as #endangered by #U.S. Fish & Wildlife Service due to pesticides, climate change & habitat loss https://t.co/28rqHmfCzs.",160981 +1,RT @GreenpeaceUK: Wow! a whopping 84% of Brits want @theresa_may to have a word with Donald Trump about climate change. More here: https://…,713368 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,459032 +2,"Nigeria, 146th to endorse climate change https://t.co/7lL74p0K3X - via sitibedotcom https://t.co/fr8AnMuMm8",652903 +2,RT @BelugaSolar: Donald Trump actually has very little control over green energy and climate change https://t.co/cKamQurLWC,921343 +2,RT @CNN: NY AG: Rex Tillerson used alias 'Wayne Tracker' to discuss climate change while CEO of Exxon https://t.co/8YYct34Chm https://t.co/…,498487 +1,"Don't worry, climate change will kill us soon",77954 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,516064 +0,RT @brianlawton9: Yes nothing like a little snow storm in NYC when you are on your way to work @NHLNetwork @NHL Hello climate change! https…,277452 +0,Even a trip to the #mall is climate change - Night following day is climate change - new #railway #timetable is al… https://t.co/GkOmbUWQhn,372261 +1,"RT @aedison: We should all be constantly talking about climate change. Like, every sentence out of our mouths. At the very least, we should…",938658 +1,"Good example of climate change adaptation. Hope this works! + +https://t.co/WC8RKyrq4h",57035 +2,RT @aguribfakim: #Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/QIewQ67mSv,619298 +1,RT @papanahi: Indigenous peoples have an enormous contribution to make to addressing climate change in a global context - @rg_jones,680313 +1,Not dealing with climate change will take a costly toll on the global economy. Here's why. https://t.co/4v2O8visEL https://t.co/9h06BXiAyV,241299 +1,RT @YngLiberalGirl: A man who rejects settled science on climate change should not lead the EPA https://t.co/VmaEKJGo6S,748712 +1,"RT @CCLsaltlake: 'A rapidly warming planet can't wait for solutions—in #SaltLakeCity, neither can we.'-.@SLCMayor Biskupski #climate https:…",411658 +0,One time I took a class on global climate change and weather patterns..I passed and got 4 credits...that's all I know.,412184 +-1,"RT @SenatorMRoberts: The US considers money spent on climate change a waste of money + +This make ���� taxpayers money spent on climate poli…",198764 +1,"RT @MartinHeinrich: Move along now... no global warming to see here. #ActOnClimate +https://t.co/rBddD3qj9a",205247 +2,"RT @ABCPolitics: Holding signs about Russia, climate change and covfefe, anti-Trump protesters march through New York City…",743879 +1,United in the fight against climate change. It's time for action #COP22 #EarthtoMarrakech https://t.co/xCMLEcB0Cb,563904 +1,RT @PatriceGronwick: @Action6thDistIl @PeterRoskam Your children will live with global warming and pollution. Vote no HR 1430 1431,208932 +-1,RT @LeahRBoss: Dispute it. PROVE climate change is caused by humans. I'll wait. 💅🏽 https://t.co/vRCaE9W2wR,57276 +1,RT @mikemchargue: Are you a Christian who cares about climate change? Like or retweet this and I'll take your message to our elected leader…,429351 +2,RT @ChrisMegerian: Gov. Jerry Brown + Gov. Andrew Cuomo blast President Trump on climate change https://t.co/jIMBylqH59,489971 +2,Trump Energy Department tells staff not to use phrase 'climate change' via Geller Report - Bravo. ... https://t.co/vfpD7lqcDA,307381 +1,"RT @People4Bernie: We are all Zach: 'You and your friends will die of old age & I’m going to die from climate change.' +https://t.co/r425dcm…",311276 +1,"RT @GaleTStrong: Thank God! New York, other states challenge Trump over climate change regulation https://t.co/BgF2qb6rQg",745098 +1,"RT @JolyonMaugham: The vote to Leave betrayed our young. And how we will deliver it, by playing down climate change, will betray them…",605041 +1,"RT @EricHolthaus: I now have a new go-to resource for people asking, 'What can I do to stop climate change?' +Thank you, @KA_Nicholas:…",392175 +1,"Renewable energy, because climate change or innovation +https://t.co/8WSqrohYzr",791931 +1,RT @SenSanders: “People are unbelievable organizers.” – @billmckibben. We can win the climate change fight if we stand together. https://t.…,101597 +1,Our president elect does not believe in global warming. I repeat: he does not believe in global warming.,721875 +1,RT @likeagirlinc: We already have a magic technology that sucks up carbon | Climate Home - climate change news https://t.co/Q44NCJfS9T via…,682728 +-1,RT @tan123: Crony capitalist/billionaire Musk wants more sacks of taxpayer cash because 'climate change is real' https://t.co/vXog9k86x8,195926 +0,@FAOKnowledge @grazianodasilva Shared feeding cannot be by climate change whitout a common human defense.,885462 +2,Obama puts pressure on Trump to adhere to US climate change strategy - The Guardian https://t.co/9GTHOvrnyz,20258 +2,UK climate change: National assessment predicts more flooding https://t.co/5CjSOXQYOY,598722 +1,RT @GeoffreySupran: Our new peer-reviewed study shows Exxon misled the public on climate change. Me & @NaomiOreskes in @nytimes today: http…,24065 +2,@amcp BBC News crid:5a7sis ... Nations Secretary General says the Paris climate change agreement will not collapse if President ...,535275 +2,"India, Trump and climate change: There may be unexpected opportunities that lie ahead https://t.co/uMClUfRF8H via https://t.co/Htfsaib0Ws",461841 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",646943 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",105040 +1,"@VV4Change Or denying climate change. Jeez. Trump is a total moron, and he's hateful and dangerous.",623635 +1,The economic effects of global warming (trashed environment) and AI (no jobs) lead to nuclear war. Avian flu mops u… https://t.co/HaWKrOBaSR,262314 +1,"RT @kylegriffin1: *Another* email issue in Trump's cabinet—Tillerson used an alias email at Exxon to discuss climate change, per NY AG http…",139745 +1,"RT @beardedstoner: Like climate change, evolution, and health care https://t.co/7sRA328pZX",234693 +-1,.@BernieSanders We have climate change. Not a good enough reason for a conman like you to help people get ripped off!,976676 +0,@AlexEpstein @BillNye this would be an actual intellectual climate change debate,126596 +0,RT @bigfatsurprise: Obviously the cows causing global warming are also causing diabetes (somehow! bc actually US beef consumption down…,198463 +1,"Hope FL will be ok. Isn't it time for climate change deniers to get heads out of arses? That's you,… https://t.co/Po09Ulwnor",888145 +1,RT @voxdotcom: How #GameOfThrones is really all about climate change. https://t.co/25Av2UfWRP,911813 +1,RT @RVAwonk: So Trump's #budget eliminates all climate change research & programs... but it increases funding for oil & gas dril…,241586 +2,RT @HuffPostGreen: Freaky February heat waves trigger chills over climate change https://t.co/UwVfx6yUQE,403854 +1,"@realDonaldTrump Your policies on climate change are wrong. Here in Maryland February is usually really cold, but today it is 70 degrees.",506110 +2,RT @BuzzFeedNews: Some Republicans want their party to change their tune on climate change https://t.co/wN6u66tu0H https://t.co/q2S0C8QUFO,543890 +2,"RT Reuters 'RT ReutersPolitics: In race to curb climate change, cities outpace governments https://t.co/EA2hn8suZp https://t.co/eJ6PC0mJie'",921706 +0,RT @DavidCornDC: Will White House break out the champagne popsicles to celebrate withdrawing from the Paris climate change accord?,448130 +2,RT @david_js_: ‘There’s no plan B’: climate change scientists fear consequence of Trump victory https://t.co/G11uyGQoQ6 #climatechange,740944 +-1,"RT @APLMom: Maybe instead of global warming, Obama should have made cyber security a top priority. Like @CarlyFiorina suggested =No hacking…",25967 +1,"RT @DataLogicTruth: Trump's +–EPA pick denies climate change +–DOJ pick opposes voting rights +–Edu pick derides public schools +–HHS pick want…",917871 +2,RT @NASA_STI: Study brings insights into global warming trends. https://t.co/PmKHPS8mVc Learn more at #NTRS: https://t.co/2SJDUssOHY,759612 +2,RT @HerzogJS: U.S. Geological Survey ties early spring to climate change. Prominent mention of @UWM climatologist Mark Schwartz: https://t.…,554224 +1,"RT @SooFunnyPost: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worst https://t…",910558 +1,"@YRDSB students and staff engaged in deep learning, design thinking and tackling climate change at #Hack2Action https://t.co/N5UrP6zv6P",452276 +1,"@LeoDiCaprio @NatGeoChannel I watched it just now. Everybody, esp., world leaders must stand together and act on climate change.",271764 +1,".@realDonaldTrump If you can't take the heat, you should do something about climate change. https://t.co/el1wliRvLR",400799 +1,"RT @JulianBurnside: Noam Chomsky on the looming catastrophe of climate change being ignored - even exacerbated - by Trump: +https://t.co/G…",927984 +1,RT @SabrinaHaqqie: Reduce global warming 😅 https://t.co/LQmm41Uu7t,676335 +1,"RT @richardbranson: We resist. We build. We rise. On 4/29, we march against climate change. Join us https://t.co/5qZ05jX4WX…",460947 +1,"RT @SenSanders: I believe our country needs to be a leader on the global stage, and that means taking the lead on reversing climate change.",664513 +-1,RT @realDonaldTrump: Where the hell is global warming when you need it?,663534 +-1,@JamilSmith @SophiaBush I'm all for clean air but global warming is a load of crap there has been little change in temp in the last 20 yrs,990290 +1,RT @JonnyEcology: Perhaps the biggest impact of the result overnight will be on climate change. Our world now has little hope of staying wi…,842175 +2,"RT @DeadTonmoy: HPM #SheikhHasina urges #World communities to unite for reducing risks of climate change. +https://t.co/3xmnDDMaSj +#COP22 #C…",830988 +1,"RT @PMOIndia: This tunnel is environment friendly and this tunnel will help in the fight against global warming: PM @narendramodi +#NewInfr…",774538 +0,@HuffPostPol Damn global warming.,505326 +1,RT @samsteinhp: FWIW. we have probably lost the battle against climate change tonight,757269 +1,"RT @AlexGreenwich: To the USA's many champions of social justice, equality, and action on climate change - your leadership is needed now mo…",572147 +1,RT @Jackthelad1947: The Guardian view on climate change: Trump spells disaster #auspol https://t.co/XdtngUxBN5 https://t.co/gguIM5NAXL,990861 +0,RT @dolansyeah: His smile is brighter than the sun ever with global warming. @GraysonDolan ✨ https://t.co/3K5aU88Ai3,791473 +0,"RT @arkmango: bob morley is so soft i,ll bet he has dreams of running in daisies with ellie and solving the climate change epidemic my beau…",101021 +1,"@realDonaldTrump You are letting China beat us on climate change, of all things. You should go back to reality TV b/c your governing is SAD!",644826 +2,"RT @nytimes: These polar bears look healthy. But they're climate change refugees, on land because they can't hunt seals at sea.… ",625222 +2,USDA tells staff to stop using the term ‘climate change’ https://t.co/7p89sU7JX4 via @dailydot,566633 +2,"Research vessel visits Navy Pier; crew talks findings, climate change https://t.co/HQ0IXv0lTc",162064 +2,American Institute of Architects takes a stand on climate change https://t.co/1k0bepiAbm via @W3LiveNews #AmericanInstituteofArchitects,158562 +1,"Fact check: Scott Pruitt on climate change, again https://t.co/qCmvpBUbe8 https://t.co/zK8Mxr1a08",91669 +2,#BREAKING G7 talks: Trump isolated over Paris climate change deal https://t.co/FStheonzqG #NEWS https://t.co/qSak0EORqr,911292 +1,RT @greenplanetfilm: Puerto Rico: a “canary in the coal mine” for climate change. https://t.co/9yFQJSVMn0 See the film 1.5 Stay Alive https…,370400 +-1,Fuc global warming and endangered species who am I saving this earth for my great grand kids? Ima let they parents figure it out ��,634506 +-1,RT @NotJoshEarnest: POTUS called Gov Scott to offer condolences for the attack and to find out where they are on the climate change angle o…,689098 +1,RT @robert_falkner: Excellent piece by @martinwolf_ on why denial is America's predominant political response to climate change. https://t.…,191895 +1,Denying climate change is the progress we're sharing some of the past. He deserves a ninth justice is fighting to watch President,160647 +2,"RT @cnnbrk: Merkel rebukes Trump's stance on climate change, says she deplores decision to pull out of the Paris climate accord…",765342 +1,"RT @KamalaHarris: As Trump denies the threat of climate change, California and our people are tackling this challenge head on.",348863 +0,RT @egyptique: Thanks global warming and one of my personal photographers https://t.co/QHxW2YLqWI,415534 +0,"RT @brianbeutler: Little known fact that unsecured private emails have massive global warming potential, so this is fine. https://t.co/nCge…",797720 +2,RT @CNN: The Centers for Disease Control postponed climate change summit ahead of President Donald Trump's inauguration https://t.co/FXt93f…,410415 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,385581 +0,"RT @JackMcPatton: The Blame on climate change... shame on you. +BREAKING NEWS: Emergency services rush to Manchester Arena https://t.co/oEn1…",283198 +2,RT @EcoInternet3: EPA chief: Carbon dioxide not primary cause of global warming: Chicago Sun Times https://t.co/ghoNUXpPQc #climate #enviro…,865643 +1,That's what may happen to arctic #peatlands in times of climate change with melting ice shields and rising temperat… https://t.co/ZJR3raLyDF,371285 +0,RT @robellcampbin: #rtpt blog comments: from climate change to treasonous US Congress & accusations of paedophilia in just 3 easy steps htt…,719685 +1,RT @zooeducator: Republicans submit resolution supporting action on climate change. https://t.co/WlGfXlQkKG… #climate@citizensclimate #100H…,781870 +2,All the environment and climate change news headlines in one easy to read round up - the Ecojam UK Daily is out: https://t.co/m26cuoCOsq,812407 +1,@Phonycian There's no way they don't believe in climate change. They know that it's an easy joke to go against deni… https://t.co/AZnVgZqMyq,787793 +2,Environmental groups vow to fight President Trump's climate change policies https://t.co/o8eJjXNHrU by #TIME via @c0nvey,193852 +-1,"RT @DSpauldingAtTSG: @RealJamesWoods @UnicornCovfefe Gore is such a fraud and a phony. I understand he never bought into global warming,…",597027 +2,RT @Independent: Trump signs executive order reversing Obama measures to tackle climate change https://t.co/5QofpMrRoK https://t.co/BZOl8VX…,901020 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,955928 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",207894 +0,"RT @taehbeingextra: i still can't believe this gif of taehyung saved the human race, stopped global warming and watered every plant on…",242634 +1,RT @9GAGTweets: Do any of you NOT believe in climate change? https://t.co/g1PY5AzeZ5,368041 +0,"@lucymurphy_11 his voice and demeanour is the reason for global warming, makes anything and everyone melt",663213 +2,RT @ABC: Sec. John Kerry becomes highest-ranking U.S. official to visit Antarctica; he's there to learn about climate change…,615594 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,302249 +1,And white people elected a man who doesn't believe in global warming. Remember that. https://t.co/3cezFpZ55p,509453 +1,It does not cost more to deal with climate change. It costs more to ignore it'. ~ John Kerry… https://t.co/q77tXtPiHj,319033 +1,Harvard is 'pausing' their investments in fossil fuels. Here's how that can help pause climate change:… https://t.co/IBjRMB4HU6,490271 +1,"RT @TheNewThinker: Believing that climate change isn't really happening is not an opinion, it's a sign of delusion and arrogance",872605 +-1,"RT @kat_456: @FoxNews @TuckerCarlson @ErinSchrode does this snowflake drive a car? Blow dry her hair, while preaching global warming?",445910 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,631345 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,19617 +1,RT @citizensclimate: First step to solving #climate change is to put a price on carbon. Here's how we do it: https://t.co/z28KiG4YLP…,138203 +1,RT @WWF: We need healthy forests to fight climate change. #IntForestDay https://t.co/su8smxP38l,600970 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,606812 +0,The sun spins around the earth global warming is a thing that can happen?,280336 +2,Effects of climate change on inequality https://t.co/4AD5ddiCsJ via @sustyvibes,639664 +2,Trump's mixed messages on climate change https://t.co/nSWqXM28kZ,577061 +1,RT @EnvDefenseFund: Economic insecurity & dislocation drove the election. Ignoring climate change will only exacerbate them. https://t.co/i…,74307 +2,RT @amyrightside: US climate change campaigner dies snorkeling at Great Barrier... https://t.co/HToUo9txxe #greatbarrierreef,638085 +2,Environment experts discuss role of civil society in climate change at the IGCF meet in Sharjah. https://t.co/FX7kIppWhD,110923 +2,RT @climatehawk1: Marine 'hotspots' under dual threat from #climate change and fishing | @rtmcswee @CarbonBrief…,969497 +0,#climatechange - https://t.co/yl8SoXJjpm Here's how to watch Leonardo DiCaprio's climate change documentary for free online,992867 +2,@AReikeletseng @SkepticNikki The geologic record (fossils) shows massive climate change and mass extinctions before… https://t.co/rToITzMfog,350443 +0,RT @bbqdbrains: trump on climate change https://t.co/UWlZJ0TUuM,858881 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,641467 +1,RT @Powerful: The crazy part about Florida voting Trump is the whole state is going to be underwater once he defunds climate change research,749217 +2,RT @HuffPostPol: GOP congressman: God will 'take care of' climate change if it exists https://t.co/qOAc21tu1I https://t.co/Op3ISrm6H1,881269 +1,@DanielJLayton @ICOEPR i'm mostly worried about him ignoring climate change,541404 +1,"RT @DanRather: The (so-called) House Science Committee tweets out Breitbart 'article' denying accepted science of climate change.. + +https:/…",950472 +-1,RT @tan123: Inhofe 'warned climate change deniers to be “vigilant” because the former president “built a culture of radical ala…,734873 +1,@NWSKansasCity If that's not proof of global warming then u are full of shit,890136 +2,"General Electric’s CEO takes aim at Trump’s approach to climate change https://t.co/WFxo0OBOgz + +— Fortune (FortuneMagazine) March 30, 2017…",612996 +1,New post: 'A climate change skeptic is leading Trump's EPA transition — but these charts prove that climate change… https://t.co/2e1WhW35qy,856157 +2,RT @AntarcticReport: John Kerry leaves NZ for McMurdo & South Pole to meet climate change researchers & scientists; 1st US Sec of State…,465883 +2,Biden urges Canada to fight climate change despite Trump: Outgoing U.S. Vice President Joe Biden urged Canadian… https://t.co/lgmidIc80w,135595 +1,RT @voxdotcom: This video shows the extraordinary trend of global warming in more than 100 countries https://t.co/2IQ9R0PP9d,387472 +1,"RT @jonlovett: If Trump does this, rejects climate change, abandons our commitments, gives up on US leadership, the damage of 2016…",639090 +1,RT @williamlegate: If you want to get Repubs amped about global warming—just tell them the TRILLION ton iceberg that broke off Antarct…,328841 +-1,RT @JohnColemanMRWX: Now over 60% of scientists do not conclude there is a global warming crisis. https://t.co/y8r46Kpyy5 https://t.co/wqaj…,135623 +-1,"As this article points out, there hasn't been any global warming in the last 15 years: https://t.co/lK9oCsaYt0 #climate",503983 +1,"If you don't believe humans are causing climate change, you probably also think the world is flat, to match your head. #climatechange #pope",132495 +2,"RT @HarvardKSR: From the print edition, Tomás Insua argues that religion can play a role in combatting climate change @Pontifex + +https://t.…",23235 +-1,WattsUpWithThat: Corals survived massive Caribbean climate change – likely to do so again https://t.co/baDHsTW5GS,734022 +1,RT @PaulEDawson: 'The warnings about global warming have been extremely clear for a long time....' #Globalwarming explore more quote…,542514 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",144644 +-1,Glad GOP believes climate change Is an elitist plot.... explain it to these guys... https://t.co/WNUS3Z7RvX,911758 +0,"I swear, winter lasted like two weeks this year. Dat global warming maaaaaaan. #EnvironmentalConspiracy",366092 +1,RT @G_Pijanowski: Those who claim global warming pause start trend line on top of 1998 El Nino spike. This is a regression no-no! https://…,86680 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,371143 +1,RT @LaurieJNYC: #Houston #Mumbai #unprecedented flooding whose questioning climate change now? https://t.co/hyFV639fbi,79648 +1,"@thetugboatphil @liars_never_win @NH92276 Bah, CO2 and global climate change will cook them like little fritters soon enough.",554176 +2,RT @climatehawk1: Polar bears and #climate change: What does the science say? [updated 22-3-17] | @CarbonBrief https://t.co/UydiXs8E1s http…,547702 +-1,"Donald, it's really quite easy +Trump the 97% pro global warming theory scientists and become a hero breaking the Pa… https://t.co/mhwa5EQLgZ",864079 +1,"Top story: China clarifies for Trump: uh, no, global warming is not a Chinese h… https://t.co/27uxBahDY1, see more https://t.co/Tag4KXUhgE",420911 +1,"RT @RepGraceMeng: .@POTUS’s executive order undermining climate change initiatives is not only foolish, it’s dangerous policy. https://t.co…",418985 +0,"RT @kindokkang: Everytime Renjun breathes, he slows down global warming. He re-aligns the Earth. Animals recover from extinction. Deforesta…",952672 +1,RT @nytimes: Opinion: 'We can't have an intelligent conversation about Harvey without also discussing climate change' https://t.co/LaXmhrtG…,985175 +1,"You might consider, sir, meeting with Al Gore re climate change not Trump.",893240 +1,"RT @richardbranson: Inspiring trip to #Brazil, discussing business as a force for good, leadership & tackling climate change…",985861 +1,"RT @PhantomPower14: Creationism, unAmerican activities, climate change denial, Crow laws, gender conversion, 3 Trumps, guns everywhere.. ht…",629893 +1,RT @wef: 5 tech innovations that could save us from #climate change https://t.co/vg2V5i8IsD #wef17 https://t.co/Gb9YP7lPIW,223412 +1,"RT @WIRED: You know how climate change *could* affect the earth, but this is how it already has. https://t.co/V5sYO61vqh",839702 +1,"RT @lialeendertz: ...Potentially this looks v like the start of the next big one. Brexit plus climate change. Uncertainty, upheaval, little…",747377 +0,".@ChelseaClinton If you believe that there is causation between global warming and diabetes you are a moron ... obesity yes, sedentary yes",931373 +2,"RT @voxdotcom: Last night, President Trump released an executive order demolishing several Obama-era policies on global warming: https://t.…",271638 +2,RT @BabsSheKing: Exxon ordered to turn over 40 years of climate change research https://t.co/pnyqad5Qrl via @CNNMoney,911769 +-1,RT @redalertnow: @USATODAY - Maybe Obama should have fixed bridges instead of funneling money to his Communist pals for the climate change…,370544 +1,RT @SenatorMenendez: As the EPA addressed climate change our economy improved & electricity prices decreased. Only the coal industry wan…,916424 +1,"Parrot climate change initiative #drone #toronto #insurance #claims #adjuster #appraiser #architect +https://t.co/XuA4YWbsq3",153281 +-1,"RT @petefrt: Fmr Obama official: Obama bureaucrats promoted misleading studies on climate change to push agenda + +#tcot #p2…",737181 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,244236 +1,"RT @Mikel_Jollett: 'I don't believe the science on climate change,' types the EPA chief on a pocket-sized supercomputer, built by science.",570609 +1,If you deny the existence of global warming and climate change I will deny being in your presence ever again.,435424 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,470645 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,649318 +1,"Colouring books are meant to relieve stress, but if that’s not your thing, you can get one with climate change https://t.co/94EOZ1nlBp",823927 +1,I wonder what @realDonaldTrump will do about climate change. Hope he has lots of money to pay for lawyers! Oops! https://t.co/OaZVnKX0v1,529226 +1,"RT @Im_TheAntiTrump: #Resist + +'This isn't for me, I'm going to be dead. It's for you' Jerry Brown on necessary climate change action: https…",220053 +1,@MiaNeona but global warming is a hoax invented by the Chinese??!,10102 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,697000 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",626860 +-1,"RT @TheMarkRomano: Pope Francis decries 'climate change' + +Umm.. You might want to take this up with God + +Been changing since Creation! + +htt…",816369 +2,RT @nature_org: Mangroves and marshes are key in the climate change battle https://t.co/7WzP4uVwIY via @HuffingtonPost https://t.co/QX1T7uG…,556496 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,834491 +1,RT @bobthesciguy: University of California faculty send open letter to Trump on climate change: honor the @ParisAgreement…,907661 +1,I clicked to stop global warming @Care2: https://t.co/NirerYjIpl,861171 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",936116 +1,"RT @NRDC_AF: 'American taxpayers deserve to know their money will be invested wisely, with future climate change in mind.' https://t.co/wHz…",821610 +2,"RT @doctorow: Scott Walker's Wisconsin continues to scrub its websites of climate change mentions +https://t.co/UCblHTVyAo https://t.co/7DDV…",581065 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,935543 +1,Just my two cents on the best coping strategy for vulnerable smallholders in climate change https://t.co/LbXLz13qJo,471228 +1,.@realDonaldTrump thought you said climate change is something China made up?!? Hope your golf course sinks into t… https://t.co/RgKHJlA5Dg,848681 +1,@susannecraig @EricLiptonNYT it's called global warming..that's why it's so hot,120044 +1,RT @JackHarries: The best talk I've seen on climate change: Sir David Attenborough & Professor Johan Rockstrom @wwf_uk https://t.co/O7pjiYU…,528229 +2,RT @ajplus: Diplomats at the UN global warming summit are very concerned about Trump's stance on climate change. https://t.co/wZ6VbM60K8,351919 +1,"@UnwiseMC Nuclear war isn't going to happen. We need 50 years minimum to survive global warming though, need time t… https://t.co/OEZZ6CzDkP",149533 +2,"RT @CaucusOnClimate: The Trump administration just disbanded a federal advisory committee on climate change +https://t.co/0RhSv3V9jj",407593 +0,RT @MeosoFunny: 'We’ve got to … try to ride the global warming issue. Even if the theory of global warming is wrong …' https://t.co/a48xewL…,83340 +1,"RT @WeatherKait: Dear #Breitbart, Earth is not cooling, climate change is real and please stop using MY FACE to mislead Americans. https://…",610018 +1,#SantaHasABadFeelingAbout the next 4 years (& beyond) & global warming,303429 +2,RT @nytimesworld: A plan to respond to climate change by building a city of floating islands in the South Pacific is moving forward.…,309720 +1,RT @onlyseanfaris: https://t.co/Q3c8Em5vNu And our government wants to roll back regulations because they say global warming doesn't exist.,811570 +2,RT @NRDC: Spring came early this year — and scientists are saying #climate change is to blame. https://t.co/7ciaWu6bfl via…,372976 +-1,RT @tenhut62_rox: #Climatechangehoax #Maga Chicken Little SHEPARD SMITH-climate change is real to pull out puts us at odds w/world ..…,672955 +1,"@An0malyMusic @TrapBernie no, because GOP doesn't believe in global warming and loves their oil.",55445 +2,RT @TonyJuniper: Looks like China could emerge as the global leader on climate change @FinancialTimes https://t.co/OdoxT9Yp5H,693138 +1,RT @StottPeter: Our paper discussing fundamentals about how best to attribute extreme weather events to climate change available now https:…,965077 +2,"RT @dormomuso: #FrenchElection #MelechonInEnglish +Mélenchon on climate change and nuclear power +https://t.co/Vc2j7XO9W3",435306 +2,"RT @CBSNews: 3 key ways climate change is transforming the world's food supply, according to experts https://t.co/FTxBLZMCTa https://t.co/E…",61019 +1,RT @mzjacobson: Model v @NASA data proves humans have caused geographically-varying global warming-Model shows by cause&effect what…,648222 +1,Project Drawdown brings hope on global warming @kline_maureen https://t.co/lbbWCF85Ni,95517 +1,RT @climatehawk1: Signs of abrupt #climate change increasing around globe https://t.co/LpsR4LTkVj via @truthout #ActOnClimate #divest https…,260494 +1,I think we need to acknowledge that if we want to be honest about climate change. #FFTF17,118062 +1,"RT @NPR: Ahead of Earth Day (April 22), @NPRGoatsandSoda wants to know what you're asking about the effects of climate change https://t.co/…",308271 +1,"RT @Pappiness: The difference between climate change and Trump's claim he's done more in 100 days than any @POTUS? + +Climate change is real.…",441280 +1,No doubt part of the reason the @NationalFarmers are calling for real action on climate change #auspol https://t.co/lobpRgysOC,457901 +0,"RT @EvenBIGGERjonNo: dad, 15 yrs ago: DON'T BELIEVE ANYTHING YOU READ OR SEE ON THE INTERNET!!! +dad, now: facebook said climate change is f…",176899 +1,@peddoc63 .. Shame on Trump for backtracking on global warming and Obamacare. Shame on him.,334356 +1,RT @OmanReagan: In just 3 years the war on science in Canada resulted in an 80% reduction in media coverage of climate change. https://t.co…,844675 +0,It's literally changed so much. Probably because of global warming. https://t.co/Z9nFFoXm0k,8340 +0,RT @thoneycombs: since people are talking about climate change again i wanna reiterate that overpopulation is a fascist myth,82161 +0,@ArthurSchwartz @ACLU are they serious? Now I've seen everything. What does race have to do with climate change?,291463 +1,RT @antonioguterres: Scientists say time is running out for the Great Barrier Reef. We must act now to curb climate change and preserve…,969665 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,758863 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,629020 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,173343 +1,RT @BadAstronomer: The catastrophe for climate change alone the Trump presidency represents is almost beyond measure.,930768 +1,2016 set to be hottest year on record thanks to climate change https://t.co/AeuVBbJB5N https://t.co/QVPeNCC5SZ,35815 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,879596 +0,"RT @StirlingUniCrim: Of interest to our #Criminology students -- in green criminology, climate change, criminality and conflict are incr…",431365 +1,"RT @unhabitatyouth: WIN FULLY PAID TRIP to #COP23 in Bonn,Germany!Take pic of your task to climate change;Tag @UNHABITAT…",807440 +1,RT @pourmecoffee: Periodic reminder that all these organizations have concluded global warming caused by human activity is an urgent…,972669 +1,"@paul_yyc I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",348363 +0,I made this meme months ago saving it for a climate change sea level rise moment. It looks as… https://t.co/6RhOelYz9p,534668 +2,RT @350Europe: At-risk countries worry what 'America first' means for climate change https://t.co/XVGfdGySMv,175877 +2,Did climate change make recent extreme storms worse? | PBS NewsHour https://t.co/pI5SljA9eF,920786 +2,#science What mackerel and a volcano can tell us about climate change - Yahoo News https://t.co/4HHzSppeBK,882881 +0,RT @mpbowers: Sen. Nick McKim offers Sen. Malcolm Roberts a tin foil hat during climate change debate @gabriellechan @GuardianAus https://t…,196061 +2,RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,723475 +-1,"RT @Blurred_Trees: 'You control climate change', can you imagine being this stupid? + +Functioning adults believe this whole heartedly…",922484 +0,RT @CommonWhiteGirI: if global warming doesn't exist then why is club penguin shutting down,897112 +2,RT @LiberalResist: Donald Trump wants to shut off an orbiting space camera that monitors climate change - Quartz https://t.co/ceL4baj0UN,508343 +1,Our approach to climate change isn't working. Let's try something else. https://t.co/7OwvZyiF1k via @MotherJones,852992 +1,RT @HuffingtonPost: Another national park tweets some inconvenient truths about climate change https://t.co/2Fw8VNWv2K https://t.co/vp8ocKi…,378179 +2,RT @jimmcquaid: Rapid climate change on #Greenland will affect us all @DrMeltwater tells @ConversationUK https://t.co/dj0yfrWzoH https://t.…,495709 +1,Me enjoying this warm weather vs me feeling guilty because it's nice due to global warming: https://t.co/uE6VCBJL2r,605334 +2,RT @markhorrell: New post: In Ladakh two men tackle climate change by making artificial glaciers https://t.co/xxS6jYciGM https://t.co/9ELRk…,956716 +2,RT @climatehawk1: Largest winter wildfire in Kansas history likely linked to #climate change | @robertscribbler…,909695 +1,"This Earth Hour, Givergy are turning up the dark across the globe and getting loud about climate change. Let the wo… https://t.co/RBqB3LmfZi",861198 +1,RT @B666S: our president doesn't believe in climate change happy earth day,154931 +1,"RT @RepAdamSchiff: Scott Pruitt is a climate change denier, has spent entire career fighting against clean U.S. water & power. Unbelievably…",398868 +1,"RT @AynRandPaulRyan: In an apparent 'f you' to the #climatemarch, +EPA removes climate change page from website https://t.co/AdM1GiDSLj htt…",541406 +2,"RT @mbaxteriema: Stopping global warming could make the world $19 trillion richer, report says https://t.co/MZJd830BJ8",138393 +1,RT @AnonyPress: 2016 was the year that the United States elected a man who believes that global warming is a Chinese conspiracy,492135 +1,RT @MargaretMuhanga: It is raining heavily in F.Portal and very dry in Isingiro...this climate change thing is very serious plz plant tr…,961998 +1,RT @RepBarbaraLee: We won’t let Trump intimidate or fire scientists on the front lines fighting against climate change. This is what a…,417104 +2,"RT @nationalpost: Trump abandons Paris agreement, striking major blow to worldwide efforts to combat climate change https://t.co/X9edte1mCN",66100 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,416652 +2,RT @nytpolitics: Diplomats at an annual United Nations global warming summit worry Trump could cripple a decade of climate diplomacy…,206996 +1,@JacquiLambie oh God don't you jump on the 'science is wrong climate change denying nut bag train' too,419863 +-1,"RT @JaredWyand: Steve Bannon means bye bye to the climate change scheme we're spending $22,000,000,000 a year on for 'research' + +https://t.…",685730 +1,RT @BlissAnnHerlihy: I pledge to urge U.S. leaders to maintain our momentum in the fight against global warming... https://t.co/hTkdMV2nKg…,125069 +1,RT @jonrosenberg: If your opinion is that climate change science isn't solid you'd better come at me with some incredible data or you're wa…,669760 +1,RT @GreenerScotland: .@strathearnrose on today's climate change stats which show Scotland met its target for the 2nd consecutive year &…,556242 +1,"RT @martasubira: Catalonia is happy to share goals & commitment on climate change with the most advanced, innovative and progressive…",222642 +2,"Donald Trump to withdraw from Paris agreement, 'change course' on climate change, says adviser https://t.co/FBxO0dllYu",316577 +1,@Marzuh_13 global warming and climate change is real.,146342 +1,"RT @TomWellborn: My 12 yr old: I think Donald Trump knows global warming is real but he wants to make money so he pretends. + +i.e. Nobody is…",822688 +-1,"@nytimes I'm a Republican. I came out against climate change, making me an apostate to the liberal religion. I hope… https://t.co/zObWj52fbV",352298 +1,Donald Trump has previously called climate change 'a hoax.' So what will his presidency mean moving forward?… https://t.co/YykKm4jVhN,917785 +0,RT @AdamWolf77: House Science Committee tweeted link to false article about climate change. I'm looking forward to the tweets on leeches an…,838076 +1,"RT @davidaxelrod: THAT's what everyone is talking about?!? Not trade, climate change, refugees, North Korea, Syria ...they're talking…",399003 +1,RT @AdamBandt: And that’s it. No mention of renewables or climate change! Another delusional speech from another delusional Treasurer #Budg…,972128 +1,RT @diorwhore: Racism.... climate change.... homophobia..... US vogue....... men......... what else is going to plague us before God decide…,120669 +1,RT @EnvDefenseFund: Priebus says Pres Trump’s default position is that climate change is 'bunk'. Awful news for US & world. https://t.co/uG…,964914 +0,RT @swimmerproblems: Trying to stop Ledecky is like trying to stop global warming,722858 +1,RT @TimothyDSnyder: Rolling back climate change rules would make Trump the most pro-immigration & pro-terrorist president in US history htt…,824065 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,124118 +1,"@rollindaisies I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/nZCxr5XRhU ?",995454 +1,"The Weather Channel shuts down Breitbart: Yes, climate change is real https://t.co/2AegO7bazU",499186 +2,"RT @robintransition: Austrian government halt 3rd runway in Vienna due to climate change concerns. https://t.co/ILsFUCrHbj In the UK, they'…",209183 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,124283 +1,RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,528095 +2,RT @guardian: Prince Charles may raise climate change during Trump's visit to Britain https://t.co/RF2nZBX8kU,674266 +2,UN climate change agency reacts cautiously to Trump plan https://t.co/aVRl8vvUzf via AP,288508 +-1,There's yet another nail in the coffin of the global warming agenda... check out the record that just got broken.... https://t.co/SP4wsIMh26,303067 +1,RT @Christinaalynch: when u love it being 71° in february but know its because of global warming https://t.co/HmWa9pn1DB,927624 +1,RT @BlackAutonomist: I don't know why Alt-Reich is freaking out about having non-white grandkids anyhow. With climate change y'all could us…,368333 +1,RT @soybeforeboys: 3. meat is worse for global warming than cars.,855474 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,199612 +2,"BBC: Climate talks: 'Save us' from global warming, US urged - The next head of the UN global climate talks call... https://t.co/e5AqCO3XMq",510207 +1,@BarstoolBigCat trading Soler is a dangerous long term move with global warming speedin up! That guy can flat out hit in warm weather. #take,197339 +1,The threat of climate change helped seal the Paris Agreement early https://t.co/k0SAamvNkX #climatechange #ParisAgreement,828856 +2,David Letterman & Sen. Franken take on climate change in new series. | https://t.co/7ALwXRqD5R,354115 +1,@Jerm00ny climate change oh wait no our current government says that doesn't exist. Yeah let's blame a female 🤣🤣,100301 +1,I clicked to stop global warming @Care2: https://t.co/pY9kc1y16o,634658 +1,RT @GreenPartyUS: Happy ��⏳ #EarthHour! It's time for a Green New Deal to end climate change and put Americans back to work. RT if you agree!,577408 +2,RT @RogueNASA: Another US agency deletes references to climate change on government website ��https://t.co/cTUOmMAvmp,773084 +2,"RT @NYTScience: Human-driven global warming is biggest threat to polar bears, report says https://t.co/REG606ZXu6 https://t.co/12tqOGzjpz",264830 +1,"Here is a picture of my Friday hero. Having fun, fighting climate change, and setting the example for the next gen… https://t.co/PgQQl8OWeE",891120 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,291886 +2,King County among U.S. hotbeds of belief in global warming.. Related Articles: https://t.co/e4rbb1PZKC,433696 +1,@exxonmobil 'we are really freaking late to the party but we need good PR b/c we are still finding climate change deniers.'!!!!,296613 +2,RT @Naturekhabar: Government investment in climate change is paying off in Nepal - Nature Khabar https://t.co/2F5vQPVL1n,998614 +1,"RT @JolyonMaugham: Pollution, climate change - these things which imperil our very survival - don't observe national borders. We combat the…",390022 +0,"After GFC, climate change - experimental mode of governance is an attempt to get transformative change in a difficult context #AAG2017",211979 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,941939 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,361199 +1,"RT @brucehawker2010: Turnbull's 'legacy' - pension cuts, climate change fight abandoned, ditto the republic, spineless on Ley, but attacks…",315213 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,250800 +1,"I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood +https://t.co/8x5mJedQjR",181076 +2,#Climatechange The Hill (blog) Rethink 'carbon' to make CO2 work for climate change solutions The…… https://t.co/OnZmlwa5Q9,4222 +1,"Analysis: Trump is an international pariah on climate change +https://t.co/OhpcK7aMKx",165700 +1,RT @GVS_News: The KP government fights global warming by successfully undertaking the 'Billion �� Project ' A change for the better https://…,709177 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,41009 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",877617 +1,RT @kennedymiller24: It is 70 degrees in Montana in November and we elected a president who thinks climate change is a hoax,519020 +-1,RT @SenatorMRoberts: 97% of global warming alarmists believe @HillaryClinton is President #Election2016,111594 +1,RT @ScariestStorys: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/Qt4j4bKufw,226041 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,907510 +1,"If you like Donald Trump think that climate change is a hoax, you're just fucking stupid. I literally have nothing else to say about you.",934081 +1,Totally dangerous that climate change disinformation from the right will set US back AND WEAKEN our leadership role… https://t.co/ZeEw31fbwW,556273 +1,"RT @tarotgod: when will ppl understand that global warming, deforestation, & consumption of animal products is a bigger threat to the earth…",553839 +-1,@sunrickbell People who believe in climate change doom r calling opposition Chicken Little??? No wonder they have a… https://t.co/54TIhwJhCV,615254 +1,RT @ClimateCentral: Here's how climate change could flood cities (and states) as the world warms https://t.co/wwzBsq7v3C #BeforeTheFlood ht…,879620 +2,#DailyClimate EPAs Scott Pruitt wants to set up opposing teams to debate climate change https://t.co/OZWTGFda9c,85741 +1,RT @jamisonfoser: There’s a simple explanation for this: Donald Trump knows climate change is real but does not give a shit about you. http…,213177 +1,"With or without America, self-interest will sustain the fight against global warming. #theworldmovesonwithoutUS https://t.co/rXRxXTdR3E",218111 +0,"RCI affiliate, Malin Pinsky is cited by the New York Times on the impact that climate change has had on the... https://t.co/1ZF0sMOaMh",611820 +0,RT @HaramabeDidIt: God bless climate change. #YesLawd https://t.co/Za4zmz7cSh,532944 +-1,"RT @chaamjamal: In man made global warming the role of man is to adjust the temperature record. @ClimateOfGavin #climatechange +https://t.c…",803933 +2,RT @martine_maron: Land clearing and climate change https://t.co/etgdiiS8TH,824388 +0,"If their want to vent, Lay-Luhan will close the door turn off the lights, sit on the bed while ignite lightstick for climate change.",616051 +2,"RT @CoralMDavenport: Trump's top advisers split over whether he shld pull out of the Paris #climate change agreement. +https://t.co/X7yPiUp5…",667936 +1,Thank you for making this #climate change #documentary and educating millions. Look forward to you visiting #Trump! https://t.co/hcJxI0NCRX,256106 +0,"@missycomm @kurteichenwald +To understand/debate requires scientific study/data. NASA studies climate change. +https://t.co/wQNMT7DaOA",963147 +1,Trump says ‘nobody really knows’ if climate change is real - The Washington Post error on safety side doesn't hurt! https://t.co/NQYe5qBchK,131620 +1,HuffPo’s rendering of Dan Rather’s climate change denier monument a great burial marker for journalism https://t.co/N7WjVrMe3O,224546 +1,Of course they did! In the same lost file with global warming evidence they had. https://t.co/JNtGmZPdSV,981748 +2,"RT @CNN: Future climate change events could lead to premature deaths, experts said during an Atlanta climate meeting… ",678278 +-1,Al Gore just told the most incredibly bold-faced LIE ever!! https://t.co/50SVmO5wOi mr junk climate change,159195 +1,@stealthygeek But global climate change doesn't exist. Right ?,737328 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,415776 +0,"like there are some staples (climate change, being gay is immoral) but the rest? man, i'd forgotten about most of this.",871666 +1,RT @laureldavilacpa: .@ThatWomanThing I am so proud of our young people. They are serious about remedying climate change and political gras…,675053 +2,The EU’s renewable energy policy is making global warming worse https://t.co/zsMEwx2v49,659353 +1,RT @wmilam: THIS. Dealing with the inevitable global disaster of climate change should be humanity's #1 priority. Trump denies…,587110 +1,"Professor Jim Flynn's explosive, yet short, book on climate change has a short message: we need to p https://t.co/8teCSK9ZRf",723138 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,482863 +2,Video: Statoil produces climate change 'roadmap' - News for the Oil and Gas Sector https://t.co/iXRm3PqeHZ,633554 +2,RT @CNN: New research sheds light on the geography of climate change confusion in the United States https://t.co/ok5bZuYjay,927908 +1,"The oceans, they connect us all, +No one can just build a wall…' +Thoughtful song by @billybragg about global warming +https://t.co/Qbv73mkmpJ",364078 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,251551 +1,"RT @politicalmiller: And to think, we could've had Hillary just quietly working away on jobs, healthcare, climate change & womens equality.…",665134 +2,RT @thehill: EPA shuts down program helping states adjust to climate change https://t.co/P5w0I6ezUP https://t.co/phVCD7mnw5,201806 +0,funny a conversation about climate change with ruffian should get so heated after all the sea levels are falling up the paris accord,467851 +1,RT @SenSanders: It is way too late to have a slew of climate change deniers sitting in powerful cabinet positions.,437413 +0,RT @DavidJo52951945: Do you believe in man made (not natural) climate change?,345728 +-1,Amen Mr. Steve. Wow Mr. Gore was picked over this lady. Mr. get rich off of man made global warming https://t.co/DYQqJNcMu9,617174 +1,RT @SenBookerOffice: RT if you don't want climate change denier @AGScottPruitt leading the @EPA: https://t.co/xIW2tuF9eH,40524 +0,RT @diamondhill2012: @_eleanorwebster @PeterGWeather @BotanyRocks @The_RHS @basson_helen great article for UK gardens & climate change. ht…,894727 +1,"Donald Trump isn't the end of the world, but climate change may be https://t.co/MAr1w0ui9h",104229 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,324825 +1,RT @NatGeoChannel: Join @LeoDiCaprio as he searches for answers on the issue of climate change. #BeforeTheFlood starts now! https://t.co/qc…,451487 +1,RT @cgiarclimate: Moroccan vault protects seeds from climate change and war - great story about @ICARDA_CGIAR #COP22 #weAAAre https://t.co/…,790249 +-1,@PatriotRevolt16 Of course. I'm sure that some climate change cult member thinks TAR as a PAINT is problematic. https://t.co/QNWUPCCU8f,166524 +1,@SenScottWagner Your comments about global warming have embarrassed to PA. How can you be that STUPID? Earth movi… https://t.co/sIMU2BlDXI,708013 +2,RT @SkepticPlaza: The Weather Channel calls out Breitbart for climate change skepticism - Politico https://t.co/v9yBjoQxJJ,177558 +2,"RT @thenation: Pentagon officials now consider climate change in every decision, from readying troops for battle to testing weapons https:/…",137102 +1,"RT @BrookingsInst: The most effective intervention to climate change isn’t in the Paris Agreement, write @RebeccaWinthrop & @CKwauk…",265725 +-1,Maybe because 'man-made global warming' failed spectacularly and taxpayers are waking up. Read. Learn. Think. Vote… https://t.co/Cn6qOD6mIm,154023 +0,"@daveweigel I went to a bill Clinton speech where he did nothing but highlight her policies about climate change, student debt, jobs",538834 +1,"There are costs to mitigating global warming, but ow much would you pay for every acre of property a meter of sea level, every single beach?",564542 +1,RT @WorldResources: Reading - Nicholas Stern: cost of global warming ‘is worse than I feared’ @guardianeco https://t.co/w2yqhglGTc #ParisAg…,289085 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",682447 +0,@jbendery nailed it until the climate change part. What a mental nutcase.,605734 +-1,@Marakkel @pennjillette @Showtime lol - I'm watching episode III right now ('climate change sensationalism is Bulls… https://t.co/yr8ayNKVcg,898206 +0,"Good luck with that: +UN meeting urges ‘highest political commitment’ on climate change https://t.co/RwlSX8fIUX",632119 +0,"RT @colesprouse: -In a strange twist, fear of human extinction by global warming evaporated as the more threatening fear of global annihila…",830808 +1,RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,207793 +2,RT @nytimes: Senator Tim Kaine challenged Rex Tillerson on his climate change views https://t.co/mKq8qTQga2 https://t.co/XBxXvvMZnv,636647 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,413434 +2,Celeb-packed 'Years of Living Dangerously' wants to make climate change a voting issue https://t.co/79YPys4Yru @YEARSofLIVING,517130 +2,"On climate change, Scott Pruitt contradicts the EPA’s own website -#pruittresign #climatemarch #ClimateChangeIsReal https://t.co/YDa3dmvGyU",621502 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",542357 +2,UC Davis Int. Chancellor @ralphhexter joins call for action on climate change https://t.co/U82jrOef2W https://t.co/kf5aYf00J3,641145 +2,"RT @Independent: 22 MIT climate scientists tell Donald Trump: Don't listen to our retired colleague, climate change is real https://t.co/og…",585073 +-1,Exactly how does it prove climate change? Temperatures change day to day which is normal. There are such things as… https://t.co/ySnc98k8KW,133262 +2,Kerry says he'll continue with anti-global warming efforts https://t.co/p3br7dwYzg,93717 +2,"Scientists are getting better at linking extreme events, such as wildfires, to climate change - https://t.co/tMPRMIJF1W #GoogleAlerts",62469 +1,RT @SebDance: As depressing as it is predictable. Trump getting ready to junk American leadership on climate change. https://t.co/9s3VXMFP80,286038 +0,Leader of the 'free' world on climate change: https://t.co/ARNZ9x0mPG,448942 +2,RT @PolitiFact: .@EPA head Scott Pruitt: CO2 is not 'primary contributor' to global warming https://t.co/1hNX7ts5Qa https://t.co/pg2ybNdGra,497025 +-1,RT @australian: Iconic Australian satirist Clive James has penned a savage essay on climate change alarmism https://t.co/Qkp2ep4QQg,410093 +2,"RT @americamag: Pope Francis to activists: Stand with migrants,don't deny climate change, there's no such thing as Islamic terrorism https:…",940943 +1,"RT @DanSlott: Reminder: Trump factored in the REAL world effects of climate change, when it came to protecting his golf course... +https://t…",541829 +1,Nuclear is not the solution to climate change. There are better options https://t.co/ZhdjprM4iw,433215 +1,RT @kurteichenwald: Conservs can keep pretending climate change is a hoax but other countries arent gonna be putting up with it anymore. ht…,875790 +0,"RT @hankgreen: Legit question: If you don't think people are causing global warming, do you have theories about why Democrats/ progressives…",877467 +1,How can we save the planet and stop catastrophic #climate change?: Socialist Worker https://t.co/wwna0ccPwv #environment,878660 +1,RT @UnisonDave: Three things UNISON members can do about climate change today/this weekend! #ScotPfG https://t.co/0r5qOnNamt,543628 +2,How we can limit global warming to 1.5°C https://t.co/aTdwg1qBP1,3332 +1,RT @CatherineForNV: I believe in science. I believe in climate change. Let's protect our precious resources including the air we breathe &…,64035 +2,UK https://t.co/E1rEoP1hQo Cainey said that she was yet to see government rhetoric on climate change issues matched by policy commitments,906240 +1,RT @cardiffmet: Want to improve people's health; tackle the effects of climate change or help people stop smoking? Come & study…,974116 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,639182 +1,RT @kurteichenwald: Conservs can keep pretending climate change is a hoax but other countries arent gonna be putting up with it anymore. ht…,959687 +1,Hopefully someone had the foresight to consider climate change when the Ethiopian Renaissance Dam started to be so… https://t.co/T6K36mwVUJ,870494 +1,@GeneVricella @nytimes He has invited scientists and engineers to France to help fight climate change!,835178 +1,"RT @robfee: 'lol climate change isn't real, you idiot.' - Guy that DVRs 8 different 'Searching for Bigfoot' shows",806874 +-1,i'm skeptical of everything n climate change doesn't get a pass from my skepticism just because it's widely accepted,813423 +0,"RT @Jamienzherald: Cross-party action needed on climate change, says @GenerationZer0. Look out for GLOBE NZ report on Tuesday https://t.co…",97039 +1,Is this what will make people finally care about climate change?? https://t.co/g006RODpVF,367677 +1,"RT @LastWeekTonight: To find out who exactly your representatives are so you can see what they think about climate change, go here: https:/…",723039 +1,RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,106270 +2,Teens suing US over climate change ask for #Exxon’s ‘#WayneTracker’ emails https://t.co/zJbWQkZybQ,768262 +1,RT @AltUSPressSec: Thinking winning a single GA race means you're on top is like thinking climate change isn't real because it snowed once.…,886081 +2,Bird species vanish from UK due to climate change and habitat loss https://t.co/3CjQuwtEWw,764693 +1,"RT @KimmiSmiles: Trump is racist, misogynistic and denies the existence of global warming... How can someone like that be the head of the U…",346076 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",573720 +2,"RT @guardianeco: Indigenous rights are key to preserving forests, climate change study finds https://t.co/h2dQfSeB1F",321827 +0,I liked a @YouTube video from @janhelfeld1 https://t.co/1eUfXTPzS5 Mining lobbyst explodes on climate change,334346 +0,"The most outrageous recent column in the NYTimes wasn't about climate change. It was an apologia for Marine Le Pen. + https://t.co/nCbKZG94BT",234316 +-1,RT @RedNationRising: It's very profitable to be in the global warming hysteria business. #JunkScience #RedNationRising https://t.co/Y9D40mI…,121820 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,721954 +2,"From racism to climate change, American CEOs keep turning on Trump https://t.co/q0noFhrlhC via @CNNMoney",834960 +1,RT @HarrietSergeant: At last a book on climate change that says the number one solution is family planning. Why do we tip toe around thi…,162451 +0,You lot. You spend all your time thinking about dying. Like you're going to get killed by eggs or beef or global warming or asteroids.,398616 +2,RT @drmichellelarue: Penguins quickly disappearing from Antarctica due to climate change https://t.co/gYpMYBSfil,779371 +1,@POTUS @Space_Station @NASA but still don't believe NASA scientists when it comes to climate change #climatechange,109746 +1,Opinion: Why Donald Trump can’t put the green genie back in the bottle on climate change https://t.co/83Xh9RKccK https://t.co/jJ3ydRyDUt,404807 +1,i legit just saw a tweet that said 'god is gonna fix climate change' BITCH HES LAUGHING AT OUR FAILURES,46011 +2,Could mutant plants save us from global warming? - Christian Science Monitor https://t.co/Y6w3pQnhQM,230105 +0,@violxncee this woman has climate change sorted,150521 +1,"RT @CarolineLucas: Donald #Trump isn't just bad news for the US – when it comes to his #climate change beliefs, he's a danger to us all htt…",995775 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,114370 +-1,RT @realDonaldTrump: It’s snowing & freezing in NYC. What the hell ever happened to global warming?,165374 +2,"RT @AP_Politics: Thousands of people across US march in rain, snow and sweltering heat to demand action on climate change: https://t.co/JKI…",639829 +0,@FilterlessBeast @TrueFactsStated @LiberalLab I support blue lives I'm gun owner. I believe in climate change don'… https://t.co/FJEUhei6kG,365914 +2,"China leading the way, while American climate change deniers sit in the White House. https://t.co/TYsvKzmdYq",676201 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,478403 +1,RT @bananabillll: When animals are going extinct at an alarming rate and global leaders think climate change is a joke https://t.co/j0OHuZm…,363533 +2,RT @StanfordEnergy: Scientists @Stanford sign letter rebuking @EPA's Scott #Pruitt on #climate change: https://t.co/lXrLRAbGVP https://t.co…,877608 +0,RT @ItsNickBean: Umm global warming .. never heard of that never thought that ummm what is that ? https://t.co/mjyWKKQoz8,213905 +1,RT @incubatoru: Knowing that climate change is real this is truly turning a crisis into an opportunity. https://t.co/lt8XiYIdN5,587065 +1,@CentreEnvRights @Earthlife_JHB taking on SA’s first climate change lawsuit #resist @greenpeaceafric https://t.co/Tmi2O7WEyU,451777 +1,RT @weirdoconbeardo: That feeling when a climate change denier is confirmed as the head of the EPA. #Resist #DayOfFacts #StopPruitt https:/…,589540 +1,RT @ElizabethMay: Noam Chomsky: Donald Trump's election will accelerate global warming and humanity's 'race to disaster' | https://t.co/1hQ…,468485 +2,"RT @Planetary_Sec: The ‘catastrophe’ coming to East Africa that shows the true extent of climate change + +https://t.co/uXPqkEjgHB…",20744 +1,"RT @JuddLegum: Oklahoma hits 100 ° in the dead of winter, because climate change is real https://t.co/hKGSndccru https://t.co/aZU9svJrW7",446652 +1,RT @cjboehner24: donald trump thinks global warming was made up by china lol,984550 +-1,RT @ColumbiaBugle: Al Gore's current house. It must be great making money off of climate change paranoia! https://t.co/gizQmV0UvA,443648 +0,RT @hip2jive: This is absolutely a message to the world. I can only imagine how the climate change chat went just prior https://t.co/c68NuZ…,176731 +1,"Go France! ���� transitioning away from fossil fuels is vital to limiting climate change #climatechange #G20HAM17 +https://t.co/w0PRt37cmQ",574189 +1,RT @Green__Century: Our Latin America Forest Protection Initiative organized investors w/ $617B to fight deforestation & climate change…,58422 +1,"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",503182 +2,RT @WorldfNature: The Economist explains American policy How will the candidates deal with climate change? - The Economist (blog)…,817518 +1,RT @Kennedy_School: Does ‘shaming’ work as a strategy for combatting climate change? https://t.co/M4x9LBWnaT,412563 +2,RT @guardian: 'We don't know that yet' – EPA head Scott Pruitt denies that carbon dioxide causes global warming…,702797 +1,RT @YEARSofLIVING: Why California's climate change fight is also about public health. https://t.co/iPxzpAtgVi via @TIME,257612 +1,Glorious leader action on climate change thoughtcrime double plus good. https://t.co/MPaIz2fIJ0,525610 +0,RT @BellaFlokarti: Abbot showing his colours on climate change. Hey Tones no one cares what you have to say https://t.co/wQYymA7eKp,251057 +2,"Did Michael Gove really try to stop teaching climate change? - BBC News +https://t.co/8MPYsEDEZB https://t.co/tt0Kf0lb6r",829541 +1,"Perhaps apart from climate change, this will likely be the biggest threat ignored by the incoming administration +https://t.co/3V2a1uZgB5",477433 +1,the absolute worst part about climate change is that it’s november 10th and i’m still getting mosquito bites,206239 +2,RT @NYTScience: Donald Trump could put climate change on course for the 'danger zone' https://t.co/FLz8FMN4uJ,981034 +1,"So Ms lizard gets into bed with the DUP founded by paramilitary, climate change deniers, anti women's rights, abortion, LBGT O the irony",329929 +1,RT @jswatz: Mesmerizing: See how climate change and human action alter the landscape. @dwtkns @henryfountain https://t.co/jO8YxlmKDz,147002 +1,@SarahWPoljanski fair but to insinuate like Trump has done that Human action has not led to the drastic climate change were seeing is insane,759781 +1,RT @citizensclimate: Need an infusion of energy and inspiration to fight #climate change? Attend a CCL regional conference near you:…,902166 +1,RT @MontyHalls: Just dumbstruck by what has happened in the US. The only major global leader who thinks climate change is a hoax is now in…,132932 +1,RT @ClimateCentral: Remember that climate change lawsuit filed by 21 kids in Oregon? It's moving forward... against Trump https://t.co/E63s…,42166 +-1,RT @TomiLahren: Proud our POTUS is placing American jobs over the feelings of the climate change alarmists! #GreatAmerica,799804 +1,"@Rorymcmonagle I was thinking from a global warming perspective, each extra person contributes loooooads of CO2 over a lifetime.",813556 +2,RT @MargaretAtwood: A million bottles a minute: world's #plastic binge 'as dangerous as climate change' https://t.co/jbi6lieDKP,542769 +-1,RT @OttawaPolitico: I am so sick hearing about climate change from this government. It is simply an easy file or do we not have other issue…,280339 +2,Seth Meyers blasts Trump's 'dire' attitude toward climate change: 'It's literally life or death' https://t.co/CgP3D55k5f,822164 +0,RT @opiecomments: @Goy_Orbison @MiriamIsa Hillary's been in charge for 20 years. 'They' blame climate change on the new guy.,521096 +1,These graphics show how terrible climate change was in 2016 https://t.co/t15BHqHlPq via @TheWorldPost,739942 +1,"RT @WWFCanada: Shrinking sea ice - due to global warming - is putting seals, fish, wolves, foxes and polar bears at risk. https://t.co/kSSK…",618769 +0,RT @felixsalmon: This thread is fascinating: A huge swathe of America thinks (a) that global warming is happening; & (b) most scient…,114513 +1,RT @JuddApatow: Ivanka Trump is so concerned about child care issues but I guess she doesn't care what polluted air and global warming will…,384689 +1,"RT @jackTweets11: To all #Deplorables that can read this, your hatred of Al Gore doesn't make climate change any less real. ������ https://t.c…",688431 +1,RT @SenSanders: Trump's position on climate change is pathetic and an embarrassment to the world. https://t.co/K2bspoh28D,993439 +1,"is it really a surprise that oil giants were always wise to climate change? + +#Shellknew - @Shell just didn't care + +https://t.co/grH7VQ7Bri",635725 +2,"RT @nytimes: 'Without bolder action, our children won’t have time to debate the existence of climate change,' said Obama… ",564834 +2,Is climate change responsible for record-setting extreme weather events? https://t.co/NEbTnQHjZa,827018 +1,RT @DMReporter: YOUR COMMENTS: Daily Mail readers debunking climate change contains so many levels of stupid I can’t count them all… https:…,338803 +2,"RT @WestWingReport: 'Take that Polar Bears,' says one sign at anti-climate change treaty gathering outside White House https://t.co/mRA511w…",61136 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",4239 +1,I hope WV and @SenCapito believe in global warming. If so please don't support @AGScottPruitt,388880 +0,@Gladaman Blime! What is global warming going to do to us next?,430243 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,189700 +1,"RT @ZEROCO2_: Marine ‘hotspots’ under dual threat from climate change and fishing https://t.co/absOFdRzrk #itstimetochange #climatechange,…",184504 +2,"https://t.co/h8EblcOonY +Scientists tell Trump to pay attention to climate change +#climate #science #policy https://t.co/1NV8xSLsah",748597 +2,Scorching heat from this 'artificial sun' could help fight climate change https://t.co/tBXaQoZVNk https://t.co/DSvbJknmtM,297922 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,647977 +-1,"Why liberals care about climate change, but not abortion https://t.co/ZH8vG00K5o #MAGA",140153 +-1,@JasonMiles @benshapiro @gabriellahope_ about as scientific as climate change!,645134 +1,RT @MillarSusanna: Talked to lots of people about the importance of strong #bcpoli on climate change #BCNDPaction https://t.co/2qs7hFePUe,574181 +1,RT @jaraparilla: While @TurnbullMalcolm is lunching with a guy who has claimed that 'climate change is a myth'... #MarchforScience…,551185 +1,"RT @startthemachine: The White House website no longer has a section on climate change, healthcare, civil rights, or LGBTQ rights.",881273 +1,I believe global climate change is occurring and I believe that humans are a contributor to global climate change.,316373 +0,Fuck global warming,147329 +1,RT @injinnyous: @funder @LouiseMensch @TrueFactsStated @counterchekist Wondering if DT believes in climate change now ��#Houston,518874 +1,"Lois Barber: Nuclear weapons, climate change reasons to back Clinton: Trump has called for a huge military bu... https://t.co/At2JaFyMUv",606896 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",184813 +1,"RT @DonaldJOrwell: February 2015: Oklahoma Senator Inhofe holds up a snowball to 'disprove' global warming. +February 2017: Norman, Oklahoma…",497124 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,461728 +1,RT @justicedems: Devastating storms world wide should make climate change difficult to deny https://t.co/hnHj2tSDPk,527700 +2,RT @angellbot: China slams Donald Trump’s plan to back out of climate change agreement https://t.co/w976Xy00VR,442170 +1,RT @LocalNet_Water: Lost / future worlds: impact of long-term climate change @royalsociety early career researcher poster opp…,197183 +1,Some clear and concise info on climate change. https://t.co/0VHWlg73uD,808276 +2,RT @sacbee_news: Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/nK9WwDBQvD https://t.co/JPlFKOiZa9,757163 +1,"RT @ChrissyBartelme: Now is the time to take ACTION on women's rights, LGTBQ rights, climate change, conservation, and basic human right… ",194380 +1,"#DonTheCon idiotic tweets on climate change. + https://t.co/1BtAGsgGHA",554742 +1,The dirt on tourism and climate change https://t.co/EGLGQ5ykTE #Green #Eco #Sustainability #Futurism #Grassroots... https://t.co/Mdoy9Q4oAd,85558 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,419720 +2,Kids are taking the feds -- and possibly Trump -- to court over climate change https://t.co/gwOyoWo8Sh by #CNN via @c0nvey,390889 +1,RT @wesnerlab: Eunice Foote knew more about climate change in 1856 than Scott Pruitt knows in 2017. https://t.co/6XSloAtUSg,847565 +1,@Derds @PeterBaynham also he believes global warming is a myth. That alone might wipe us all out,462759 +0,@HillaryClinton Crooked Clinton will act on climate change only if it enriches her.,697048 +-1,RT @SteveSGoddard: Darn you global warming! https://t.co/P1OQkbmiAO,385714 +1,learning abt climate change is so depressing what the hale,379705 +1,"RT @WorldBankWater: #Water scarcity could cost countries up to 6% of GDP by 2050. Follow us to learn more about water, climate change, pove…",379913 +-1,RT @ScottInSC: While you were teaching your son about climate change and feeding him soy milk Islam was teaching their sons to kill your son,286100 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",168577 +1,"Perhaps real climate change mitigation, adaptation and resilience action would have been a better idea after all' https://t.co/biPAwsQWnv",424000 +-1,wonder how long it will be before John Kerry blames the latest attacks in London on climate change??,814439 +1,RT @Davos: Chad is more vulnerable to climate change than any other country. This is why https://t.co/OtyVfLq3FP https://t.co/0gzGJWYOa5,409457 +1,Think we will have less 'conflict' globally with isolationist #Trump? Refusal to address climate change will create suffering & instability.,514319 +1,"RT @ClintonFdn: We support: +✔︎ girls & women +✔︎ strong economies +✔︎ global health & wellness +✔︎ communities fighting climate change… ",792945 +1,"RT @justbenkaplan: >Denies climate change +>thinks chemtrails exist +>Claims Bill Nye doesn't know science +Okay sweetie we all believe y…",640149 +0,RT @WISTERIAJACK: polar bears for climate change https://t.co/ekeInuXuf5,664794 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,681531 +0,Kentut sapi termasuk penyebab utama global warming #dfact,60563 +1,We need nuclear power to solve climate change | Joe Lassiter https://t.co/3sN4SewYd3,201001 +1,RT @gregpizarrojr: Impeach President Trump since he doesn't believe in climate change. #StepsToReverseClimateChange,772656 +1,"RT @rvngintl: while enjoying this serene february weather, remember the small ways to curb climate change and the big dummies who don't bel…",57856 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",310299 +1,RT @wef: India planted 50 million trees in a single day to help fight climate change. Read more: https://t.co/6iiSQ05Jw1 https://t.co/sHaw7…,271575 +1,RT @angelacdumlao: RT if you believe in climate change and lesbian mayors https://t.co/h64J3QLYvN,886725 +2,RT @MichaelEMann: 'Scientists say it could already be 'game over' for climate change' by @DavidNield of @ScienceAlert: https://t.co/VIBUfK3…,16801 +1,"@WideAsleepNima more mandate for climate change legislation/programs, even if incremental, better than zero",290509 +0,@GeorgeFFrazier @brithume Wow using antisemitism to describe climate change. I am going to unload a can of aerosol in your honor snowflake.,901103 +1,RT @ryanlcooper: keeping global warming below 2 degrees is done. kaput https://t.co/7rBzvrtC7M,970666 +-1,"To all of you climate change alarmists: + +The planet is 4.5 billion years old.. + +#Period #ParisAgreement",615903 +1,Green #architecture is inevitable if we are to fight climate change https://t.co/Yj97hFzZXG @YourStoryCo https://t.co/p1ODhdPanB,87911 +1,"RT @LCVoters: 'Creating a feminist, fossil fuel free future!' Nepali activist on US responsibility for climate change & to fix it…",102585 +2,@CBCNews Is climate change making us sick? --> https://t.co/4tkY1W2P4V https://t.co/6oYuxs60dy,43134 +1,RT @MichaelEMann: 'Climate change truth' | My LTE in the @CurryPilot debunking an Oregonian climate change denier:…,421348 +1,"RT @muschifuss998: #Idiotocracy 2017 + +#Trump: 'Nobody really knows' if climate change is real' (well, only 97% of climatologists do) +https:…",33253 +1,Mom won't watch crime shows cuz she doesn't wanna hear about bad things. Glad to see the President's applied her approach to climate change.,801690 +1,RT @AltCaStateParks: The only disagreement over human impact on climate change comes from those with $ to lose from loss of fossil fuels an…,742826 +1,"@mannreagan @washingtonpost when it's global it's not weather, it's climate change.",288264 +1,RT @lifeaseva: Taking shorter showers and buying reusable bottles won't stop global warming. It's the main result of our agriculture demand…,386959 +1,"RT @ClimateReality: #ClimateFact: When we burn fossil fuels, we’re driving climate change. Learn to #LeadOnClimate in Pittsburgh:…",502759 +1,"How to green the world's deserts and reverse climate change | Allan Savory https://t.co/fRt7oQM4yY via @YouTube +#desert #mimic #nature",949098 +0,Plus loads of land that no doubt benefits from EU policies on farming & global warming. #hypocrite https://t.co/gLaAu35GDE,118379 +0,"Trump patience is over wt North Korea, is dat a solution to global warming?.",905848 +2,RT @ajplus: A @BadlandsNPS' employee went rogue and tweeted out climate change facts from the official account.😏 https://t.co/iDSEJ7Y48u,734712 +1,"Cities,focused on sustainability, cost reduction & effects of climate change are investing big in #renewableenergy .https://t.co/5yFEpntM1Q",844165 +2,"RT @WSJ: CDC postponed meeting out of caution following election of Trump, who has called climate change a hoax https://t.co/kd53Dk6hJU",153749 +2,RT @CNN: Kids are taking the feds -- and possibly Trump -- to court over climate change https://t.co/oGw21W7Skw,167819 +1,RT @jolenexo_: Hi! I'm Jo'lene and I study how forest ecosystems are responding to climate change. #actuallivingscientist…,271926 +0,@TylerAnderson1 @NASA The linked article is science. And I know at least one world leader that has said that climate change is not real.,313883 +1,RT @EmperorDarroux: How to become an active member in the fight to mitigate climate change https://t.co/VqXDe0wzxM,563982 +1,RT @granulac: it's cool and sick how in 2017 we're still in the 'frantically providing evidence' stage of climate change,412826 +2,RT @3undzwanzignet: Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/uXYdN7MncV https://t.co/KIWKMrKZX9,233795 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",446016 +1,um what about climate change/global warming? https://t.co/zBIrTvyr6W,498442 +-1,@GDamianou fish and birds dying all over the place and they try to associate it with global warming,538239 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,297200 +1,"RT @CECHR_UoD: Call for papers +Special Issue on 1.5°C climate change #COSUST +https://t.co/FVluSALY26 +#transformations #mitigation…",324155 +1,RT @greenhousenyt: Trump names climate change denier as his top person to set direction of federal agencies that address climate change htt…,459903 +1,#flu dramatic climate changes in India favouring infectious diseases to grow. #stayprotected,970670 +2,RT @dupuisj: Energy Department climate office bans use of phrase ‘climate change’ https://t.co/c067ogTBMi,521239 +1,"@tinahalada U should watch @Cowspiracy , super interesting & explains the real cause of global warming :)",475072 +1,Unite in the fight against climate change. Take the pledge » https://t.co/GyMJWut9QH #COP22 #EarthtoMarrakesh @ConservationOrg ðŸŒ☀⛅â˜⚡☔🌱🌳🌲,625280 +1,Visit https://t.co/7CD4rZm2ns to know more about recent research on climate change impacts on ice loads for transmission lines across Canada,732220 +1,RT @ClimateComms: Don't miss Ben Santer’s passionate plea for us to reject ignorance and embrace action on climate change. https://t.co/3Ni…,592103 +1,"Powerful. Insightful. Empathetic. This man should be leading the EPA, not climate change-denier Pruitt. https://t.co/JFir8V5y7p",568225 +2,RT @BraddJaffy: Rex Tillerson in focus as NY AG expands sweeping investigation into whether Exxon misled investors on climate change https:…,855944 +1,"The Guardian view on climate change: Trump spells disaster + +https://t.co/wZzkPmoPd8",520364 +1,"RT @brxwncanadian: Trump literally said hes pullin out of Paris climate change agreement…That will cause a ripple effect, eventually l…",409568 +0,RT @savetheredwoods: Ecologist Todd Dawson describes how redwoods use fog & how drought & climate change impact forests. @scifri #Scien…,7044 +2,1 News •Â '‘Fight against climate change is a moral obligation’' via @233liveOnline. Full story at https://t.co/j7W89CP1NS,969206 +1,RT @jamieszymko: Wow. Sturgeon's climate change deal really has had an immediate impact! �� https://t.co/9KxUrSHp8c,999179 +1,"RT @jason_koebler: Vancouver (as in, the entire city) is considering retreating from the coast in response to climate change +https://t.co/…",399482 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,292339 +2,Kerry says he'll push anti-global warming pact until administration's final day: LeGlobalIsTe https://t.co/IPPUqL7bDd #climate #environment,232968 +0,so climate change is crazy,13101 +0,RT @JimStorrie: haven't solved poverty or climate change but at least now your pants can tell u if ur hitting that downward dog https://t.c…,871701 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",298863 +1,"Trump can't even convert F to C or even now what LCL BUT YET, He want to talk about climate change like he has a PhD in climatology.",559067 +1,RT @NatureNews: Donald Trump should start his presidency by dropping his pantomime-villain act on climate change…,199393 +1,"RT @Snailphanie: Great remarks from @LizHansonNDP. @YukonNDP will keep on fighting for climate change, reconciliation, health care!…",287553 +0,@INTLROLEPLAY She likes to talk about global warming @baebchuu,168377 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,600902 +1,"RT @SenFeinstein: (1/3) The president may think it’s a hoax, but millions of Americans are already feeling the effects of climate change. #…",650297 +2,G7 summit ends without agreement on climate change https://t.co/aAFv52RZc5 https://t.co/b6HRplvOqZ,486372 +1,RT @JustinTrudeau: Down to business with Premiers & Indigenous leaders - working on our plan to fight climate change & leave a better…,106239 +1,RT @NRDC: Securing a future for coral reefs will require urgent action to reduce global warming. https://t.co/9J347yTJzJ via @NPR,508490 +2,Commonwealth Bank shareholders sue over 'inadequate' disclosure of climate change risks https://t.co/I7pc0JuKjq,819986 +2,"RT @ConversationUK: Huffington Post, BuzzFeed and Vice are blazing a new trail on climate change coverage https://t.co/7AobbHEaTY",514254 +1,"RT @williamlegate: @realDonaldTrump @NASA +Exxon & other oil companies have known about global warming since the 70s… +https://t.co/iS0B81IY…",495395 +1,RT @jilevin: WATCH: The Weather Channel debunks Breitbart’s bogus claim that global warming isn’t real https://t.co/vzyS2FhPnx via @Salon,272415 +1,"RT @NatGeo: Bringing together geologists, engineers, agronomists and more, this book offers 100 solutions for global warming https://t.co/p…",187003 +1,RT @AdamBandt: This is what climate change looks like. https://t.co/yaQmEqXwEQ,586157 +1,RT @bmar315: We voted in a guy who thinks global warming is fabricated... backwards,794924 +2,"RT @IET_online: Just as coral reefs can act as a natural archive of climate change, so too can the ice at the Earth’s poles 🌎… ",821523 +1,RT @davidsirota: This would be big news...in an alternate universe where media cared about climate change's threat to all of humanity https…,280722 +1,"RT @pwarburg: Great column by @AmyAHarder on corporate reckoning with climate change, defying Trump denialism. https://t.co/vSu1YJ2FPo",464030 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,520403 +0,Britain faces '1000 year ICE AGE' due to freak climate change https://t.co/skVI0r0NKX I am neither endorsing or debunking this allegation.,762399 +1,"Agriculture across Africa must undergo a significant transformation to meet the multiple challenges of climate change, food insecurity, mal…",245877 +1,RT @ClimateCentral: 'Trump's proposal has put in place worst-case scenarios with respect to defunding efforts to combat climate change' htt…,917509 +0,@alipalajulieINQ @iammarlonramos pati daw global warming sya na din may kasalanan,842420 +1,@realDonaldTrump how many will die from unchecked humankind climate change? You Fucking Idiot,445140 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",187199 +2,RT @Seasaver: Great Barrier Reef just the tip of the climate change iceberg https://t.co/XCIDldHkgk @smh,330075 +1,RT @Fusion: A reminder that we have an EPA chief who doesn't understand carbon dioxide's impact on climate change:…,131559 +1,RT @RealDonalDrumpf: So glad to have keen intellect like @mike_pence by my side as we take on hoaxes like climate change & being born gay h…,472072 +1,@LoveMyCymba This kind of tweet shows an ignorance that doesn't understand climate change as a global impact. A nic… https://t.co/oQ5VqSeUlM,767522 +1,"This may be the most audacious plan yet to combat global warming. + +Via NBC News MACH https://t.co/imP7ZoFvGK",28999 +1,"RT @nav_bhangu: You really wanna tell me why we elected a president who thinks climate change is a hoax, yet its 60+ degrees in NOVEMBER????",54274 +1,"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",671292 +1,RT @KamalaHarris: I’ve defended CA’s landmark climate change law from challenges by the biggest polluters and I’ll also use that same fight…,831015 +0,RT @gregpizarrojr: Someone tell global warming that it's the #firstdayofspring. #MondayMorning,417945 +1,This is an important meeting regarding the cross-party response to climate change. Please share widely...… https://t.co/V9rZKqni8t,544334 +1,"RT @d_dollarbill: the DUP are: +climate change deniers +anti lgbt +anti abortion +religious fanatics +supported by terror groups + +and our potent…",372514 +1,"@GaryJoh91256633 All climate change deniers. All anti-choice supporters. All misinformed about history. Yep, reassuring.",840343 +1,"How to fight global warming https://t.co/AU5cqWvWpi | etribune, World",986648 +1,RT @LOLGOP: Looking forward to the Trump administration announcing it fixed climate change. https://t.co/lvGqVkPD4X,243086 +0,"Recom Reading: @IEA report interested energy, climate change & economy and policy transition requirements. @IEABirol https://t.co/KRoJ66vqIE",55760 +1,Rex Tillerson refuses to admit #ExxonKnew about climate change decades ago https://t.co/tfaRIKJDe5 via @HuffPostPol,584189 +1,RT @AndersWijkman: Anyone surprised? Trump + Putin in the same camp 'Putin says humans not responsible for climate change https://t.co/IJAY…,95716 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,591394 +1,Leo DiCaprio whining about his future kids not being able to see snow when the best way to stop climate change is to not have kids. 😒,286263 +-1,"RT @Cernovich: Same 'experts' who said Hillary would win claim 'climate change' is real. LOL! Go away, morons, you know nothing and you los…",936626 +1,".@pthompson146 Also, global warming is a very real thing, and doesn't just threaten humanity, it threatens the godd… https://t.co/Jt2JN7CmoF",313167 +1,RT @ClimateOfGavin: Hearing aims: 'to examine sci method & process as it relates to climate change' also 'underlying science that helps inf…,170759 +2,"RT @nytclimate: We may need a new name for permafrost: more than expected could thaw in coming years, contributing to climate change +https:…",593381 +1,I just hope that we'll actually start to care about our planet and help stop global warming,835398 +2,Vatican urges Trump to reconsider climate change position https://t.co/HvjBafYvZV #topNews #TopNews https://t.co/Rlvpux6Ii5,565987 +1,"RT @ClimateReality: Despite what Mulvaney says, fighting climate change is not a “waste of money” – it’s an investment in our future. https…",650498 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,172118 +-1,"Famous global warming blizzard---->Climate change fail: California hammered with rain, snow after alarmists pred... https://t.co/H2kijLZnjh",890823 +2,California GOP ousts Assembly leader who cooperated with Democrats on climate change https://t.co/NTDbPi4yoX via @WSJ,717751 +1,RT @SherylCrow: Very sad to hear our congressperson @MarshaBlackburn is a global warming denier. She must know more than all the s…,38088 +2,Record-breaking climate change pushes world into ‘uncharted territory’ @dpcarrington reports https://t.co/whjjFhTOA8,216885 +1,RT @KatrinaNation: Trump’s denial of catastrophic climate change is a clear danger https://t.co/KWRCXGruUk,386623 +0,RT @charlesmilander: Trump? Whatever. Al Gore says we`ll cope with climate change - CNET https://t.co/clYeKojLXw #charlesmilander https://t…,759202 +1,"anyone supporting Trump's views on climate change,selfish narrow minded people,think of ur grandchildren &the earth you want them to live in",179533 +1,RT @audubonsociety: .@SenatorCollins: We need an @EPA nominee who is committed to common-sense solutions to address climate change.…,522097 +1,Maybe we can revert global warming after all. https://t.co/3J8KbWQlGp,555488 +1,RT @MikeBloomberg: Climate of Hope is an optimistic conversation about climate change with real solutions. https://t.co/fo2bOnQDZ3,349285 +0,RT @MeninistTweet: if global warming isn't real then explain this https://t.co/Skrb3P8ubK,358273 +1,"RT @Drops: 2010-2017, so sad to see what climate change has done to the Grand Canyon �� https://t.co/e5HWO5BJ8t",328589 +1,"RT @EricHolthaus: It may make deniers like @JimInhofe blush, but climate change is changing big snowstorms, too. + +Here’s the science: + +http…",644821 +1,"Why are scientists resurrecting woolly mammoths? To fight climate change, of course. Get the whole story and more i… https://t.co/ZSIObQBkfg",376248 +-1,RT @darrylpetitt: @JrcheneyJohn @Nopropaganda Van Jones - A radical Communist who hates whites and wants to push climate change to increase…,686309 +2,RT @sfchronicle: Is Trump’s victory game over for climate change progress? https://t.co/dvuzFZxQiB https://t.co/pFohOk2bDl,845202 +1,RT @TreesforCities: Local communities don’t have to wait to take action when it comes to mitigating the effects of climate change https://t…,853804 +2,RT @AidNews: Paris Agreement now in force: a defining moment in fight against climate change https://t.co/v7C3oXm7rz,54420 +-1,"RT @Rabiddogg: @exjon @KathyMschotschi why don't we take money from the global warming hoax and fund science with it, will it shut…",711153 +1,"RT @eemanabbasi: When even a lil birdie knows only Bernie will fight to delay global warming and protect her home 😍😌 +#Birdies4Sanders +https…",500521 +-1,"RT @StacyBrewer18: My dad's a Scientist so I learned from the best. Sorry dude, climate change IS about wealth distribution. https://t.co/U…",451496 +2,RT @Russ_Shilling: White House disbands climate change federal advisory committee: Report https://t.co/wSvQn2OgRC,949777 +1,RT @wef: This man is battling climate change by building artificial glaciers in the Himalayas. Read more:…,278550 +1,RT @MarkRuffalo: One of the most troubling ideas about climate change just found new evidence in its favor - The Washington Post https://t.…,367653 +0,"RT @WendySiegelman: @maddow Why does Arctic Yamal LNG project matter? There's big $ for Russia if global warming thaws ice, opens shipp…",219875 +2,RT @ksheekey: Michael Bloomberg meets Emmanuel Macron as his drive to honour Paris climate change pact gathers pace https://t.co/avdLAh6SnH,997148 +2,China to Trump: Why are you blaming us for climate change? https://t.co/8n3STr2rQu https://t.co/DAJr0PI4By,855429 +-1,RT @a8d05d0a64ce483: @hurrlshirts Climate change is called weather. Manmade climate change is called fiction.,37723 +0,RT @BrianMalkinson: Back door knocking in Spruce Cliff. Important discussions on Westgate School and climate change #yyccurrie #abndp https…,926802 +0,"RT @BrentToderian: The new official American Government position on climate change? + +(Yes, & also an Australian protest against…",200224 +1,RT @Canelo323: How can Florida vote for someone who doesn't believe in global warming?.. y'all people's houses one inch above sea level,905489 +1,Meet 9 badass women fighting climate change in cities https://t.co/8964QN4Ydl,953501 +2,RT @TheEconomist: Is Exxon Mobil's carbon tax proposal a public-relations exercise or a commitment to fight climate change? https://t.co/v5…,719775 +1,"RT @CoralMDavenport: Scott Pruitt says Co2 is not a primary driver of climate change,a statement at odds with global scientific consensus +h…",514965 +2,Teens suing US over climate change ask for Exxon’s ‘Wayne Tracker’ emails https://t.co/BVFHOPR3b4 https://t.co/ESBekQ2Aen,247796 +2,"RT @physorg_com: Earliest manmade climate change took place 11,500 years ago https://t.co/1Z3CsahDA2 @taunews",149223 +1,"RT @AstroKatie: If you were going to be a single-issue voter, not making global warming even worse would be a good issue to choose. https:/…",172748 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,744266 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,27762 +2,International body pats India for its transition to combat climate change,481859 +1,RT @SussexStrategy: Senior Associate @grayra is speaking at @APPrOntario today on climate change & policy implications. Be sure to foll…,62742 +2,Trump to sign sweeping rollback of Obama-era climate change rules - https://t.co/faOyv55Is8,142701 +1,RT @PaulBegala: Again and again @jaketapper asks EPA Admin. Pruitt if he & Pres. Trump believe climate change is real. Pruitt won't answer…,522163 +0,RT @AmberX994874: That's what we want to hear Josh.. Trump causes 'great uncertainty' at climate change conference https://t.co/O5kfThtFNl…,548651 +0,....OMG 'celebrities' 'moral actions on climate change' that suits THEIR evil apathetic 'wealth' at expense of us 'suicidal maniacs'.,744560 +1,RT @OCTorg: Fed court has ruled rights of @octorg youth threatened by climate change. Help them proceed to trial!…,559217 +1,RT @Tao23: Label the folder 'confirmed global warming data.' They'll burn it. https://t.co/RkX1pW6M6t,424447 +2,"RT @SafetyPinDaily: The climate change lawsuit the #Trump administration is desperate to stop going to trial | By @chelseaeharvey +https://…",435019 +2,RT @pablorodas: #CLIMATEchange #p2 RT CDC’s canceled climate change conference is back on — thanks to Al Gore…,996384 +0,RT @JackBinstead: If global warming doesn't exist then why is club penguin shutting down?,539485 +1,"RT @Glen4ONT: The huge weight of working on climate change is that once you know the science & how little time we have to act, u can't ever…",938692 +1,7 foods that could go extinct thanks to climate change https://t.co/TXjG0HwZWD via @SFGate,932085 +1,"RT @GreenAwakening: #ClimateChange—open letter from 2,344 professors to Trump—'human-caused climate change is real' https://t.co/nVIxzFwlCr…",91480 +2,RT @a35362: Rick Perry just denied that humans are the main cause of climate change https://t.co/ft6eQ9sQBP https://t.co/CBJg1Ww9SE,404344 +0,global warming killed club penguin,280760 +0,I can hear the climate change goons screeching REEEEEEEE https://t.co/BgAl0ATAVa,326876 +2,"RT @CCIRiviera: Presidential Candidate #DonaldTrump is “dangerousâ€ on climate change, says #monaco ’s Prince Albert…",878552 +1,"RT @democracynow: Human-induced climate change is making extreme weather events stronger and more frequent, more costly, more deadly. https…",710628 +1,RT @danpfeiffer: Appointing someone who doesn't believe in climate change to EPA is the same as appointing who doesn't believe cigar…,397848 +1,RT @MikeLevinCA: This is a sad step backward on climate change. A massive failure in leadership by a massively failing President. https:/…,596641 +1,RT @Waight4NoOne: don't come at me talking reckless about global warming not being real when it's 80 degrees in November.,103080 +1,Wake up to climate change @realDonaldTrump @EricTrump @IvankaTrump @DonaldJTrumpJr @ScottPruittOK https://t.co/tBn8q4oj4e,414233 +1,Help people seeking asylum AND take action on climate change. �� - https://t.co/eYPWF44FbM,153793 +0,RT @dan_kalenga: When global warming lit https://t.co/6ZvyQ2VMCX,32606 +1,RT @ESRC: Why are the social sciences so important in tackling climate change? (new blog by @eueduk): https://t.co/H44VPWwTvA https://t.co/…,11052 +1,"RT @GhostPanther: Pence doesn't believe in climate change, evolution or that some ppl are born gay. Can't he just not believe he saw Hamilt…",429259 +1,@reinccarnate like police brutality or global warming or animal endangerment. not something petty like a damn green cup.,226664 +1,Ignoring global warming an irresponsible choice - The Bozeman Daily Chronicle https://t.co/f9kQrjgU4A - #GlobalWarming,793508 +0,global warming is not a thing' he said,872163 +1,WHO THE FUCK VOTED FOR THIS MAN he thought global warming was a hoax created by the chinese and hE IS THE NEW PRESIDENT DOES NOTHING MATTER?,566564 +0,"#bbcqt +I don't want a leader that says 'Yes, I'll press it'. N Korea has one of them. +Still nuclear winter would counteract global warming",739409 +1,RT @MichCJackson: Hi! I'm Michelle. I study the effects of climate change in Arctic streams #actuallivingscientist #DressLikeAWoman…,948759 +2,"Kids sue US gov re climate change, post-Nov Obama admin concedes evidence. Lawyers: Trump must preserve evidence https://t.co/PVq1ivqiCM",130012 +0,"RT @BruceBartlett: Quite apart from what one thinks about climate change, Bret Setephens' 1st NYT column was dreadful. https://t.co/kbWHNPe…",306320 +0,@EasternViolet 'There's debate about climate change.' 'Not really.' 'Yes there is. We're debating right now.' 'I've seen this skit.',909437 +0,"@annmclan @OzzieMAGA @SteveSGoddard Does it 100% disprove global warming? If not, it's not relevant.",430892 +1,"@Praeteritio OTOH a lot of them say notoriously dumb things like 'climate change isn't a problem, we'll no longer be biological by then!'",94373 +1,"RT @ErikSolheim: Higher CO2 concentrations means more plants are growing. +Helping slow climate change - not nearly enough to stop it…",4246 +0,RT @dgwbirch: Thank goodness we don't have to worry about climate change any more. Well done THE BLOCKCHAIN https://t.co/iYCnMZzzMa,257222 +2,Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/1Gipbq68D5,327998 +1,"RT @LeoDiCaprio: Want to stop climate change, @UWM? See #BeforeTheFlood at your University #BeforeYouVote. +https://t.co/ubMubJMbkv",401849 +2,RT @UniteWomenWV: Trump’s defense sec James Mattis says climate change is real & a national security threat https://t.co/umdIUPppwT… https…,735799 +2,RT @CNNPolitics: Why climate change experts fear Donald Trump's presidency https://t.co/RmWCYDNUe5 https://t.co/49z6drlwQz,854640 +1,"RT @Peoples_Climate: 'Water is life & climate change is real. See you at the climate march!' - Cheryl Angel, a Sicangu Lakota tribe memb…",77960 +0,Here's how to watch Leonardo DiCaprio's climate change documentary for free online https://t.co/lIvnxS6A1h https://t.co/blzMpQfaGs,717188 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",616453 +2,"RT @CLIMATECHANGE8: Alexandra Cousteau on climate change, the oceans and not eating tuna - Dallas News https://t.co/40E7QOGacj",26801 +1,Almost everyone knows climate change is real https://t.co/lxvBp1DBeT,45018 +0,"@OSC_News Hi, are there any other disclosure review projects going on at this time besides climate change disclosure? Thanks!",160078 +2,RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/ig8sxJGw2f https://t.co/eo85j1GK7j,662397 +2,Jill Stein: Al Gore needs to ‘step up’ in climate change fight https://t.co/UL9jW9DcWl https://t.co/nEZDJfwzey,627022 +1,"RT @MaggieJordanACN: GOP 1yr investigation into Flint shuts down, yielding NO new insights. +Chaffetz solution? Redirect climate change $… ",115533 +2,RT @voxdotcom: Why global warming will worsen floods like the kind that hit Houston https://t.co/XUYH43FL2Q,189527 +-1,"EPA Chief Pruitt questions science of global warming https://t.co/ESobb2OgM2 +This is what the Globalist fear +Their Climate Scam exposed +DTS!",917599 +1,Climate deniers blame global warming on nature. This NASA data begs to differ https://t.co/gRZYPq1dIK,978948 +2,Humans 'don't have 10 years' left thanks to climate change - scientist ~ Akei | Environment https://t.co/KH6pDc3N1s,449283 +1,"RT @nobarriers2016: 'In terms of climate change, the debate is over.' - @BernieSanders #StrongerTogether https://t.co/gTh1bI3BRC",385845 +1,RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,660267 +-1,RT @magnuslewis263: How can Trump deny climate change despite all the liberal snowflakes melting ? #ClimateChangeIn5Words,185519 +1,I swear republicans think climate change means everywhere is going to be a nice 70 degrees all the time like this isn't San Diego,224127 +-1,"@cchukudebelu Nigerians are so dumb, what proof do you have its climate change ?",100900 +1,"RT @MohamedNasheed: If you care about climate change, environment or integrity in politics, please vote @zacgoldsmith today https://t.co/Ce…",92038 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,279970 +1,"RT @intellectkt: Some of yal really think global warming a joke. Hurricane Katrina, Sandy, Harvey just the beginning. Map gonna look differ…",658913 +1,Look no further: PA Republican comes up with the single dumbest theory for climate change https://t.co/BIq352L3k1,292778 +2,A survey of people in eight countries shows 84 per cent consider climate change a 'global catastrophic risk'.… https://t.co/ohBA4JUGvl,110445 +1,RT @theNASEM: Evidence shows human activity esp CO2 rise most likely cause for most of global warming. Our #climatechange reports: https://…,971509 +1,@realDonaldTrump If you and Pruitt don't believe in climate change why you now moving to N.J Instead of FLA?But yo… https://t.co/waFbUgaWtc,705152 +2,"RT @YEARSofLIVING: Extreme rainfall risks could triple in the U.S. under climate change, scientists warn - via @washingtonpost… ",83976 +1,Striking photos show the people v. climate change �� :: https://t.co/hJB2tpxmV3 via @NatGeo #climatechange https://t.co/yKKFbs2fNV,937762 +1,"RT @colinmochrie: The GOP doesn't care about climate change, the environment, women, poor people, our children's future and maybe Season 7…",53458 +1,"RT @ImranKhanPTI: KP only province thinking of our future generations: Tackling climate change thru #BillionTreeTsunami & clean energy +http…",705948 +1,"RT @brontyman: Facts matter, and on climate change, Trump's picks get them wrong | Dana Nuccitelli https://t.co/7S6sppbXP3",843087 +1,RT @climatehawk1: Photos show #climate change's dramatic Arctic impact | @natgeo https://t.co/bKTxOQKsxi #globalwarming #ActOnClimate…,87197 +1,Allergies will be even more miserable in the future — thanks to global warming - The Verge https://t.co/L6x99YsmqG,391627 +1,"RT @Bentler: https://t.co/pMhUEnDHBo +Understanding climate change as a social issue +#climate #sociology #safety https://t.co/FJYsRqNaBx",625682 +1,RT @Revkin: > @HouseScience Committee to hold climate change hearing from which we'll learn nothing https://t.co/adsC3pyvvc @jsamenow @capi…,939175 +1,RT @thedavidcrosby: we are watching them eff up America. 'I deny climate change because it gets in the way of me making MONEY right now wi…,259819 +2,RT @HuffingtonPost: Broadcast news coverage of climate change is the lowest since 2011 https://t.co/EoPQ5xhOA9 https://t.co/0BFGgqjR5r,440178 +2,RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,8769 +1,It's both raining and snowing. Spring and winter. But climate change is totally a Chinese conspiracy. #thankstrump #dearscottpruit,31289 +1,@LeoDiCaprio thank you for the eye opening documentary. If you want a real and true portrait of climate change watch #BeforeTheFlood NOW!!,776538 +1,@JacobAWohl @realDonaldTrump And nowadays climate change is as questionable as the theory of gravity.,455428 +0,RT @lkherman: The head of the EPA doesn't believe in the science behind global warming and I wrote about it for @TeenVogue: https://t.co/pz…,301601 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,448828 +-1,@iancollinsuk 1/2 I'm not a climate change denier. I think we certainly have a subtle impact upon our planets climate. But a greater impact,221727 +1,RT @SIFRlNA: Didnt yall vote for someone who believes climate change is fake https://t.co/NHpat8kC9J,117114 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,417710 +1,"RT @RFStew: Doug Edmeades (Prof. Rowarth's partner in EPA crime) is an 'out' climate change denier. Surprise, surprise. https://t.co/bIwLld…",717408 +1,RT @BRIABACKWOODS: it's 80 degrees in november and people wanna think global warming isn't real,610070 +-1,RT @CamaryAllen: @foxnation @donnabrazile @realDonaldTrump 'I'm going to die from climate change.' Your going to die from lack of brain mat…,311448 +2,RT @3tags_org: Plants appear to be trying to rescue us from climate change https://t.co/Sn3d9xWRCh. #environment #nature https://t.co/lW0Lj…,126782 +2,#ExxonMobil must comply with Massachusetts climate change probe https://t.co/z17HfelA2q https://t.co/Z0FkWLNxyj,849777 +1,"RT @350Pacific: The real battle against climate change won't be fought in airconditioned meeting +rooms.https://t.co/qwAKF42rfD https://t.c…",332622 +2,Ocean Sciences Article of the Day - Meteorologists refute EPA head on climate change (The Hill) https://t.co/O6kPwddgqK,40970 +2,"RT @sahilkapur: 'As to climate change,' Mulvaney says, 'we’re not spending money on that anymore. We consider that to be a waste of your mo…",56346 +1,"me reading article abt climate change: oh no!!! this is so bad!! we gotta do something!!!! +me reading the comments: nvm fucking kill us all",733619 +0,I wrote this exact thing on my global warming essay can I report this for plagiarism 😤 https://t.co/Gj1kPcuVhd,360955 +2,RT @thehill: National park defies Trump social media ban with climate change tweets: https://t.co/i639GwrXuf https://t.co/5z4Fl8GFok,122445 +0,This MTV star flogs climate change hypocrite Leonardo DiCaprio with ONE photo; It should win award! https://t.co/6mGDfCHBdS via @twitchyteam,95780 +1,it's snowing march lol how's global warming real' guess what BITCH there's a difference between climate and weather. also you're dumb.,799317 +0,RT @Dark_God: @SkyNews @SkyRhiannon Prince Charles is also hoping his brand new 4Ltr Range Rover can win over climate change sceptics. #hyb…,414113 +1,"RT @stopthenutjob: HRC spent years developing 1000's of pages of policy to help the US & world, from climate change to healthcare, Kus…",94259 +1,RT @MikeBloomberg: Climate of Hope explores solutions for climate change led by cities and citizens. https://t.co/loQwA7OuPi,378625 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,306329 +1,@Bruciebabe @guardiannews so much science to prove climate change exist and yet idiots like you make it hard to get funding to reverse it,538181 +1,"RT @judeinlondon: So evolution and climate change is a scientific con, but social Darwinism is legit? These racist fuckers smh https://t.co…",900215 +1,RT @TheEconomist: Uncoupling emissions growth and economic expansion is important for slowing climate change https://t.co/TnjMRQSU5V https:…,822682 +-1,RT @FriendsOScience: Oh. More impact of global warming? Let's see what happens. Solar minimum leads to cooling+cold snaps. Be prepared. htt…,844487 +2,"RT @CIJNewsEN: Dion implies that climate change played role in Middle East violence +Stéphane Dion, ... +https://t.co/2GYz6j56zu https://t.c…",500147 +0,RT @Becca_Wireman: I love this weather but like global warming,82176 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,115021 +1,Anybody who did high school debate knows it's the worst way to tackle #climate change https://t.co/NwCKvir7mG,480015 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",964279 +2,"RT @Science_Hooker: How President-Elect Trump Views Science: opinions about 20 subjects, from climate change to public health.…",757341 +1,"RT @HarvardBiz: Businesses must continue to insist that climate change is real, and a real threat to our economic system. https://t.co/BzpJ…",232803 +2,RT @yceek: White House fires back on claims it told EPA to erase climate change https://t.co/1MULfjV7gK' target='_blank,572714 +2,DiCaprio slams lack of climate change debate during US election https://t.co/Df0yuvPjKD ^ITV,50672 +2,"G7 leaders divided on climate change, closer on trade issues https://t.co/A32TcDT9Gm",181300 +1,@tasteofsciSF @roomeezon I share the best solution to eliminate the climate change in: https://t.co/nAzqrCc1M0,635707 +1,RT @PMOIndia: We need to work together to create a greener world and mitigate the menace of climate change: PM @narendramodi,246438 +2,RT @CBSNews: EPA chief says Pres. Trump will sign an executive order this week undoing Obama's plan to curb global warming:…,425268 +0,@icarus62 Maybe. Maybe it is not possible. Our global warming friends seem to forget the distinction between the two.,28433 +1,"Is Donald trump seriously going to ignore climate change? Like, Sir? Stats say 4 million Memphis citizens will die if there's an earthquake.",928962 +1,i legit don't understand ppl tht think climate change is a hoax....like are you tht dumb? there's evidence literally everywhere you look lol,426924 +1,Study: Stopping global warming only way to save coral reefs https://t.co/PzEnxyyWtP https://t.co/nign6IzdNT,335341 +1,#climatechange https://t.co/asxeD6lp4R Experts call on climate change panel to better reflect ocean…… https://t.co/Ni6YkAaCne,953414 +2,RT @nadabakos: The Trump administration just disbanded a federal advisory committee on climate change - The Washington Post https://t.co/If…,833709 +1,"Fact check: Scott Pruitt on climate change, again https://t.co/4cLMhcn7hC",665278 +0,RT @CarolVicic: @SteveDeaceShow: It's 62 in Denver. I love global warming!,698398 +0,RT @mrdaddymanphd: the transition from black skinny jeans to the light wash slim fit is the only proof for global warming i need,230399 +0,@lisa_alba Fact? I think #Geo #Engineering is mainly to try to get a grip of climate change personally,910873 +1,"RT @hayward_malcolm: I'm dreaming of a white Christmas. But, due to rising global temperatures due to man-made climate change, that might n…",700697 +2,RT @WorldfNature: Donald Trump given short shrift over climate change threat - Financial Times https://t.co/v0P9tiwmst,959928 +1,RT @Davos: How the internet of things is helping fight climate change https://t.co/EBSzhPsdDs https://t.co/wDbmFDjD73,77713 +2,RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/ig8sxJGw2f https://t.co/eo85j1GK7j,593197 +2,Via @RawStory: Here’s how climate change might literally be keeping us up at night https://t.co/VuW8r3mUqk | #p2… https://t.co/afpdA3iUSq,44222 +0,How is that counteracting climate change? https://t.co/Vzuks7XX8v,390843 +1,RT @nytimes: Opinion: The intensity of this summer’s forest fires in Europe is a harbinger of what climate change will bring https://t.co/p…,140706 +0,"Researcher my next video and found this by some twitter asshat. +So presidential. + +#ICYMI winter ≠ global warming:… https://t.co/9cBrFTaPkn",770434 +1,RT @larsonchristina: Our Automated Future - and robot jobs: @ElizKolbert tackles topic only slightly less unsettling than climate change h…,782818 +2,RT @climatehawk1: New findings show how #climate change influences India’s farmer suicides | @blkahn @ClimateCentral…,874376 +1,"RT @JamieGarwood98: From an American perspective, no real change will made tackling climate change until congress is persuaded #popupelecti…",804828 +1,RT @ajplus: Artist Lorenzo Quinn installed these giant hands to demonstrate the devastating effects climate change could have o…,384709 +0,Hi @estherclimate I researching IRO the Under2MOU & will like to know if there's a current overview doc of Nigerian climate change responses,692857 +2,RT @AndreaChalupa: Trump’s defense secretary cites climate change as national security challenge https://t.co/YDMKioGYcr,958780 +2,RT @Jesse_Hirsch: 17 House Republicans are pushing back against climate change denialism https://t.co/H851Kvmsj1,389233 +2,"RT @sciam: New research shows there was no pause, or hiatus, in global warming during the first decade of this century. https://t.co/RscFUR…",282873 +2,Is there a link between climate change and diabetes? https://t.co/0MqfNTDoEu,647496 +1,"RT @gmbutts: The US National Academy of Sciences, on climate change. https://t.co/dyrO0fhSDW",874215 +-1,RT @JackPosobiec: Reality Winner wrote communist climate change essays https://t.co/wgcTuas3B0,146835 +1,"RT @Orringa: Could any govt be more out of touch? ….on marriage equality, climate change, energy needs, employment, budget, health and educ…",291270 +2,#PNG #Local #News #Update MOU signed for K88.79 million climate change program https://t.co/87hll5nqza,272661 +1,RT @WritesAsheville: Support upcoming #book that touches on #resistance issues #diversity #climate change #freespeech with a preorder! htt…,351459 +1,RT @miriamcosic: James Lovelock: 'enjoy life while you can: in 20 years global warming will hit the fan'#environment #climatechange https:/…,379598 +1,"RT @truthout: Noam Chomsky on #DonaldTrump, climate change and our accelerating race toward disaster. https://t.co/4YImHl6lNv #climatechange",241698 +-1,@EdHightackle You're taking rubbish apparently it was global warming 50years ahead now it's climate change every st… https://t.co/Wypq4R6Gzs,505172 +1,RT @12Balboa: @EverySavage @washingtonpost Trump is so ignorant on climate change & admissions he even said climate change is jus…,961696 +1,RT @IFC_org: DEADLINE EXTENDED TO 3/31: 2017 #FTIFCAwards to recognize solutions to #climate change challenges. Apply here:…,633314 +1,Watch President Obama is working and helping fight climate change deniers derail progress in 2016:,567976 +1,RT @JulianBurnside: No: you are wrong as usual. Fringe views like climate change denial (or Creationism) do not deserve airspace on the…,399039 +2,Melanesian nations question global responses to climate change - Devex https://t.co/wiQfwzgmYD,567000 +0,"RT @AngelicaJoy__: It's so nice out LOL global warming, we're all finna die https://t.co/8QsUzRURXz",757819 +1,RT @WuMingi: #G7 leading developed countries spending 20 times more on fossil fuels than on fighting climate change. #COP22…,591174 +0,"Remember, guys: climate change is a myth. https://t.co/cJ9L88I1wP",951005 +2,RT @WorldfNature: [WATCH] Cycling naked for climate change - Eyewitness News https://t.co/dmhqcdX7lR https://t.co/358kgSihtq,421909 +1,"@DunningRandall ok, I'll concede that if we went about fighting climate change in the most totalitarian ways possible that it could be worse",806332 +1,@ScottAdamsSays Coal restrictions are via executive actions. Donald WILL undo Obama's actions. Horrible climate change. It's not Cog Diff.,38058 +0,RT @ILLCapitano94: Folks be saying 'the sky' when you ask them 'what's up' but don't be believing in global warming. Smh #staywoke,621320 +0,“Trump’s new head of EPA transition said global warming is ‘nothing to worry about’â€ by @kileykroh https://t.co/gOAlCJ7Y9Q,365373 +0,"RT @jongdazing: Exo-M's cover of Mirotic is iconic, Jongdae's high note stopped global warming btw https://t.co/owYCdCpOlH",722487 +1,Drought in southern Africa points to urgent need for climate change plans https://t.co/d4LTsIaQov,516314 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,350595 +1,"RT @Sarah_Smarsh: 'I don't hold this gentleman & the coal miners responsible for climate change.' -Bernie Sanders, who understands th…",380050 +1,RT @iraziggy: Watching 'Chasing Coral' on Netflix streaming about the affect of global warming on the coral reefs. Highly recommended!! Co…,186800 +1,arstechnica: Just one candidate in Louisiana’s Senate runoff embraces climate change facts https://t.co/CrvJyrspgh by MeganGeuss,132556 +1,"RT @megancarpentier: Oh, hey, remember when the transition team asked for names of climate change staff at DOE and women's program staff… ",300740 +1,"No matter what we do or don't do with respect to climate change, food systems of 21st century will radically transform' Vermeulen #GAID2017",461212 +2,RT @thehill: Rahm Emanuel posts climate change webpage deleted by Trump administration https://t.co/D5KIMKwGrq https://t.co/DU4cZv1afR,434799 +-1,"@Quadaxial @CAV_124 @DineshDSouza if only climate change wasn't so often propagated thru data manipulation, so convenient for global control",208921 +2,RT @DermotOz: Sex lives of reptiles could leave them vulnerable to climate change https://t.co/6PulruwE79 via @ConversationEDU https://t.co…,168857 +0,RT @will1t17: With deep sadness & a heavy heart we remember Jadis the White Witch who worked tirelessly to reverse Narnian global warming #…,139393 +2,RT @business: Donald Trump's win deals a blow to the global fight against climate change https://t.co/J5aV9Hzoj8 https://t.co/LCwc51NGsk,747463 +2,RT @aberuninews: New @RCAHMWales @AberUni @IrelandWales study into risks of climate change to coastal landscapes of Wales and Irelan…,862017 +2,Trump team forfeits global leadership role on climate change https://t.co/pwKCNwlZDj,456191 +1,"3 hurricanes threatening the East Coast, massive fires in the west, but yea, climate change is made up by Chinese to sell more water. #irma",4931 +1,"RT @SLSingh: Booking Lawson was lazy, tabloid, anti-science journalism. +'BBC defends Lord Lawson climate change interview' https://t.co/2n0…",580491 +2,"RT @latimes: Despite Trump's skepticism, nearly 200 countries pledge to keep fighting climate change https://t.co/YheWWAD9nz https://t.co/l…",846377 +1,RT @LWV: Military leaders know climate change threatens national security – and they’re urging us to defend #ClimateSecurity. https://t.co/…,699127 +-1,@ConnorDukeSmith climate change is fake #iamright,69529 +1,RT @ashleighhookano: #HappyBirthdayCarlSagan sorry america elected a president that doesnt believe in global warming,823753 +1,RT @jimalkhalili: For @BBCr4today to bring on Lord Lawson 'in the name of balance' on climate change is both ignorant and irresponsible. Sh…,99084 +0,RT @GemmaAnneStyles: Nothing to do with global warming of course.,421243 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,406962 +2,Trump abolishes climate change in first moments of regime https://t.co/R6SQFAJO3a,513283 +0,Gonna go out on a limb here and assume these science buffs believe that global warming doesn't exist either.,942076 +1,Do u know? Pak stands in top 10most vulnerable climate change countries!We need some serious mitigation & adaption strategy @PUANConference,601504 +2,"RT @TIME: China to Donald Trump: No, we didn’t invent climate change https://t.co/gXa9B97hFk",111690 +1,"RT @WeNeedFeminlsm: Lol @ sexists +Lol @ racists +Lol @ climate change deniers +Lol @ facists +Lol @ homophobes +Lol @ donald trump",717972 +2,RT @WorldGovSummit: H.E. Tshering Tobagy addresses a global audience at #WorldGovSummit to discuss climate change and its impact on foo…,485116 +1,"China rolls its eyes at Trump over his ridiculous climate change claim https://t.co/AxPRohk26o, see more https://t.co/Wfp50bs9DX",760429 +0,"@annaa_page I asked my dad to watch this documentary that just came out on climate change, and legit turned it into a trump vs hillary thing",730838 +1,"@wisdomforwomen Hey! We have a new board for bouncing ideas on climate change, are you interested? https://t.co/LTVC09rfhf",312681 +2,RT @BBC_Future: How is climate change going to change the way we work? https://t.co/XQjCbWAlbG by @amanda_ruggeri,550262 +0,What are the laws of science relating to global warming? https://t.co/HHxRw5GKDT,817815 +1,RT @WakeUp__America: #ICantRespectAnyoneWho thinks climate change is a hoax,359180 +1,"RT @ClimateReality: As #ParisAgreement enters into force, the world is moving from words to action on climate change: https://t.co/APljUe98…",714648 +1,"RT @wilsonpark: So good for Trump for talking about climate change with Leonardo DiCaprio and Al Gore I guess. But he could talk to, you kn…",15955 +1,RT @AMZ0NE A SciFi author explains why we won't solve global warming. ▶https://t.co/1xGOrTELas https://t.co/UzwtdZ91HX #amreading,88127 +1,Jerry Brown: Respond to climate change now before it's too late - Assine o abaixo-assinado! https://t.co/XGmhQTm3XL via @ChangeGER,533911 +2,RT @ReutersTV: UN secretary general Ban Ki-moon has urged @realDonaldTrump to rethink his climate change stance.…,463058 +2,RT @thehill: Tillerson tells diplomats to avoid answering questions on Trump's climate change policy: report…,577280 +1,RT @DrLauraMeredith: Predicted damage from climate change disproportionally affects southern states (including home sweet AZ) https://t.co/…,416633 +1,USA having a taste of climate change. An omen for trump.,627765 +1,"RT @gmbutts: Water, energy, climate change, conflict. This is the story of the 21st century for too many people. +https://t.co/ktKEt8geiy vi…",990442 +1,"RT @Impeach_D_Trump: Today: +- Obama Gives $500m to a climate change fund & commuted Chelsea Manning's sentence. +- Trump sued for sexually a…",307375 +1,RT @MikeBloomberg: .@LeoDiCaprio's #BeforetheFlood on @NatGeoChannel tonight puts focus on reality of climate change & need for action. htt…,872698 +1,RT @LiamIdell: Yo it's fucking November and we have no snow on the ground. If you think global warming doesn't exist hmu so I can slap some…,786702 +2,"#Climatechange The Guardian Trump treading water over climate change deal, says deputy UN chief The…… https://t.co/PzZC4b2t9N",963654 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,427121 +0,"RT @DailyVotingPoll: Do you think global warming is real? + +Vote then Retweet",625654 +1,RT @Trill_Daughter: Coachella's profits fund anti-lgbt groups and climate change denial strategy groups but have fun! https://t.co/C8vWoIAQ…,445252 +2,RT @GPUKoceans: Bleaching of the #GreatBarrierReef is the 'clearest signal that climate change is happening' says @AlixFVE…,175913 +2,Martins Eke: Governance and the fight against climate change https://t.co/f1t8VK9Mih,353909 +-1,RT @BrentBozell: I heard @AlGore is on @CNN right now. What a combo. Fake news interviews fake climate change propagandist.,40609 +1,"RT @DrCraigEmerson: Until youse people at the ABC point out the positive side of racism, bigotry, sexual assault & climate change denia…",555788 +-1,"RT @CllrBSilvester: 'In particular #PresidentTrump has to stop the job wrecking political scam of climate change' +https://t.co/ntov74m6Uv",320915 +0,@asunanda50 @PrisonPlanet This is a stupid tweet. Earthquakes are almost impossible to predict and have nothing to do with climate change.,891117 +-1,"RT @erinrouxx: 80 degrees in November 😜👌🌴but global warming isn't real, liberals 🙅ðŸ»ðŸ‘ŽðŸ˜¡",604116 +1,RT @dmccaulay: Jamaicans? A great many of the necessary steps to mitigate climate change can only be done by the GOJ https://t.co/VIP37kmh55,18174 +1,"RT @astro_luca: My homeland, Sicily, burning in fires. My putative home, Houston, drowning. Let's not argue about climate change and do som…",838360 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,405919 +1,"Great (<5 min) watch on 1 man's impact on global warming data. +“The Snow Guardian” by @DaysEdge on #Vimeo https://t.co/xOJ8Z3OGUu",883945 +-1,"I'm going to start replacing 'climate change' with 'Chemosh' in all headlines. + +9 times out of 10, I bet it's just… https://t.co/7UR6c2aKTA",527580 +1,"RT @CECHR_UoD: A million bottles a minute +World's plastic binge 'as dangerous as climate change' +https://t.co/nrLNatyFAT…",204137 +1,"Another great contribution from Ray Cusson re. climate change & NL, & beyond: Rome is burning | TheIndependent.ca https://t.co/2C2Z6uRtKC",603383 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,960125 +2,"RT @cctvnews: The landmark Paris Agreement to combat climate change has come into effect, officially becoming international law https://t.c…",460766 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,669562 +1,"RT @RachelBkr: What Frydenberg is saying, in a ridiculous number of words, is that he has no policy to deal with climate change at all. Ev…",459928 +1,"C.E.O. of Exxon, climate change denier Rick Perry for head of Dept. of energy. The madness goes on and on.",727638 +1,"RT @Australianimal: Hey global warming deniers, deny this photographic evidence https://t.co/KTxRZVvGhE",618776 +-1,"I know @algore would not believe it because of his global warming theory but yesterday mid 70*, today snow?!�� https://t.co/7XAvQL9NT9",93409 +-1,RT @SaveLiberty1st: Now the UN & other globalists tell America the AGW climate change hoax is unstoppable. Guess we will see about that. ht…,885122 +1,"Plant a tree or flowers today, it'll add to reducing global warming. It's not small. +#NoSidonLook",520637 +1,Trump admin is engaged in the modern equivalent of book burning-since Jan20 all mention of climate change has been removed from Fed websites,427103 +0,RT @NYsunworks: Need a good source for climate change fact checking? https://t.co/m1ORdYJhC0,281533 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,70117 +2,DDT ban — not global warming — to blame for U.S. mosquito eruption: Study - https://t.co/zYsocsFLOO - @washtimes,825555 +1,RT @cowardchain: How y'all believe in god but not climate change,641991 +2,RT @nytimes: Donald Trump has called climate change a hoax. A Chinese official says it is anything but. https://t.co/N7y35LTyN2,733083 +1,Swedish minister brilliantly trolls Donald Trump with picture of her signing climate change law.. https://t.co/knCkMo7nH2,816724 +1,"RT @BjornLomborg: The Paris agreement will cost a fortune, but do little to reduce global warming. Learn why in my video w/ @prageru https:…",405764 +1,RT @DanRather: The inability of many of our elected officials to take climate change seriously is a scandal of epic proportions. https://t.…,98306 +2,Trump really doesn't want to face these 21 kids on climate change https://t.co/My2UagnBHx,550359 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,96282 +2,RT @ClimateHome: A plant geneticist is reinventing rice for a world transformed by climate change https://t.co/x1vJvT897m @techreview https…,711158 +2,RT @TIME: How climate change affects mental health https://t.co/ywtP15XnSi,202794 +1,"RT @cashleelee: .@KatyPerry's Trump dig: via #UnicefSnowflake, 'I've helped highlight the effects of climate change, which is real.… ",433083 +1,"RT @americanrivers: Lower #CORiver shows what’s at stake when it comes to #climate change, threats posed by Trump Admin policies. https://t…",804889 +0,"Joke: arguing about causes of global warming + +Woke: arguing about causes of racial IQ gap",193791 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,150407 +1,Utilities knew about climate change in 1968 and still battled science ➡️ @AlexCKaufman https://t.co/3hARwjnYdY via @HuffPostPol,982918 +0,@PPact It doesn't surprise me given the same in stance on climate change and science,287832 +-1,@Canard_Chroniq @RT_com actually only small number of scientists agree on climate change https://t.co/GLV7rY3a7i,472159 +2,"RT @BW: Trump wants to downplay global warming, but Louisiana won’t let him https://t.co/FB5uDPzGWr https://t.co/ytmyMEu3eE",154775 +1,RT @JolyonMaugham: The BBC doesn't give time to flat-earthers. Why does it give time to Nigel Lawson and other climate change deniers? http…,408241 +0,"RT @billboard: Eddie Vedder talked about climate change during his #RockHall2017 induction speech, saying 'it's real, it's not fak…",913473 +2,"NASA says space mining can solve climate change, food security and other Earthly issues https://t.co/ndNBTb2yQA #t… https://t.co/NE3BYk90R9",502291 +2,RT @voxdotcom: How climate change boosts hurricanes like #Harvey https://t.co/eTpQh2fFGD,153398 +1,"RT @fredguterl: If Trump does something about global warming, it will have 'tangible benefits' for US businesses @aisneed @sciam https://t.…",794970 +2,Arctic ice melt could trigger uncontrollable climate change at global level | Environment | The Guardian https://t.co/P59CBJHrAw,905687 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,657859 +1,"RT @JamAlexJam: He's bringing in climate change deniers, white nationalists, GOP insiders, Wall Street cronies, pero like give him a chance…",405368 +0,"RT @WinWithoutWar: If you’re watching #FY18NDAA, yes, yes, that is Dick Cheney’s daughter, now a Rep. saying that climate change is not a s…",681979 +2,RT @japantimes: Scientists disprove global warming took a break https://t.co/BwSVv0voYJ https://t.co/4zhOjeS7hq,598172 +1,RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,459434 +1,"RT @theintercept: For those studying climate change, denial and the censoring of the term puts them at war with observable reality. https:/…",658519 +1,RT @LiberalResist: This could be the next big strategy for suing over climate change - The Washington Post https://t.co/nSmKLYoVUc,743789 +1,@CNN That is ludicrous...climate change is one of the most serious threats to our world...no money spent on this is wasted ever!,461788 +2,"RT @thehill: GE CEO vows to ignore Trump, continue to fight climate change: https://t.co/jGLN0SCpNV https://t.co/qXtKZcKcL3",184237 +0,"RT @kurteichenwald: In full page ad in NYT in 2009, @realDonaldTrump called for urgent action on climate change. Which does he believe? htt…",373350 +2,RT @MemoCleaning: Rainfall patterns shift with increasing global warming https://t.co/8cwKX31vMA,566586 +2,Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/pPmlJquefQ,455099 +1,RT @politicalmiller: The Republican Party is the *only* major political party in any developed country that denies science & climate change…,188860 +2,COP22: Africa hit hardest by climate change https://t.co/TuNN2Xeste,936670 +-1,"I pretty much block out the sun when i walk outside, so the global warming that made me obese will also eventually… https://t.co/zf5IIdlrU3",551175 +-1,"RT @StefanMolyneux: Emmanuel Macron's concern for climate change probably stems from his wife, who is old enough to remember the last ice a…",806284 +1,RT @wwf_uk: Crafters! Try out our craft ideas for 3 animals at risk from climate change & share using #MakeClimateMatter…,173018 +1,@EricaFick For global warming to be a worsening trend all over the world is very concerning! How does the Trump administration explain it?,484297 +1,"RT @BernieSanders: The stakes are enormously high. Literally, in terms of climate change, the future of the planet is at stake. https://t.c…",174942 +2,ScienceChannel: Reindeer in the Arctic are dying from extreme weather likely caused by climate change. … https://t.co/RYNxLMnyQv,898190 +2,RT @MotherJones: Obama just took one final step to fight global warming https://t.co/LjIeDf7ZcB https://t.co/k4WsbdauJL,136838 +1,"RT @Yes2Renewables: 1st it was a once in fifty year storm. Now, heatwaves. Using impacts of climate change to attack renewables is dang… ",342821 +1,RT @JohnDPMorgan: Avoiding dangerous climate change demands de-growth strategies from wealthier nations https://t.co/utsBjlhBpC,566501 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",80184 +1,We must push hard against climate change denial: The Capital Times: If Trump silenced all… https://t.co/nww3HRXqFn,189755 +0,Mr Trump has called global warming a Chinese hoax to thwart business. Mrs Clinton… https://t.co/wFwCxBVquS https://t.co/U95IMjrDPj,48542 +2,Carbon-eating bacteria can help in the fight against climate change https://t.co/BqlRWNWsNN,846394 +0,@daniel_bogar @ChefJoeSB @FoxNews The celebrities who are all screaming about this about climate change as well as… https://t.co/Nt41hdy5F8,793264 +0,RT @mrbinnion: Have you considered this third way to look at climate change? https://t.co/Ag3DZI7aru,652637 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,210895 +2,RT @Reuters: U.S. Energy Department balks at Trump request for names on climate change https://t.co/xw2rgV1mRX https://t.co/f7IIw7SBDv,74758 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,90460 +1,RT @loren_legarda: Sharing my article. Pls read: Failing to limit global warming will make dev’t goals unattainable…,718335 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,845089 +1,"RT @1StarFleetCadet: #PollutingPruitt ’s office deluged ... w/angry callers ... he questions global warming ... + +#ClimateChangeIsReal + h…",341725 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,295056 +1,"RT @ParkerKitHill: global warming, trump supporters, north korea, zero gun control, flints water crisis, LGBTQ rights, planned parenth…",177006 +1,RT @ShaunCoffey: Fight climate change by preventing food waste | Stories | WWF https://t.co/xzPTNjYjSU #stopfoodwaste,806808 +1,Leo's climate change documentary is so epic. He's amazing.,467447 +2,"RT @TheDailyShow: Trevor and @POTUS discuss climate change, Russian hacking, race relations and much more. Watch the full interview:… ",520773 +0,#uber number already registered the cost of climate change,638650 +1,"RT @MrDenmore: So Trump's first acts hurt struggling home buyers, kill affordable healthcare & ditch action on climate change. Yeah! Do it…",350253 +2,RT @nowthisnews: Santa’s reindeer are getting smaller and you can thank climate change https://t.co/vpykU4h6ug,115822 +1,"RT @SamSifton: This is just terrifying reporting. @propublica on climate change, flooding and a grim future for Houston. https://t.co/RWE8P…",259267 +2,Rogue Nasa account fights Trump on climate change https://t.co/HZENWdAdEH,178361 +2,RT @sciam: Dozens of military and defense experts advised President-elect Trump that global warming should transcend politics.…,397147 +2,RT @AP: BREAKING: President Donald Trump signs executive order rolling back Obama's efforts to combat climate change.,511883 +1,RT @kferris01: LIAR! THERE IS NOT TREMENDOUS DISAGREEMENT! �� Scott Pruitt denies that carbon dioxide causes global warming https://t.co/jlT…,543697 +1,RT @StephenARhodes: Opinion | Harvey should be the turning point in fighting climate change https://t.co/Z2YEM4u3FO,584007 +0,RT @nonolottie: me when i think about global warming https://t.co/tBk9xl9dmT,647207 +1,"RT @WeLoveRobDyrdek: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worst https:…",530686 +1,"Storing carbon inosoils of crop, grazing & rangelands offers ag's highest potential sourke of climate change mitigation.",502845 +1,RT @JustDaliaAdel: .@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https:/…,105018 +1,"RT @ericgarland: Basically, the power structure (biz, gov'ts, rich folks) is not stupid. They know climate change is real. + +But it threaten…",684862 +0,@MarkRuffalo have you ever met or talked with @jackdangermond about climate change?,811976 +2,RT @CNBCi: Trump's mixed messages on climate change https://t.co/eYBZZspOFS https://t.co/WsCJfxa2PB,171650 +1,RT @SenSanders: The Dakota Access Pipeline would be a huge blow to our fight against climate change. #NoDAPL https://t.co/47m6yUu4m5,907334 +1,"RT @MarcinS: Even if climate change was a “hoax”, why wouldn’t you want to reduce pollution and improve the planet you live on regardless?",403214 +1,"RT @Shugah: They also think President Obama is Muslim, Black Lives Matter are terrorists, & climate change isn't real. https://t.co/a6ov1k5…",652856 +2,RT @sarahkimani: Africa loses about $200B every year to climate change since the 1990s according to UNCDD. #SABCNEWS #IRPFELLOWS,601805 +2,RT @Telegraph: #BREAKING: President Trump has reportedly decided to pull out of the Paris climate change agreement…,316099 +1,"@AndersEigen climate change denier is the term to use. I can ask whether or not you believe card exist. If you deny it, I'll call you",405951 +2,RT @ProfTerryHughes: Fried Nemo – Severe consequences of global warming for anemonefishes and their host sea anemones… https://t.co/Svq0UEY…,300827 +1,@misfitmarceline And thanks to climate change that will become the new normal in a few decades.,830293 +1,RT @THECAROLDANVERS: the only countries with the money to deal with the threat climate change poses are rich and predominantly western coun…,204165 +-1,Lib headlines...we're crashing into da moon..global warming spells doom...ðŸ˜😂😃😄😄😃😂 https://t.co/dm9OHTvm3w,442777 +2,Rex Murphy: Curb your climate change enthusiasm https://t.co/JcvG14NQCp via @fullcomment,94646 +1,"@LeoDiCaprio is a great voice for climate change not bcz he's a household name but bcz he's an everyman, curious and afraid. #BeforetheFlood",937486 +1,RT @c40cities: #Women4Climate Initiative will empower female leaders to take action on climate change. Stay tuned this March for o…,998663 +2,"RT @c40cities: In race to curb climate change, cities outpace governments: https://t.co/QLw6iVOUX1 #Cities4Climate https://t.co/prFZ8jRCFk",825713 +-1,@TwitterMoments Too bad there is no evidence for global warming.,593793 +1,"@EnvironmentalEA help us fight climate change by inviting youths to our #CarbonJam on Nov 19. Spots going fast! +https://t.co/gP3s2KOzIz",728659 +1,@tweetsoutloud Hard to believe a species brilliant enough to accomplish this can behave so ignorantly regarding issues like #climate change.,122964 +2,RT @ajplus: Diplomats at the UN global warming summit are very concerned about Trump's stance on climate change. https://t.co/wZ6VbM60K8,503529 +1,"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",522588 +2,Trump transition team wants names of Energy Dept employees who support climate change https://t.co/ENFWYoLmam,906772 +2,RT @pewglobal: What the world thinks about climate change in 7 charts https://t.co/2Vigt3h4RQ https://t.co/SMwNYcLG8u,836583 +1,RT @willis_cj: So we got climate change.....No cure for Cancer.....Trump as president.....But we makin animals in Ziploc bags. Alr…,487280 +2,Google News: Climate scientists: Coastal Louisiana would suffer if Trump pulled out of climate change agreement… https://t.co/ulZAbTG97w,455267 +1,"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",619610 +1,RT @tveitdal: Act now before entire species r lost to global warming say scientists Elephants curtailed by slow reproductive rate…,983831 +1,RT @Susan_Masten: (2) Acknowledge climate change is anthropogenic & a threat to humankind. Legislate to reduce CO2 and CH4 emissions @EPA @…,679893 +0,25 most popular slogans on global warming https://t.co/7dtHYUZl24 #globalwarming,321676 +1,RT @TedAbram1: 'An Inconvenient Sequel' is what climate change computer predictions must correct. https://t.co/g8gJ8GqAH6 via @IBDeditorials,680957 +2,US govt agency manipulated data to exaggerate climate change – whistleblower https://t.co/IRwAUSXmaU,994487 +2,RT @WorldAndScience: It might be possible to refreeze the ice caps to slow global warming: https://t.co/BOsneJBJQf,848376 +-1,The climate change con https://t.co/iS5QUfYRyQ https://t.co/GcPxllt93u,275430 +2,RT @nature_org: “Most fishermen agree that something’s not right.” Alaska's commercial fishermen talk about signs of climate change…,565174 +-1,"And my job will ALWAYS be above dumbass climate change, which is INEVITABLE!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!",230800 +0,To people worried about global warming: can't spell 'grody chillage' without 'ice age',238105 +2,EPA chief unconvinced on CO2 link to global warming https://t.co/TFrmmZZQJd,518811 +1,RT @AltNatParkSer: Our 'Cultural Resources Climate Change Strategy' outlines approach for managing impacts under modern climate change. htt…,386259 +1,RT @GeorgeAylett: This should not be normalised - climate change is real and humanity needs to take immediate action. https://t.co/hiNT5fWq…,225006 +1,"RT @iansomerhalder: VOTE VOTE VOTE!!!! +;) VOTING for a candidate that believes climate change is a hoax is the… https://t.co/kaLLCio8eo",798704 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,868417 +2,RT @mmfa: Donald Trump's potential White House press secretary lashes out at Pope Francis over climate change activism…,300959 +1,RT @badler: Surprise! Trump wants a coal booster and climate change denier to head the Interior Department. https://t.co/uemNvlactl via @gr…,238278 +-1,RT @chezamission: Here we go...still waffling on abt damn climate change policy BS..it is a f*cking scam full stop!! https://t.co/ZmIVpQb66L,131189 +1,"Corporate America isn't backing Trump on climate +Corporate America is uniting on climate change as a president... https://t.co/MCxIMsCRnB",583728 +2,RT @TIME: A rogue national park is tweeting out climate change facts in defiance of Donald Trump https://t.co/SrfvM5d7Uu,8810 +1,RT @TheCCoalition: #ShowTheLove for all we want to protect from climate change. Watch this stunning film from @rsafilms & please RT 💚 http…,299943 +1,"Fight climate change, burn or flush your sneakers! https://t.co/THIJsmWd2t",123233 +0,The concept of overwhelming climate change was so intense in my urban planning class that we had a 5 min meditation session to calm down,589339 +2,"ChannelNewsAsia: In race to curb climate change, cities outpace governments https://t.co/l7KaR8OYjI",75859 +-1,"RT @KekReddington: I usually don't ask for retweets, but this guy founded the weather channel and says global warming is a complete ho…",740954 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",772230 +2,#SM Rock band Pearl Jam uses Rock And Roll Hall Of Fame induction to address climate change… https://t.co/DLH7HFip5T,712639 +2,"RT @Independent: Trump administration’s censorship of climate change should ‘send chill down your spine’, top scientist warns https://t.co/…",873794 +0,RT @OswaldCabel: @free_speech312 Forget climate change. Unless stopped ecosystems extinction looms. Not just 'Dark Age' but 'Black A…,136482 +1,RT @ClimateDesk: Look at all the climate change deniers vying for jobs in the Trump administration https://t.co/p5F2hRLTX5 https://t.co/z0c…,748490 +2,U.S. Energy Department balks at Trump request for names on climate change https://t.co/gbOUxs9g2t via @Reuters,732024 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,413409 +2,RT @CNNPolitics: Scientists fear the White House will bury a federal report on the effects of climate change https://t.co/EaLewGJLfi https:…,723581 +-1,@FoxNews I'm sure Goodell will blame global warming.,951909 +1,"Storing carbon inqsoils of crop, grazing & rangelands offers ag's highest potential source of climate change mitigafion.",50100 +1,How can we help our environment from the climate change ? #SMSGJos #SocialMediaJos,592582 +1,@veganlean I want to fund raise enough money so I can take a trip around the US documenting how has global warming affected the environment.,867397 +0,Is it really bad that Al Gore met with President-Elect Trump re: climate change? Normal people want bi-partisan solutions.,265106 +2,RT @wkrussell: Children win the legal right to sue the US federal government in Oregon over climate change inaction https://t.co/KPgqgOUo3k,634311 +2,Judge orders Exxon to hand over documents related to climate change for probe into... https://t.co/dt7ezjBu8n by #cnnbrk via @c0nvey,488220 +1,"I will be persistent. We can, in unison with the other victims of climate change, ask for justice. | via… https://t.co/5Gy86ogzCf",319691 +0,"“There is no Wikipedia entry on climate change in Malagasy, the national language of Madagascar” –@cervisarius https://t.co/iqCITujZoj",805936 +2,RT @nypost: EPA head Scott Pruitt said he doesn’t believe carbon dioxide is a main contributor to global warming https://t.co/hhqZnudITp,938162 +0,White House climate change meeting postponed... #D10 https://t.co/I4TJC4yRXD https://t.co/mjQIMXpzFa,621100 +1,RT @WWEDanielBryan: Just watched @LeoDiCaprio's climate change documentary Before the Flood. It's excellent and available for free https://…,6951 +0,"@jw @andersem some posibilities: +- dramatic increase in hate crimes +- Russia’s role in election +- climate change",880237 +1,RT @tom_burke_47: Meeting the world’s need for affordable energy is perhaps the most urgent aspect of our response to climate change https:…,549514 +1,"RT @KamalaHarris: If the White House is going to stand in the way of real progress on climate change, then we have to create progress ourse…",344219 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,494144 +1,RT @lpolgreen: There is a conservative approach to climate change. It's not Bret Stephens'. Great piece by @kate_sheppard https://t.co/ougB…,756099 +1,"#trump removes climate change info from website. I guess the moron thinks if it isn't there, it doesn't exist. So sad, no brain!!!",331928 +1,"@iankatz1000 Because it's not news, it's waffle. Concentrate on the TPP, climate change denying, etc, etc. That's the important shit!",518743 +1,RT @Ross_Greer: More oil is nothing to celebrate if you're anything other than an all-out climate change denier. We can't burn it.,491810 +-1,"RT @sean_spicier: For the 1st time in 8+ years, the US launched air strikes for something other than climate change violations",85467 +1,RT @JamesSurowiecki: What's the ratio of email coverage to coverage of Trump and Clinton's climate change policies? Has to be 1000 to 1. ht…,120062 +1,RT @UNEP: #ParisAgreement shows that the world understands the dangerous threats & impacts of climate change - @ErikSolheim:…,406473 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",645342 +1,RT @sashclements: We have to make climate change a huge priority to @realDonaldTrump. We must keep this issue at the forefront. Climate cha…,301725 +-1,RT @JimBlakemore3: @luisbaram Only deniers are ones saying all climate change is manmade.,326252 +1,RT @mackbchurch: Just a reminder that Donald Trump thinks climate change is a hoax invented by the Chinese,613361 +2,RT @Cary88888888: Role of terrestrial biosphere in counteracting climate change may have been underestimated https://t.co/OHlRGBkJ74 #SUSTA…,745461 +1,.@NSF Sal researches impacts of climate change on carbon storage in the Arctic... check out his blog post to learn… https://t.co/YWq4arDm9B,818721 +2,G20 leaders reaffirm support of Paris climate change agreement without US - CBC.ca https://t.co/rNptZRWvBQ #USA #Breaking #News,263799 +2,RT @nytimes: Too hot to fly? How climate change is taking a toll on air travel: https://t.co/DfjMAC8VSr,620370 +1,The Christian story is echoed in the discussion around climate change and environmental catastrophe https://t.co/gU4nII9qV8,462563 +-1,RT @EcoSenseNow: Putting the pressure on the climate change politicos. https://t.co/nioy47jd3b,882251 +1,He knows climate change is real. He knows he's destabilizing the world. He knows he's hurtling us all towards doom.,198830 +1,"RT @DaveLabTweets: Solar alone employs 260,000, and growing. Coal mining employs 56,000. Stopping climate change = good jobs for our n… ",379149 +0,"RT @Salvesayson: You’re so hot, you must be the cause for global warming. #ALDUBWelcomeHome",122013 +1,"@EPAScottPruitt + +LIAR, 97% of the world's scientists all agree about carbon dioxide causing climate change. STOP LYING save R environment!",966250 +1,RT @Seasaver: If everyone who tweets about halloween tweeted about genuinely terrifying things like climate change & overfishing…,472563 +1,"RT @msbutah: The scary, unimpeachable evidence that climate change is already here https://t.co/mtbQTmeC67",43051 +2,"RT @business: Stopping global warming could make the world $19 trillion richer, report says https://t.co/S6j3zKlPS0 https://t.co/oq07JD9dmd",612497 +2,RT @ChilternWoods: BBC News - Most wood energy schemes are a 'disaster' for climate change https://t.co/REYRVT1Gwf,992063 +1,Being able to let this be 'unrecognizable' to previous generations—because of climate change is dangerous. Join the world's,639931 +1,RT @tristinc1: our president think climate change is a hoax made by the chinese & our vice president thinks being gay is a curable disease.…,536829 +1,Pollution in #China is concerning and climate change is urgent and its affects are happening now #kswglobal https://t.co/HITGwSBXsd,693196 +1,RT @Brooke_Babineau: To everyone who believes that climate change is real...tweet to Pres. Elect. Trump @realDonaldTrump and let your vo…,108866 +0,RT @AndyBengt: Vi ska inte glömma vem som är vice president. Mike Pence anser att homosexualitet är en sjukdom och att 'global warming is a…,857795 +1,Detailed look at the global warming 'hiatus’ again confirms that humans are changing the climate https://t.co/SIzXC0Wadz,486029 +0,Isa siyang malaking kontribusyon sa global warming.. ��,493216 +1,"RT @katiekubat22: It's supposed to be 60° and sunny today in Minnesota in November. But global warming isn't real, right?",698576 +1,"RT @SafetyPinDaily: Three things we just learned about climate change and big storms: Can the lessons of Harvey save us? | Via @salon +https…",745165 +0,RT @commonguy123: @ScienceChannel if you think the mass of the sun is 99.8 of the galaxy then your stupid climate change analysis must be t…,624023 +2,RT @thehill: EPA removes climate change page from website hours ahead of #climatemarch https://t.co/41pVPO3Czx https://t.co/7cHIVxftmU,943209 +2,"RT @CNN: Trump says 'nobody really knows' if climate change is real, despite vast majority of climate scientists saying it i… ",665816 +1,RT @mcnees: Periodic reminder that the incoming administration is politicizing climate change research to justify an eventual a…,260871 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,84431 +2,RT @nowthisnews: A climate change study had to be canceled due to the impacts of climate change https://t.co/ZgKrDWxFuH,611769 +1,RT @ZaibatsuNews: Trump’s pick to lead the EPA is a climate change denier (who’s suing the EPA) https://t.co/QE1Y1Vkgsd #p2 #ctl https://t.…,350389 +-1,RT @larryelder: Just WHAT do these anti/Trump protesters think he'll do--a St Valentine's Day Massacre on climate change alarmists? CALM DO…,431585 +1,RT @SoilAssociation: Could agroforestry be our secret weapon in the fight against climate change? #Agroforestry #Agroforestry2017 https://t…,918340 +1,"Donald Trump thinks climate change is a hoax... + +...sigh.",580745 +2,China to Trump: We didn't make up global warming: China is reminding the president-elect of… https://t.co/1RSAqKvqEg,689178 +1,Republicans held a fake inquiry on climate change to attack the only credible scientist in the room - The Verge https://t.co/03szjHo5n2,281901 +0,He has six publications on climate change @puanconference #ClimateCounts #COP22 @PakUSAlumni @usembislamabad,359901 +0,"@postandcourier @AP For their NEXT trick, they'll pass a law against rising sea levels caused by global warming!",404966 +0,"The Co-Founder of The Weather Channel is a climate change opponent. + #GMB",800164 +1,"RT @Sustainable2050: No, no, no: A 66% chance of keeping global warming below 2°C is *not* in line with Paris Agreement's 'Well below 2°…",650372 +-1,"@JohnKerry Your a fake, a fraud. Just like man-made climate change. Top ex NOAA scientist has revealed he skewed wa… https://t.co/vsiXmEHwcM",428490 +1,@slomustang1219 Seriously! If people think that climate change isn't happening.....We have created our on extinctio… https://t.co/MwPM51gNTp,847118 +2,RT @RobGeog: The 10 species most at risk from climate change https://t.co/k1WN6CDi3n,198264 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,102166 +1,RT @KristenMarble: #GroundhogDay because taking weather predictions frm a rodent is far superior 2 actual scientific data on climate change…,10766 +0,@MarissaL_Horn literally 'climate change',574176 +-1,RT @TheRebelTV: Liberals tell companies: Disclose “climate change risks” or else @ezralevant (w/ @JackPosobiec)…,737860 +1,how are people voting for someone who thinks global warming was a theory created by the chinese,866751 +1,RT @MotherJones: Here’s the real reason Republicans don’t give a damn about climate change https://t.co/1o1MONgb9I,383108 +0,RT @aparnapkin: I guess my new retirement plan is Trump slashing climate change research funding,859249 +1,RT @theCCCuk: New ASC report explains why stronger #UKClimateAction needed to prepare the country for climate change…,575393 +2,RT @coopah: Stephen Colbert skewers EPA chief Scott Pruitt's climate change theory https://t.co/cbmNrSFvBa via @HuffPostComedy,641721 +0,@seanhannity im telling u obama is behind it cuz global warming issues. 2 in matter of weeks. We've never had this… https://t.co/loQptynqGT,802483 +0,"RT @AmandaOstwald: I mean, wouldn't nuclear winter reverse or delay climate change? Silver lining.",269040 +1,Donald Trump will destroy the environment if he follows through on climate change rhetoric #science… https://t.co/IOjMT46tej,5693 +1,Carl!' // Yes // 'Do we Catch-Up to climate-change and global warming with greener renewable energy?' // respect'lly not looking good : (,466205 +2,President Trump's rollback of environmental protections leaves China poised to lead fight against climate change… https://t.co/fOg11MxjtW …,813150 +1,"RT @ProgressOutlook: A climate change denier will head the EPA. Science, facts, and critical thinking are under assault.",523938 +1,Can #Oakville say it is truly serious about climate change/active transportation with no safe bike routes to Oakville Go? @CycleOakville,545024 +2,RT @Kelt_Bio: Trump can’t stop corporate America from fighting climate change: https://t.co/aBfEOTjCtM via @slate,268376 +1,RT @GuardianSustBiz: Don't investors have the right to know the risks that climate change may pose to the businesses they invest in? https:…,169410 +1,"If y'all watched Leo Dicaprio's movie 'Before The Flood' like I did, you'd remember that he still thinks climate change isn't real.",533245 +1,"RT @EricBoehlert: reminder: network evening newscasts this yr spent 125 mins on Clinton emails, 0 mins on climate change;…",123551 +-1,"Daily #chemtrails in San Francisco, I wonder how that adds to fighting climate change? https://t.co/cc0oU2ikW8",214549 +2,China could take leadership role in Paris climate change deal if Trump pulls U.S. out via /r/worldnews https://t.co/mj2qawGxLz,862187 +1,@MathiasCormann @Bolt_RSS Not a fan of the Fan. Maybe bury your head in the sand along with the other climate change sceptics,193585 +2,RT @OfficialJoelF: Leonardo DiCaprio joined climate change protesters in Washington DC today https://t.co/5FWpNyajJQ,415525 +2,"#inspired 8 kids take Washington state to court for not protecting them from climate change. #kickass +https://t.co/yOJKj83BhB",528369 +1,RT @savbrock: It's almost 90 degrees outside on Halloween and some of y'all are still denying the legitimacy of global warming 🤔,638734 +1,"RT @mims: About climate change: +1. Warming we're experiencing now is due to CO2 emitted in late 1970s +2. Natural sinks are sa…",720594 +1,RT @RisingSign: @mysera26 Anti-science people take everyone down including themselves. We will all suffer with climate change without actio…,950409 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,585489 +1,"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",881976 +1,Maybe Democratic nations need to start making it a crime to deny climate change and issuing warrants for the... https://t.co/55qcCEIiTG,3299 +1,"RT @AstroKatie: Yes, we have in a sense reached 'point of no return' on climate change. Doesn't mean stop working against it. There are deg…",41580 +1,My city of 2 million people is currently without water because our glacier is completely gone and you have the nerve to doubt climate change,53861 +2,Emergency campaign launched to convince Trump climate change is real. Failure risks 'planetary disaster' https://t.co/sRo1MdkAan,737376 +2,RT @riley_trent: Donald Trump was against climate change before he was for it https://t.co/l1EYPSSTIv,208786 +2,RT @ClimateCentral: Every Trump cabinet nominee's position on climate change → https://t.co/YpE3wESQfO https://t.co/rp5hSebG3S,991557 +1,RT @WWF: Forests trap carbon as they grow. Sustainably managed forests are the frontline against climate change.…,494830 +0,"RT @kikopangilinan: Problema nating lahat ang climate change, pero ang pinaka kawawa ay ang ating magsasaka’t mangingisda -- kung hindi…",445362 +-1,"RT @SteveSGoddard: Climate alarmists believe in global warming, because they believe that other people believe in global warming. +The intel…",155133 +2,"RT @resilientPGH: Pittsburgh confronts a variety of extreme weather, and studies suggest that risk will grow with climate change.…",777512 +1,"RT @DonCheadle: Thanks to global warming, Antarctica is starting to turn green - The Washington Post https://t.co/qLvJJkElwJ",848487 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,649492 +1,@YahooNews Why not spend your money on climate change?,58454 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,629264 +0,"Oh no, Bad climate change. I only voted for Good climate change.",861941 +1,"RT @qzindia: With Trump as president, China—China!—will be the world’s biggest champion of fighting climate change…",793167 +-1,RT @MrMediaUK: Sugar tax and climate change. Both brought about to generate income by deceit!,219903 +0,RT @pablorodas: #CLIMATE #p2 RT These experts say we have until 2020 to get climate change under control. And they’re……,337913 +1,"RT @ClimateCentral: Algae outbreaks are caused by water pollution, mostly from farms, and climate change will bring more of it…",278463 +1,"RT @TheDailyEdge: Well done if you voted Green. You helped elect a President who doesn't believe in climate change, loves coal and wants to…",137581 +-1,global warming' https://t.co/aGiOvGWVXt,202018 +2,RT @BillMoyersHQ: .@toddgitlin: Fox accepts climate change data from scientist who has never done climate change research https://t.co/jScw…,513616 +1,RT @NRDC: Tell Trump not to threaten our wildlife and wild places or reverse our progress in fighting climate change:…,485121 +0,RT @haleemaaabbasi: yeah because all the boys come on twitter to talk about global warming and climate change https://t.co/UGvZSpJO6S,160200 +0,@CNN Good. Less babies and more food. Adopt these lil Asian babies so you can do something good in your miserable global warming ass life,470100 +1,RT @Living4Earth: rump has replaced White House climate change page with a pledge to drill lots of oil https://t.co/LkYDvRAHuf #TheResistan…,72992 +2,RT @williamjordann: Fox News Poll finds 60% now concerned about climate change (29% 'very'). Tops 'illegal immigration' for the first t…,289320 +1,"RT @GoodMoneyGirl: So climate change is a material financial risk to all of us, especially millennials - @goodmoneyweek @storify https://t.…",20378 +1,RT @PlanettechConf: It's a fact: climate change made Hurricane Harvey more deadly | Michael E Mann https://t.co/wLzvjfSCtX,189480 +2,"Ethiopia, Mozambique and Ghana: Crude efects of climate change https://t.co/QbghV99IGK",693927 +1,"@Laroquod i mean unemployment, income inequlaity, climate change, etc, IN GENERAL. I find those more important than trigger-happy online ppl",5322 +1,Isn't it amazing how people actually think that climate change is fake. I guess the overwhelming evidence just isn't good enough for people,865182 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,34784 +-1,https://t.co/vKOwUWU1TM. Here is another global warming hoax movie.,394640 +1,"@grm_chikn �� you mean when +they have to admit +climate change is real +to the world ?",709256 +0,"RT @Cinephilliacy: Teacher: Explain climate change? Ms. Dion + +Celine Dion: There wer nights when the wind was so cold. There wer days when…",250280 +1,RT @fawfulfan: That's reassuring in a White House where the President thinks vaccines cause autism and global warming is a Chinese…,964674 +1,RT @Stormsaver: 4 reasons not to completely despair about climate change in 2017 #climatechange #fossilfuels #zeroemissions…,229482 +2,"RT @EcoInternet3: #Trump to undo Obama plan to curb global warming, EPA chief says: Boston Globe https://t.co/YCNlh9RZhm #climate #environm…",715680 +1,#ScienceWillTellYou that global warming is very real and is happening right now...,192723 +0,RT @yashar8373: همین الان global warming از gojira رو گوش دادم و روحم به پرواز در اومد. فی‌الواقع عروج کردم.,605455 +1,"RT @JeanetteJing: DNC Chair candidate @keithellison says 'we must confront climate change together,' but endorses a gas station billi… ",547965 +0,RT @elakdawalla: How many nuclear weapons would be required to destroy major population centers in order to pause global warming asking for…,723700 +1,RT @NatGeo: We want to see how you fight climate change in your everyday life. Join us. #MyClimateAction https://t.co/ZhLGJpx9Hv,990483 +2,RT @NewYorker: A witness to Iran’s intensifying struggle with climate change: https://t.co/7SGA8nGVS8 https://t.co/8ggdikdNPF,369488 +1,21 kids ages 9 to 20 are suing the Trump admin for failing to prevent climate change https://t.co/BcJJ8dNVhu #climate #Science #resist,798469 +1,RT @FrankTheDoorman: 97% of scientists believe climate change is man-made and causes rising sea levels of oceans. The other 3% believe Fra…,750279 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,219052 +0,"@Aubs89 So interesting that now Bernie & Co are cool w/ a Dem who is pro-gun, doesn't mention climate change on his… https://t.co/s4FHiRbUDm",844370 +1,RT @JordanChariton: And this is the kind of he said/she said journalism that keeps the masses dumb on climate change #ParisAgreement https:…,770127 +2,China seeks Trump's cooperation in implementing climate change treaty: China says it is committed to the treaty but… https://t.co/VN32DjENEv,250147 +1,"RT @CECHR_UoD: Morocco plants millions of trees along roads to fight climate change +https://t.co/vpFodFyc0k CC @Brillianto_biz… ",332820 +2,"Reuters: South, southeast face Europe's most adverse climate change impact: agency… https://t.co/zbWdwWUYoE",151980 +2,"RT @emmafmerchant: how climate change helps spread disease, like Lyme https://t.co/kg99JX2XPm via @voxdotcom",413678 +1,22% of the Great Barrier Reef died in 2016...... and Rex Tillerson still says climate change isn't an immediate threat.,233206 +1,"RT @Planetary_Sec: We have money to fight #climate change. It’s just that we’re spending it on #defense + +https://t.co/FBvVqUXgPm https://t.…",650830 +2,California taps climate change attorney to be acting legal chief https://t.co/imLQLNyoB1,552506 +-1,"... @THErealDVORAK And man-made global warming will never warm the moon, sun, and stars. End times are controlled by God - not by carbon",793272 +1,"RT @SarcasticRover: Carbon is a major driver of global warming, and it will cost you ALL MONEY in the long run. Whether you believe or not.…",47833 +-1,RT @21logician: the regressive left doesn't want you to hear the important conversations about climate change with the guy from ancient ali…,557434 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,650837 +1,RT @savethearctic: These young people taking the US to court on climate change are heroically brave https://t.co/kcTcbc8W4r @OCTorg https:/…,606791 +1,RT @LOLGOP: Think about this. The president of the United States is more concerned about the feeling of Neo-Nazis than climate change.,488899 +0,"@SharonFJones So much for all this global warming nonsense, huh?",341368 +1,Like Egypt; climate change may have ended the Mayan civilization entirely. Funny how history is about to repeat. https://t.co/TOmcyu5bvh,490711 +1,Ugh waking up n seeing shit bout climate change makes me wanna cry,951847 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,931721 +1,RT @ajplus: Is this deal to fight climate change too late? 😕 https://t.co/e76UJNCYN8,679691 +2,"What Marrakesh achieved, what’s ahead in climate change fight now https://t.co/UhKRtF4P2R via @IndianExpress",376001 +0,causes and effects of global warming Academic Essay https://t.co/IVFvsZsDNk #essayhelp #dissertation,527282 +1,Opinion | Another deadly consequence of climate change: The spread of dangerous diseases https://t.co/uvkFm2rMP6,306587 +1,@Una_May_Barker @webster_neal @LKrauss1 people dont accept the fact of global warming because they are uninformed/biased,136397 +2,"RT @minamaya13: In #Greenland, a once doubtful scientist witnesses climate change's troubling toll https://t.co/K0QCWbevCb article dated De…",605020 +1,"RT @BadAstronomer: Hey folks, never fear! @LamarSmithTX21 is here to tell you that global warming is just AWESOME. #Denier…",659575 +1,"RT @LeoDiCaprio: Want to stop climate change, @UWM? See #BeforeTheFlood at your University #BeforeYouVote. +https://t.co/ubMubJMbkv",738599 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,516869 +2,RT @tveitdal: Study:Climate Change Has Already Harmed Almost Half of All Mammals Effect of climate change wildly underestimated…,511761 +1,@Indy_Nic_Johns @sweetatertot2 Republican response to climate change: 'Obama HACKED MY MICROWAVE!!!',281105 +2,The biggest doctors' groups in America have joined the climate change fight https://t.co/HTK05bSQnS via @nbcnews,30757 +1,RT @iansomerhalder: Worried a presidential candidate thinks climate change is a hoax? You should #ProbablyVote @paulwesley…,99961 +1,@1a @tomkarako This would be a great day to talk about climate change and the Paris agreement. a large amount of pe… https://t.co/wQDkPqIzqZ,667570 +1,"#NastyWoman #ImWithHer #Vote2016 #ImVotingBecause women's rights are human rights, climate change is real https://t.co/Ux5fakKrVf",754005 +0,Another day tomorrow just talk about it . Paris climate change agreement. Ronald McDonald sucks and Hillary isn't an activist just a stupid,555618 +1,Lol @ people claim that we don't have to worry about climate change because we won't see the impact in this generat… https://t.co/5Zxhta0uL0,809440 +1,American Airlines can't fly planes because it's too hot while Perry denies humans are the cause for climate change. https://t.co/U8UzuwiOhg,464009 +1,RT @darionavarro111: Sea ice melting away as Trump appoints infamous climate change denier and all-purpose incompetent Scott Pruitt head…,46054 +1,"RT @PolarBears: 'It's too late to do anything about climate change, right?' Wrong! Here's what you can do: https://t.co/AMTidQPp3U… ",409407 +2,"World food supplies at risk as climate change threatens international trade, warn experts https://t.co/VdUSvaNkLk",629461 +1,@CBSNews he is being investigated whether exon deceived investors &public by hiding what it knew @ link b/w fossil fuels & climate change,33761 +2,Trump's wrong Ivanka Twitter mistake earns lesson in climate change https://t.co/uWdSevZcYs,892713 +-1,RT @Bryan700: A New report about Antarctica is horrible news for the global warming alarmists.,15639 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",442905 +1,@DarrellIssa @ryans_recycling I bet he believes in climate change too! Perhaps you could learn from him and make him one of your advisors!,120078 +0,"NEWS PAPER HEADLINE: + +Chicago Cubs being celebrated as heroes after reversing climate change by making hell freeze over.",163949 +2,RT @thehill: Rick Perry: Carbon dioxide is not primary driver of climate change https://t.co/dxFLgbFsMu https://t.co/DZ53ss7aDf,148964 +2,Kerry says he'll continue with anti-global warming efforts https://t.co/FyfHTz9UOQ,309024 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,339725 +1,RT @annaYesi: #TogetherWeCan spread the love and educate the people that climate change is not a hoax. @GlblCtzn,31852 +2,RT @Adel__Almalki: #News by #almalki : California unveils sweeping plan to combat climate change https://t.co/BHCr1xXsZq,460884 +1,#Rigged #Election2016 #SNOBS #Debate #StrongerTogether climate change is directly related to global terrorism https://t.co/6SoXS3kdim,18843 +1,"RT @guardianeco: Facts matter, and on climate change, Trump's picks get them wrong | Dana Nuccitelli https://t.co/pYECmayyag",318148 +0,"RT @HarvestPM: We spoke with new Ag Secretary Sonny Perdue. Here's what he said on climate change, immigration + more:…",600894 +0,"Daily Briefing | Rex Tillerson took a different tone on climate change when the cameras were off, & more… https://t.co/bvhkylHoeJ",688130 +1,"@PCairnsPhoto: my article on primate conservation, climate change, and Trump... + +https://t.co/FrB6oWOV4z",746424 +1,RT @nowthisnews: Trump's EPA chief is so backwards on climate change even *Fox News* is grilling him https://t.co/tMecO22PkU,771714 +2,"Trump is quite right to dump the Paris agreement on climate change and so should we, says Dominic Lawson. (£) https://t.co/BtcJG52GnU",429496 +1,"RT @hayleyyjay: This is one of the first cities that scientists predicted would be wiped off from global warming. + +Over 15 years a…",757425 +2,"France, UN tell Trump action on climate change unstoppable - Reuters https://t.co/YEVaX2uqZO",307817 +-1,RT @JillianPizana: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,266580 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,322007 +2,RT @nowthisnews: Bernie Sanders wants to talk about climate change and income inequality – not 2020 aspirations https://t.co/rASODRTr3T,977970 +1,@realDonaldTrump I have witnessed 51 years of climate change. Now it's accelerating. #gooutside #KeepParis #protectourwinters,465930 +1,"RT @TheDailyEdge: Well done if you voted Green. You helped elect a President who doesn't believe in climate change, loves coal and wants to…",532586 +1,RT @BBAnimals: The effects of global warming https://t.co/twFnLF4XNw,52213 +2,Pakistan ratifies Paris climate change accord at UN ceremony https://t.co/YryFNXXErm,276652 +1,RT @foe_us: .@exxonmobil has been misleading the public for decades about climate change. CA @AGBecerra must investigate them.…,487570 +1,RT @LosFelizDaycare: The Coca Cola Polar Bear is a blatant promotion of climate change denial and heteronormative parenting.,276506 +1,No such thing as climate change? How stupid do you think we really are? https://t.co/03O4iTdVni,44438 +-1,"RT @MissLizzyNJ: If climate change caused this blizzard in March, then please explain what caused the blizzard that occurred in April of 18…",38004 +1,And they (most of the GOP) say global warming doesn't exist .bullshit. Every year in Ohio the seasons aren't much of a season,538980 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,567368 +0,RT @GlenLeLievre: The climate change mannequin challenge. @crikey_news 6/12/16. © Glen Le Lievre. https://t.co/3qRTXNUHoF https://t.co/Qa4m…,531580 +1,"RT @joshfoxfilm: 'We are turning the oceans hot, sour and breathless'. (Because of climate change) @billmckibben",510231 +2,"Nikki Haley: 'We don't need India, and France, and China' telling U.S. what to do on climate change https://t.co/6XIyfPkpSh",450075 +2,RT @TheEconomist: What Japan’s cherry trees have to say about climate change https://t.co/MErIIHH3sY https://t.co/woTAPHeHud,631063 +1,So much backtracking....now climate change could have a human element https://t.co/3p6NEqWuYW https://t.co/XDUYM5wJZO,951759 +1,RT @juliastkbck: Persistent physical growth cannot end poverty or combat climate change #MassSust #LTG @BrooksKaiser @clara_de_dk @janne_bo…,330245 +1,RT @madilooni97: Okay first of all we all created climate change and we could all try to fix it,869096 +1,"RT @kingsthings: If you don't believe in global warming, you don't believe in science and if you don't believe in science, how are you here…",714597 +2,"RT @cnni: Future climate change events could lead to premature deaths, experts said during an Atlanta climate meeting… ",204650 +2,Prince Charles co-authors Ladybird climate change book https://t.co/eLwc9d884U,790727 +1,RT @nytimes: Air conditioning created a demand. Then it contributed to climate change. Which made us want air conditioners more. https://t.…,163505 +0,"MOCK-FEST: This climate change poster offers most ABSURD reasoning ever and it's hilarious +https://t.co/iySVohq6qh",405003 +-1,carbon taxes = muchos more money to spread to left wing cronies = zero global warming solution https://t.co/CJlcF61ibB,786973 +0,"Number one, I fully understand why her right now, we need global warming! I’ve said if Ivanka weren’t my words.",462302 +1,"RT @LeeCamp: Now that Trump is gutting what little climate change regs we had, media is actng like they care. Theyve hardly coverd climate…",704893 +1,"I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood +https://t.co/6jyENR8coR",181793 +1,Can't decide which is more horrifying: the sexist abuse thrown at @WeatherKait or the number of people who think climate change is a hoax.,91523 +2,More GOP lawmakers bucking their party on climate change https://t.co/55zcDuyVLG,154596 +2,"RT @cnni: Deadly heat waves are going to be a much bigger problem in the coming decades due to climate change, researchers sa…",598412 +1,"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",500400 +1,RT @sierraclub: Watch @LeoDiCaprio’s riveting new climate change documentary ‘Before The Flood’ for free this week https://t.co/mA35uUaL1P…,975552 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,27156 +-1,@thehill what the fuck is the CDC doing hosting a fucking climate change conference! More wasted fucking tax dollars!,894090 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,814282 +0,"RT @karma1244: Anti-Trump actor fights global warming, but won’t give up 14 homes and private jet https://t.co/A07ffYg241",630484 +2,"In the issue he guest edited for WIRED, Obama called climate change one of the great... https://t.co/rlVSFEsT2z by #WIRED via @c0nvey",944318 +1,First day of November and the high was 88 degrees. Good thing climate change isn't real.,965028 +1,@RepComstock @NSF @HouseScience We'll be teaching creationism in schools! Our heads in the sand with climate change! We're a leader alright.,527278 +2,#BreakingNews CHINA CLIMATE CHANGE - China promises to keep up fight against climate change https://t.co/9h3PTOgqPR,872051 +2,Is there a link between climate change and diabetes?,542550 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",253124 +1,@EmmanuelMacron @Always_a_Yes It is good to see so much common ground between France and Scotland regarding climate change,140121 +1,RT @MitchkaSaberi: everyone turn on your TVs to Nat Geo and watch @LeoDiCaprio's Before the Flood!! climate change is such an important iss…,798214 +1,"China criticizes Trump's plan to exit climate change pact... CHINA!! Dude?! +https://t.co/FwO9Nq6IB4 @TheDailyEdge",387245 +0,Bad storms turn every flood-tossed Briton into an overnight expert on global warming #business #startup #success #motivation,446483 +2,Obama administration gives $500m to UN climate change fund: The payment to the UN Green Climate Fund was announced… https://t.co/JW51JjGMd6,896510 +0,RT @knoctua: ทีนี้ ประเด็นคือ พวกสนธิสัญญาหรือความตกลงในเรื่อง climate change มักจะให้เลิกใช้สารทำความเย็นหลายตัว (ขอนุญาตไม่ยกชื่อสารเพราะ…,424446 +1,RT @rajnathsingh: Shared my thoughts at World Conference on Environment in New Delhi and highlighted issues like climate change: https://t.…,663288 +0,new pitbull single called climate change ��,475643 +1,RT @Whythedelay_: We're all going to die this global warming is serious,521824 +-1,RT @SteveSGoddard: More brutal global warming in Colorado today https://t.co/9NRri5CX3M,692225 +1,... but to the scientifically illiterate (i.e. most people) this just reads as 'this is not related to climate change'. 2/2,183150 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,616151 +0,"@shannoncoulter As world leaders fly private jets, limos to talk about climate change... Tell me what verifiable be… https://t.co/xN9K9pz6lU",858808 +2,RT @edie: 'The scales have tipped': Majority of investors taking action on climate change - https://t.co/lwWjXSF4i9 https://t.co/KbGYA3kfpK,911675 +1,RT @Khanoisseur: Trying not to think about climate change...�� several degrees above San Francisco average April temp https://t.co/OBBnp6S4pC,929483 +2,Anger over 'untrue' climate change claims - https://t.co/Txhl8i8hmy,296896 +-1,"RT @NotJoshEarnest: Obviously Istanbul is expecting some wicked climate change soon +https://t.co/kSE3eIV7jq",284915 +-1,"@HouseScience I don't believe global warming/cooling can be affected by man, but SCIENCE is never vile, lying #antisemitic @BreitbartNews",985422 +1,RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,636545 +1,RT @UbahinaUber: This young man just said 'global warming will be the death of the world' in sign language....free this activist https://t.…,429312 +2,Hopes of mild climate change dashed by new research https://t.co/LwpEZeCOcv,640717 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,633750 +0,My contribution to mankind is probably global warming from all my farts https://t.co/xfmjuYXOJ0,897823 +2,RT @sierraclub: Trump could face the ‘biggest trial of the century’ — over climate change https://t.co/AzPqnwDsHO @chelseaeharvey @postgreen,416579 +2,"RT @The_GA: The 3 minute story of 800,000 years of climate change via +@ConversationUS - really great video! +https://t.co/oa241AQPXa #geogr…",519389 +1,"Man-made global warming, same as anthropogenic 'AGW'. >170 characters but factual despite GOPers denying. https://t.co/vcT8trNQ9J",475725 +2,Watch: Bernie Sanders grills Trump's EPA pick on climate change https://t.co/hBwr9uj34i via @AskAdella https://t.co/IPlo65GOVr,898641 +1,@princessleah94 seeing as global warming will AND is causing resource wars. Yes. It is. Because there won't be 'jobs left'....lol smh,854840 +1,RT @KalelKitten: the #1 reason not to vote for trump... 'this climate change deal is bad for business'...but critical to saving the…,669870 +1,RT @HuffPostGreen: Polar bears doomed unless we humans curb climate change https://t.co/uknz9ddeel,865549 +2,"RT @The_News_DIVA: Record-breaking climate events all over the world are being shaped by global warming, scient...…",956320 +0,"RT @kurteichenwald: In full page ad in NYT in 2009, @realDonaldTrump called for urgent action on climate change. Which does he believe? htt…",536563 +1,RT @RichardDawkins: President Trump may destroy America but maybe we can stop him destroying the world. Sign the climate change petition ht…,450644 +0,Al fresco breakfast in April in #Rhyl.. Thank fuck for global warming ☀,177682 +1,"RT @ReclaimAnglesea: On climate change policy, neither time nor Trump are on Turnbull's side (Coal & #ClimateAction incompatible #auspol) h…",612026 +0,"@GaryWolfman aliens, terrorism, celebrity splits, earthquakes, climate change, recession, etc;",9844 +2,Seventh-grader paints dark future for himself because of climate change https://t.co/1MqROXkbVP #orleg #LiveOnK2 https://t.co/VBDZlCWUEG,834558 +2,"RT @PolitiFact: In 2009, Trump signed a letter supporting Obama's actions to curb climate change. https://t.co/NA1EIERd3Z https://t.co/jCZT…",734489 +1,Which companies are blocking #climate change progress? https://t.co/nPTAyH1nvu https://t.co/kHAP9VHPLY,703338 +0,RT @chriskkenny: Where is your evidence that higher energy costs in Australia will negate climate change? #seriously https://t.co/Ha1uC7sxtA,937869 +1,"RT @mdrache: Yeah, it's climate change, not idiotic forest management. https://t.co/T41lkM6pIW",52751 +1,"RT: @nytimes :In the Netherlands, climate change is not a hypothetical or a drag on the economy. It’s an opportunity. https://t.co/bv6L9tkf2",463434 +1,RT @AstroKatie: Honestly climate change scares the heck out of me and it makes me so sad to see what we're losing because of it.,953445 +1,RT @kurteichenwald: Conservs can keep pretending climate change is a hoax but other countries arent gonna be putting up with it anymore. ht…,371076 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",970322 +2,US climate change officials refuse to answer 74 questions from Donald Trump's transition team… https://t.co/ShkmVyPFdB,297427 +0,Kate Mackenzie @kmac from @climateinstitut speaks about the affects of climate change 'Australia's avg temp has ris… https://t.co/XlJSuGboMn,372093 +0,RT @4chansbest: /sci/entist solves climate change https://t.co/HaHCVvLMgN,628244 +1,RT @ArleneHache: ENCORE: Arctic researcher shares 50 years of watching climate change happen https://t.co/UjtAhY0xHb,93903 +1,RT @climatehawk1: How you can help your city fight #climate change - @patrickcsisson @Curbed https://t.co/msW8OXRDJ0 #ActOnClimate…,314545 +1,RT @MikeBloomberg: Washington won't have the last word on climate change. https://t.co/LXNnj71n1j,831898 +2,"#news West Coast states to fight climate change even if Trump does not: CORONADO, Calif. (Reuters) - The governors… https://t.co/Gz8r4tlBYI",744661 +2,RT @thehill: EPA watchdog investigating whether Pruitt's claims on CO2's role in climate change violate policy…,358604 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",980732 +2,BBC: New mercury threat to oceans from climate change - https://t.co/cUyd7dDTfh https://t.co/3fhQDPRjRT,542453 +2,NATIONAL: A look at details of framework agreement on climate change https://t.co/xDGSODCsIN https://t.co/bkZami4C8q,560148 +1,"RT @SunnyLeone: This #WorldEnvironmentDay let’s fight climate change with diet change. Go vegetarian +@PetaIndia:…",213317 +1,RT @frankiecolaross: I could throw up thinking about idiots that don't think global warming is real,92426 +1,"RT @Sustainable2050: Part of heat from global warming is absorbed by oceans. It contributes to sea level rise in 2 ways: +1) directly, th…",194383 +0,The complex world of climate change governance: new actors; new arrangements OUPblog https://t.co/WmRHJr2ikI,667397 +0,RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,229946 +1,"RT @tyleroakley: we spent the day discussing sexual assault, equality, education, climate change & so much more. i pledge to use my platfor…",860260 +2,RT @thehill: Top environmental group calls for investigation of EPA head over climate change denial https://t.co/KkLtRpR4Os https://t.co/Be…,449839 +0,LOL @ the troll who told me that we all should have been arrested for littering yesterday. Guess they care about global warming now?,38459 +1,"RT @NextCityOrg: In Eastwick, the city will have to navigate community engagement, competing plans and climate change. https://t.co/RiXJocD…",514444 +2,"Pentagon video about the future of cities predicts inequality, climate change, scarcity, crumbling infrastructure: https://t.co/A6DsoGKbXD",801251 +-1,"RT @don_holleran: Tree-huggin' hippie! Man walking BAREFOOT across America to protest climate change, 'save the earth'… ",490176 +1,RT @goingglocal: Denying the US's essential role in responding to climate change is another example of disregarding human life in favour of…,681333 +0,@SamDoesPolitics global warming hits you fast,365712 +2,"RT @robintransition: Global green movement prepares to fight Trump on climate change + +https://t.co/1be4qfh3Ut",81190 +0,"The Chicago Cubs won the World Series, but global warming is still happening, so",700618 +1,"When he hates the Trump administration, believes in equal rights, and is outraged by global warming https://t.co/LrqN9X3VAa",204115 +-1,"RT @theblaze: GOP, climate alarmists pushing costly global warming plan. Is Trump listening? https://t.co/AKLka49o7P https://t.co/MmWArAWhjB",362646 +0,"RT @sofaking6: @KHOUBlake11 @Fahrenthold @FoxNews @CNN @weatherchannel @GaughanSurfing Just keep repeating, 'climate change is a l…",640775 +1,RT @happyjulieis: How is climate change left or right wing? Science is science and facts are facts #qanda,952645 +-1,@DineshDSouza Cause global cooling I mean global warming I mean climate change is more important then muslim terrorist,815332 +1,RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,39815 +0,"@KCr0p55 @Denlesks @LilLinds8 @KCROP66 @jimrome kirstie alley, global warming, got nothing on your Kyle",987573 +1,@realDonaldTrump you need to believe in climate change! Do it and you have my vote. If not it's going to @HillaryClinton,234795 +1,@realDonaldTrump no climate change? The US is a powerful corporation?( not a country ) ? Let the corporations free to pollute more? Oh boy,595282 +1,#Setting4Success A climate change skeptic is leading Trump's EPA transition — but these charts prove that climate change is very real #News…,198577 +1,RT @LeviEpic: 'Only 44% of Canadians believe that climate change is caused mostly by humans.'? �� WHAT,669552 +-1,"RT @SteveSGoddard: - @NASA has tripled global warming since the year 2000, during a time when satellites show no temperature increase.…",748210 +2,"Tanzania needs Sh132tr to fight climate change + +Tanzania needs $60 billion (Sh132 trillion) for mitigation of... https://t.co/zkob788xjA",887230 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/VFXDTRZOdU,230001 +1,"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",890635 +2,Satellites help scientists see forests for the trees amid climate change - https://t.co/5BO6g7n50p https://t.co/VxlncRmFMf,59767 +1,How plants helped 'buy us time' with climate change https://t.co/WiXlIG6LZP via @HuffPostGreen,273353 +0,RT @ClimateCentral: This is how climate change economics has grown and shifted since the seminal Stern Review was published…,216339 +0,RT @MissAgneP: 2010 me had the answers to ending global warming https://t.co/z5dyZwH92v,383448 +1,RT @AdamBandt: Still waiting for a mention of climate change. I'm sure it's coming... #Budget17 #Budget2017,864414 +1,RT @Kaylee_Gan: How do people chose to not believe in climate change,730607 +1,"RT @krystalball: A little girl just asked @jasoninthehouse: about climate change 'Do you believe in science? Because I do' Paid by Soros, r…",781743 +1,RT @newscientist: From HIV to climate change: how to spot denialists in action https://t.co/SBaFULlHq1 https://t.co/N2WVqax0qm,125273 +2,"RT @Bristol4Europe: World leaders should ignore Donald Trump on climate change, says Michael Bloomberg @Independent https://t.co/5XbmLWXGZu",740136 +1,RT @MarkRuffalo: Really pushing it... EPA wipes its climate change site as protesters march in Washington https://t.co/rLGrhhe7jt,549323 +2,RT @TheEconomist: The ocean is the planet's lifeblood. But it's being transformed by climate change. VIDEO #OceanSummit…,680580 +0,"RT @DrGCoroner: @gkjjclark @MichaelDelauzon Good to know. I'm good with cleaning the environment. But climate change, global warming is a h…",927129 +2,RT @PopSci: Researchers say we have three years to act on climate change before it's too late https://t.co/NR2Qt6Z8DC https://t.co/W4ikaC9Q…,519489 +2,RT @olliemilman: EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/tTDBjHGdSJ,363480 +2,"RT @LightTweeting: Trump’s failure to address climate change makes way for China to thrive, both economically and diplomatically. https://t…",92812 +1,RT @PolarBears: Sea ice loss from climate change is the single biggest threat to #polarbears––––#SeaIceIsLife…,174194 +2,Increased water availability from climate change may release more nutrients into soil in Antarctica https://t.co/9n6cznt3db,105379 +2,Rex Tillerson may have used an alias to communicate with Exxon officials about the risks of climate change… https://t.co/QNkAuh93lM,851641 +1,"RT @Kon__K: He's a self - proclaimed racist, misogynist, climate change denier, homophobe & fascist. + +But she's a woman. #ElectionNight",111695 +0,RT @AMZ0NE A SciFi author explains why we won't solve global warming. ▶https://t.co/rVAKnkrjAc https://t.co/WVW7OEF6NJ #amreading,930333 +1,"RT @MemeLordNorv: 2010-2017, so sad to see what climate change has done to the Grand Canyon �� https://t.co/0uFHXcLTrp",202938 +1,"RT @Europarl_EN: #COP22 in Marrakesh: Stepping up actions on climate change, the EU is leading the way. RT to show your support ðŸ‘ https://t…",646361 +1,RT @PiyushGoyal: India makes International Solar Alliance a reality. Solar-rich countries come together to fight climate change. https://t.…,288044 +1,@Jorj_X_McKie @mkoenraadt @markets @business we are facing extreme difficulties with a president who doesn't believe in climate change,30829 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,218086 +1,This is what climate change looks like @CNNI https://t.co/o3Q5FBYARD,813177 +1,RT @EmmyCic: Which is good I guess cuz now I won't live long enough to die of climate change,322506 +-1,Boycott Gore's new film & join the round table on the global warming subject. We need to stop chemtrails! NOW!https://t.co/eQkASGZqhS,386469 +2,RT @IndyUSA: China slams Donald Trump’s plan to back out of climate change agreement https://t.co/grTsuof8Bt https://t.co/36hCxmnts5,601692 +-1,@Minimadden @MollyTov_CkTail Well I can not speak to the origins of the global warming myth but it being man made is nonsense 100%,766247 +1,"If RNC allows dismantling of climate change work, Americans will not be happy and heads will roll. Just sayin. @Sulli0400 @ADKEducation",45733 +1,"RT @OwenJones84: The Tories are officially propped up by anti-gay, anti-choice, terrorist sympathising climate change deniers. Never let th…",987678 +2,"RT @AJEnglish: Watergrabbing: In an age of dwindling resources and climate change, why is water being increasingly privatised?…",6493 +0,"Weather and climate change will make a big impact on truck making it through the climate change, just do right thing��",124933 +2,RT @SustainBrands: 'Cocoa is highly susceptible to climate change' @HersheyCompany https://t.co/PSuHRh9kX5 https://t.co/VL1CigGLAC,911724 +1,"RT @NYTnickc: Trump, who once called climate change a hoax by the Chinese, tells Michigan crowd: 'I'm an environmentalist.'",660803 +0,if global warming isnt real explain why goths ended up on the endangered species list,858675 +2,RT @GSmeeton: Times leader says Great Barrier Reef is 'teetering on the verge of devastation' due to global warming…,440523 +-1,Al Gore is proof with his brain dead self on premature deaths from climate change.#MAGA #POTUS #TruePundit https://t.co/K5aU2HlOIR,762768 +2,"RT @CollinEatonHC: In advisory vote, 62.3% of Exxon shareholders voted for $XOM to publish report on climate change impact on value of oil…",648002 +2,RT @Slate: Trump says “nobody really knows” if climate change is real: https://t.co/3ZTk15Z5bq https://t.co/CVYwraDcgM,829060 +0,"You’re so hot, you must be the cause for global warming. +#ALDUBSorpresaDay",461525 +2,Major TV networks spent just 50 minutes on climate change — combined — last year. https://t.co/hnLSga1VcI via @grist,148795 +2,Ricardo moderates climate change workshop in Rwanda https://t.co/24pFVd5JeJ https://t.co/TSaeEM87jl,953963 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,740880 +2,RT @Lawsonbulk: Thousands die in floods in Africa and Asia as climate change worsens https://t.co/9DOyNIQsci,750795 +2,#Trump's Paris decision puts climate change in rare media spotlight https://t.co/MODhobAPtF via @CNNMoney,592304 +1,"RT @Hurshal: #climatechange The Guardian How to fix climate change: put cities, not countries, in charge……",290914 +1,#localgov can intervene in applying a green or climate change lens to local economic development policies… https://t.co/wia0aRMMsE,236436 +1,RT @LeeCamp: Obama put a meaningless band-aid ovr the gaping wound that is climate change. Now Trump's settng fire to the band-aid. Well do…,90778 +-1,RT @TracyAChambers: World leaders duped by manipulated global warming data https://t.co/8C1GYHgvEa via @MailOnline,76644 +2,RT @AntarcticReport: John Kerry leaves NZ for McMurdo & South Pole to meet climate change researchers & scientists; 1st US Sec of State…,29803 +1,RT @Slate: China very kindly explains to Trump that it didn’t invent climate change as a hoax. https://t.co/sHyiCXHTu6 https://t.co/7pKeWLH…,933749 +1,"@realDonaldTrump New name 'President NO': No climate change, No hacking, No peace, No Human Rights, No respect, No… https://t.co/TH8L4xPEKd",105325 +0,RT @MReynoldsFL: That moment @LeoDiCaprio RTs your friend to back his climate change documentary. OMG @WeatherKait!! I AM FAN-GIRLIN…,600931 +0,RT @Glen4ONT: Subnational leaders coming together for global cooperation on climate change at the States and Regions General Asse…,397930 +2,"RT @thinkprogress: Brace yourself for a bitterly cold winter, as climate change shifts the polar vortex https://t.co/TKrnPz6LIx https://t.c…",695107 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",625188 +1,"RT @Loolovestea: Joanna, M4 15 says she felt she had to do something to fight climate change #GuiltyNotGuilty #OurClimateCrisis… ",520926 +1,RT @washingtonpost: 'Trump wants to roll back progress against climate change. He’s going to fail.' https://t.co/dwFfgEF9AG via @PostEveryt…,425907 +-1,"I'll start believing in global warming the day my feet, Michigan's polar icecaps, begin to feel again.",86659 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,949956 +0,RT @LEF_CS: @TheCountess___ until global warming forced him into the city,634852 +2,RT @WorldfNature: Countries appeal to Trump over climate change as COP22 ends - euronews https://t.co/rEEWaHdA9H https://t.co/UVVgVgVzm2,44680 +1,"@jpodhoretz Someone understands climate change! fwiw, Warsh's sister is a meteorologist.",245494 +1,RT @Nokomaq: How we know that climate change is happening—and that humans are causing it | Popular Science https://t.co/MklgaCD43D via @Pop…,446414 +1,RT @safeagain1: Russia's oil and gas industry will flourish and is flourishing d/t global warming-Trump playing into his hands with…,653559 +1,RT @PopSci: How we know that climate change is happening—and that humans are causing it https://t.co/dx4P70uaEu https://t.co/iMyIkczS1U,79759 +1,You'd think that even climate change deniers could get behind this solely from an economic standpoint. A Paris pull… https://t.co/IWPVXMA7TL,213564 +2,RT @motherboard: Rep. Lamar Smith took a quick break from healthcare negotiations to tell us climate change isn't real…,518326 +2,RT @nature_org: Mangroves and marshes are key in the climate change battle https://t.co/7WzP4uVwIY via @HuffingtonPost https://t.co/6B77WTr…,519806 +1,@alannnnnnnnnnah RT if you believe in climate change. @realDonaldTrump lmao.,481406 +1,RT @EnvDefenseFund: Here’s a reminder for Scott Pruitt: CO2 IS a major contributor to global warming – and people are to blame. https://t.c…,845715 +1,"RT @foe_us: Trump’s budget will make it harder for low-income Americans to deal with climate change + +https://t.co/lwxnGQusV8",260745 +0,"RT @djeppink: Lively discussions at EPA, I presume. + +EPA chief says carbon dioxide not a primary cause of global warming https://t.co/NAScg…",652874 +2,Reconciling controversies about the ‘global warming hiatus’ https://t.co/8VFHkZM8Xu,202090 +1,This bold 9-year-old isn't afraid to take on the whole government over climate change. https://t.co/6O5beHTWni https://t.co/QCeFnwCdTL,440688 +1,RT @MetOffice_Sci: Find out how climate change could affect our day to day lives #BSW17 @ScienceWeekUK https://t.co/Udj9k5Dvtz https://t.co…,963709 +1,RT @DiscoverMag: What you need to know about our melting planet. Grab our report from the front lines of climate change here:…,484051 +0,"It's November is Wisconsin and I just mowed my lawn. If this is a result of global warming, then we're on the right track!",671608 +1,@eric_sitton they deny climate change to help oil companies breaking treaties putting that pipeline on Indian land they have gone far enough,981792 +1,RT @wckd_nwt: the fact that teenagers are more educated on the subject of climate change than the potus is honestly terrifying #ParisAgree…,799740 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,502164 +2,RT @dwnews: Kerry tells #COP22 conference #Trump may shift on climate change https://t.co/Mi6tBEue85 #ClimateChange…,20352 +2,RT @WestWingReport: Pope sees climate change as a deadly serious issue that must be addressed. President calls it a 'hoax' - a view reflect…,864387 +1,RT @scienceclimate: Any science teachers interested in climate change? Join the climate curriculum project https://t.co/xDUazntsVA #educat…,798942 +0,RT @TheDailyShow: How will climate change actually affect you? @ronnychieng reports: https://t.co/btGDaWiQ0R https://t.co/YSuaULcm2r,597137 +0,@AqilahMaaruf sungai lebam takda dah tenggelam habis dah global warming air naik huhu,233962 +1,RT @nowthisnews: This is what happens when climate change deniers take over the government https://t.co/DEBWSWm0Pc,853064 +-1,RT @BryanJFischer: Christian leaders to Sec State: non-existent global warming higher priority to us than life or religious liberty. https:…,411471 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",853325 +0,@Scaramucci Post something insightful about global warming again.,474052 +1,"RT @MohamedNasheed: Great to catch up with Sir @richardbranson. Talked #Maldives, democracy, climate change, resilience of small island…",909511 +0,@roberthamwriter That's a decent amount- we had some good snow recently but now it's all melted away. Thanks global warming!,908122 +2,RT @TheresaCrimmins: Connecting plant #phenology and local climate change https://t.co/s0iuRJw1ia,834102 +-1,"To all the global warming conspiracy theorists , lol. https://t.co/4EF6BWEv95",200067 +1,RT @KoClems: #StepsToReverseClimateChange animal agriculture contributes to climate change so EAT LESS MEAT! #reducetarian,784095 +1,"@ChrisMDad climate change dissent is dangerous when taken out of its academic context to mislead laypeople, which it ALWAYS is. Seen here.",458008 +2,"RT @MiddleEastEye: Despotism, neoliberalism and climate change: Morocco's catastrophic convergence https://t.co/gRKUV5ZQPK",670121 +2,RT @Jackiesugriffin: Trump's Secretary of State refuses UN request to attend climate change meeting https://t.co/naP6X54Alc,972404 +1,I can't believe people actually believe climate change isn't real. Wow. We do deserve to become extinct.,126816 +1,@BillNye undermining climate change AND evolution allows us to teach science as some 3rd rate belief system.,551982 +0,RT @mitchellvii: Americans are even less worried about Russia than climate change.,144886 +1,RT @qz: The major US TV networks covered climate change for a grand total of 50 minutes last year—combined https://t.co/jUMa1P0CDt,334418 +1,"RT @1010: Emerging nations are leading the world on taking on renewable energy and tackling climate change! + +https://t.co/O2pz3TXyk7",447652 +1,RT @Slate: Trump will be the only world leader to deny climate change: https://t.co/nn1tC60Hdg https://t.co/7Klrd2XCj4,253783 +2,RT @ClimateCentral: Scientists want to give the atmosphere an antacid to relieve climate change https://t.co/GUe5n1eK3m via @business https…,260129 +0,Published a new blog entry Donald Trump to withdraw from Paris climate change deal in Uncategorized. https://t.co/J64hlsGhH5,360102 +1,RT @Trocchiboy: @DannyDonnelly1 @chunkymark Honest question. Who is the #DUP Education Secretary who denies climate change science…,342262 +2,RT @BarryGardiner: Mark Carney: businesses must come clean about climate change risks to avoid 'tragedy' https://t.co/7H99WfSV96,868286 +-1,@jimEastridge1 @hmwilson123 1 just left EPA! She was more interested in global warming vs REAL threats! Flint lead… https://t.co/nKPF1NuLVZ,616800 +-1,RT @russ8979: @FreedomWorks @SenMikeLee Do an investigation to verify that the global warming leaders have created a HOAX focused on PROFIT,925923 +2,RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/ig8sxJGw2f,307255 +1,Dramatic Venice sculpture comes with a big climate change warning https://t.co/5wiKjHfTR6 https://t.co/VVT5Oee4QA,137699 +2,RT @guardianeco: Centrica has donated to US climate change-denying thinktank https://t.co/Dn0DtZNfET,112078 +1,"RT @iansomerhalder: VOTE VOTE VOTE!!!! +;) VOTING for a candidate that believes climate change is a hoax is the… https://t.co/kaLLCio8eo",285874 +0,subway guy told me climate change isn't real,284948 +2,RT @SenBookerOffice: Trump Admin. is calling for the elimination of the Climate Action Plan –the national plan to tackle climate change.…,89618 +0,RT @Danky_Kong64: Is there really a God? Does global warming exist? Does the movie Pulp Fiction have a plot? Hell I don't know! I just wann…,574574 +0,@BBCWorld @BBCNews At this rate terrorists will become the voice of reason on climate change,505410 +1,The government needs to take climate change seriously my name jeff #qanda,590667 +2,"RT @EcoInternet3: Donald #Trump, nuclear war and #climate change among gravest threats to humanity, say Nobel Prize wi...: Independent http…",337181 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",922717 +1,"RT @brianklaas: Today's news: +1) Scientists worry Trump will suppress climate change report; +2) Trump threatens 'fire & fury like t…",118997 +2,The White House website's page on climate change just disappeared https://t.co/sQv5QKVpa2,760762 +1,RT @craigvn: @piersmorgan @GMB Hard to see climate change with your head in the sand.,800343 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,564486 +0,RT @1deplorableegg: @chuckwoolery States can implement their own climate change policies. Outrage more about politics than concern for…,625663 +2,RT @climatehawk1: U.K. govt 'tried to bury' its own alarming report on #climate change | @Independent https://t.co/5MrexkPWyI…,977041 +2,"Trump's order signals end of US dominance in climate change battle | By @dpcarrington +https://t.co/TagXMVB26y",126660 +2,RT @CBSNews: 'Nobody wants to do this': Scientists debate extreme steps to fight global warming https://t.co/AKoUnKA020 https://t.co/xjCas7…,912577 +0,RT @annafifield: The United States' deputy ambassador in Beijing embassy has resigned over President Trump’s climate change decision…,423224 +1,@MikeHotPence @AEMarling it was 16°c in Canada last week. They do know their administration denies global warming and wants to kill the EPA?,807227 +0,RT @jaboukie: lol climate change is happening so quick i might never have to pay my loans back. ima be drowning in glacier water dying laug…,997790 +2,RT @EricSpracklen: Trump has signed Executive Orders dismantling Obama’s climate change initiatives #First100Days,624173 +1,RT @TeaPartyCat: It's JUST A COINCIDENCE that this is the 3rd consecutive largest flood in Texas history. Just bad luck! Not climate change…,59516 +2,"In executive order, Trump to dramatically change US approach to climate change - CNN https://t.co/wOWQL6mv9y",422915 +1,RT @samfbiddle: would be great if Reddit would go to war for climate change data the way they fight to protect bikini video game characters…,899488 +1,RT WIRED: Researchers were all set to study the effects of climate change in the arctic. Then climate change got i… https://t.co/FlFeYqEpGI,436336 +1,Methane Emissions Are On The Rise. That's A Big Problem.: Most discussions about climate change… https://t.co/h0JRCBQOZc | @HuffingtonPost,663579 +0,does global warming mean later winter?,205590 +1,RT @paullewismoney: Appointing Gove as Env Sec was a sop to the DUP - at education he tried to get climate change off the curriculum https:…,416463 +2,The Trump administration just disbanded a federal advisory committee on climate change https://t.co/KVAaldcUEn,384438 +2,"On climate change, Scott Pruitt causes an uproar and contradicts the EPA's own website - https://t.co/i53s5wFYmE via https://t.co/VCNs4FrvHo",376724 +1,RT @davidsirota: WOW: “You and your friends will die of old age and I’m going to die from climate change.â€ https://t.co/tFswYjwczQ,246155 +2,What role do states and the free market play in fighting climate change? https://t.co/jHCaIhkFHi,841350 +1,RT @heiIDonaIdTrump: *I'm all for climate change! Ask anyone! Getting us all back to relying on coal for everything should do the trick.…,654221 +1,"RT @carrie_james: .@outofedenwalk stories cover the crippling legacy of genocide, creeping borders, walking thru climate change & more http…",651734 +-1,#EPA faked biosludge safety data just like it faked global warming temperature data! https://t.co/t1zkjdjd6d,929915 +2,"RT @ABC: Arnold Schwarzenegger, Emmanuel Macron shoot video selfie about their climate change talks https://t.co/874Wo2o4K9 https://t.co/MG…",57391 +2,Global 'March for Science' protests call for action on climate change | Science | The Guardian https://t.co/QHzxFvOYVM,499222 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,840920 +0,"RT @Salvesayson: You’re so hot, you must be the cause for global warming. #ALDUBLaborOfLove +#MaineAtSMOFWDay",514346 +1,RT @wef: 7 things @NASA taught us about #climate change https://t.co/XQGPhtxVg2 https://t.co/0kkC0VpAqk,920066 +1,RT @ajplus: 2016 = The worst year yet for climate change. https://t.co/MgrJF7ZBsj,638307 +1,"@crisastoc I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",350051 +0,"@danieldennett Dr. Dennett, have you written a full-throated defense of your position on climate change that challe… https://t.co/b1FEIJksZr",20225 +1,#Futurology https://t.co/LV8sw2yba9 Make America great again by embracing green tech - 'Leading climate change experts... on the biggest g…,978193 +0,"RT @EricHolthaus: Our emergency podcast on President Trump, and where we go from here on climate change. +As emotional as podcasts get. +http…",701310 +-1,"RT @GertonPolitiek: It's called weather. Not climate change. +https://t.co/ji5hip9SaK",875917 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,357863 +1,"RT @aubreyjwhelan: His wife, Deborah Steinberg, is a scientist studying climate change in the Antarctic. 'She really wanted to be here… ",396792 +0,"if not for climate change information, watch Before the Flood because Leonardo DiCaprio",91076 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,22357 +2,"RT @nytimes: Michael Bloomberg says U.S. cities will fight climate change, with or without Donald Trump https://t.co/U5UnOaO4WY https://t.c…",766959 +1,hi just here to remind everyone that climate change is real. please don't have political debate and say climate change doesn't exist.,737806 +1,RT @crunkboy713: how do people in Florida vote for someone who doesn't believe in climate change🤔 there whole shits about to be flooded in…,824370 +-1,@wowrealitycheck @IanFortey Oh like human behavior is the leading cause of global warming? And regs were put in pla… https://t.co/M5i9zvQK71,313875 +2,Obama to speak on climate change https://t.co/yo9b0Finxv https://t.co/jBGqai9lIJ,911066 +0,@LESCAVE1 I think they even know about global warming😂😂,164843 +1,RT @freedomrideblog: I understand why iceberg is a new tourist site in Newfoundland. But isn't this proof of global warming? Tourist des…,702231 +1,RT @brunocrussol: «Trump will be the only global leader not to recognize this threat of climate change»🔹https://t.co/SLYWFoQGTc📌😔ðŸ­le…,883569 +1,RT @StephenRitz: Study shows how less meat and cheese on school food menu helps to fight climate change AND saves money!…,623807 +1,"RT @AidenWolfe: Yep, Linda Mcmahon makes sense. After all, Trump supporters treat climate change as if it were fiction and pro wres… ",93558 +-1,RT @mitchellvii: Isn't it ironic that every single 'solution' to climate change reads like a laundry list of Liberal priorities? Funny coi…,143510 +0,What's your plan for combatting climate change @HillaryClinton? Am I right @GOP?,435789 +1,"@manmademoon Wow, really??! GOP rep: If climate change is real, God will 'take care of it' https://t.co/WKe9tKYqEe",126271 +1,RT @Independent: Ignore everything Donald Trump has said about climate change and just look at his latest hire https://t.co/3Na4tunv5w,595583 +2,RT @Gizmodo: 'Governor Moonbeam' vows to launch 'own damn satellite' if Donald Trump ignores climate change…,128428 +1,"RT @WarnTheWorld: Only an uneducated, moron would think climate change is not real and want to still rely on fossil fuels.",881602 +1,RT @britkaaaa: global warming is such a serious issue and people still aren't paying attention!! gonna be a real sea world soon if…,833668 +0,*immediately begins writing fanfic about the humpback whale emergency climate change summit* https://t.co/RAjordqGUn,351019 +1,Have fun enjoying your President who doesn't believe in climate change. Educate yourself because your children's lives depend on it 😊,156891 +2,"RT @SafetyPinDaily: The major US TV networks covered climate change for a grand total of 50 minutes last year—combined | via @qz +https://t…",181911 +1,RT @IdealsWin: Only in America do we accept weather predictions from a groundhog but deny climate change evidence from scientists... #yikes,106749 +2,RT @kylegriffin1: Tillerson is moving to eliminate at least 30 special envoy positions at State—including the rep. for climate change. http…,895658 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,206569 +1,"RT @thac0_salad: @owillis The earth fired a warning shot across his bow over climate change. + +Earth: 'Nice building you got there.…",246395 +1,I know global warming is bad but I'm not hating wearing shorts and tank tops in February,802206 +2,RT @CAPolitiFact: EPA head Scott Pruitt: CO2 is not a primary cause of global warming https://t.co/7NISfNyfNp via @PolitiFact,339901 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,29414 +2,RT @ClearBlueMarket: Ontario plans to team up with California against Trump on climate change https://t.co/pOlp8iIvOU via @NatObserver,579178 +1,RT @Bronnie_Broom: And #Trump is a climate change denier! Looks like his family have caused climate change by putting a great big hole…,297482 +1,"Is your business ready to take on hunger, poverty. war, climate change—at a profit? https://t.co/TGAIupumlE Shel Ho… https://t.co/T8xQEzx4Ym",905055 +1,RT @KurtVelvet: @JRubinBlogger @DavidCornDC He is an ignorant yokel. He won't even say he thinks global warming is a real phenomeno…,209599 +0,@royalsociety I hope that the scientists have included that in their 'climate change' research calculations.,48942 +-1,"RT @charliekirk11: According the democrats climate change is a bigger threat than ISIS. Yes, this is the modern day Democratic Party.",299900 +1,"It is now up to all of us, just because the new government doesn't support free speech, LGBTQ rights or believe in global warming doesn't...",266255 +2,"Austin Texas: White House climate change meeting postponed - “The Paris accord, signed by nearly 200... https://t.co/g15PWklmyL",451831 +1,How climate change transformed the Earth in 2016 https://t.co/f39ntKM4DW,323984 +2,RT @HuffPostPol: Seth Meyers drills Donald Trump and his Cabinet on climate change https://t.co/w6gD494w4q https://t.co/10iBXd1rzp,948368 +0,"A Silver Lake take on family, career and climate change'",277596 +2,"RT @ProPublica: For the first time on record, human-caused climate change has rerouted an entire river... + +https://t.co/UWqPiahrkr https://…",953776 +1,"RT @usgcrp: Learn about how #climate change may affect your state, using this interactive map from @NOAANCEIclimate… ",824203 +1,Check out prof @jonlittman and Susanna Camp’s new article to learn about new solutions to combating climate change.… https://t.co/q64Sa10CUu,158599 +2,"Trump is deleting climate change, one site at a time | US news | The Guardian https://t.co/Y8aJeJTpRt",971529 +2,"Retweeted SafetyPin-Daily (@SafetyPinDaily): + +Meteorologists refute EPA head on climate change | By @Timothy_Cama... https://t.co/pQ400W9c6s",697247 +1,RT @RealMuckmaker: Look at all the climate change deniers vying for jobs in the Trump administration https://t.co/qY9TalVaKR via @MotherJon…,109434 +1,"@Ng_Dave Great article. Right to the point. Planet wide damage, caused by climate change is happing now.",353831 +2,RT @dailykos: The USDA has been instructed to use the phrase 'weather extremes' instead of 'climate change' https://t.co/73owPEA4lX,128419 +1,"@CharlesBivona Learn about climate change and help to inform others.A good place to start is this free online course +https://t.co/Jl4Qt48aee",810690 +2,RT @AmyAHarder: Corporate America unites on climate change just as a president opposed to action takes office.…,216563 +2,China pledges to continue to be 'active player' in climate change talks https://t.co/AAzlf8BRAN,905578 +1,California is determined to fight climate change https://t.co/dHQ6OwIBfJ,330199 +2,RT @ABC: John Kerry says he'll continue with global warming efforts https://t.co/x98aGUb6ZF https://t.co/ZYfeXKnQno,260673 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,611767 +0,RT @IndieWire: Watch Leonardo DiCaprio's climate change doc #BeforeTheFlood for free online https://t.co/g3iUV8yU0u https://t.co/LVXS17ILSn,112708 +1,RT @ApplegateCA49: Another problem is that the Republican Party is ignoring climate change while simultaneously taking money from the…,688740 +1,RT @scifri: Here's how to talk about climate change with a denier. https://t.co/IdUpF3xqyd https://t.co/0BuG0TAzdY,351877 +0,RT @ChangeMillieu: Well they've been implanting the thought long time. Nostradamus/ Armageddon (= man-made climate change?) etc. Don't…,601799 +-1,global warming my butt https://t.co/Bo2ehc34Qq,522524 +1,RT @NRDems: .@EPAScottPruitt denies CO2 is a primary contributor to #climate change. Listen to the #science #pollutingpruitt &…,998651 +2,Trump boosts coal as China takes the lead on climate change - ABC News https://t.co/p2i4bNGirW #coal,232065 +0,"So we lose the Maldives, that's ok' - Hartley-Brewer debates climate change with @GreenJennyJones talkRADIO https://t.co/Lmu1rhtZ1l",50771 +-1,"RT @geniusoxymoron: good @UN @antonioguterres + +no more putting 'climate change' first + +2017 the year that 'climate change' is verified as…",507444 +1,It’s time for an agreed climate change scenario so adaptation planning can advance https://t.co/pc0Aee5l5s с помощью @EMAILiT,267764 +-1,"RT @JudyMarymary: The hysterical measures to combat 'climate change' are causing poverty, pollution, and death https://t.co/OLmf8lhFmo",722775 +1,RT @ianmodmoore: Arsenal are having their November crisis in January. Don't tell me climate change doesn't exist. #BOUARS,997267 +2,Donald Trump's environmental protection chief Scott Pruitt 'not convinced' carbon dioxide causes global warming https://t.co/4jHhDzgb1g,989413 +0,"@AnnCoulter +Dark areas of the map (climate change support) went Hillary.",648150 +0,RT @griffint15: #RememberWhenTrump said this about global warming. https://t.co/nzV4W2dm3i,194868 +-1,@TrumpDailyNewss There is NO global warming. Another lie from the left and the globalists,323292 +1,RT @SailinRene: The pope gave Trump a signed copy of his encyclical on climate change. We're in trouble when the church has to defend scie…,348368 +1,MUG: Here are all 53 times Trump tweeted climate change is fake because it's cold outside https://t.co/HV7FhdQXFs via @Mic,801586 +2,RT @Slate: Is Trump going to purge the government of anyone who accepts climate change? Maybe! https://t.co/LxMQbfepz9 https://t.co/o7menhm…,149904 +0,@thecjpearson And how did climate change cause Harvey to move slowly and stall over the south Texas region?,306499 +1,@NatlParkService The Trump regime made you apologize for the truth? You going to start tweeting about how climate change is a hoax now too?,224568 +2,Worries about electricity blackouts are spurring China to ignore its climate change vows and dig more coal. https://t.co/rPj8WT0CDx,623736 +1,RT @SpiritualSmoker: it's absolutely disgusting how big of a problem climate change it yet nobody seems to give a fuck,350269 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,353311 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,611116 +1,Don't forget any progress in implementing a regime for climate change. https://t.co/c6t8hT0k4K,54267 +0,RT @jamestaranto: this take proves global warming https://t.co/Yw1O95aMtR,994118 +-1,So much for global warming... https://t.co/MOotjFuPOl,293157 +0,"RT @Clare_Paine: Panel discussion on the future impacts of volunteering - lots of external factors, economy, environment, climate change, a…",143957 +1,"the climate change and LGBT pages have disappeared from the white houses website, solid",728891 +1,RT @onthemedia: How often have you heard someone say there’s no way to connect a particular storm to climate change? https://t.co/AX2r2vXTDs,27457 +1,RT @PaulPolman: Powerful & heartbreaking photos showing impact of climate change from @NatGeo. #ParisAgreement is our only way out…,990471 +0,"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",412750 +2,"RT @ClimateNexus: February’s unusual and nearly record warmth, brought to you by #climate change https://t.co/M4N1q5FzX3 via… ",854450 +1,"RT @UN: There is optimism in the fight against climate change, but the best time to act is now. @WMO chief explains more in…",44975 +2,RT @World_Wildlife: Our newest assessment of climate change's impact on species: the giant panda. https://t.co/e4iqi5SiR6,706041 +1,RT @Patrick_J_Egan: How to create the appearance of a scientific debate over the existence of climate change - when there isn't one https:/…,368546 +1,RT @TheMikeKosinski: @realDonaldTrump Perfect! Maybe just stop watching SNL. Use that time to read up on Taiwan? Or climate change? Or hate…,516571 +0,"When you let fear in, evil will be along soon too in form of global warming, climate change, clean air & energy, & ocean 'acid' lies. #waleg",565672 +0,@Broomfondel @6ame Haven't seen this one before. His other video 'Debunking 5 climate change myths' is terrible. Do you want me to respond?,279851 +1,"RT @notaxation: I agree, simply because Nye obliterated Ken Ham in the creationist debate. Why not do it again with climate change? https:/…",220641 +0,"RT @MEdwardsVA: We are at a point in human history where Cory Booker, a US senator, is discussing climate change with Bert from Ses…",20667 +-1,RT @TomFitton: Obama admin officials may have mishandled scientific data to advance global warming alarmism. https://t.co/Q9tAGLmJwg,595791 +1,@SierraClub seeks probe re EPAPruitt climate change science blind eye. https://t.co/Ur2K0ii1Tr @LCVoters @ScienceMarchDC @NRDC @ElizKolbert,347310 +2,‘Doomsday’ seed vault flooded by climate change ice melt https://t.co/E6eHCcirle,204456 +1,RT @jamisonfoser: There’s a simple explanation for this: Donald Trump knows climate change is real but does not give a shit about you. http…,854016 +1,RT @SpiritualSmoker: it's absolutely disgusting how big of a problem climate change it yet nobody seems to give a fuck,107835 +0,Does anyone think global warming is a good thing? I love Lady Gaga. I think she's a really interesting artist.,837497 +1,RT @PlaneteNAUSICAA: #OurOcean conference in Malta on Oct 5-6. Commitments in the fight against climate change and marine pollution…,575080 +1,"RT @KimmiCFlatWorld: “Due to limited resources, collaboration is our only hope of winning the climate change battle.â€ @blairpalese https://…",804244 +1,RT @NancySinatra: It's time for our leaders to stop talking about climate change & working together to solve it. Agree? Add your name: http…,539245 +2,"Clouds are impeding global warming… for now: + +Lawrence Livermore National Laboratory researchers have id... https://t.co/Ny25lbS6S0",155209 +2,RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,653987 +2,Measurements by school pupils paved way for key research findings on lakes and global warming https://t.co/EoraMYmmPD,900794 +1,#Trump vs climate. Will you let one one man wreck decades of progress on climate change? Pledge now to stop him https://t.co/AWLyOEhdDi,986998 +1,@Carmenkristy01 I think I understand. Are you by any chance a white nationalist that believes global warming is a h… https://t.co/BOv65P8X4b,205601 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,947617 +2,Large amount of local knowledge on the effects of climate change on agriculture says Prof Blakeney @UWA_ITZ,612511 +-1,"RT @WayneRoot: More proof of liberal scam called 'global warming.' Climate change? Sure. Climate has ALWAYS changed! +https://t.co/1B1ROSsdsh",715078 +-1,RT @USFreedomArmy: Nothing worse than climate change now is there. Enlist with us & read the truth at https://t.co/oSPeY3QMpH. Act!! https:…,98522 +1,RT @OsmanAkkoca: #climate change AffectOf FreeFrecansedNegative ElectricEnergy WillBurn Animal&Human Hearts! http://t.co/cMBxNvO637 @OsmanA…,203732 +2,RT @BelugaSolar: Donald Trump actually has very little control over green energy and climate change https://t.co/cKamQurLWC,483025 +1,RT @NYPassiveHouse: #OneNYC: NYC will be the most sustainable big city in the world and a global leader in fighting climate change. https:/…,455132 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,624486 +-1,"@AMike4761 Green energy, climate change & common core are all about money!",849142 +1,"RT @stopbeingfamous: Everyday something new to fear: fish, global warming, second hand smoke, salmonella, stock market crash, war, famine.…",905085 +2,"RT @Reuters: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/XM7qUmahdX https://t.co/NA2yg8JkP9",35675 +0,RT @JosieMcskimming: @TheRealKerryG @SummersAnne This organisation says 'it is open minded on the contested science of global warming'.…,738993 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,534058 +1,Oil companies buy politicians and how so many still don't regard climate change as a global threat.,350648 +1,"RT @EricHolthaus: Fully endorse. In fact, I think this is the single most important thing anyone can do to fight climate change. https://t.…",262860 +1,RT @DGHendo: @gridwachs Nails it! @ArxPaxLab 'This company is designing floating buildings to combat climate change disasters' https://t.co…,4785 +2,RT @RawStory: Wild oysters in San Francisco Bay are threatened by climate change https://t.co/RTpU773NCj https://t.co/629xVuhgNy,896080 +2,RT @climateprogress: More people than ever are worried about climate change https://t.co/ZT0PEa4FYL https://t.co/GG8rAQLIqW,344257 +1,RT @kickstarter: How next-generation nuclear technologies could help fight climate change: https://t.co/vrwaPEOKYM https://t.co/txKPSQwud6,626425 +-1,@jojosmariah climate change isn't real,865510 +2,"RT @SafetyPinDaily: G7 leaders blame Trump for failure to reach climate change agreement | Via @independent +https://t.co/0zsjsqoucX",448901 +1,Turnbull passed the entire part of his speech about energy without mentioning climate change' @joshgnosis https://t.co/q59DV1SEuH,193827 +2,"RT @ABC: Canadian PM Justin Trudeau kayaks for World Environment Day, delivers strong remarks about global warming.…",438719 +-1,"@Prash196820 And here the lefties either deny what is going on, or blame it on the invasion of Iraq, and global warming.",89290 +1,"RT @tmcewen79: Enviva’s Port of Wilmington facility comes online, helps turn the tide on climate change => https://t.co/kOKIXmaNcQ +#ILM #cl…",434468 +1,"RT @eedem40: We are recycling solid waste as part of cooling down climate change, support us today. https://t.co/rfO3iMxLOu",903637 +2,How climate change could impact fish and aquatic habitats in the area #ClimateChange https://t.co/cHx3AyigGP,466696 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,76376 +0,We're gonna end global warming baby,5794 +0,I hate global warming A LOT but I kinda think the universe is giving us these temps to save us from the rest of the mess that is life rn ☀️,837858 +1,"While they're busy destroying the planet, corporations make time to cry crocodile tears about climate change… https://t.co/nKTtUgswP7",397792 +0,@bobwierdsma Misrepresenting global warming,434588 +2,"RT @ClimateCentral: Trump to drop climate change from environmental reviews, source says https://t.co/FIa0hjgwW2 via @business https://t.co…",531998 +1,he would also say that global warming is not real and all this is created by Fake News lol...what an egg... https://t.co/x5NsbMR6gG,837907 +2,"etribune: #Pakistan becomes fifth country in the world to adopt legislation on #climate change +… https://t.co/BJdMEQLeDl",128770 +0,RT @missiwimberly: All we need to know about climate change is summed up in Genesis 8:22.,31300 +1,RT davidsirota: Fossil fuel creates climate change --> Climate change intensifies oil patch storm --> Oil giant po… https://t.co/qVUEhDuNqm,718941 +-1,RT @kwilli1046: Forget about its poverty or exploding crime rate... the mayor of New Orleans is making climate change a top priority https:…,101159 +1,"RT @altNOAA: I can only imagine that every climate change denier in the back of their mind is thinking, 'Oh shit, what if this affects my h…",881563 +1,"RT @Tim_Canova: In Florida, not enough to posture on climate change if silent on fossil fuels, fracking, Sabal Trail pipeline, and solar fo…",953827 +2,Finland voices concern over US and Russian climate change doubters #Climate https://t.co/FVIgUt8otY,498162 +1,Study: Stopping global warming only way to save coral reefs https://t.co/PoiHo1PeNI,973656 +2,RT @guardian: EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/1WKsb8GMqp,382867 +1,"RT @kurteichenwald: Koch bros hired skeptic prof 2 study man-made climate change. Yrs of work later, he said it was true. (Kochs released s…",980959 +0,What the Bible says about catastrophic climate change https://t.co/zFGRnFde0O,171637 +1,"Global Climate Action Agenda at #COP22 + +Governments alone cannot solve global warming. Climate change affects us... https://t.co/GX7MzMhhfO",184387 +1,RT @pablorodas: #climatechange #p2 RT Why the media must make climate change a… https://t.co/5IPHZWNbBr #COP21 #COP22 #climate…,436214 +1,RT @NYTNational: Trump has called climate change a hoax. Now he has the chance to destroy efforts to beat it. https://t.co/i9hdsPig9Y,513831 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,656455 +1,RT @LisaBloom: To not have climate change in this headline is to abrogate the duty of truth https://t.co/hX6gWYnRnb,409117 +1,@JeffBezos Solar panels for low-income homeowners. Saves them money long-term and fights climate change.,946409 +1,Politicians enacting these policies and gaining off them will be long gone when the full effects of climate change are felt. #qanda,257397 +1,"RT @DaveKingThing: Three debates. One post-election interview. Zero questions about climate change. +Z +E +R +O",668185 +0,RT @MurffyJohn: @MBuhari d hypocrite how can u talk about climate change while ur country is full of I better pass my Neighbour #Generator?…,464935 +1,RT @jpbrammer: another upside to climate change: we will all die https://t.co/GcCWgFdqrS,528840 +-1,Great news! Anything Chomsky & his band of global warming Marxists disagree with is good for America & freedom. https://t.co/Fsj6BtcgVh,14573 +1,RT @CleanAirMoms: Seems like @RealDonaldTrump is willing to #ActOnClimate… when climate change threatens his property. https://t.co/EykDpGj…,372063 +1,RT @ShaanMKhan: The same politicians who argue climate change is a hoax are enjoying a week of 70 degree weather in February.,367176 +0,RT @jokoanwar: NatGeo’s climate change documentary with Leonardo DiCaprio is now on YouTube https://t.co/Zoa8THBo2k,933505 +0,"Do you experience climate change?🌅☔ +#assignment",720381 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,170788 +1,@CrazyGabey can you show proof that any previous climate change warmed the planet at such a fast rate?,745688 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,722964 +2,Trump taps climate change skeptic Scott Pruitt to Head EPA https://t.co/kkxQVwZ7Zw,562296 +1,#RememberWhenTrump said global warming is a myth created by China,795523 +1,RT @amyklobuchar: Stand with me & tell Trump Admin we can't turn our backs on historic Paris Agreement & fight against climate change. http…,431130 +1,RT @theecoheroes: Fantastic Beasts: Our secret weapon in combating man-made climate change — animals #climatechange #animals…,435450 +-1,RT @HouseCracka: Democrats if they can't blame Donald Trump for the flooding in Houston they'll blame global warming which means they'll bl…,301938 +1,"RT @therightblue: National Geographic asked photographers to show the impact of climate change, here’s what they shot https://t.co/sVN7uc6U…",899701 +1,There's a tornado in michigan but people still don't believe in global warming ��,984061 +1,RT @ClimateGuardia: Why Melbourne will have to become more like Sydney to deal with climate change (Trees cool cities #auspol #springst) ht…,627775 +1,"RT @RedTRaccoon: Sen Al Fraken has an important message for you about climate change + +Please take a minute to listen and retweet it…",523462 +1,".@earthhour begins NOW for an entire hour, recognizing the fight for climate change | https://t.co/xZgFw9gREE… https://t.co/9l4Zzd3v72",981395 +0,"RT @upsettummy: Damn girl, are you climate change because I believe you are real and that you might kill me",969038 +2,"RT @CBCIndigenous: Trump's victory may be bad news in fight against climate change, says Inuit leader https://t.co/YsnOX24E1Q https://t.co/…",192292 +1,.BobInglis on EPA's Pruitt: 'A real concern' to have someone who disputes science of #climate change.… https://t.co/bz3MIy21n4,944531 +1,RT @TheAuracl3: Vice President Elect Pence just confirmed an anti-LGBT agenda is definitely on and Trump appointed a climate change…,715590 +0,@edatpost is this some kind of trick ?? Ed?Did u watch the same hearings we did ? Remember when she asked Pompey about climate change?Lol,660756 +2,RT @FrankMcveety: Brad Trost: Most Tories don't believe in human-caused climate change https://t.co/9TrzirhrWb,837938 +0,OMG are serious? Give me a f*cking break! He isn't that special & 'What about the env't?' & 'climate change' 🤣😂🤣😂🤣😂🤣 https://t.co/uBlLjDjBac,81757 +1,RT @JulianBurnside: Fascinating to see climate change deniers Bolt & Sheridan so excited about Trump's win. So politics contradicts science…,539296 +0,they ask me who my inspiration was I told them global warming,233722 +0,"Well it's good to know we don't have to worry about that global warming thing, trump will have none of it......lol",584944 +1,"RT @MeghanRienks: happy earth day! + +by the way global warming is real",453923 +1,"RT @BarryGardiner: Had a great evening talking with Harrogate CLP about climate change & zero carbon +Then found this great gif explain… ",710058 +1,RT @NRDCFood: Soil health is becoming a critical issue as food demand grows and climate change adds more challenges. https://t.co/nPUY7yq8z5,478128 +1,RT @samsteinhp: FWIW. we have probably lost the battle against climate change tonight,978381 +1,RT @simonhedlin: .@realDonaldTrump Remember when you said that China invented global warming? https://t.co/NVRacbCJ8U,884987 +-1,From lowering oil price to climate change propaganda; to renewable energy it is all about capital restructuring… https://t.co/8zCOPRnnjZ,517638 +1,RT @wef: This map shows where animals will flee because of #climate change https://t.co/rImNG3Y6nu https://t.co/gLzCIhjrRK,462784 +1,"RT @lesleyabravanel: 34% also thinks the earth is flat, global warming is a hoax and Obama made it illegal for 1st cousins to marry.…",813590 +1,RT @jamisonfoser: There’s a simple explanation for this: Donald Trump knows climate change is real but does not give a shit about you. http…,609751 +1,"RT @MicahZenko: Potential Trump FP admin officials are militarists, pro-torture, anti-civil liberties, climate change-deniers. + +It's 'chang…",382605 +1,"the white house website removed links to LGBTQ, climate change and healthcare, and spanish translations. this is america now.",163026 +1,RT @Chris_Meloni: Bullied by global warming https://t.co/1jg0oSqF7i,86993 +1,"RT @Blueland1: As Trump ignores record temperatures, taxpayers are footing the (huge) bill for climate change https://t.co/11k2eyXgej",109786 +0,RT @jessesingal: global warming is far too slow https://t.co/4sB202NBlz,777989 +0,@ScottAdamsSays expect changes to his climate change policies too,537246 +1,"RT @9GAGTweets: Last Saturday, 200 hackers at UC Berkeley gathered to save federal climate change data before.. https://t.co/4AdrHaPVaH",520265 +0,"RT @JeffreyGuterman: #Trump has selected Myron Ebell, a climate change and global warming skeptic, to lead the @EPA transition team.…",789069 +1,RT @madmarch_: Florida is literally about to sink because of rising sea levels due to global warming and they just voted for a man who thin…,157148 +1,"@cd_hooks possible drone is simply weather-related data collector, so he doesn't want back because climate change is 'hoax from China.'",450076 +2,"RT @peggyarnol: As climate change heats up, Arctic residents struggle to keep... https://t.co/WpVrjkpC7G #Arctic",352837 +1,"World: Upside Down +China warns Trump against abandoning climate change deal https://t.co/qCUhWLJgDZ",936339 +1,RT @World_Wildlife: How climate change impacts wildlife: https://t.co/ozTap4cdlK #COP22 #EarthToMarrakech https://t.co/xm5XgpVhqY,2693 +1,"AUNZ — Waikato project to help people adapting to climate change - Associate Professor Morrison adds: “For example,… https://t.co/XGdOJkyFg1",695856 +1,"climate change deniers, read this and tell me if you see parallels with the world we live in now. #ableg #cdnpoli https://t.co/prU1UrjMO9",852388 +-1,@terrymorse @KamalaHarris You bought into the man made climate change myth. You have been duped.,340042 +1,Why composting matters: Composting builds soil & mitigates climate change: https://t.co/jB2MjUs4nk @kissthegroundCA https://t.co/BqO1tgHykZ,105592 +0,RT @1stevedoerr1: @yceek but Leonardo DiCaprio will still claim it was necessary to go to South America to find snow due to climate change.,311837 +1,RT @clara111: @Tibetans #Mongolia: Facing climate change collectively @AJEnglish https://t.co/xgveFxozxZ,940855 +0,"If you want to do a PhD on marine microbes in relation to climate change, this is your chance: +https://t.co/j724Gqu91U",695443 +-1,"RT @barelypolitix: Liberals say there's no money for border wall ... but plenty of money to: + +~ Send to Iran + +~ Research 'climate change'…",489797 +1,RT @miel: if you are not wanting to 'get political' consider this - trump's actions re: climate change will render this plane…,624095 +1,RT @lucia_oh_: #Latinos want aggressive policies to combat #climate change & reject Pruitt's record: https://t.co/rViKLETZWA @SenDeanHeller…,599211 +1,I’m supporting #EarthHourUK to show I want action on climate change. Join me to #MakeClimateMatter https://t.co/0ZQu6jn4al,121851 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,25496 +1,#Paris #climate change agreement enters into force - at last! Let's get moving. https://t.co/jihAmXqbnT,953331 +2,"#weather Mediterranean to become desert unless global warming limited to 1.5°C, study warns – Inhabitat https://t.co/xm4Zq3X8kp #forecast",348357 +1,@Jimijam77 stay tuned! Next up: 'global warming's effects on christmas dreams. The girl who never got to ski' https://t.co/pEQk48v6yK,592841 +1,"RT @JamesMelville: Trump has frozen all EPA funding. This includes: +- toxic clean ups +- climate change research +- air pollution control +htt…",367512 +1,RT @FactsGuide: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/g6KXAdyLHd,947494 +-1,"@1strangequark We had a category 3 in 1966, this is still listed as a category 2, so was climate change worse almost 47 years ago?",494610 +2,RT @latimes: Oil companies outspent environmentalists during California's climate change negotiations https://t.co/bQf7OLAj7b https://t.co/…,500710 +0,What more does MARTINEZ have to do to get in the first team?? Stop global warming? Bring world peace?,938134 +1,RT @NatGeoPhotos: Startling images from around the globe help us hone in on climate change: https://t.co/N3KvYQ3Jkx https://t.co/0mGvbO778T,364997 +-1,"@Carbongate @guardian Husband is scientist, knows climate change=Faked data, but most scientists get $ from DOE must go with 'party line' BS",968788 +1,RT @Carolinecxleman: how one doesn't believe in climate change is mind blowing to me,691892 +-1,"@DrMartyFox pull out we don't need a bastard child of climate change, first time I would approve of an abortion. Ab… https://t.co/TprYFB7jkT",171379 +1,RT @MalcolmChishol1: What we'd expect from a climate change denier. On this and a great deal more he must and will be opposed. https://t.co…,9957 +0,RT @jdisblack: your shit suffering from global warming https://t.co/J2dda32UFI,152420 +1,RT @AlisonRoweAU: Are you climate change risk ready? Join us and find out more https://t.co/GRqnrBYQSM @FBC_Australia @SustainVic @CentrePo…,349611 +1,"@alexavellian @jkenney Cost of doing nothing abt climate change & pointing fingers instead, more than doing something. Grow a pair & man up",999022 +2,RT @guardian: Al Gore: battle against climate change is like fight against slavery https://t.co/C93UUX4wPs,112429 +2,RT @JenLucPiquant: Emergency campaign launched to convince Trump climate change is real. Failure risks 'planetary disaster' https://t.co/ns…,89104 +1,"RT @GhostPanther: Biggest loser tonight is the human race. Cause climate change is gone as an issue in Trump America. + +THIS IS A HUGE DEAL.…",636762 +1,US senate's enviro committee chair @jiminhofe is 'probably the most prominent congressional climate change denier'.… https://t.co/yoqfnbFM4x,982914 +0,Hilary should appoint Barak and Matt @MattDamonOnline to handle climate change.,544537 +1,RT @ClimateCentral: The freakish February warmth is just the latest example of how climate change is making record heat more common…,52312 +1,RT @WWFScotland: No time to waste! Sign up to #EarthHour to demand strong action on climate change https://t.co/7K4by7W3sR https://t.co/xoo…,778577 +1,RT @alexa_rapp: when ur enjoying this 60* weather but realize global warming is real https://t.co/h5QX5YPBGx,639552 +2,US climate change campaigner dies snorkeling at Great Barrier... https://t.co/S1ktZvPUIh #GreatBarrierReef,281133 +0,RT @taeyong1st: Taeyong is like the global warming bec he's waaayyy too hot https://t.co/OlsualfbVD,502548 +0,@ManWithTheBFG I believe in climate change but I also don't know what happens after I die so I don't really care that much either,296010 +-1,RT @JebSanford: Obama gave Iran a future with nuclear weapons Trump got out of the Paris Accord.Mindless liberals fear climate change more…,299954 +2,World&#039;s major cities to invest 375B USD to combat climate change https://t.co/a8oglDUfY3,337939 +1,"@HALEMA20 please join us next week to find out how Bangladesh refuses to be a victim of climate change:16 Nov, 6-8p… https://t.co/kEstlNUjfM",64219 +1,RT @Vaishax: Trump called global warming a Chinese hoax. He couldn’t have been blunter about this. https://t.co/fZMgkKBCrQ,552544 +1,RT @mathewrodriguez: Denying that people living with HIV don't transmit the virus is akin to being a climate change denialist to me. The sc…,353670 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,227346 +2,#LongIsland #TechNews: How does Trump really feel about climate change? https://t.co/EhJMuoRHuC,442735 +2,RT @OFA: The nation's top medical societies say that man-made climate change is making Americans sicker. https://t.co/qE4356FAyj #ActOnClim…,142735 +2,"RT @climatehawk1: Europe faces droughts, floods, storms as #climate change accelerates | @Guardian https://t.co/6rdSOH5S54… ",849649 +2,Paris pledges insufficient to meet 2°C climate change objective https://t.co/KCi8r6wheO,617942 +1,RT @Senor_Sam: I think the thing I'm most worried about after Trump takes office is the environment. He's going to gut every climate change…,428132 +1,"@CertainSm1 I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",174033 +-1,Lmao fools still think global warming is real....IT'S 20 DEGREES OUTSIDE WAKE UP PEOPLE,603068 +0,RT @KarenPtbo: Mega-sized Canadian delegation in Morocco for this year’s United Nations climate change conference…,848986 +1,RT @betterthemask: Before the Flood's free to watch now - @NatGeo film abt how we can prevent catastrophic climate change disruption https:…,350132 +1,RT @PScotlandCSG: Wonderful partnership between @commonwealthsec+Fiji to deliver regenerative answer to ocean+climate change challeng…,302928 +1,RT @luisbaram: I've NEVER met a climate change denier but maybe my situation is unique. https://t.co/yAeJUHy4lS,684732 +1,RT @davidsirota: Modern liberalism is accusing people of being Russian agents if they suggest climate change is as important a political is…,248518 +1,RT @ConversationUK: Understanding how biodiversity responds to climate change requires an interdisciplinary perspective https://t.co/DaRqSc…,899648 +-1,RT @RitaPanahi: Pope grandstands on climate change & Islamaphobia while Christians are ethnically cleansed from parts of Africa & much of t…,504388 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",987517 +1,RT @spookykiah: wouldn't it be grand if man-made climate change deniers who cry 'it's only a theory' just stopped believing in gravity too…,117933 +2,RT @ClimateGroup: Germany makes climate change G20 priority https://t.co/3sHt7B5r44,55720 +2,"RT @pmagn: Methane emissions surge threatens climate change goals +https://t.co/mbFNRYQ1C1",815775 +2,RT @canativeobt: On the frontline of climate change in the South Pacific https://t.co/eVPEuTiCwd,835710 +1,RT @theresphysics: Science loses out to uninformed opinion on climate change – yet again https://t.co/QW1opvCQsA via @ConversationUK,400994 +2,RT @BerniesHomie: US Defence Secretary James Mattis says climate change is already destabilising the world https://t.co/XWOXBcUK89,302871 +0,HAPPY NEW YEAR? A war over global warming and increased space tourism… what Nostradamus predicted for 2017 https://t.co/ph5ttNavmy,413817 +2,RT @EIAinvestigator: #Asia: Can snow #leopards survive #climate change? https://t.co/2jK73u1yR8 https://t.co/P0zd9qaws8,448047 +1,"RT @CNN: Cooper: Does Trump believe in climate change? + +Ex-campaign official: 'He loves the outdoors'; that's wrong question https://t.co/A…",799268 +2,Demonstrators demand that Roskam address climate change - Chicago Daily Herald https://t.co/Pap018rBC6,733710 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,426943 +1,RT @AskFuhknJeebz: 70 degrees in December in Virginia and there are people who still dispute climate change. Really what more proof do you…,994899 +1,".@lisamurkowski: 'In Alaska, we don't talk about whether climate change is theoretical' #CSISlive",122571 +2,RT @Deanofcomedy: CDC abruptly cancels long-planned conference on climate change and health https://t.co/vzm1aObqOJ,546630 +1,RT @climatehawk1: Fighting for freshwater amid #climate change | PBS @NewsHour https://t.co/FYtT2vNezX #globalwarming #ActOnClimate…,235369 +1,From @haqqmisra: The time is ripe for isolationist elected officials to take action on climate change. https://t.co/qNyKRXmdFE,945753 +2,"RT @NYTScience: A study argues that Exxon “contributed quietly” to climate change science, “and loudly to raising doubts about it.” https:/…",485246 +-1,"Is the agenda behind 'human-made global warming' an anti-capitalist one? https://t.co/DeKs49Yeww + +#globalwarming",709436 +-1,"RT @TheMarkRomano: Remember, we're supposed believe everything this fool says about 'climate change.' + +https://t.co/c4q7UDJgiw",673562 +0,"Trade Center, right now, we need global warming! I’ve said if Hillary Clinton were running ‘The View’, I’d say ‘Rosie, you’re",196889 +1,global warming is real. https://t.co/KYwPD10vH2,444294 +2,RT @FT: Saudi Arabia will stick to climate change pledges https://t.co/Cq2sVO7X1f,367403 +1,RT @Europarl_EN: The EU will keep leading the fight on climate change #ParisAgreement https://t.co/pTkFmC0TwA https://t.co/YN3PPDGgTR,699229 +1,"RT @maisiekemp_: Makes me so sick that a racist, sexist, discriminative man who thinks global warming is a myth is going to have so much in…",221499 +1,"RT @paleblueeyes24: Q: Does President Trump believe in climate change? +A: He believes in beautiful chocolate cake. +#pressbriefing https:…",181402 +1,RT @iTunesTrailers: .@AlGore follows up his 2006 doc on global warming with the equally motivating An Inconvenient Sequel: Truth to Pow…,201455 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,980273 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,923485 +1,"RT @jlpratt4: This is why, @realDonaldTrump, we need to address the very real issue of climate change. Check w/ @NASA, it's real:…",443429 +1,RT @WIRED: Researchers were all set to study the effects of climate change in the arctic. Then climate change got in the way https://t.co/a…,776121 +2,"RT @GuardianNigeria: Experts say global warming will lead to premature death of 150 million people by 2050 due to protein deficiency +https:…",893358 +1,RT @SpiritualSmoker: it's absolutely disgusting how big of a problem climate change it yet nobody seems to give a fuck,372843 +1,"RT @Clara_k11: Remember when @realDonaldTrump said global warming was a hoax created by the Chinese? Well don, it wasn't.",514609 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",569899 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,749822 +2,"Biocrust, the living skin of desserts, and its degradation effects on climate change via @wef https://t.co/GrFJx2xDcW",366316 +1,RT @350Australia: Turnbull is in complete denial about the damage global warming has done to the Reef. Still pushing for new coal pro…,500492 +2,"RT @CBDNews: 'At #COP22, UNESCO showcases indigenous knowledge to fight climate change' @malaysiasun https://t.co/zbxx6vJ1HZ https://t.co/P…",548029 +1,RT @Jakee_and_bakee: Happy bc warm weather but sad bc climate change,850677 +1,"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",276811 +1,"RT @Tomleewalker: #WhyGoVegan because who wants to play a direct role in perpetuating the lead driver of climate change which costs us 250,…",117984 +2,"RT @HuffPostGreen: Americans' global warming fears at highest in nearly a decade, survey finds https://t.co/ZiSH6SyVrp",602545 +1,@SeeDaneRun You're responding to someone that doesn't care that millions would die from climate change. Maybe a waste of your time.,591982 +1,"@thesoapcompany BUT kowtowing to Putin, ignoring climate change, reverting to coal use will affect all. 4 starters. Can't really debate here",429826 +2,"RT @thedailybeast: Badlands National Park, which defied Trump by tweeting about climate change, deleted its tweets a few hours later… ",7139 +0,@CEgenhofe Seen this in @ChristianToday? Christians can't afford to bury their talents on climate change… https://t.co/NJ8ISpnn99,30242 +1,RT @HeyseRick: My concern is we have tipped the scales too far. As well as fighting climate change we must also prepare for the co…,233651 +1,RT @CleanAirMoms: .@SenDonnelly – climate change puts Hoosiers at risk. Please protect us and vote to reject #PollutingPruitt. https://t.co…,256673 +2,Pages on climate change and LGBT rights among topics scrubbed from the White House's website https://t.co/aZrq1OXabu,260552 +0,"@EAGLEjme @intelligencer But it might end global warming. + +The insects that survive will forever be indebted to us.",216709 +1,RT @LesleyRiddoch: British state not equipped 2 tackle world challenges of climate change & automation but tied to archaic vested interests…,261513 +2,Trump’s Defense Secretary just called climate change a “National Security Challenge” via /r/climate … https://t.co/IrjKC3010z,943372 +1,RT @nowthisnews: Not even bicycles are safe from President Trump's vendettas against Barack Obama & climate change https://t.co/9BZGGD5uxt,18642 +1,RT @PaulEDawson: 150 years of global warming in a minute-long symphony – video - #climatechange https://t.co/YbHCZJkNtg,430344 +0,"RT @ramonbautista: Numinipis na ang yelo sa Arctic Circle, pati si Santa nangangayayat na. Nakakatakot talaga ang global warming https://t.…",504450 +1,One of the key issues that I really feel passionate about is climate change.,812273 +1,"RT @GavinPolone: There is always a bright side: Trump rejects climate change, but Mar-a-Lago could be lost to the sea https://t.co/WMCzf4L4…",564172 +1,RT @ThysNoisia: ������ Big picture reminder: climate change and nuclear weapons are the most threatening factors in the world. No. 1 & 2 on th…,569200 +1,5 ugliest #effects of climate change https://t.co/31XLigpceu,505155 +1,RT @JustinHGillis: Ever heard of 'peatlands?' Profoundly important to learn if you care about climate change: https://t.co/YjawAIA4ix @henr…,244349 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,741277 +0,"RT @sara8smiles: Remember when someone says 'climate change' and freaks out. +Laugh real hard like I do.���� https://t.co/3VkuS8IXk1",387345 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,196623 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",554818 +1,RT @Greenpeace: Do you wish governments would do more to prevent climate change? https://t.co/h4oFKhQbce,691859 +-1,@TuckerCarlson @realDonaldTrump wrestling meme is more real than climate change ! #Tucker,748586 +-1,March to support science? Bullshit! March to ram bullshit 'climate change' down our throats!!!,197109 +1,RT @RepAdamSchiff: Starting my town hall at @Caltech to discuss climate change and the assault on science. Watch here: https://t.co/HTSc7op…,188492 +0,RT @conradhackett: 51% of conservative Republicans said climate scientists don't understand whether climate change is happening…,760407 +1,"RT @matthewbennett: It's not just climate change. The White House LGBT page has disappeared too: +https://t.co/Z0nIk2kNuC https://t.co/f8JpS…",220687 +-1,"@RollingStone global warming is a natural phenomena...if it weren't, we'd still be covered in ice",592541 +2,"RT @latimes: Why global warming could lead to 100,000 more diabetes cases a year in the U.S. https://t.co/LdQ2leq5qt https://t.co/9HYxMMVNTv",965882 +2,RT @NYTScience: How President Trump is planning to dismantle President Obama's climate change legacy https://t.co/7VFsvJ86FS,948361 +1,RT @CookieBo: @coolworld0 @oreillyfactor he's hiding Big Oil deals with Russia. Ans his Russian Friendship Medal. And climate change.,99493 +2,Barack Obama warns climate change could create refugee crisis ‘unprecedented in human history… https://t.co/XPE8EH3CFL,573408 +1,"RT @JustinTrudeau: At the Vatican today, meeting with Pope Francis to talk about climate change, migration and reconciliation – it was…",993766 +2,RT @UN_News_Centre: #COP22: #UNSG Ban urges rapid increase of funding to address climate change. https://t.co/GzkhU6sl4C https://t.co/oqOw7…,481454 +2,RT @climateprogress: Will global warming help drive record election turnout? https://t.co/R6Ig2hH2th https://t.co/4r7Z5j3QJz,704065 +-1,These global warming crackpots have lost it! Join us & enlist at https://t.co/cwjCGbkHRv. Patriot central awaits. https://t.co/5LLskkhuy4,254208 +1,"@DelilahSDawson Everyone ignores climate change, spending their time screwing each other over.",864953 +2,GMs vice chairman calls global warming a crock of sh: GMs vice chairman calls global… https://t.co/dWMYtohqLO,860146 +1,"RT @BayoumiMoustafa: No, he's right! The new primary contributor to climate change is orange spray tans. https://t.co/7m9ljsklgL",665887 +1,Uganda’s agriculture can’t thrive beyond 1.5-degree global warming #FarmingAgriculture https://t.co/3oYWQrkZ82,562499 +1,"RT @iconickkk: Trump claims global warming is fake, and most big meat corporations (which are contributing immensely to global warming) don…",524717 +0,"RT @politicsinmemes: When climate leaders like @LeoDiCaprio think a chinook is climate change, are we at all surprised? #climatechange http…",981360 +1,"RT @Cryptic1iam: Guys who send unsolicited dick pics are like climate change  + +We know you are there. But it's so sad we pretend you don't…",430425 +1,@freedomforce990 @postcardjohn @DclareDiane @JunkScience are you also a climate change denier???,133267 +1,#Google ForbesTech: Here's why EPA head Scott Pruitt is wrong about C02 and climate change https://t.co/4VmjteEwRB https://t.co/YvJZyxGotp,595458 +1,RT @expatina: Maybe he has a favorite prayer to Mammon he can teach us for the next climate change catastrophe. https://t.co/4PHl6ccIoL,197050 +2,Sciencemag: Dems think #HR3293 is a 'political litmus test' for funding social science & #climate change research https://t.co/k0C3wcr1yp,234577 +-1,"RT @GartrellLinda: Energy Dept. REFUSES to hand over climate change info to Trump! https://t.co/AbGP035GrT +FIRE INSUBORDINATE EMPLOYEES +Fre…",620457 +2,"RT @washingtonpost: Scientists just found another case of climate change wiping out an underwater ecosystem +https://t.co/vjWdUpjDVd",601187 +1,"#ClimateChange #GlobalWarming China clarifies for Trump: uh, no, global warming is not a Chinese hoax https://t.co/KIcoQrLrFF via @voxdotcom",891610 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",303715 +1,@realDonaldTrump Keeping our nation safe means taking action on the more pressing threat...climate change,49728 +2,"RT @EnvDefenseFund: Interior Dept. censors climate change from news release on coastal flooding, and scientists are outraged. https://t.co/…",350654 +2,RT @HoustonChron: Study finds global warming could steal postcard-perfect days https://t.co/HmvFf8liHZ,90455 +1,RT @allinwithchris: .@algore on the fight against climate change: 'I think the momentum is unstoppable now. We're winning this' #inners htt…,466809 +0,Are climate change and radical Islam even related in anyway Tammy https://t.co/A28NiyV0at,162642 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,762388 +2,G7 talks: Trump isolated over Paris climate change deal - Germany called the climate change talks 'very unsatis... https://t.co/xlKf4aBW1C,977987 +1,"@ClimateNewsCA @BillNye @neiltyson I was being lighthearted, but I can be more clear: 'Human accelerated global climate change.'",22283 +2,#Nigeria #news - BREAKING: #Trump pulls US out of global climate change accord https://t.co/hcYUhAsZ8n,697778 +1,RT @Slate: Trump will be the only world leader to deny climate change: https://t.co/0uCR0DV2jb https://t.co/a1BiBH3wE8,947688 +1,p sure its just global warming we r close to tha end folks https://t.co/rTvpJkhTMV,53130 +-1,RT @FunnyAnimals: How to solve phony 'climate change' problem INSTANTLY: Believers quit driving & flying. Deniers go about life as usual.…,759720 +2,"RT @BBCWorld: The Great Barrier Reef can be saved only if urgent steps are taken to reduce global warming, new research warns.…",176933 +1,"RT @bbylychee: Regular cheetos: +Doesn't believe in global warming +Bad driver +Eyebrows unblended + +Hot cheetos: +4.0 GPA +Loved by moms +G…",72055 +1,America will not be great again. & our earth is doomed as well because of a man who believes climate change was created by the Chinese. Bye.,483349 +1,people surly deserve climate change for torturing earth punishment for loosing the conscious https://t.co/ulvQ639fRz,564389 +1,RT @WMBtweets: The signs are already here. Leadership on climate change is proving to be remarkably resilient @CFigueres #WEF https://t.co/…,778989 +1,Now we have a moral duty to talk about climate change (Opinion) https://t.co/MCU3nP7I7a,380820 +2,RT @ClimateCentral: Europe's coasts will see higher and more frequent extreme coastal floods in the future due to climate change…,372401 +1,‘Moore’s law’ for carbon would defeat global warming https://t.co/Wb3NAHJCfz We cannot allow the LNP To refuse to act #auspol #ClimateChange,241716 +1,RT @Tomleewalker: good afternoon everyone except ppl who contribute to the single largest direct cause of climate change for a Big Mac but…,696397 +1,RT @ThirdForceNews: Praise as Scots climate change targets achieved https://t.co/8PKVBFPqbj @sccscot https://t.co/N8BhvSP3T4,656411 +2,"RT @gadyepstein: Role reversal: China—once seen as an obstructive force in UN climate change talks—warns Trump not to abandon deal + +https:/…",509747 +1,@haavoc Key word: apocalyptic. There are a lot of RW Christians who don't care about climate change bc these storms… https://t.co/OWWJMWmsyu,192878 +0,RT @ReclaimAnglesea: G7 summit ends with split between Trump/other leaders on climate change (Can the world trust the US or not? #uspoli) h…,605001 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,846314 +1,RT @COP22: COP22 kicks off today! Let's keep the momentum going in the fight against climate change and towards a low-carbon…,324308 +1,RT @JoeBiden: Honored to see Ecumenical Patriarch Bartholomew in Athens – his leadership on climate change and the environment is…,579986 +0,"RT @KatyTurNBC: Trump says he will cancel Billions of dollars to the UN for global warming. 'By the way, no one knows what happens to that…",120943 +-1,@DRUDGE_REPORT @washingtonpost souch for global warming or whatever the hell they call it.,325101 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,496766 +0,I hunger for copperhead snake as my mind turns to climate change.,367792 +0,@wryansmith can climate change take us before then,73680 +1,MIT researchers create a robot that can 3-D-print a building in hours https://t.co/y7aC56L6Nb A new climate change adaptation strategy!,930253 +1,RT @randyhillier: Sajjan links Syrian conflict to climate change https://t.co/KwTOpkMrjX. Can we send over some of Ontario windmills to end…,533707 +2,Listen to 58 years of climate change in one minute https://t.co/gp55aMnKof,786110 +0,"Interesting results from a survey of the American population's perception of climate change... +https://t.co/1MivnNx15i",917710 +1,RT @diana_chillcce: This is what climate change looks like @CNNI https://t.co/1Afmuxe2jv,386036 +1,RT @Susan_Masten: How will climate change our health? Let me count the ways! @EPAScottPruitt @EPA @altUSEPA @ActualEPAFacts https://t.co/9H…,911390 +1,RT @RichardJMurphy: Centrica has donated to US climate change-denying thinktank https://t.co/GabO4Zgj79 No surprise there: profit before pl…,3410 +1,RT @climatehawk1: Utah students organize public hearing on #climate change | @DeseretNews https://t.co/XbqUon67ql #ActOnClimate…,696396 +2,"In race to curb climate change, cities outpace governments https://t.co/WANOgZggpN via @ReutersUK",468218 +1,RT @rebleber: Badass girl invited her congressman to her science class to learn about climate change. (He declined) https://t.co/11fJ5PePhS,918097 +1,RT @AndyBrown1_: 'How could it be that the largest oil company in the US knows more about climate change than the president?' https://t.co/…,482044 +2,RT @guardian: Head of EPA denies carbon dioxide causes global warming – video https://t.co/z93ORsQwSh,61644 +0,@Mikel_Jollett climate change or trumpets would say the apocalypse,1108 +0,A dictator wishes to poison climate change is born in Tasmania.,241330 +2,RT @impishchimp: ��Vancouver company Corvus Energy has created electric ships poised to combat global warming https://t.co/5mtEehMlaf…,363814 +1,"Dear climate change deniers, +No one respects you or wants to hear anything you have to say. Shhh.",76474 +1,RT @Figgy_Smalls_: I guess it's going to take 12 months of summer for people to believe in climate change,759391 +1,@neiltyson Please help stop climate change we need to do something. The earth is dying,222679 +1,"Vladimir Putin ceased export of wheat due to climate change, which in turn caused civil unrest in Cairo, Egypt. #ujelp17 #4corners",731484 +2,Donald Trump's likely scientific adviser has called climate change scientists a 'glassy-eyed cult' https://t.co/lNsQikwNFs,133474 +1,RT @Paul_Scientell: Great resources and support for climate change adaptation in Australia. @NCCARF #climatechange https://t.co/zgtxxX7584,231615 +1,"RT @littlecatladyy: @vegansfordonald you do realize that donald trump is not vegan, right? and also thinks climate change is just .. we…",234581 +1,Denying climate change is fighting to ensure every student has been short a parent's plan enables millions of us for their,505291 +2,Impact of climate change on harmful algal blooms: https://t.co/c6gij12EKS,849153 +-1,RT @DrSue19380: @lkk1945 @RealStrategyFan SOS Kerry after he signed. Under the guise of climate change on our tax $. Now he is only SOS o…,421804 +0,Harry is journaling about the dangers of global warming,347233 +1,RT @RogerAPielkeSr: “CO2 is primary GHG that is contributing to recent climate change' https://t.co/ZC5EjbC6t7 EPA s wrong e.g. see https:/…,314143 +-1,@WashTimes the religion of global warming with every weather event viewed thro that lens. Scientist manipulating data! Discredit other scien,479451 +0,"Pohon kehidupan yg tadinya bs jd solusi global warming, malah jadi masalah baru yg memperparah.",390898 +1,"RT @patagonia: If our elected leaders fail to approach the environment & climate change as serious issues worthy of urgency & action, it wi…",386421 +0,"Kentut sapi termasuk penyebab utama global warming, karena mengeluarkan gas panas yang bisa merusak udara.",108948 +-1,"If you so much as heat your home in the winter, you're a climate change denier. https://t.co/bTMAyY28iV",51769 +2,"RT @guardian: Indigenous rights are key to preserving forests, climate change study finds https://t.co/kwGUXoPlOQ",97110 +0,RT @larryareathome: Y'all sleeping on this tweet is the reason why global warming is happening. https://t.co/IXTMnwzHzv,173735 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,399479 +1,RT @RonEClaiborne: I’m a scientist. The Trump administration reassigned me for speaking up about climate change. - The Washington Post http…,944360 +0,@akent @shanbennet How does climate change fit in with that rule? ; -),121501 +-1,@Zakk2Gud @PopSci 97% support man-made global warming?? You think so???? https://t.co/Xr9zcGek5K,222557 +1,@nytimes Good thing US and UK governments really care about climate change... ��,227846 +2,"RT @SafetyPinDaily: The climate change lawsuit the #Trump administration is desperate to stop going to trial | By @chelseaeharvey +https:/…",716621 +1,"even if scientists are wrong about climate change, why would you not support investment into precautionary measures to prevent total (+)",421301 +1,RT @SimnHess: Reduced fish catches in West #Africa due to climate change could lead to 50% fall in #employment in the sector by 2…,180393 +2,RT @9NewsAdel: Report says Australia can expect to have more intense thunderstorms in years ahead because of climate change: https://t.co/Y…,794534 +1,RT @ontrack0: @TheCVF High Level Meeting representing those most vulnerable to climate change starting now at #COP22 #1o5c https://t.co/r6y…,914138 +1,"RT @Patrickesque: decades from now when climate change causes a global famine, we will eat the Republicans first. https://t.co/n1eIVis8Ij",134301 +2,Atmospheric rivers fueled by climate change could decimate wild oysters in San Francisco Bay https://t.co/XvLoesJfhp,740418 +1,RT @Innisfree: #citizenscience can help people learn about climate change for themselves. Loving @latimes lately. https://t.co/T9fOhiVRsO,847635 +1,"RT @CeresNews: While @EPAScottPruitt denies science that says carbon causes global warming, 950+ businesses demand a #LowCarbonUSA https://…",48826 +2,"According to UN, 1 in 30 people could be displaced by climate change by mid century. + + https://t.co/fvY5ekbhE0",740427 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,818957 +0,RT @KimletGordon: Climate change climate change climate change climate change climate change climate change climate change climate change,218239 +0,"If global warming isn't real, then why is club penguin shutting down?",650364 +0,"RT @Sugarcubedog: It wasn't classified when she sent it, and it's about climate change. FBI has already reviewed. https://t.co/kHQZnkCsgH",771982 +2,RT @AP: Growing algae bloom in Arabian Sea tied to climate change. Story: https://t.co/EHim23CRGx https://t.co/pyEN95U7au,928329 +1,If climate change is so awful and HUMAN made why do we allow people to have 5 plus kids. We should be like China & demand 1 kid per FAMILY!,462921 +0,RT @AngryGranny1: The corrupt idiots of @LiberalAus think their usual method of stacking boards with cronies will make climate change…,826368 +1,RT @YEARSofLIVING: The @nytimes should not have hired climate change bullshitter Bret Stephens via @drvox @voxdotcom https://t.co/tMCFFTAq…,431331 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,749047 +2,The 'simple question' that can change your mind about global warming - CNN https://t.co/DWJhULn33N,399132 +2,RT @Timatkin: Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/vEwhXdchpX,288498 +-1,Yesterday I wondered who the first loon to blame London on climate change would be. https://t.co/6tLiuIP55Q,485933 +1,*tries to explain climate change to my dad* him: 'it's God's doing' ??????? what ?,213638 +-1,"RT @SkepticJohn: If man-made global warming is fact, why do you have to fake data to support it? https://t.co/GKLGn9wKyf",670956 +1,RT @hihannahey: y'all wanna complain about it being hot in november but don't wanna talk about climate change and rising ocean levels... mh…,610136 +1,RT @SenKamalaHarris: President Trump just threw away a plan to combat climate change & protect the air we breathe. Three words of advice: r…,319605 +1,RT @ilooklikelilbil: ma ya MCM dont believe in climate change and pollution he watching the world on fire and thinking 'John 3:16 God Got M…,327165 +1,Nothing threatens access to fresh water more than climate change. https://t.co/2jtjY9boSr,247474 +1,"RT @cbryanjones: The list of countries who have turned their back on addressing climate change is short: Syria, Nicaragua, and … the United…",11766 +0,RT @cpiazzi: Do you believe in climate change?,242128 +2,RT @randlight: Rex Tillerson accused of using email alias 'Wayne Tracker' to discuss climate change at Exxon https://t.co/ilYzuXj47S via @s…,297226 +1,"Trump’s Chief Strategist is a racist, misogynist, #climate change denier. We must #StopBannon. Sign on & share: https://t.co/GnB3bkkMO8",753239 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,68462 +1,Most people on the planet underestimate the seriousness of climate change. But scaring them won't get them to act… https://t.co/wRdEBl4xwP,817014 +-1,"RT @KurtSchlichter: Remember, what liberals call 'climate change' is a huge fraud designed to impoverish and disempower you while enriching…",54883 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,99853 +2,RT @BostonomiX: How Wynn is building its casino along the Mystic River to protect against climate change https://t.co/GM0bJRrffp,993052 +0,More than six in ten Trump voters support taxing and/or regulating #climate change-causing pollution… https://t.co/hKEZLg41Mi,375585 +1,RT @nytopinion: The effects of climate change policy can't be easily reversed. Here’s what we could lose for good. https://t.co/juSrUIcWGV,234335 +1,RT @craigtimes: Death of coral reefs due to #climate change could be devastating for humans too https://t.co/TMtBQUncMF via @brady_dennis,399134 +1,Way to go Blackrock! Financial firms lead shareholder against Exxon Mobile and their climate change policies! https://t.co/h0KlhENvAX,153779 +1,RT @Rachael_Swindon: Theresa May does deals with terrorists. It will be easy for her to do deals with climate change denying homophobic…,883444 +2,"On climate change, Scott Pruitt causes an uproar — and contradicts the EPA’s own website https://t.co/3mXFXtpusS https://t.co/Gt4YvXZk4K",673564 +1,"As expected, Trump EPA chief (and fossil-fuels advocate) Pruitt quick to deny scientific consensus on climate change https://t.co/fSzVKKFlmo",939926 +1,"Conservatives: *thinks global warming is a hoax* +Also conservatives: *defends beliefs on sex and gender with science*",692460 +1,"RT @KamalaHarris: You want to talk about women’s issues? That’s fantastic. Let’s talk about health care, education, climate change, a… ",354526 +1,the fast-moving deregulatory agenda isn't just going to hurt public health and efforts to fight climate change; it also has zero mandate,813105 +0,"RT @mgoldfarb999: Per the article,' It found that if the United States delays addressing climate change domestically for four to... https:/…",129131 +0,"RT @rebleber: -NYT opinions=generally bad +-you'll survive this newscycle +-surviving climate change less certain +-support nonprofit journali…",977502 +0,#AccordodiParigi Stop sussidi a fonti fossili contro climate change. @LeonaroDicaprio https://t.co/sUnxqootqz,694292 +1,RT @KalelKitten: It is SO SO SO important for our generation to understand the reality of climate change. Please watch Before The Flood! ðŸŒðŸƒâ€¦,220594 +2,RT @syqau: Many Americans think climate change will lead to human extinction https://t.co/hANblWSvQz,703645 +0,"@Herring1967 It's global warming. Today it's your arse, tomorrow the ice caps.",876270 +-1,RT @badbrad888: @CHNGStockton climate change one big money making scam. I'd love Trump to expose the whole thing,387997 +2,RT @thehill: CDC cancels major climate change conference https://t.co/UkpRVobANE https://t.co/zbD5HgNzmz,412974 +1,"RT @missmayn: 1957: Cigarettes don’t cause cancer. + +2017: Humans don’t cause global warming.",800329 +2,"RT @EcoInternet3: New CBA case a warning: Step up on #climate change, or we'll see you in court: Guardian https://t.co/0SOuLPemBX #environm…",603362 +1,But there's no such thing as global warming according to the white man's president https://t.co/3t1eiKsZTh,253291 +-1,@redsteeze @AmeliaHammy But the left and some on the right are already claiming climate change is a 'national security issue '. Ugh!,373228 +1,"RT @tracedominguez: The North Pole is 36° warmer than normal as winter descends... // But you're right Myron, global warming is phony. ht…",317528 +0,"@Cernovich Whichever, it's all coming to an end. It will end with climate change. Get ready. 2Peter 3:7",250443 +1,.@RepMikeCoffman Don’t let our kids face climate change disaster! #ParisAgreement #CleanPowerPlan #SaveTheEPA #ActOnClimate #swingdist,439818 +2,Harvard study finds Exxon misled the public about climate change https://t.co/vk2flh0zOR via insideclimate… https://t.co/bnyrA6zdBm #Clim…,314813 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,210600 +1,RT @prajjwalpanday: Great work by Joanne on engaging local voices - stories from Bangladesh of climate change #mustwatch #Dhaka https://t.c…,97723 +1,"RT @taygogo: 100% +The framing of climate change as some upper-middle class white liberal issue is such a dirty lie. Poor ppl of…",242673 +2,"RT @LifeSite: Pope Francis appears in ‘climate change’ movie featuring Obama, Clinton, Leonardo DiCaprio https://t.co/OeDP00uLXx",467052 +-1,"@FlowWithTheGo81 dont waste your time, climate change is a hoax",977286 +1,RT @shonfaye: The Miss Congeniality joke about April 25th was before climate change fucked the seasons - now you do need more than a light…,169954 +1,RT @KamalaHarris: The open hostility by this administration to the notion of climate change is alarming. We should be leading on this issue…,41220 +1,RT @kumailn: Trump scraps federal climate change rules. Some day history will look back at this day and think nothing because we will all b…,568116 +1,"All of Trump's nominees are also climate change deniers. The guardian setting the agenda +https://t.co/8vE01lnxT0",138846 +1,"RT @ByRosenberg: Even in the most liberal cities in America, 1 in 5 adults are climate change deniers https://t.co/wwkJeXHNoP https://t.co/…",337214 +1,I’m joining millions of people to show my support for action on climate change. #EarthHourUK https://t.co/MjUMDNa721,560930 +0,Forget global warming my neck is so frio I'm currently looking for 95' Leo,844127 +0,RT @pristinious: @hanlikesolo global warming,755942 +1,"RT @BR0K3B0I: let that sink in, a continent that is basically all ice just hit 63.5 F, y'all still wanna tell me climate change i… ",298482 +1,"RT @mojavenomads: Bryton voted for equality, women's rights, and climate change legislation... did you? #dumptrump https://t.co/ySUrrn6JOd",512037 +1,"RT @sierraclub: China clarifies for Trump: uh, no, global warming is not a Chinese hoax https://t.co/BCdIX78Sok (@bradplumer @voxdotcom)",339385 +1,Six irrefutable pieces of evidence that prove climate change is real – Popular Science https://t.co/pBnrwFhfnZ,309440 +1,RT @alexteachey: Probably the most convincing link I've seen showing that it really is anthropogenic CO2 causing climate change: https://t.…,743680 +-1,@Met_mdclark @SteveGy68 Fodder for the arctic climate change alarmists?,206112 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,35532 +0,Do climate scientists keep quiet about global warming because they've mentioned it before? https://t.co/H6IicJUp4w,185762 +1,"@davesperandio she's horrible. An awful corrupt, hawkish, 90's democrat. She's better than trump. Certain things like climate change, taxes,",215258 +1,RT @MarionGroves: Waleed Aly: Malcolm Turnbull will never have a credible climate change policy https://t.co/OOcuErwsGf,214868 +1,"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",298178 +1,RT @Wilderness: Incredible street art by @AtmStreetart draws attention to birds threatened by #climate change…,381388 +1,RT @BagalueSunab: Soils are key to unlocking the potential of mitigating and adapting to climate change. https://t.co/PSFBYUDXmB https://t.…,884705 +1,"@warrell57 @KellyannePolls What... willful ignorance of climate change? Your kids will curse your name, fool",393158 +2,The country set to cash in on climate change https://t.co/ZtK1Z9hIpv,659392 +1,Shared via CNN: Where climate change is threatening the health of Americans,816828 +1,"RT @FotoWeekDC: If you are passionate about climate change, this exhibition at the @HillyerArtSpace should be on your must see list https:/…",409587 +0,@feyderade @Annabelllie These scientists are mostly responsible for climate change?,484539 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,784689 +2,Environmental records shattered as climate change 'plays out before us' https://t.co/c6kwn8s6Wc,760270 +1,RT @NRDC: Urge Trump not to threaten our wildlife and wild places or reverse our progress in fighting climate change. https://t.co/Gx3AtcFH…,795732 +-1,RT @SteveSGoddard: Just when you think progressives can't possibly get any stupider - they blame volcanoes on global warming.…,939333 +1,"@PC_CRIMINAL @hellaroasty @balkan_princeza @js_heck Essentially denies global warming, is a supporter of bigotry and racism...",237923 +-1,"https://t.co/sRJFxJtajT +Tuff shit taxpayers in America don't need climate change fuck shit.",620382 +1,RT @meanpIastic: Only in America do we accept weather predictions from a groundhog yet refuse to believe in climate change from scientists,186417 +1,RT @voxdotcom: The next president will make decisions on climate change that echo for centuries. We haven’t discussed it. https://t.co/BVNW…,450108 +2,"RT @NYTScience: Exxon Mobil has turned on the Rockefeller family, which founded the company, over climate change https://t.co/EfInBrBntt",625090 +1,"@scalzi Maybe we could live through and recover from many mistakes, but continuing to ignore climate change could end us.",7739 +2,"RT @climatehawk1: Farm policy in age of #climate change creating another Dust Bowl, critics say | @InsideClimate…",187699 +-1,"RT @RealJack: Liberals love to credit science when it comes to climate change; the moment we talk about gender, science is off the table.",228037 +1,"RT @EnvDefenseFund: If you think fighting climate change will be expensive, calculate the cost of letting it happen. https://t.co/sksS8gnosd",575330 +1,"RT @PeterBeinart: today Trump pledged to repeal Obama climate change regs. If emissions go up, 13 million coastal Americans at risk https:/…",923671 +1,The Moron Theory: When climate change denial starts with a false conclusion & works backwards accepting only false premises. #cdnpoli,488500 +-1,"RT @irmahinojosa_: It's all about billions they invested into climate change, this #ParisAgreement was designed to cripple our economy. htt…",156402 +-1,"RT @Cernovich: Same 'experts' who said Hillary would win claim 'climate change' is real. LOL! Go away, morons, you know nothing and you los…",285472 +-1,RT @EWErickson: I just have a hard time believing climate change extremists when so many of them also believe boys can become girls.,579914 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,986005 +0,"RT @PolitiFact: New! Fake photo shows possible climate change effects, not flooded Houston airport: https://t.co/5Crj02dpce https://t.co/lP…",475049 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,363374 +1,"RT @Matthijs85: How Miami is sinking into the sea +because of global warming https://t.co/D97QQy4yUu +#climatechange #miami https://t.co/zgzZ…",608440 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,286966 +0,"RT @EricBoehlert: i'm glad you asked... + +'e-mail' mentions on cable news since Fri: 2,322 +'climate change' mentions on cable since Fr…",723693 +2,New post: Rapid decline of Arctic sea ice a combination of climate change and (University of Washington) The https://t.co/n8Vp8jroJr,120890 +1,"RT @indyfromspace: Just remember that science gave us the exact date, time, and location of the #eclipse + tells us climate change is real",475165 +1,RT @TaodeHaas: The Dutch took their govt to Court for insufficient action on climate change. Can't we do the same here plus for treason sab…,567182 +2,RT @washingtonpost: These experts say we have until 2020 to get climate change under control. And they’re the optimists https://t.co/iNDMW9…,663158 +2,"RT @DoNotForget911: Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges https://t.co/TTZGjjsh…",382410 +1,Call climate change what it is: violence | Rebecca Solnit https://t.co/X5knUgjIUO,677387 +1,"RT @NiskanenCenter: David Bookbinder in @voxdotcom: Obama had a chance to really fight climate change, and he blew it https://t.co/WQS3HZiT…",268509 +0,@VP @WhiteHouse did @TheRealBuzz spend any quality time with Pruitt to talk about climate change skepticism?,704920 +2,RT @BostonGlobe: EPA chief: Trump will soon sign a new order that unravels Obama’s sweeping plan to curb global warming…,592796 +1,@jumzyrau why is everyone in Bill's pic dressed in layers? Are they global warming deniers? #standupforscience @billmckibben,763930 +0,"Note: This is coming fr/ a bank president... +More on Indigenous land rights + climate change fr/ @indigenous_news:… https://t.co/3ZrSzpMoTw",63167 +1,"RT @ZachJCarter: It's almost like youth are more concerned about climate change, criminal justice reform & gross capitalism instead…",814940 +2,Most British adults report that the effects of climate change would encourage them to change their diet https://t.co/H8B00hai4E,85617 +0,Harry is professing his love for the dangers of global warming tomorrow,481838 +2,RT @thehill: CDC cancels major climate change conference https://t.co/2pRV7pj1Iu https://t.co/iiRKI9g7Kb,215093 +1,@Rand_Simberg Oh good. Enjoy it there when the sea level rises thanks to an EPA that denies climate change.,989370 +0,"@Lezleyrenee checking in on the weather. Unseasonably warm here in NY.70! It's not global warming it's the heat of Trumps anger +#ElectionDay",984785 +2,"RT @business: Trump wants to downplay global warming, but Louisiana won’t let him https://t.co/FItd9ADSSw https://t.co/LIwWdDa7S8",512147 +1,"It's odd we can't get climate change data anymore but sex assault victims info is public. GOP is a shit show, example of what not to do.",164761 +1,RT @kWalbolt: #RIPPiersSellers. He spent the last year of his life at work on climate change science because it is just that impo…,997361 +0,"RT @PC1170: Media falsely spins Trump's NYT climate comments - Trump cited Climategate, restated skepticism of 'global warming' https://t.c…",425718 +2,RT @lavndrblue: Twitter resistance explodes after federal climate change gag order https://t.co/9txiyAUlG3 via @HuffPostPol,384421 +1,RT @americanrivers: Integrated water management can help communities prepare for urban growth and climate change. https://t.co/E2QgGKsF8C,246084 +1,RT @theyearofelan: Maybe if we tell Donald Trump that climate change is coming from Mexico he will actually try and stop it,976613 +2,RT @THR: Leonardo DiCaprio surprises @TheEllenShow audience to talk climate change doc https://t.co/7OokeB0DI1 https://t.co/TfLwamtT6t,143040 +-1,"Looking to hire a car in Orlando in the summer... + +Being offered snow tyres as an optional extra. + +What global warming eh? +@realDonaldTrump",146877 +2,RT @CNBCi: Oil companies invest $1 billion to tackle climate change https://t.co/TVx4gKk9BB #SustainableEnergy,924222 +0,Kaya may climate change eh,902170 +0,"RT @JeffreyGuterman: #Trump has selected Myron Ebell, a climate change and global warming skeptic, to lead the @EPA transition team.…",31194 +2,"RT @nytimes: World leaders are moving forward on climate change without the U.S., declaring the Paris accord “irreversible” https://t.co/M4…",711484 +1,RT @COP22: In 4 days the most ambitious climate change agreement in history enters into force. Have you read #ParisAgreement?…,357058 +1,RT @NM99791307: How America lost its mind – “A third of us believe not only that global warming is no big deal https://t.co/zyp4FceatD,660522 +0,"RT @tarantallegra: For my next trick, I'll say global warming is not a hoax!",834131 +0,RT @_Sanctified6: Y'all go out and enjoy this global warming today,542404 +0,"@Fitzyleelee @FoxNews Not only a means to an end but coincidently, that's how he gauges his global warming predictions. Scary people.",397214 +1,Trump’s climate change denial will lead to thousands—maybe millions—of deaths https://t.co/SjF3cJIVdw,733750 +1,"RT @jonrog1: Look, it's very simple. If you're a Florida climate change denier, you're not allowed to move or sell your coastal house. That…",26402 +1,RT @ryanlcooper: keeping global warming below 2 degrees is done. kaput https://t.co/7rBzvrtC7M,372262 +-1,"RT @Martin_Durkin: Wonderful Trump appoints the charming, clever, sane Myron Ebell to take on the global warming charlatans. Hurrah!!! http…",912075 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,998515 +0,"2/2 Determined to salvage Obama’s legacy, it’s drawing battle lines on immigration, ObamaCare, RACE RELATIONS and climate change..",767972 +1,RT @drvox: 15. The entire history of US conservative engagement on climate change is an exercise in justifying those two predetermined conc…,967815 +2,RT @guardianeco: Australian coastline glows in the dark in sinister sign of climate change https://t.co/ciyHucjhrr,764708 +2,RT @Fusion: Peru is suffering its worst floods in recent history—and scientists say climate change is to blame: https://t.co/Xr6ETSZxI3,968030 +1,RT @WhatTheFFacts: A new study has shown it's 99.999% likely that global warming has been caused by human influence and greenhouse gases.,503663 +1,"Why we never talk about climate change during elections, despite the tremendous stakes https://t.co/BPNU90aOOe",226972 +1,"RT @UN_Women: Women can contribute to mitigate climate change if they have adequate access to information, training and technolog… ",59678 +1,"RT @Sustainable2050: When a politician starts his statement on climate change with 'I'm not a scientist', that was probably the part that m…",305937 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,992645 +0,RT @JodieElfwick: Unlicensed lemonade is a bigger threat than climate change. I applaud Tower Hamlets Council for their swift action. https…,186152 +1,If you don't believe global warming is a real thing please explain to me why we have 80 degrees days in November,428681 +0,"RT @Russian_Starr: Notice that climate change, not racism, sexism, homophobia or islamophobia, is forcing CEOs to bounce. https://t.co/YUNL…",625623 +1,"But like, global warming isn't real right?? https://t.co/1uYVs0o34L",544843 +0,"RT @JosephMajkut: Like a bird on a wire I have tried in my way to be free | Carlos Curbelo, climate change, and Trump @MotherJones https://…",339521 +1,RT @Rachael_Swindon: Britain: An Environment Secretary that voted against climate change measures 12 TIMES. A Health Secretary that wants t…,698446 +1,RT @washingtonpost: 'Al Gore offers to work with Trump on climate change. Good luck with that.' https://t.co/3w5uUhkM89,141082 +1,RT @climatehawk1: How #climate change is taking a bite out of tea's flavor: @eater https://t.co/asXbN9Lc3a #globalwarming…,937902 +2,RT @CBSNews: Energy Secretary Rick Perry says climate change debate is 'secondary' amid Harvey destruction:…,112606 +2,Jesse Watters is on the hunt for global warming https://t.co/vAfwUY1aUn,397142 +2,The U.S. public is largely skeptical of climate scientists’ understanding of climate change … https://t.co/O84Xt1RnPk,916197 +1,RT @Ashesi: Learn about the Ghana Climate Innovation Centre's role in supporting innovative climate change solutions in Ghana:…,570729 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,23111 +2,RT @highcountrynews: The wine industry’s battle with climate change https://t.co/eS3cpoUFdB https://t.co/SeIIrELoZm,39226 +-1,Jay Weatherill and Josh Frydenberg both ignore that renewables is a scam based on climate change fake science fraud https://t.co/B68xmXl5pM,422685 +-1,RT @TheCartelMatt: https://t.co/F3IZMl6dEM The left is upset that Trump is taking out terrorists. Global warming or climate change or somet…,741192 +2,"New study: Great mass extinction caused by ice age, not global warming https://t.co/10J36uqYHQ",36860 +1,No but MANY DO. A cure for climate change? Add external costs to fossil fuel prices. See demand fall! Use Treasury… https://t.co/a8BV7Suua4,954664 +0,RT @KTHopkins: Should the U.S. fight climate change by giving billions of dollars to other countries for no binding commitment? NO https://…,624178 +-1,Dems and libs care more about 'climate change' than this https://t.co/NZ39WCderJ,936462 +2,Does the Trump administration believe in climate change? https://t.co/nwoCmJXTFw,116593 +1,Yes but Gina Rhinehart doesn't have climate change concerns. She thinks she can bribe and bully her way through it. https://t.co/q6UzMp1hU5,363718 +1,Donald Trump wants to build a wall – to save his golf course from global warming | Dana Nuccitelli https://t.co/dd5uhFZuNr,213315 +0,45 we are going to fix it no tell but meal on wheel children lunchs woman health care climate change ( hoax) EPA not all of these needed,240391 +2,"BBC News - Climate talks: 'Save us' from global warming, US urged https://t.co/gxrHv5ECly",582094 +2,"RT @lenoretaylor: Exclusive: Great Barrier Reef 2050 plan no longer achievable due to climate change, experts say https://t.co/qV9qbztqzO",568858 +0,RT @Jackthelad1947: Donald Trump is the best thing to happen to global warming (seriously) #auspol https://t.co/QtkXAbHGnY #ParisAgreement…,932831 +-1,This is good since President Elect Trump does not believe in climate change and won't be spending any money fightin… https://t.co/8dW7pgjfyl,714891 +1,"A climate change solution beneath our feet +https://t.co/lKnY6q2Ob6 #climatechange #eco #environment #Sustainability",435398 +-1,"RT @jpogara1: @realDonaldTrump @RealJamesWoods + +RT this over and over again. Proof that man made global warming is a sham + + https://t.co/…",992801 +1,"@samuriinbred There's a cognotive disconnect with the cause of congestion similar to climate change. 'I'm not the problem, everyone else is'",505481 +1,@WorldBankAfrica @Mo_IbrahimFdn we just need to come together with a common goal to fight the climate change.,694950 +0,@danpfeiffer Russian hacking/Russian interference Global warming/climate change. You can't keep the goalposts in pl… https://t.co/3AQxiIuhJy,418887 +1,RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,816502 +1,RT @FreshwaterSteve: Seven factual reasons that you have a personal interest in climate change https://t.co/xcjQJXH00J,64442 +2,RT @ClimateCentral: Pope urges world leaders not to hobble climate change pact https://t.co/uMYP6xENcW via @reuters https://t.co/4ofs9dcteG,604979 +2,RT @ScienceNews: Changes in photosynthesis rates temporarily halted acceleration of climate change. https://t.co/B4smEoTcyK,934196 +1,"RT @iansomerhalder: IF Millennials do NOT get out and vote we are doomed.This is OUR future.Lets do this.Fixing climate change, womens' rig…",887502 +1,"RT @Alex_Verbeek: �� + +RT if you agree + +All children schould be taught about #climate change. + +They should read this:…",811135 +1,RT @Tomleewalker: when animal agriculture is the lead cause in climate change & extreme weather but you laugh at vegans https://t.co/sjEMgB…,213767 +1,To all Republicans: One thing that we should all have in common is the threat of climate change. It affects humanity. Let's fix it. 🌎,714916 +1,If the disaster in Texas isn't proof of global warming this guy should stick his head in the sand.. or someplace. https://t.co/l42h0YBCSX,51618 +1,"RT @SNCKPCK: german statue +“politicians debating global warming” https://t.co/zP0r0vYipM",162964 +1,"As concerned as I am about climate change, fuck winter. Seriously. ❄️⛄️�� https://t.co/ZEcxSUnvZF",733569 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,610837 +2,RT @ALT_uscis: China tells Donald Trump there is an 'international responsibility' to act over climate change https://t.co/b4dHnzxi8u,208998 +1,RT @we_the_planet: The election of Donald Trump doesn't change climate change. #COP22 #ActOnClimate #EarthToMarrakech https://t.co/Sltd4ubd…,587826 +2,RT @washingtonpost: Obama left Trump a major climate change report — and independent scientists just said it’s accurate https://t.co/QwbPFn…,126114 +2,RT @INTEGRITYBC: Kinder Morgan president says he's not 'smart enough' to know if humans are causing climate change https://t.co/5EGZkJfecS…,246503 +2,"Boris Johnson 'continues to lobby' US on climate change, Trump's decision on Paris agreement looms https://t.co/VPSwATN2Cz #http://finance…",660378 +0,RT @JKuylenstierna: Republicans on climate change...@mlaz_sei @rjtklein https://t.co/P9FEkl0FWt,507493 +2,"World has three years to prevent dangerous climate change, experts warn https://t.co/4BrXamFcx5",499860 +2,Franciacorta embraces forgotten grape to fight climate change - https://t.co/yi9hy9lI4Y #Italian #Wines https://t.co/9xrlHu4n8q,609574 +1,RT @SmartCityZen: [#ClimateChange] #Innovative #UrbanCommunities on the frontline of climate change https://t.co/Yc14368e6P #UrbanTweet,531011 +1,RT @sarahkendzior: Give the kid a column. I bet he knows climate change is real too. https://t.co/Tkgn0Cws9b,826481 +2,RT @PipWheaton: A million bottles a minute: world's plastic binge 'as dangerous as climate change' https://t.co/wXZnltISKV,761849 +1,RT @NatGeo: What exactly are fossil fuels and what's their connection to climate change? https://t.co/tAEaEtpja0,916461 +1,"Despite overwhelming evidence, only 48% of Americans believe climate change is a result of human activity. https://t.co/ZYBf3cRRNn",65716 +1,@SenSasse My legislators do not care about global warming. we are in the middle of the worst drought in Alabama. They don't care. Help!,365869 +2,Antarctic Ice Sheet has impact on climate change https://t.co/NoDi30RKeo,950963 +2,RT @WorldfNature: 'Bring it on': Students sue Trump administration over climate change - CBS News https://t.co/9eqXaeO2on https://t.co/YpJI…,340695 +1,Ah yes the elephant in the room: freak weather events are gonna increase in frequency & intensity cause... u guessed it... climate change!,134902 +1,"RT @CallForClimate: RETWEET: +Network news spent just 50 minutes total in 2016 covering climate change. Let's fix this. Give them a cal…",520171 +1,Pretending climate change isn't happening doesn't stop it from happening https://t.co/pFPwLlTZG3,731503 +1,RT @MMFlint: Let your Senators & Congressmen/women know how u feel about Trump ending efforts 2 halt climate change 202-225-3121. https://t…,304853 +-1,"@realDonaldTrump The Libs/dems are also greedy lunatics! If global warming even exists, it because THEY are so 'hot… https://t.co/j3OiqKojQ4",646284 +1,"Before the Flood - National Geographic - Join Leonardo DiCaprio as he explores the topic of climate change. +https://t.co/s4srIqRO2i",643763 +0,RT @Bobby_Axelrod2k: It would be nice if Al gore and the climate change experts condemn North Korea for causing earthquakes. https://t.co/D…,750452 +2,"G7 leaders divided on #climate change, closer on trade issues: Fox Business https://t.co/cPn1qHSE5X #environment",211779 +2,Trump transition team meets with EPA to discuss climate change https://t.co/AkgqtjHEnZ https://t.co/e3ETDIXknT,698214 +-1,Flawed data used to support global warming.,861670 +-1,"@SpeakerRyan TIE 0bama to 9/11/2001 & the climate change global warming carbon trading Hoax,,& U got the truth abou… https://t.co/yUTW6jS0M8",973559 +1,"RT @LeftwordBooks: Connecting the dots between climate change, capitalism, occupation, and imperialism. +@NaomiAKlein @rafiazakaria…",978326 +1,RT @UN: This interactive map looks at impact of climate change on food security https://t.co/X9cR8trhf7 via @WFP https://t.co/n1hropIEQf,574989 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,927613 +0,RT @ESS_info: National Geographic's climate change doc with DiCaprio is on YouTube https://t.co/3dK4oQ89Mw,397382 +1,Human ingenuity and prosperity are the best insurance against climate change @WSJ #climatechange,520201 +2,"Ryu Joon Yeol narrates EBS documentary about climate change +https://t.co/0tORxl4Reg https://t.co/G4N0kRMfZ4",306148 +2,"Major global warming study again questioned, again defended https://t.co/HkdrQXD14d https://t.co/j48aZypleR",396816 +1,Why do some people still doubt global warming? https://t.co/bv7K6gFrgS https://t.co/CHxym9oAoD,374814 +1,RT @ACCIONA_EN: Fighting climate change with National Geographic #YEARSproject https://t.co/1u2jSSrw2v,180828 +1,RT @ChubbahBubbah: Trump Presidency promises 4 more years of climate change denial. https://t.co/SeM1tX78tD,55877 +2,RT @AJEnglish: These penguins have had to move because of climate change. https://t.co/IBMSbIssbX #WorldPenguinDay,760153 +0,The funniest thing I've heard all day is that club penguin closed due to global warming,424947 +2,"Beyond believers and deniers: for Americans, climate change is complicated - Alaska Public Radio Network https://t.co/MSgLeMcynE",772770 +1,RT @azalben: @realDonaldTrump ...also the rest of humanity since you're ignoring climate change research and speeding up the destruction of…,31163 +0,I wonder if Jon's IG post is sarcasm or if he really thinks that is how global warming works... I kinda want to comment and ask 🤔😂,296784 +1,RT @AsapSCIENCE: If Trump wants economic success he can't deny climate change. The cost of extreme weather is reaching billions annually in…,155381 +1,.@RepDavidYoung Don’t let our kids face climate change disaster! #ParisAgreement #CleanPowerPlan #SaveTheEPA #ActOnClimate #swingdist,776219 +2,Swedish politicians troll Trump administration while signing climate change law https://t.co/TEGM0eExju https://t.co/so338rgYe4,757876 +2,Study: 82 percent of 'core ecological processes' affected by global warming - https://t.co/Q8GvjHBsZl https://t.co/We32aDXdlR,858372 +0,@MarkRWeaver I'm not debating climate change either; I'm debating whether it's biased to cancel over a shitty column.,248121 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,171693 +1,"Factory farming is the #1 reason for global warming, deforestation, water pollution, monocultures etc. We can fix this. #MeatlessMonday",248273 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,89825 +1,I'm still confused on how y'all voted for a mafucka that think global warming ain't real😴,687329 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",851315 +-1,@Newsweek Climate stenographers. Not enough ice - climate change. Too much ice - climate change.,764103 +2,RT @JoyAnnReid: Theresa May accused of being ‘Donald Trump’s mole’ in Europe after UK tries to water down EU climate change policy https://…,894904 +1,RT @savethearctic: Joanna Sustento witnessed the effects of climate change first-hand. Now she’s in the Arctic to confront those respo…,240268 +1,RT @MGHWMDivision: Physicians are uniquely posed to bridge the gap between science and lay public-especially with climate change.…,54528 +0,Now the climate change is racist ����������along with staircases milk tanning beads and trump supporters,699303 +0,"RT @ryanegorman: Wow. The wall, gun control, climate change, Russia...is there any issue that Scaramucci agrees with the president o…",340655 +1,"RT @bernielevv: Just want to reiterate those for Trump are against climate change advancements, women & minority rights, & for the prison i…",67377 +0,"RT @CaroleParkes1: ‘TILT’ is a 5 STAR, thought provoking, conspiracy thriller involving climate change. @maxoberonauthor https://t.co/fE1G2…",297000 +1,RT @RjHaddyofficial: How could we elect a President that would put a climate change denier in control of the EPA. HOW?!,983225 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,537008 +1,RT @Greenpeace: Whales are doing a better job of fighting climate change than humans are https://t.co/D35RxnCktV https://t.co/nupXTDt3yT,798938 +1,"global warming effecting the reindeers +#xmas +https://t.co/bZBh6bsA02",97904 +1,RT @democracynow: 'The Pentagon’s internal experts and external deliberations highlight how climate change changes everything' https://t.co…,981540 +-1,RT @USFreedomArmy: Climate change (proven). Man-made global warming (unproven). Separate fact from fiction at http://t.co/WG8xVIFdVZ. http…,754594 +1,RT @SikanderFayyaz: Pakistan is one of the most water starved countries on earth. We r also among most affected by global warming. Agricult…,714602 +1,If you don't believe in climate change or evolution you're honestly fucking retarded,957681 +-1,Brand new elite whistleblower smashes global warming science https://t.co/2DH9mvGKJw,280310 +2,NY Attorney General uncovers email alias used by Rex Tillerson to discuss climate change at Exxon https://t.co/Saj832PORJ,158731 +1,"RT @PUANConference: If we want to combat climate change, we must re-engineer our landfills https://t.co/86SLkQOcST",482906 +1,If the weather from the past month doesn't make you believe in global warming then you're not woke,58798 +-1,"RT @ChrisCoon4: Follow the money +World leaders duped by manipulated global warming data https://t.co/lf8jjAybLN via @MailOnline",759823 +1,RT @Jackthelad1947: Editorial: The unvarnished truth about climate change | Tampa Bay Times #StopAdani @TheCairnsPost @ABCthedrum https://…,814437 +1,"RT @blinking_man: Everyone: global warming is real +Trump: https://t.co/IA0Si8vs5Q",554409 +1,"National Parks in 2050, after climate change. Assuming we still have national parks by then. https://t.co/cx5abreBLN",646035 +1,"RT @PacificStand: Want to cut through someone’s climate change denial? + +Forget science — talk about special interests instead… ",685878 +2,"RT @vicenews: Statoil, one of the world's biggest oil companies, has acknowledged climate change for decades #VICEonHBO https://t.co/W4xMaV…",637738 +1,JIRS conducted a seminar on global warming for creating environmental awareness among the student. - https://t.co/IRGiC0Klul,784245 +2,"RT @pablorodas: #CLIMATEchange #p2 RT Energy Dept. rejects Trump’s request to name climate change workers, who remain…… ",404943 +-1,@AdamBandt ur attention seeking mate brown saying climate change caused Brisbane floods. Uv no solution to a problem tht doesn't exist,263622 +0,RT @faithehnelson: Ur wcw thinks climate change is a hoax,814890 +0,Kentut dari hewan-hewan purba adalah penyebab utama global warming di zaman dinosaurus. [BBCnews],687847 +1,"RT @nikiashton: We are committed to tackling climate change on the ground, and this means challenging the neoliberal agenda. #NDPldr #cdnpo…",338726 +0,Nobel prize winner Dr. J. Starks created a thesis that carbon and jews caused global warming. Hitler hired him. WW2… https://t.co/eSNnkuckdS,37446 +1,"RT @sciam: “There is no cohesive, consistent alternative theory to human-caused global warming.” https://t.co/8VsXfoZA28",560 +1,RT @aquilanike: Sea level rise accelerated 50 percent in the past two decades due to climate change https://t.co/DzyotMbnYz,473486 +2,RT @DavidPapp: European leaders: climate change deal can't be renegotiated https://t.co/Yw21oZ8pMw,975533 +1,"RT @KamalaHarris: It’s clear that California’s leadership on climate change has never been more important. +https://t.co/neRJfXlv4b",264849 +1,"Ifill did such a good job in the 08 VP debate. Pushed back against the normalcy of Palin, challenged Biden, asked about climate change",380106 +1,"RT @MesaSostenible: Industrial #agriculture pollutes air, water & soil, reduces biodiversity & contributes to global #climate change.... ht…",706860 +0,"RT @SetagayaGirl: @wikileaks So how's that global warming thing going? + +I see: not important.",474799 +1,RT @gserratomarks: Trump's worst nightmare: a Mexican-American woman scientist (funded by NSF) studying climate change in Mexico. Read…,507562 +1,RT @YasminYonis: Harvey is because of global warming. Global warming caused by large corporations & developed countries. Deaths because of…,93452 +2,Michael Bloomberg wrote a thing: How to make a profit from defeating climate change https://t.co/O6td1li4vO,962919 +0,"But big questions remain on #Trump foreign policy, climate change agreement, wall with Mexico, Iran Deal, NATO, Ira… https://t.co/1ZVsoOuiaI",106312 +1,"RT @nxthompson: The doomsday vault, protecting the world's seeds from catastrophe, just flooded due to global warming. https://t.co/GQDBJDC…",681603 +1,"RT @JohnFDaley: If a big natural disaster ever happened, climate change deniers would sneak onto the lifeboat before women and kids like th…",266282 +0,RT @WarrenHolstein: Killing a hibernating bear is more dangerous than ya think if it's thrashing during a climate change nightmare about th…,446507 +0,"RT @PhilosophersEye: US Election: 1 week to go. Read the latest research on climate change, the economy, education and more https://t.co/nc…",801656 +1,"RT @UN: There is optimism in the fight against climate change, but the best time to act is now. @WMO chief explains more in…",862005 +1,RT @TIME: See what happens to your city if we don't stop climate change https://t.co/KF2UfCTn9V,929849 +2,"Bangladesh is particularly vulnerable to climate change, but its people aren't helpless victims, finds Joseph Hanlo… https://t.co/Sn0UFjD83E",612851 +0,"RT @ndtv: Virender Sehwag's view on global warming baffles Twitter +https://t.co/WTPwAVzk59 https://t.co/7cWsfmO8v9",167208 +0,RT @JoyAnnReid: Exclusive: never before seen footage of Rex Tillerson meeting with Wayne Tracker to discuss climate change. https://t.co/bQ…,170769 +1,"Spot On Article!!!! + +RT @guardianeco: Why we’re all everyday climate change deniers | Alice Bell https://t.co/XSTIGMl2Jq",437334 +2,RT AP_Images: Growing algae bloom in Arabian Sea tied to climate change: https://t.co/Ye2UuZGNkE stmcneil https://t.co/2Myy6Yr8ng,356117 +2,"Despite climate change, Africa can feed Africa https://t.co/y9yrvLWOt0 via @AfricaRenewal",448209 +1,"RT @rosehoffman29: Huh??? + +Sean, your only job is to speak for WH. + +Big issue..... but: Topic of climate change 'was never discussed'?…",249867 +0,RT @JuliusPringle: if global warming isn't real why did club penguin shut down,799496 +-1,RT @SheriffClarke: The same LEFTIES who swallow whole shaky science about climate change and attack deniers are in denial themselves a…,587822 +1,RT @eliasisquith: 9. The president-elect does not believe climate change is real. He has promised to negate the Paris Climate Agreement,795545 +2,RT @CBSDC: Fifth Harmony's Lauren Jauregui took to social media to slam Trump’s recent executive order on climate change. https://t.co/NIQM…,406666 +1,"The Gianforte attack on @Bencjacobs was obviously the result of sexism, misogyny, racism, and climate change. + +cc @Spacekatgal @Salon @Slate",354335 +0,"RT @inajmiii: gemuk macam ni, kalau gesel peha tu boleh mengakibatkan global warming https://t.co/Y98X2nhWbR",322286 +1,Harry is advocating for the dangers of global warming every single day,479889 +1,RT @thistallawkgirl: 'Alaska's permafrost is thawing but there's no evidence that global warming exists' - people who believe in virginal b…,473777 +2,"RT @postpolitics: State Department’s proposed 28 percent cuts hit foreign aid, U.N. and climate change +https://t.co/YQYTt2l6pE",161722 +2,BBC News - G7 talks: Trump isolated over Paris climate change deal https://t.co/nbWBllaS5j,578315 +1,"Trump's environment chief denies CO2 causes global warming +Vested interested? Big oil campaign $s +https://t.co/qONZbJBASS via @HuffPostUK",953794 +2,RT @gmanews: .@Google’s #EarthDay doodle sends message on climate change https://t.co/qOivkcXYFw https://t.co/NPwH0nTfwh,379516 +1,"RT @SenWarren: And the same day Tillerson dodged climate change q’s, @ExxonMobil must turn over climate change docs to @MassAGO. https://t.…",856749 +1,RT @RacingXtinction: One of the easiest ways to help combat climate change is to stop eating beef #BeforeTheFlood #RacingExtinction https:/…,36952 +2,{retweet}Trump's EPA pick says climate change is not a hoax https://t.co/315TvxNqrT https://t.co/7liUhMSr5t,79928 +1,"RT @DavidCornDC: Dies she accept climate change as a pressing matter. If not, put a lid on it. https://t.co/GczEvYzziG",663070 +-1,"RT @portereduardo: Geo-engineering will have its day. To combat global warming, we are going to end up trying to block the sun. https://t.…",906208 +0,Denying climate change is in standing up for bold action now:,513758 +2,"Justin Trudeau a 'stunning hypocrite' on climate change, says top... https://t.co/4wkrpmJxKw by #MarkRuffalo via @c0nvey",738515 +1,People like Paul Joseph Watson that say climate change is not real and use statistics should fucking get slapped,400221 +1,RT @BrooklynSpoke: I'm old enough to remember when journalists fell for the idea that Jared & Ivanka would intervene on climate change. htt…,867596 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",282685 +2,verge: Google Earth’s Timelapse update illustrates 30 years of climate change https://t.co/cFdeCD0lt1 https://t.co/jYLFKeMPnQ,936181 +1,"it's going to be ok except for americans who will lose obama care, and jobs and probably climate change action, otherwise....",487912 +2,Business leaders urge G20 to put climate change back on agenda https://t.co/DRAxftLks5,262073 +1,RT @RichardTuffin: The Turnbull Govt's responses to climate change / emissions trading schemes etc are so outrageous these reports are…,154676 +2,RT @PlanetGreen: There is something that is happy about climate change: invasive plants https://t.co/FjIv7bEFaG,318119 +2,Is global warming causing the increase in prevlance of diabetes? https://t.co/k7J7o5qxLg,319478 +1,Lets wait 100 years for new set of brilliant minds to confirm climate change then. Oh wait...there won't be any. https://t.co/zVA2ylqOEz,814067 +1,RT @ThomCincotta: @Impolitics @LoriJSchaffer Precisely. All climate change data is 'fake news' in Trump land. Hate crimes also fall unde…,23180 +1,"@yakobusan I’m creating a think tank for independent thinkers to solve climate change, would you post also at https://t.co/3nG3t7oJZI",966349 +1,RT @democracynow: 'The Pentagon’s internal experts and external deliberations highlight how climate change changes everything' https://t.co…,940963 +1,RT @DavidCornDC: Then he told them evolution was bunk and there's no need to do anything about climate change. https://t.co/hYLkNzMH93,930920 +-1,RT @josephcphillips: Which is why they now cover their bases by calling it climate change. https://t.co/LfRJgZz3yY,532208 +2,Donald Trump 'won't discuss climate change' at meeting with Xi Jinping despite US and China being worst polluters https://t.co/CSWWexfOwz,116748 +2,RT @washingtonpost: Scaramucci once said it’s 'disheartening' that many dismiss climate change. Then he took a job with Trump. https://t.co…,93519 +2,#news Donald Trump declares flooding disaster day after US withdraws from Paris climate change agreement https://t.co/M1MepBwBFw,330440 +2,Kids now have the right to sue the government over climate change https://t.co/jGr5PPXoxg via @scifri,257068 +1,Day 94: Hot air from @POTUS constantly switching positions contributing to global warming? #climatechange… https://t.co/F9cGbSyrFp,78431 +2,RT @sarahkendzior: EPA shutting down program that helps states and localities adapt to the effects of climate change https://t.co/WooP7k8c2I,734457 +0,"@nikkibot +WS-fuck? Trump-fuck? global warming-fuck?",274882 +2,"San Diego adopts urban forestry plan to boost tree canopy, slow climate change https://t.co/dZHRCu2xaJ https://t.co/1UMcNIRVvQ",942022 +1,RT @stevendeknight: Retweet if you think @BadlandsNPS should be able to post ACTUAL SCIENCE about climate change and how it affects nationa…,603327 +2,Could tax on workplace parking spaces help tackle climate change? https://t.co/IQtKu6FY3V,405281 +1,"Unpresidential, Un-good for the planet, Unbelieving in climate change, Trump. Is that what you mean @EnricoCoiera?… https://t.co/hotv3hRhaZ",832221 +1,RT @gregoceallaigh: You can draw a straight line from climate change denial going unchecked through the anti-vax movement to Sean Spicer. N…,489258 +1,"RT @smartcityworld: 'Smart City projects should focus more on natural calamities, climate change' https://t.co/VUZhZSZQ8j #SmartCities",412135 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",397177 +1,"RT @cybersygh: Given that animal agriculture is the leading cause of climate change, adopting a vegan diet is the most practical course, if…",573476 +1,The 'debate' Rick Perry wants to hold on global warming is total BS https://t.co/p1xJpCQ2vt #science #energy,476547 +1,"If you don't believe climate change exists, you're just another person to add into my book of unintelligent imbeciles.",749795 +1,RT @BigHComedy: Imagine calling giggs trash but you have a president who thinks global warming was invented by the Chinese ��������,627297 +1,"RT @MikeLevinCA: Today, I asked my Rep @DarrellIssa a question about climate change. Please join me to take our country back!…",67194 +0,"RT @Salvesayson: You’re so hot, you must be the cause for global warming. #ALDUB68thWeeksary",603017 +1,"RT @MikeBloomberg: We're moving toward a sustainable future, fighting climate change & protecting oceans – with cities leading the way…",457607 +2,"RT @ballgameskeith: Record-breaking climate change pushes world into ‘uncharted territory’ + +https://t.co/WHR47ZeVml #qldpol #stopadani #aus…",993851 +1,"RT @pvnk_princess: Sadly, we will now have a president who thinks climate change is a hoax. You can help the environment most of all b…",162069 +2,California knocks Trump as it extends climate change effort https://t.co/CPIrFX1Epg via @houstonchron,55068 +2,RT @EBotkinKowacki: 'Trump effect' threatens global momentum on climate change https://t.co/bBeabyionU,402878 +1,RT @PalmerReport: Donald Trump's White House refuses say whether he believes in climate change. They're not too sure about gravity either.,68911 +2,RT @BuzzFeedNews: Obama on climate change: 'we can and should argue about the best approach … but to simply deny the problem ... betr…,959584 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,606195 +1,RT @jesscapo: Thanks @grist for covering @EnviroDGI & @ischool_TO's #GuerrillaArchiving event to save climate change data…,694668 +1,RT @elliegoulding: Me talking about climate change denial https://t.co/xp7BLihv4P,212722 +1,9 things you absolutely have to know about global warming https://t.co/5bdw6cusj2,47173 +1,"RT @hemantmehta: Don't worry, everyone. When President Trump does nothing about climate change, Florida will be the first to go.",867063 +0,"RT @tparsi: 'You're gonna die of old age, I'm gonna die of climate change' + +DNC staffer yells at Brazile for helping elect Trump +https://t.…",174502 +0,"RT @mathematicsprof: Interesting how people brag about being ignorant about math, but ask the same person about global warming and they're…",413674 +1,RT @nytimes: Opinion: Trump is in charge at a critical moment for keeping climate change in check. We may never recover. https://t.co/EYSsp…,247435 +1,"A climate change denier in the EPA, a creationist as DED, an incestuous bigot for AG.....wishing you had those thro… https://t.co/2BRxLElPey",340061 +2,RFK Jr. issues warning about Trump’s climate change policies https://t.co/5vWnFmo1jB https://t.co/1osxLHF00Y,128340 +0,@sherington1 @sueintruckee4 Ha! That's why it's called extreme climate change.😝 G'nite Steph💚,945722 +1,"RT @YouTube: .@NatGeo teams up w/ @LeoDiCaprio to explore climate change and prevent catastrophe. + +This is #BeforeTheFlood →…",370359 +0,"Aside from climate change, the other thing none of the debates talked about was how to execute whoever invented slideshow articles.",233468 +1,RT @brhodes: This is why outlets like the NYT should not treat climate change as a matter of opinion. Bc then people approach it…,377056 +1,RT @WajahatAli: Wow. Let's have Ivanka cry for every relevant humanitarian cause that Trump will bulldoze. First up: climate change…,586191 +1,RT @ZEROCO2_: The effects of climate change are going to hit the US 20 years before most of the world https://t.co/sB4EoImCQD #climatechang…,256901 +2,"The White House calls climate change research a ‘waste.’ Actually, it’s required by l… https://t.co/BkR34tci6S ➜… https://t.co/zsEU4P7Fvn",595803 +1,RT @fazalcheema: #BeforeTheFlood The time to act on climate change is running out fast,305503 +1,"RT @elijah_henry10: evidence global warming is not a hoax: +1) hotter summers +2) water levels steadily rising +3) fucking club penguin shut d…",29594 +2,RT @guardian: The Larsen C ice shelf collapse hammers home the reality of climate change | John Abraham https://t.co/KtERrmog94,82116 +2,RT @cook_necole: Iconic Kruger game park faces bleak climate future | Climate Home - climate change news https://t.co/4Dtgh0pWXK via @Clima…,703761 +1,"Things you give a chance: new restaurant, different haircut, new sweater. Things you don't: a racist climate change denier #dumptrump",407510 +1,RT @robinHEG: Neoliberalism has conned us into fighting climate change as individuals. Individuals v corporations. https://t.co/GAu27WiUYQ,370344 +2,RT @Forbes: Trump's election victory threatens efforts to fight climate change https://t.co/XFHqnWxXWX https://t.co/OE8tpnEKJ1,886815 +1,"BoingBoing: Watch Before the Flood, an urgent call to arms about climate change https://t.co/H5GtCYkPVu https://t.co/qC451rs0d1",894970 +1,"RT @DrCraigEmerson: It's against our nation's interests for Labor MPs to criticise a man for his sexist, racist, bigoted, climate change de…",887245 +2,Here's what President Trump's executive order on climate change means for the world https://t.co/nGS4c9viFV by #CNN… https://t.co/ixuo0RnHOx,469559 +2,"RT @newscientist: Governments sued over climate change, with banks and firms next https://t.co/8GwsaauqTA https://t.co/imqrjMQakU",487063 +1,RT @Palomafaith: DUP = awful : anti abortion anti LGBT rights anti women's rights and don't believe in climate change. Very modern (sniff),87052 +1,"RT @leyawn: @AbiWilks if you had to create a problem that humans would fundamentally fail at, climate change is probably it",652048 +2,RT @jimsarty: Rex Murphy: Curb your climate change enthusiasm https://t.co/Gat366oBBM via @fullcomment,687105 +1,RT @NikkiGlaser: My spirit is broken. My only hope is that a weather phenomenon brought on by climate change takes out all these lim…,971364 +1,RT @JoyfullyECO: Creating awareness is one of the biggest parts of preventing climate change #actonclimate #gogreen #awareness #eco https:/…,363694 +1,RT @cathmckenna: 'We spoke about climate change and the importance of the Paris Agreement.' @JustinTrudeau #Taoiseach @campaignforleo https…,610366 +1,RT @Slate: China very kindly explains to Trump that it didn’t invent climate change as a hoax: https://t.co/wqQuPCgbeH https://t.co/2bFJ4wL…,550436 +2,RT @NatureEcoEvo: Mismatch between marine plankton range movements and the velocity of climate change https://t.co/sVTapC22vC…,798830 +1,"RT @KeithBradsher: As incoming U.S. administration doubts global warming, China places a big bet on renewable energy https://t.co/zjy0Fzn8…",952236 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,272801 +1,RT @ishaantharoor: A simple fact that can't be overstated: In no other country in the world is climate change the subject of partisan debat…,837659 +1,"For all the times she's tried to 'school' me on global warming not being real +That's what you get ����",356161 +0,"RT @pollpush: BREAKING: Government report finds drastic impact of climate change on U.S. +VOTE: Big deal? +https://t.co/RvFIVCwh9p",271468 +1,"RT @BadAstronomer: If we assume global warming is a hoax, what should we expect to see? Yeah, guess what. https://t.co/yGI7OInqXF https://t…",750906 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,646445 +1,RT @NaomiAKlein: My new piece on #Harvey and why *not* talking about climate change politicizes this disaster. https://t.co/7bLxDbXzf8,180348 +1,"RT @PolarBears: #GoodNewsFriday: With or without federal support, cities and states push forward to take action on climate change:…",111296 +1,RT @SEIclimate: NEW brief: Transnational #climate change impacts: An entry point to enhanced global cooperation on #adaptation?…,814572 +1,RT @extinctsymbol: Rescue attempt came too late for “the first recorded mammalian extinction due to anthropogenic climate change.' https://…,713336 +1,Is @AlGore vegan yet? That's the most effective thing an individual can do to fight climate change https://t.co/4DXj3sh9Nc,508174 +0,Las elecciones estadounidenses han sido como un tipping point y la elección de Trump como el runaway climate change: impredecibilidad futura,401879 +-1,"@kylegriffin1 Wow, maybe man-made (Trump-made) climate change IS real. One stroke of his pen and now all of the snowflakes are in meltdown!",674554 +2,King County among U.S. hotbeds of belief in global warming | FYI Guy https://t.co/iJ3wEyTMVK #data #global #news,883731 +1,"RT @DrawLineComics: 20 comics show you how to help fight global warming, including this one from @crayonlegs: https://t.co/lPcSErsBDk https…",667762 +1,"@MENnewsdesk doesnt 'believe ' in climate change,doesnt believe in equality,voted against ivory ban....",89142 +1,"@ladydebidebz1 @MyJRA it does. And we're about to get another one soon, I hear. + +But hey, climate change is hoax, right? Right. Lulz",651746 +-1,RT @mchastain81: Why is Whitehouse asking Sessions about climate change? Going to arrest Mother Nature?!,134174 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,514551 +1,RT @4589roger: One of the most famous global warming scientists says #climate change is becoming more extreme https://t.co/eoAtrb3sRQ,913768 +-1,"@WootenWyatt @ABCPolitics Do you have proof that human activity is the primary cause of climate change? If so, present it.",482214 +1,I clicked to stop global warming @Care2: https://t.co/vz5YIc8Ik8,757336 +0,RT @OtherBecky: If I had a nickel for every time I've heard that climate change needs to be 1st priority bc it affects all of us...,105160 +1,"( ) serious global warming is, we have to solve it. +1.However https://t.co/zmZuAd5Pr5 3.No matter 4.Because + +Ans.1",473808 +1,"Going green in China, where climate change isn’t considered a hoax https://t.co/Cj1lEkjTW5 https://t.co/BB7P8zj3ZQ",280951 +-1,The science fiction of man-made global warming is rapidly being exposed by legitimate climate science: https://t.co/j6EMk0AGmI #climate,824167 +-1,The climate change scam is about allowing the third world to develop it's own polluting infrastructure by switching… https://t.co/6KNwGIll7q,916974 +1,"RT @AliceMolero1: #IKnewWeWereDoomed when we decided climate change and protecting our environment, was a political issue instead of a huma…",663536 +-1,Liz_Wheeler: martin_vada Everything I listed was predicted by climate change 'scientists' to have already happened. None of the predictions…,109665 +1,"RT @damiella: This is an administration pushing coal and oil, so of course they'll create a false reality about climate change. Don't belie…",910075 +1,RT @MattBors: Florida. Half the state's going to disappear in ten years due to global warming. They're going for the guy who says it's a Ch…,418284 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,988925 +1,RT @ddimick: Africa at highest risk of economic damage from future climate change - Index @MaplecroftRisk…,615943 +0,Southern South America is outside the nuclear fallout zone and temperate enough to survive global warming.,814235 +0,RT @jeeveswilliams: How can people still try to deny global warming when Club Penguin had to shut down.,62944 +0,@timesofindia Now opposition wants Modi govt to bring rains. They will then blame Modiji for failure of regulating climate change.,648627 +1,RT @brhodes: No other major political party in the entire world denies the existence and existential threat of climate change. https://t.co…,99179 +-1,"If ''climate change'' is real,, how do you explain THIS??? suck on THAT,liberals! https://t.co/WriQLDWBKQ",255441 +0,@ABC It's not climate change.,384452 +-1,hmmmm climate change isn't real! https://t.co/HOp4UKaqaF,535433 +1,RT @RichardMunang: Republicans plan multi-billion dollar climate budget raid | Climate Home - climate change news https://t.co/EXVvm8pl1A v…,403631 +1,"RT @damanaki: Thank you, @LeoDiCaprio, for this film & continuing to raise awareness about climate change. https://t.co/AWR6zDpTGk",684710 +1,RT @IUCN: “The extent to which climate change is already wreaking havoc with nature is simply astounding”…,574361 +1,"RT @nytimes: Opinion: 'You’re in trouble when ... Beijing, where birds go to die, replaces you as a leader on climate change' https://t.co/…",463091 +1,Citizens against climate change: legal action surge indicates a growing global hunger for accountability https://t.co/VDyB6PV3Wy,98454 +2,RT @cnni: India was late to ratify the Paris Agreement -- but it has good reasons to be committed to stopping climate change…,577780 +2,EPA chief: Carbon dioxide not 'primary contributor' to climate change https://t.co/Yo0ZS4vnyQ #casino #NV #LV,599497 +2,"RT @WSJPolitics: Rex Tillerson used the alias 'Wayne Tracker' at Exxon to discuss climate change, New York attorney general says https://t…",213730 +1,How can people be so ignorant when it comes to climate change #ClimateCounts @PUANConference @PakUSAlumni #COP22,448741 +0,RT @climatechangetp: Before the Flood: Leonardo DiCaprio’s climate change documentary... https://t.co/RGIw3pOKOA via @EW https://t.co/xwnhD…,257379 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,21401 +-1,@bruce_schlink pro-leftest agenda including global warming and the Palestinians.,285017 +1,RT @KateForIan: What is the solution to climate change? Put a price on carbon. #PutAPriceOnIt #yearsproject…,867145 +1,RT @Jillianstardust: Throw on floor of congress to definitively disprove those pesky 'global warming' acts @Ogre_Kev #AlternateUsesForSnow,713328 +2,Trump cites global warming in golf course fight - https://t.co/8kpIDFyC8e presidential candidate has proposed to … https://t.co/ZIA0iG35Ex,504235 +1,"stories from Columbia (natural, horrific catastrophe brought on by climate change) & Paraguay (manmade,political, violent) caution us all",351088 +1,Help me stop Texas Repubs who want to abolish the U.S. Dept. of Education & call for teaching “all sidesâ€ of evolution and climate change.,363286 +1,RT @mzjacobson: Climate deniers blame global warming on nature. These NASA data shows natural changes don't explain observed warming https:…,210752 +1,"RT @baileysucks_: It's November 2nd and I'm wearing shorts and a tshirt. But yeah, global warming is just a myth lol",473323 +2,Urban farming won't save us from climate change https://t.co/mIWhHF1tqw https://t.co/hKdpuOuWKk,742977 +1,RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,532773 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,683483 +0,"RT PopSci: Bird poop might help keep the Arctic cool (but it can't stop global warming, sorry) … https://t.co/Bv0Xh1Wrbj",210961 +2,"RT @guardianeco: Great Barrier Reef 2050 plan no longer achievable due to climate change, experts say https://t.co/XVt54ak7D8",546038 +1,"If you really care about climate change, boycott Earth Hour https://t.co/kyX4KO7s4t",450012 +2,U.S. affirms commitment to Arctic climate change research https://t.co/BenIP0Frlp https://t.co/UZWcwU19E2,576305 +0,I thought this tag line was a good take on denying climate change... https://t.co/eZIAwa3pl1,475961 +1,happy november the high temperature is still in the 80s global warming is real and the natural progression of time means nothing,166868 +0,"RT @NosaIsabor: Us: it's too hot for winter it's climate change +Mother: Ight bet https://t.co/6qQdWr9PIL",289013 +1,RT @tveitdal: 50 countries who are disproportionately affected by global warming vow to use 100% renewable energy by 2050…,424271 +1,Company directors to face penalties for ignoring climate change #auspol politicians should too https://t.co/sHkGVfRQUm,158550 +2,RT @politico: More GOP lawmakers bucking their party on climate change https://t.co/9XzGS2h5jX https://t.co/It1lZRGLRP,135960 +1,Things old ppl decided to make us fix: global warming mass incarceration social security and now giant wave of western civ fascism,129457 +1,RT @MarkRuffalo: Texas judge deals ExxonMobil a blow in their climate change fraud case #ExxonKnew https://t.co/MvYV0fivkO,940313 +1,"RT @eemanabbasi: When even a lil birdie knows only Bernie will fight to delay global warming and protect her home ðŸ˜😌 +#Birdies4Sanders +https…",92783 +2,RT @RogueNASA: Humans on the verge of causing Earth’s fastest climate change in 50m years https://t.co/tS4SoylPMt,371578 +2,RT @ClimateNexus: Vatican urges Trump to reconsider climate change position https://t.co/A02XGJfMV6 via @Reuters https://t.co/TauHXQbZxX,90807 +2,How #climate change affects asthma: https://t.co/chICQTnZJR,682430 +1,RT @GrahameLucas: 2017 is so far the second-hottest year on record thanks to global warming | Dana Nuccitelli #climatechange https://t.co/s…,865436 +1,RT @thE_House7: Scott Pruitt (new head of EPA) just stated that carbon dioxide emissions arent a major contributor to global warming. Absol…,522118 +2,"RT @vicenews: Exxon spent millions denying climate change, knowing all along it was real https://t.co/72wlgoLGh6 https://t.co/Iw2WmZU4ZH",620516 +2,RT @washingtonpost: New trailer for Al Gore’s 'Inconvenient Truth' sequel shows President Trump as climate change villain https://t.co/PHu4…,895309 +1,"Watch free film, #BeforetheFlood, w Leonardo DiCaprio as co-producer and U.N. representative on climate change. https://t.co/QP66sKP2t7",934675 +-1,1 way 2 get these morons 2 stop protesting tell em the fires they r starting is contributing 2 climate change. watch them scatter #trumpriot,681769 +1,RT @rickklein: The WH line is the president pulled out of a major climate change treaty without discussing or considering whether climate c…,777683 +1,RT @Vipin4Vns: Planting of new trees-plants can help mitigate against climate change by removing carbon dioxide from theAtmosphere https://…,707441 +2,RT @StandForTrees: Children can sue the US government over climate change https://t.co/7977bqOMP0,849728 +2,RT @motherboard: The new White House website contains no mention of climate change https://t.co/PBC6ttsYqz https://t.co/v9wufIJMYV,448161 +1,RT @jessicakinneyy: global warming is real https://t.co/TyI8Te9OzN,228713 +1,Let's talk about how our new president literally doesn't believe in climate change or science for that matter,655144 +-1,@TurnbullMalcolm there is no fucking global warming https://t.co/ip0ySd9Nfo,777709 +1,RT @BillMoyersHQ: The US has done more than any other country to bring about the global peril of climate change. @JeffDSachs https://t.co/B…,881844 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",228866 +0,@Greigsy @LesleyDiMascio just trying to sort climate change and world peace while making a cuppa ☕️,611525 +1,@realDonaldTrump climate change is real please promote renewable energy instead of coal and make this world ðŸŒ great again. ☺ï¸,500477 +1,It's 91 degrees in mid-November and the president-elect wants to cut 100 billion dollars in federal climate change spending,99716 +-1,"RT @JunkScience: Can you trust the guy offering $25,000 for proof global warming is real? https://t.co/i8TrAoCsOK https://t.co/yvkRss0E7g",822083 +-1,From Bitcoin to climate change: The top 10 things you probably believe that are complete bulls##t https://t.co/vPXBW1pXVf,545015 +2,RT @nytimesbusiness: Carbon capture technology could help fight global warming. It may not survive Donald Trump's presidency. https://t.co/…,625904 +2,California lawmakers extend landmark climate change law https://t.co/6NpIhlU5gt,781632 +1,"@CNN all these robots saying a sarcastic 'global warming'... It causes extremes in weather, it doesn't eliminate cold weather.",441430 +2,China praises role of Paris Agreement in climate change battle https://t.co/84FmnTTpkO,531103 +1,@CyclingAus hush hush 29/4/17 climate change march dc usa yes to more hybrids save yur kids lungs,111968 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",19992 +-1,@Commodity52now @ElizabethMay @SprakeMike Pine beetles not from climate change. https://t.co/Q4a0u3RERz,952047 +1,"RT @penspatience: * China will be labeled a 'currency manipulator' +* Keystone pipeline will move forward +* UN climate change program paymen…",104509 +2,UN climate change agency reacts cautiously to Trump plan https://t.co/Zdosb2vyTB,800229 +2,New study finds that climate change costs will hit Trump country hardest | John Abraham https://t.co/CGAm6IFTpD,387665 +2,RT @TalkRadio1210: Meteorologist Joe Bastardi tells @ChrisStigall that climate change is 'likely natural.' https://t.co/TEtjvEXavm,342912 +0,"Is there an advocate around, on global warming that can answer my questions?",590030 +1,RT @ashcpowers: don't let this bomb weather distract u from the fact that climate change is a real issue that needs to be fixed,201166 +-1,RT @LazyMeatball: @BrennaSimonSays @charliekirk11 There is no climate change. Look up kyoto treaty and get back to me....,231504 +-1,RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,423430 +1,"India needs more focus on climate change,quality educatn,strong anti-dumping laws,strict food inspectn,afforestation,pollution control e.t.c",292149 +1,Lynne Featherstone talking about the threat posed to us all by climate change. https://t.co/q89isjXld9,751492 +1,The 100 things we need to do to reverse global warming: https://t.co/NlrfKGS5Ns #climatechange #socialgood https://t.co/eAfyF0Pr0M,698408 +-1,ONLY THE GOV'T can stop the carbon credits rip-off of the American consumer. It must stop the climate change fraud of using carbon credits.,428512 +2,Commonwealth Bank faces legal action over failure to disclose climate change risk #Accountancy https://t.co/KtcTdhrWcl,608170 +0,"Niggas ask me what my inspiration is, I told them global warming.",339326 +0,RT @msdanifernandez: this is a fun website if u want men with the monster energy logo as their pic telling u climate change is fake,261675 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,488947 +-1,RT @presidentdiary: These global warming crackpots have lost it! Join us & enlist at https://t.co/GjZHk91m2E. Patriot central awaits. https…,331229 +2,RT @ClimateChangRR: Donald Trump wants to shut off an orbiting space camera that monitors climate change https://t.co/GhUaXUjqd4 https://t.…,61821 +0,RT @MaxCRoser: 'I've studied Larsen C and its giant iceberg for years – it's not a simple story of climate change' https://t.co/tkakmJ6YQF,793605 +1,"RT @KakituMusik: Habitat management will help curb climate change . +#OloluaCleanUp + #AGBS2017FINALDAY https://t.co/QRCOZUMV4a",444878 +-1,@NickRapscallion @NASA @POTUS @WhiteHouse climate change is a crock of shit*t,134572 +0,RT @clif_high: Ack! i would LOVE to get hauled in front of a world court to argue 'climate change'! That meme is so weak it dies a…,5922 +1,RT @Khanoisseur: Fitting: Trump's purge of climate change believers at DoE will be led by Perry<-indicted for coercing a DA out of h…,548204 +0,@AlanRSmyth Both are required I believe...we should add to our next climate change editorial..@KaminskiMed @IPFdoc @BTSchief @COPDdoc,49183 +1,@LeoDiCaprio @KTVZ when are you going to stop being a whiny dumbass and actually start doing something about climate change. Trees use CO2!,564764 +0,bitches be out here askin to die but start cryin as soon as they hear 'global warming' smh make up your minds,261505 +1,Conserve water to tide over climate change challenges: FAO https://t.co/vHJL3Y6goM https://t.co/rCq8yj1Wvt,131684 +0,"#LARain 6 months ago, they are all OMG it's a drought we need rain, its global warming. Now they have the rain and it's non stop complaining",648484 +2,RT @WaterWired: In @physorg_com New report summarizes how climate change is affecting water cycle in Germany https://t.co/U3WulvpJN8 (tnx @…,208016 +-1,@lydia_ashford @goddersbloom @GaiaLovesMe @ClaudBarras i.e. fuck-all to do with 'global warming'.,87712 +1,RT @Alllahdin: Satellite Images of how global warming has affected the forest cover on Earth https://t.co/sWDfAkxuym,267430 +1,Google Earth's Timelapse update illustrates 30 years of climate change https://t.co/SXhsHzBYiE,287825 +2,RT @politico: Trump adviser compares climate change research to belief Earth is flat https://t.co/6XNdICaL1J https://t.co/dHIrtnhH8R,476621 +1,RT @PopSci: These photos force you to look the victims of climate change in the eye https://t.co/GD7jpkRRrz https://t.co/O0DoRNmQI7,904114 +1,"Austerity, climate change, intensification of resource conflicts -- reminders that neoliberalism is the #1 threat to our species' survival.",480641 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,414945 +1,"RT @Kris_Sacrebleu: This *almost* negates his good deeds + +bad @BillGates + +...denying climate change could innovate the fuck outta the… ",451967 +1,RT @josefgoldilock: Your MCM thinks climate change isn't real,429203 +1,@RiddlewpmSheri @seanhannity @BarackObama The world will end for the humans if we don't do anything about the climate change.,21635 +1,RT @gator1k: we just elected someone who claimed climate change is a hoax made up by the chinese government,114845 +1,"RT @davidsirota: US politics could be focused on preventing climate change from destroying all life on Earth. Instead, it's focused on Vlad…",85790 +1,"RT @michikokakutani: Scientists' nightmare: Trump’s budget cuts at least $7 billion for research on climate change, diseases & energy. http…",790499 +2,RT @WorldfNature: One Nation senator joins new world order of climate change denial - The Guardian https://t.co/i7BY4u8Mdw https://t.co/hq7…,586846 +0,"In his twitter account, Donald Trump said on 6 November 2012: 'The concept of global warming was created by and... https://t.co/QRMmgtpO30",467155 +1,Say it with me people: climate change is real. https://t.co/aTT7f9A911,764681 +1,RT @jenditchburn: So Scheer is already ruling out an open party discussion on carbon taxes as a policy option on climate change action.,227463 +1,RT @FastCompany: Replacing farms with fish farms: The odd solution to both hunger and climate change https://t.co/GllPM16mHJ https://t.co/L…,702141 +1,RT @bugwannostra: @Forthleft2 @TonyHWindsor Is that an admission they know climate change is real & just don't give a frig? The $4 million…,844327 +1,"@potus can neuter #science with his #budget but vasectomies are reversible, unlike #climate change, and even eunuchs can still speak...",243076 +-1,RT @Protonice: @trudeau You could be the greatest PM in history if you acknowledged that global warming / climate change is the biggest sca…,275649 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,818711 +2,Earth’s plants are countering some of the effects of climate change https://t.co/ZT6ujS2HdE #worldnews #news #breakingnews,612709 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,549438 +1,"RT @AnjaKolibri: Degraded pastures, #desertification: Key source of fresh #water for Asia is drying up because of #climate change: https://…",397923 +1,RT @PoliticsOTM: The people calling the left regressive believe climate change doesn't exist and throwing coal waste in water is a g…,922907 +2,RT @nytimes: They have lived on a Louisiana island for generations. Now they will be displaced due to climate change. https://t.co/5ywrNLkh…,260793 +1,RT @voxdotcom: Watch: Bill Nye rips CNN for treating climate change like theater instead of science https://t.co/OBxnDrvZoc,158388 +2,Governors push back against #Trump's plan to cut funding to fight #climate change: KOMO News https://t.co/zpGPjJb8zL #environment,575261 +1,RT @altNOAA: Two words that @realDonaldTrump or @FEMA_Brock has 100% failed to use in this crisis - climate change. You cannot hide from it!,396527 +2,RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,634262 +-1,"RT @SteveSGoddard: Whatever the weather is, some scientist will find an ad hoc explanation to blame it on global warming.",793994 +1,In the news: Now that we are leaving the Paris Agreement what can Mainers do to help combat climate change https://t.co/C7cSlVsLa0,420290 +2,RT @Brasilmagic: The climate change lawsuit the Trump administration is desperate to stop going to trial https://t.co/hW3heAWubK,35618 +2,RT @ArchipelagoHope: Teens suing U.S. over climate change ask for Exxon's 'Wayne Tracker' emails https://t.co/JueLHZhQ6L,467745 +0,@FrankConniff & Ralph Nader sure helped President Gore keep the Iraq war from happening & got us a 16 year fighting start on global warming.,674357 +1,A man who rejects settled science on climate change should not lead the EPA https://t.co/0RAG7aBjmW,363337 +1,"This #EarthDay, discover ways companies are taking real action against climate change. https://t.co/bnI2qSxPyv https://t.co/mEVMT1VJj2",969594 +1,RT @carlzimmer: A graph showing how global warming has loaded the oceans with heat. Open access review: https://t.co/ql8ejUFHNr https://t.…,129475 +0,Must have been climate change. https://t.co/cEoXuqg2yB,530681 +1,"RT @funder: How Trump's inaction on climate change could lead to impeachment @VICE + +#impeachtrump #trumprussia #resist +https://t.co/Tnt7g84…",427218 +1,Actually that would do more to eradicate global warming. https://t.co/ttbvIT1M5c,236063 +1,"Retweeted CECHR (@CECHR_UoD): + +Living Planet Lunchtime Listen +How are the Inuit coping with climate change?... https://t.co/dhVggku8sJ",669398 +2,"In rare move, China criticizes Trump plan to exit climate change pact https://t.co/svDExQ7mlA via @Reuters",88226 +0,Heated talk about global warming https://t.co/4CZQq8the0,642168 +1,RT @JacobWhitesides: I think that's global warming not christmas https://t.co/VVAzjVXH6w,908407 +1,"RT @JonRiley7: Trump & his climate change denying EPA nominee Scott Pruitt just want to protect the little guys, like asbestos man… ",389073 +2,RT @laura_payton: From Haitian stew to millet flour balls: How climate change affects cooking in developing countries https://t.co/12xvDcr7…,40071 +-1,@infowars he knows nothing.. he is just spreading lies and fear same BS as global warming! Most dishonest disgustin… https://t.co/6Y88zGNcQr,60880 +2,RT @LoukgolfLG: Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/fRfBQBLA2i,981277 +1,RT @mcneil_tom: Apparently Trump is so confident global warming doesn't exist he might stop NASA monitoring certain earth related data. Sen…,467466 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",459684 +0,@CBCTheNational but but global warming,877574 +0,Localized climate change & global warming 2 diff things. https://t.co/TscQJCJStu,344329 +1,"RT @robdromb: Toomey opposes Abortion, Gay Marriage, pro-business, anti-consumer, anti-worker, anti-poor, denies climate change. + +VOTE @Kat…",122217 +1,RT @Harryslaststand: #UKIP's chief climate change denier Julia Reid blocked me after I replied to her b/c UKIP can't stand truth as it…,694529 +2,RT @thehill: EPA removes climate change page from website hours ahead of #climatemarch https://t.co/VJgYCQPQ2C https://t.co/tfZ3C9TY6b,638988 +2,"RT @SenWhitehouse: How on climate change the Koch brothers stole the Republican Party from John McCain: + +https://t.co/OAKzrenG1c",146182 +2,JUST IN: President Duterte says he will sign the climate change agreement.,92076 +1,EPA chief is tongue-tied when asked about his climate change denial - Mashable https://t.co/sNA3p7d4HX,108444 +0,@darehgregorian @maggieNYT @realDonaldTrump @cam_joseph This is part of #Trump climate change hoax right?,372234 +1,RT @climatehawk1: Trump’s election marks end of any serious hope of limiting #climate change to 2C | @drvox https://t.co/O4uA38Ayq6…,456476 +1,RT @artist4ever: Yet the Green Party candidate had no qualms handing our climate change concerns over to the destructor https://t.co/9dydwF…,916139 +1,Agriculture victim of and solution to climate change - https://t.co/Rn45HMcz0Q #Agriculture https://t.co/TnR3RwQNY5,661868 +1,RT @lippard: @justinhendrix @theintercept @tinyrevolution Robinson is also a climate change denier behind the Oregon Petition.,968728 +1,RT @shivi_dwivedi: Can't wait to start @GhoshAmitav 's #TheGreatDerangement on #climate change #ClimateChangeIsReal https://t.co/REtTnbPYQ5,755713 +-1,"@WorldfNature It is complete madness to think humans can alter climate change, King Canute tried, & look what happened to him. GLUG, GLUG.",937376 +1,RT @mashable: Possibly the most beautiful and distinct sign of climate change https://t.co/u0KdiMwHk8,237234 +1,RT @BharatTiwari: Taking on #Adani is not just about climate change. It's taking back power from corporate plutocracy | Sebastian Job https…,272060 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,373570 +1,"@pinkbunny70 @FuckCons scientists can plot these eccentric orbits around Saturn, but are wrong about climate change… https://t.co/FDOJVeRzaJ",990302 +1,RT @climatehawk1: The single shining hope to stop #climate change: @MichaelEMann @TIME https://t.co/bq9kKukgHk #globalwarming…,148915 +1,RT @therealdavid_F: How are there still people who don't believe in global warming,737295 +1,"RT @Forbes: How you can help stop climate change with your own personal actions: +https://t.co/bveDX3HfNZ https://t.co/0NzKQQDaOl",60420 +1,RT @GavinBade: File this one under 'climate change is not primarily an 'engineering problem'' https://t.co/G0MRj5Frc6,384115 +1,"The thing is; I don't directly care about the animals, but I care about climate change. THOSE BALLOONS ARE KILLING… https://t.co/6v0kFzNupN",336741 +-1,Don't be silly. Bears aren't dumb enough to believe in climate change. https://t.co/Pln9vBcaVC,403548 +2,Vancouver could transform into San Diego by 2050 due to climate change - Globalnews.ca https://t.co/XpxAJu0dm2 https://t.co/YJlUr7LCWZ,543263 +1,RT @c40cities: #Auckland Council unveils plan to combat climate change: https://t.co/dbZjaHQsvt #Cities4Climate https://t.co/hMG8mr8ohu,856217 +1,RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,822660 +2,Trump really doesn't want to face these 21 kids on climate change - … https://t.co/BFA7TL5zPO https://t.co/S7rUxmbkc6,735935 +1,@Mary_Debrett @Jackthelad1947 In Wisconsin GOP eliminated climate change by scrubbing it from website. Hope they deal w poverty soon.,963350 +1,RT @MichaelEMann: 'Republicans held fake inquiry on climate change to attack only credible scientist in room' @ale_potenza @Verge: https://…,931532 +-1,RT @realDonaldTrump: The global warming we should be worried about is the global warming caused by NUCLEAR WEAPONS in the hands of crazy or…,728645 +1,RT @RVAwonk: Aaaaand here we go. The Trump admin has started to remove climate change-related information from the EPA website.…,869722 +1,"@AnnCoulter +climate change deniers at the top are awfully chummy with big oil and coal though +surely that's just a coincidence though +��",237146 +0,I wouldn't hate it if global warming would kick in this morning.,374608 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,149715 +1,November 2014 and now February 2017 tornadoes have hit Illinois. ILLINOIS!!! Still think global warming is a hoax?!? #ilwx,806238 +2,"RT @JoeDavidsonWP: Energy Dept. rejects Trump’s request to name climate change workers, who remain worried: https://t.co/Uuunrdl73T",858982 +2,BBC News - Badlands on Twitter: US park climate change tweets deleted https://t.co/CUQuUOeUhJ,153785 +1,RT @MarkDiStef: Not an Onion headline… Australian Prime Minister’s newest climate change adviser is a long-time mining lobbyist https://t.c…,460814 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,293389 +1,"RT @davidsirota: “The meat industry contributes to climate change” + +Stating this scientific fact = the magic words to evoke anger from the…",251144 +1,"Whilst Donald Trump appoints 'climate change' denier Scott Pruitt, Exxon knew better almost 40 years ago. https://t.co/lsheYQHUah #science",357928 +1,"RT @billmckibben: If Trump wins, it savages the planet's chances of dealing with climate change. In the (very) long run, the biggest result…",154687 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",311920 +2,Michael Bloomberg has a plan to shift the conversation on climate change https://t.co/4xHdF3c9pN,287961 +1,RT @emorwee: This is literally the White House admitting it is 'not familiar' with the economic impacts of climate change. Think…,295636 +2,New Zealand newspaper predicted global warming in 1912 | Daily Mail Online https://t.co/KyAysCvfh8,446076 +-1,"@danoc214 @JustinTrudeau There is no such thing as global warming, you behind the times. The earth has not varied b… https://t.co/cmknXXVJPl",586514 +2,RT @grist: Seth Meyers devoted a full nine minutes to Trump and climate change https://t.co/bAaJgbHLHv https://t.co/ZSwYdWAJkk,139722 +2,RT @caseyttha: 03-24 #EarthHour 2016: UN goes dark to spotlight climate change #EarthHour https://t.co/Ph55lyg2rf,747445 +-1,"RT @Coondawg68: Like global warming, you can't accept even the basic premise without having to swallow insane, hyper-partisan conclusions.…",9870 +2,RT @csmonitor: Could mutant plants save us from global warming? https://t.co/zg6AIKUUFp,969025 +1,"RT @HeatherLeson: Participants for the Open Mapping #ogp16 session for cities, communities, humanitarians & climate change. Honoured… ",484019 +1,"RT @richardbranson: From #Harvey to #Irma, I think man-made climate change is a key factor in the intensity of hurricanes…",918524 +-1,Global Warming: Myth of global warming essay papers https://t.co/BLLB9DZRM6,932966 +1,@SenSanders @BillNye we need to win the climate change 'war!' If we don't we are ALL in terrible trouble.,422775 +2,UN climate change agency reacts cautiously to Trump plan https://t.co/aTbselmfil,770978 +1,RT @KendallRaeOnYT: So I'm wearing a T-Shirt outside in November in Colorado.... but global warming isn't real right?! 🙄,248996 +-1,RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,169577 +1,"RT @WIRED: A newly published paper shows that Exxon knew climate change was real and man-made, but publicly touted the opposite https://t.c…",448672 +0,"RT @rhymebyter: Clearly a sign of global warming. +The AI winter of the 1980s is thawing!;) https://t.co/8jaUYJPPkD",125946 +2,RT UnescoIHE: RT henkovink: Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/2I5CDNztyy guardianeco UNF…,657186 +1,RT @bobinglis: So glad for 46 House Republicans willing to listen to our military leaders when they tell us that climate change is…,237287 +0,@skeptikaa Egon ist so´n richtiges Weichei. global warming ;),166816 +1,"RT @phantomness71: Nice weather we're having. Hmmm? +Politicians discussing global warming. A sculpture in Berlin by Issac Cordal. https://t…",961576 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,615727 +2,South Dakota national park tweets facts about climate change amid EPA blackout https://t.co/caaQCASKOs via @BostonGlobe,833638 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,490649 +0,"RT @aireguru: Here s how you could live and work in France, all expenses paid, to work on climate change: The……",257499 +1,"RT @Imjusplaying: Okay okay...so a man that's openly sexist, racist, homophobic, rude & thinks global warming is a myth?...I am shocked! #D…",704900 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,336266 +1,"RT @DavidCornDC: Hey Florida, nice little Everglades you've got there. Thanks for voting for a climate change denier. See you in hurricane…",806260 +2,RT @Independent: Bernie Sanders calls Trump climate change denying climate chief 'pathetic' https://t.co/ig44Eox9nk,862138 +1,"RT @RobloxBongRips4: 2010-2017, so sad to see what climate change has done to the Grand Canyon �� https://t.co/aDMUpENeix",920493 +0,RT @GreenHarvard: Read what Harvard Prof @RobertStavins said about the future of climate change action under a Trump administration https:/…,237849 +1,How rich countries are avoiding helping world’s poor cope with climate change https://t.co/I6U8olgBDu,927491 +0,How is climate change effecting the military? Sharon Burke poses the question on @4corners #ujelp17 #4corners,416170 +0,RT @HealthRanger: Now scientists researching a mental “vaccine” to treat “climate change denial” https://t.co/fkICDQOxTI…,322904 +2,"RT @Newsweek: Bloomberg to Trump: It's still global warming, stupid https://t.co/ISoHPcAGGQ https://t.co/JXRlHDTa4n",444011 +2,"RT @mashable: No, Donald Trump is not deleting tweets about China and global warming https://t.co/RVHsqbe27M https://t.co/XQkzgOHunp",928609 +1,"Nice to know climate change deniers have place in the WH, especially the ones who even fail to see the incremental increases. @JunkScience.",681701 +2,EPA chief unconvinced on CO2 link to global warming https://t.co/Dvlv6lS3rc via @Reuters,268128 +1,"The irony of Rex Tillerson as Secretary of State, is that the oil man is one of very few on Trump's team who believes in climate change.",341717 +1,"We've BEEN recycling, cutting meat out, doing all we can for our planet but you havea man who denies climate change in power. WHAT DO U MEAN",325269 +0,"RT @KanteFacts_: There is no such thing as global warming. N'golo Kante was cold, so he turned the sun up. #KanteFacts",330023 +2,"RT @UNFCCC: Small farmers need immediate help to adapt to climate change, warns FAO chief https://t.co/cYTAGtpTFm… ",925832 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,567753 +0,I want this but I live in Texas and every season is now global warming https://t.co/nC6HRoZJBs,397897 +2,RT @NatureClimate: Increased rainfall under climate change will lead to more runoff creating a new mercury threat to oceans https://t.co/fL…,984048 +1,"RT @Sustain_Today: In new paper, scientists explain climate change using before/after photographic evidence https://t.co/EAfXxDu8U6 https:/…",100114 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",575086 +2,"#Breaking South, southeast face Europe's most adverse climate change impact - agency Read More : https://t.co/dpiKwUUQFg",735244 +-1,"No one denies that the climate changes, douchebag. We deny free people are changing it. https://t.co/OnDNU8MZ01",776617 +2,RT @MorningClimate: California's governor vows to hold strong on climate change policies - https://t.co/P712zahl1d,914096 +1,"RT @klstuble: Our paper on #PriorityEffects and implications for climate change and #restoration is online early at @ESAEcology +https://t.c…",705513 +2,RT @washingtonpost: Federal Highway Administration changes mentions of ‘climate change’ to ‘resilience’ in transportation program https://t…,513163 +1,RT @CalculusKing_ck: Our dishonest President thinks global warming is a Chinese hoax and vaccines cause autism...…,519376 +1,RT @ANTlHEROINE: These white racists care more about being called mayo on twitter than global warming. Jokes on yall bc the sun is y…,464316 +1,RT @Dorofcalif: GOP congressman: God will 'take care of' climate change if it exists https://t.co/K1NjJzZue8 via @HuffPostPolYO I HAVE SOME…,124596 +2,"RT @NPR: Trump plans to cancel billions in payments to UN climate change programs & use money to fix America's water, environmental infrast…",683524 +1,RT @miel: if you are not wanting to 'get political' consider this - trump's actions re: climate change will render this plane…,421330 +-1,@EcoSenseNow why is it if you deny climate change ppl say you are denying science ?,448270 +1,"RT @LeeCamp: 44% of honey bee colonies died last year due to climate change & pesticides. When bees die, we die.",342441 +2,"RT @UNEP: With global warming, the Nile will swing from devastating floods to withering drought - research:…",906245 +0,RT @planitpres: Are you prepared for climate change? asks George Pepler Award winner Isobel Brunn-Kiaer in her blog: https://t.co/2StuW9kHxN,629052 +1,This is a significant intervention that puts the Church in key position to drive global response to climate change” https://t.co/ETY7TlXkoX,677851 +2,RT @climateinstitut: UK businesses call on Government to embrace low-carbon future and enact climate change legislation https://t.co/ILffxi…,326748 +1,"Fossil Fuel Corruption Is Now Exposed +Science is being politicized to deny climate change +https://t.co/CRh3U856ys",673892 +1,My favorite thing is when people act like they know more about climate change than scientists who've dedicated their lives studying it,653521 +-1,But but but... global warming is causing 'blizzards!!' (Which 20yrs ago was called 'snow') https://t.co/nNIiZvGAW0,669283 +1,RT @JPvanYpersele: Just out: our new paper on IPCC Reasons for concern regarding #climate change risk (in @NatureClimate)…,660391 +1,RT @CountOnVic: Dude said to expect 12-24 inches of snow on Tuesday in New York lmao it's mid march but republicans swear climate change is…,973441 +1,RT @nearthe1975: crazy how that's coming from u when u basically voted an asshole who deleted the climate change webpage in his firs…,917170 +1,RT @Indigocathy: Keep an eye out on #qanda for Dane from Beechworth Seconday College. He's passionate about climate change.…,251239 +2,"RT @capitalweather: Polar vortex shifting due to climate change, extending winter, study finds: https://t.co/xDEDEpxEaQ",688575 +1,RT @theallineed: Scott Pruitt’s comments on climate change are “breathtakingly wrong” https://t.co/1qWuXVAHtr,269858 +1,RT @kurteichenwald: Russia hack deniers & climate change deniers have a lot in common. Either theyre corrupt or they refuse 2 accept univer…,969568 +-1,"RT @KurtSchlichter: 'Climate criminal.' So, are they sending the Weatherstapo for him? These global warming scam fanatics are the worst. @…",852089 +1,RT @EnvDefenseFund: Trump’s admin removes climate science from EPA site & makes it harder for teachers to talk about climate change. https:…,699259 +1,"@BoreusAquilon +I'm gonna unfollow you. I can't tolerate ignorant people who deny climate change +https://t.co/1pmYW8azh2",310022 +-1,"Lefties ignore the science of abortion just as hard as righties ignore the science of climate change don't @ me + +https://t.co/ctwkFV9p1l",691275 +1,"What are the most effective individual actions to fight climate change? + https://t.co/6LT7xQpRek Here's the study: https://t.co/0L01vQCKpk",484078 +2,RT @Seeker: The Obama Administration's page on climate change has officially been deleted. https://t.co/KWaUWxePmm,833079 +2,"RT @WorldfNature: Human-caused climate change causes unprecedented Arctic heatwave, scientists say - https://t.co/GxNBHHgsEl… ",136343 +2,RT @ABCPolitics: Sec. John Kerry becomes highest-ranking U.S. official to visit Antarctica; he's there to learn about climate change…,19364 +1,"#ParisAgreement on climate change is just the start. + +Climate action is... https://t.co/OMYcUV3lT1 by #UN via… https://t.co/mpveR7V3zT",624146 +1,hurricane season with the assistance of global warming. https://t.co/JeJ0hMAyN5,22260 +1,RT @takvera: Hey @Westpac coal burning is a major driver of climate change and #coralbleaching. Funding Adani is unethical…,223171 +1,"RT @DPJHodges: Trump appoints climate change denier to head Envirinment Agency. If you voted Green in the election, congratulations. Great…",252780 +2,"Climate talks: 'Save us' from global warming, US urged https://t.co/0ViEmXkziI #TrumpTransition #PresidentElectTrump #MAGA",271925 +1,People who don't believe in global warming and climate change are a bunch of burros,787963 +1,@petitebiscut I KNOW & they say climate change isn't real,584357 +-1,"RT @Trial_Watcher1: @DrMartyFox @SheriffClarke @LouDobbs @seanhannity - the global warming scam to tax the air we breathe, in order to fund…",156998 +1,"RT @UN: TV weather presenters foreshadow effects of climate change, including hotter summers in major cities…",944221 +1,RT @altNOAA: 'remove the words 'global warming and climate change'... have to meet the president's 'budget language restrictions…,538791 +0,"This is the difference between Canada and the US. While they're gutting climate change from EPA site, we're worried… https://t.co/bNEg4GlVAX",44138 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",418991 +1,"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",126266 +2,"RT @altUSEPA: PRUITT: There is nothing that I know that would cause a review [of climate change science] at this point +https://t.co/pbyP1cY…",376202 +0,RT @backpackingMY: Negara paling rendah di dunia adalah Maldives. Dijangka akan tenggelam kerana global warming pada suatu hari nanti. Jom…,434570 +2,RT @Earthjustice: EPA head stacks agency with climate change skeptics: https://t.co/oMZuHxxiMD https://t.co/5Oxajv8wDn,730391 +2,"BRICS meeting highlights climate change, trade, terrorism https://t.co/NYRR8VlRml https://t.co/97FWzT4hub",302057 +1,@JohnBertos @NBCNightlyNews You don't find the truth about climate change on TV... You have to read science,637345 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,969161 +2,"RT @doodlewhale: UK sends stress balls to US scientists worried about Donald Trump and climate change. +https://t.co/NrTKGYTe6R + +I sa…",470549 +2,RT @Slate: How normal is a March snowstorm? Can we blame this on climate change? https://t.co/rG0hU34DmV https://t.co/NpE3eIwm46,781813 +1,#climatechange @statedept @UNDP What is Nigeria doing to alleviate the effect of climate change? We can partner with them to train people,333703 +1,RT @mmfa: TV networks that have been turning a blind eye to climate change are doing a major disservice to their viewers: https://t.co/0ipT…,846045 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,324276 +1,"RT @TheDailyShow: Tonight at 11/10c, Trevor has an idea for how to get Trump to care about climate change. https://t.co/GEuYGSW8dz",387547 +1,"RT @acampbell68: They have voted a man in who believes that global warming is a hoax created by China, just think about that for a fucking…",614937 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",471395 +1,RT @BruceZobel: Political jibberish does not outweigh the fact that climate change is already beginning to damage world economies. #Electio…,663679 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",117529 +1,"RT @OpportunCity: A reminder, in case you have an urge to toss a snowball in a house of government and scream 'climate change isn't r…",764373 +1,Tell us again how global warming is a myth @realDonaldTrump https://t.co/ac4egyyE0Z,594451 +1,RT @glocam_: @ABDULSZN @glitter_glo It's sad cus this goin keep continuing w global warming around https://t.co/Ym1PFI8yg0,523532 +1,"RT @Normsmusic: Not a hoax: There are two choices to address climate change this election. One to address it the other, fuck it vote for th…",169458 +1,"RT @UN: Empowering women, empowering nations, fighting climate change: All can go hand in hand. @UN_Women in Liberia:… ",904194 +2,RT @thehill: National park defies Trump social media ban with climate change tweets: https://t.co/yCpCSdu5at https://t.co/sRmxSxxtgd,316797 +1,"RT @PatriciaDeLille: Cape Town determined to act boldly on climate change for the sake of residents, the economy and saving the planet -…",810627 +-1,RT @RNCleveland: World leaders duped by manipulated global warming data https://t.co/4lEvdr7Byc,839292 +1,#EarthToMarrakech: COP22's digital call-to-action on climate change https://t.co/FqqwDnTPLb #tech #Desk02,972700 +0,"RT @voltrontext: bi lance: omg why is everyone so hot?? +ace pidge: global warming",625784 +-1,"The HORROR! Chelsea Clinton blames diabetes on climate change, gets fact-checked HARD https://t.co/70QmfMQAe2 via @twitchyteam",973420 +2,The global seed vault in Spitsbergen is threatened by climate change. Piqd by #AndreaChu. Article by @dpcarrington… https://t.co/lcEhKMhvNU,957691 +1,"RT @ajplus: With no climate change leadership in the White House, can entrepreneurs and green energy companies redeem the U.S.? https://t.c…",263169 +1,RT @thinkprogress: More people than ever are worried about climate change https://t.co/nrjer95Vvt https://t.co/uCgrEHF6ay,873015 +0,@FreeCanada25 @sainttoad @gruber @jackw0930 Trump doesn't believe in global warming,635903 +-1,RT @SpencerHaberman: @DC_Politix @SenSanders @billmckibben That is why it went from Global cooling in the 60s-70s to global warming in t…,100297 +1,RT @TomSteyer: Today @NextGenClimate launched https://t.co/VO60Pa2jc1. It's essentially a copy of @EPA's public-facing climate change websi…,818167 +1,@FaceTheTree @dieslecatz @plasma1 @KathrynBruscoBk @MMFlint @Independent @Wulalowe A drop in the bucket compared to rampant climate change.,945749 +1,The UN... and hiring a climate change skeptic to be the leader of the EPA... #ripEarth,236588 +1,"RT @MayorAdler: Regardless of what happens, Austin will lead on climate change because so much of what’s required happens at the lo…",294463 +1,ACCIONA and National Geographic are teaming up to fight climate change https://t.co/zxwRzHmfDr https://t.co/7kFx8yfN0Q,949490 +2,RT @TheGoogleFactz: A 100 year old paper article about 'climate change' https://t.co/M0NkzAOJlM,757507 +-1,"Watched this climate change documentary with leonardo di caprio. Zero science all emotion. Conclusion. Taxes. + +https://t.co/wZRznZdA8W",480949 +1,"RT @NaturalBAtheist: #ReasonsToLeaveEarth +Because half the US population doesn't believe in global warming, and are killing the planet we…",960522 +1,RT @washingtonpost: Al Gore thought Trump 'might come to his senses' on climate change. Nope. https://t.co/OCPM5ch1S6,879298 +2,RT @theecoheroes: Climate change study in Canada's Hudson Bay thwarted by climate change #environment #climatechange https://t.co/ddj6IFLN…,203509 +1,RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,203377 +1,"@Trumpwillwin2 @first_edward @washingtonpost and die. My point is climate change is more than just the Earth getting warmer, it's changing",1983 +0,RT @Tomleewalker: ur mcm tweeted 'we need to start taking climate change more seriously' prior to taking another bite of his double Big Mac…,58818 +2,Colorado joins 'climate alliance' of states fighting global warming ... - Reuters https://t.co/Ydn8tSGWgC #GlobalWarming,449415 +1,RT @TheDailyEdge: It's not just Trump: GOP has made a pledge to corporate polluters to block action on climate change #unacceptable https:/…,554886 +0,@GailNRobinson @markos He's a political op-ed writer? Not really there to report on climate change news.,378393 +1,"Must read/watch for youth & adults! Fantastic article about how soils mitigate climate change, videos by… https://t.co/rvmJ5fCPIa",962110 +2,RT @AP: BREAKING: AP sources: President Trump will announce plans to withdraw from Paris climate change accord.,209438 +1,RT @NatureNews: Donald Trump should start his presidency by dropping his pantomime-villain act on climate change…,264103 +1,Sad we now live in a country where climate change is 'a Chinese hoax' but it will bite us in the ass sooner or later & there will be regret,878097 +-1,RT @crazyeasypig: @latimes @latimesopinion Doesnt the climate change 4 times a year??,720366 +2,"Coral reefs’ only hope is halting global warming, study says. https://t.co/SWJiGv1GSs https://t.co/0M2UMHis9F",745492 +1,This is who they chose to run their country RT: @CNN: Trump says 'nobody really knows' if climate change is real.,659882 +1,RT @newsthump: I see #bbcdateline have invited a Russian climate change denier on to defend Donald Trump. Sometimes 'balance' goes too far.…,88717 +-1,RT @mp3michael: People: plz follow @SteveSGoddard who puts all the global warming scare tactics into historical context. https://t.co/MNX9L…,523145 +1,@MelTheWave it was 60 for the past few days now it's cold and raining. Smh. I wasn't sure about global warming but it seems legit now,739267 +2,"RT @globalnewsto: It's just more proof of climate change, says one activist. https://t.co/u1teAbSlar",786270 +1,@sainsburys read this! @FairtradeUK working WITH farmers on climate change. Pity you don't believe them & persist i… https://t.co/9bFSxphSgG,917533 +2,�� Most Americans want 'aggressive' action on climate change: Reuters/Ipsos poll https://t.co/zV8j28UcFh https://t.co/414CgDAI1F,650502 +1,@pmbillenglish Proud of environmental damage and profound ignorance of @NZNationalParty about global warming. Bottl… https://t.co/2x1NFBROin,828529 +1,"RT @Mikel_Jollett: THIS is why it matters that you not give a voice to climate change deniers, @nytimes. https://t.co/Z1J8PUBF60",606494 +-1,RT @Jimbo679: #islamicState is due to global warming https://t.co/FxtsYukI0d,996502 +1,RT @WeAreVeganuary: 'Fake meat and clever concrete: the best US climate change innovations' https://t.co/snsxGsJjiB @ImpossibleFoods #clima…,127803 +1,Global climate change is a serious problem which needs to be addressed now! #climatechange #globalwarming,945328 +1,"RT @slevitova: The story isn't Kanye. The story: Rick Perry, climate change denier, has been tapped to lead the Energy Dept, which he WANTE…",136882 +2,RT @AmazngEbooks Author and radio host suggests we've already lost the climate change war: https://t.co/i0gOXtFRyz,688103 +1,"RT @ParantoKristine: So proud of Leo Decapriro hard work on climate change, I believe it's part of his destiny, I believe we're in a cri…",248373 +2,"Climate talks: 'Save us' from global warming, US urged",548426 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,295826 +2,RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/ig8sxJGw2f https://t.co/eo85j1GK7j,139395 +1,Could countries allocate 1% of their annual budget to tackle climate change? Interesting idea @Acclimatise |… https://t.co/Gvis0ggfhQ,285054 +1,"RT @AlexKingsbury: Exxon knew of climate change in 1981, email says – but it funded deniers for 27 more years https://t.co/akHAa6hGMx",728604 +1,"Worred about processed foods and climate change? Well, here's your twofer from @IKEAUSA. Lead a revolution... https://t.co/CBmXDa7dJC",746561 +2,"New bills would create climate change commission, ANWR tours for Congress - Alaska Dispatch News… https://t.co/DbHvZed8Jh",651687 +-1,They changed it from global warming to climate change because the warming stoped. Lol https://t.co/fx8k1fSDkQ,701237 +1,"No nuclear war will destroy India or Pakistan; however, exploding population and global warming will.",895131 +1,RT @a35362: Opinion | Harvey should be the turning point in fighting climate change https://t.co/LRhvWp4jNm https://t.co/vyh4n7Pvqa,822267 +1,RT @Glen4ONT: #FF My friend @jkwob A real leader in fighting climate change & advancing the low carbon economy. https://t.co/uJKGlkCYAz,987486 +1,About those papers refuting the consensus on climate change...https://t.co/9IvpJyLQps,441072 +2,A century of climate change in 35 seconds https://t.co/pf6oyLHZ0c #science via @CosmosMagazine,553042 +1,RT @mehdirhasan: Says guy who claimed climate change was a Chinese hoax. Lucky us! https://t.co/Ew4yH5mk7f,272258 +1,RT @TeenVogue: To everyone out there who STILL doesn't think global warming is real... https://t.co/QSwevPIunn,481800 +-1,"RT @krauthammer: Obama fiddles (climate change, Gitmo, now visit to Havana); the world burns – as Iran, Russia, China, ISIS march. https://…",355018 +-1,"RT @SteveSGoddard: Before global warming, Kachina Peak used to be snow covered. Now it is covered with snow https://t.co/5P1JgAqHbA",59589 +2,Trump set to undo Obama’s action against global warming https://t.co/9q5FZ81RTg https://t.co/UJrOT5EXnf,221962 +0,Disproportionate religious & ethnic minorities in prison. Fake climate change science. Admission the BBC takes EU m… https://t.co/Utr1CVkpWp,464704 +2,RT @politico: Chicago mayor Emanuel posts EPA’s deleted climate change page https://t.co/cEcCs5EAKk https://t.co/HX3K0E6n3d,360274 +-1,"@LisaBloom @nytimes +Have you noticed the Democrats don't call it global warming anymore? Now it's climate change.",962309 +1,"RT @robinince: Charles Moore's 'they signed a climate change bill on a day it snowed, what's all that about' piece suggests we need a weekl…",413377 +1,"RT @EricBoehlert: reminder: network evening newscasts this yr spent 125 mins on Clinton emails, 0 mins on climate change;…",219589 +1,"RT @ChristopherNFox: CEOs & investors see #climate change as a financial & economic issue--gains to be made, losses to be averted - @MikeBl…",49393 +1,RT @hannahasbury_: I can comfortably wear shorts and a hoodie outside on a February morning but climate change isn't real or anything u know,933751 +2,RT @motherboard: The new climate change evangelists are...conservatives?! https://t.co/Ar64t2XB9c https://t.co/XXELJ4TkHE,489542 +2,"RT @seattlepi: In shift, Trump says humans may be causing global warming https://t.co/RYxbnj1X9l",410770 +1,RT @kurteichenwald: Russia hack deniers & climate change deniers have a lot in common. Either theyre corrupt or they refuse 2 accept univer…,528384 +-1,RT @WSCP1: U.S. & Europe tried to get climate scientists to downplay lack of global warming over last 15 years https://t.co/AWaEHPeKJ5 #tco…,896997 +1,#California won't meet its #climate change goals without a lot more #housing density in its cities https://t.co/WXSsark0SQ @dillonliam,323405 +0,"RT @michaelbd: People who think climate change as the thing that will cause Trump to fail. + +This is a thing I’ve seen more than once.",876828 +2,UCLA scientists mark Trump's inauguration with plan to protect climate change data https://t.co/N8IZDZ9qzZ,922307 +1,@HouseScience You also know quite well that climate models have accurately predicted climate change for more than 30 years now. Stop lying.,954978 +1,"RT @hemantmehta: Don't worry, everyone. When President Trump does nothing about climate change, Florida will be the first to go.",855281 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,746093 +0,@RepAdamSchiff EPA does limited climate change research.,331696 +2,RT @RachelFeltman: Kids now have the right to sue the government over climate change | Popular Science https://t.co/HCtcA1yjS4 via @PopSci,677083 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,977910 +2,L'Oreal named as global leader in climate change strategy #healthcare #comms #news https://t.co/nkHmNoWgNo https://t.co/0WgHPAYxEa,658615 +1,"RT @mmpadellan: For reporters who keep asking 'president' trump if he believes in climate change, imma just leave this here. + +114 m…",495473 +1,This map shows every extreme event we know has a climate change connection https://t.co/ldjqHL0tz5,615484 +0,@MCowww climate change sus ��,716086 +2,RT @UNEP: READ: Greening wood energy is key to mitigate climate change and improve rural livelihoods> https://t.co/22GRCbxwyy https://t.co/…,587950 +2,RT @create_as_u_go: 360°Green World: How does agriculture affect climate change? https://t.co/bbOSJzkzV5,7694 +1,RT @WBG_Agriculture: Our #soils could accelerate global warming. We need more action to stop it: https://t.co/AWe9aEWpGW @WLE_CGIAR,665301 +1,RT @DocsEnvAus: What if we have underestimated the pace of global warming? There is no time to waste questioning scientific experts https:/…,93048 +-1,"Liberals: Don't trust data. Clinton trusted data & look what happened to her. Therefore, climate change isn't real. https://t.co/ic9sPPz7BA",493745 +1,The head of the EPA doesn't believe in global warming and our president thinks vaccines cause autism... MERICA! https://t.co/lvkQlUwv47,854582 +1,"RT @Jamienzherald: Celebrities, scientists, doctors, businesspeople join new NZ push for action on climate change #ClimateDeclaration https…",420051 +1,#Nurses: Join in calling for strong clean car standards to protect health from air pollution and climate change:… https://t.co/mtusSBV5LG,634267 +1,"RT @LeoDiCaprio: Want to stop climate change, @UWM? See #BeforeTheFlood at your University #BeforeYouVote. +https://t.co/ubMubJMbkv",900786 +1,@aruna_sekhar worst news today after the 58000 Cr diverted from climate change to gst today :///,604528 +1,"RT @ProPublica: The deleted line: “Global climate change drives sea-level rise, increasing the frequency of coastal flooding.” + +https://t.c…",511355 +1,"RT @MikeElChingon: California went from winter and then right into summer, but global warming isn't real (sarcasm) ��",428736 +1,RT @AlyciaTyre: Everybody wants to ignore global warming until recently because they really see it taking a toll on earth,605245 +1,"RT @flippable_org: It's vitally important to elect governors & state legislators who recognize the reality of climate change, especially in…",606700 +2,RT @WorldfNature: Using technology to fight climate change - BetaNews https://t.co/QXdKrYs6bN https://t.co/wUDt8iWAGE,110969 +1,"RT @tveitdal: WMO: 'Human-driven climate change now a verifiable fact, those who dispute r not sceptics, but anti-science deniers…",113394 +1,The question is will we survive? Not for lack of trying but he does not believe in global warming and he has the nu… https://t.co/Np8Grxr3jW,805580 +0,RT @johncarlosbaez: Who should you trust on climate change: the liars or the hypocrites? My answer is here: https://t.co/r2IH0vm2N2 https…,512774 +0,RT @NewaHailu: @2miche how @DrJillStein is a green but all she tweets 4 days after the election of a climate change denier is slander of Hi…,940697 +1,"RT @SarcasticRover: The goal of America was to be better, smarter… to be exceptional. + +Denying climate change is denying America’s ability…",435319 +1,"We can fix climate change, but only if we refuse to abandon hope | Zoe Williams https://t.co/UGrMaUkz9p",291117 +1,RT @CREDOMobile: WATCH: These children know more about climate change than @EPA Admin. Scott Pruitt does. Sad! https://t.co/0qGiTOY8n0,871821 +2,Forests key to mitigating climate change https://t.co/SrsIoXai1Y,751434 +0,tfw u leave work and its hailing and raining but it was 60 yesterday thank u global warming,807498 +1,Worth reading @boykoff on media's role in legitimizing climate change denial https://t.co/RB8ylZv8Pw,644884 +2,RT @TUnfractured: Commonwealth brainstorms on climate change reversal https://t.co/K4jhZ9awy2 #climatechange #commonwealth https://t.co/Y0…,100444 +1,Someone and I arguing at work about climate change like even if the president doesn't believe it's real that we are still gonna have jobs.,466911 +2,"Oxygen levels in the oceans have fallen by 2% due to climate change, affecting marine habitats and large fish. + +https://t.co/XZvskTiLuK",242643 +-1,"RT @PMgeezer: 'How the global warming fraud will collapse' +#Jan20 @SteveSGoddard https://t.co/CUKK2sMVY8",140454 +0,RT @_wintergirl93: Is he taking a pic of her fighting climate change? https://t.co/B7FuPEERgz,780824 +-1,I went outside today and it was quite chilly! What happened to so-called global warming? It just local warming? #JustAsking #Science #MAGA,125975 +1,"9 ways global warming is affecting daily life: Lakes disappearing, drinking water supply at risk https://t.co/TPK7Di859X via @EnvDefenseFund",358412 +1,".@JulieForBurnley Congrats on being elected. Please don't let the #DUPdeal turn back the clock on abortion, gay rights or climate change.",511699 +0,"RT @Dauhshanti: “Indus civilisation didn’t collapse, but de-urbanised and migrated due to climate change.” +-Cameron Petrie https://t.co/ckB…",309770 +2,GroundUp: Landmark court ruling on climate change | Daily Maverick https://t.co/lNonrDHAL1 https://t.co/Qa9e5ZhBG7,342322 +1,@Axe_Grrl @AverillKyle if somebody really wants climate change they should take a look in the mirror first before pointing fingers at others,763413 +0,cold weather is my time to shine and global warming is really messing that up for me.,692070 +1,"RT @SarcasticRover: There are 2 kinds of people on Earth: Those who will be affected by climate change, and actually that was a trick every…",463941 +0,@Riverbreak River have you not seen how cold it is ? climate change isnt real #Jk,219841 +1,"RT @TaodeHaas: The RW, climate change deniers & the IPA celebrating today. Society, humanity & the planet has nothing to celebrate https://…",215475 +-1,@Judetruth @SteveSGoddard you believe in the global warming hoax?,458377 +2,"RT @tan123: Hungary: 'Overall, respondents were less concerned about climate change than in 2010' https://t.co/Njqm8ygW1f",143857 +2,RT @dallasnews: Is Rex Tillerson also Wayne Tracker? NY AG says ex-CEO used alias to discuss climate change at Exxon…,899239 +1,RT @Grimezsz: denying climate change is not a luxury humanity can afford. trump is old& rich. he will never have 2 worry abt foo…,857920 +2,RT @AKLienhartMinn: Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/7l6GkxX0vH,72480 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,758440 +1,"RT @MarkRuffalo: Actually, Mike Pence, climate change has nothing to do with a 'liberal' agenda https://t.co/cuwa6B6DxW # via @HuffPostPol",216902 +1,RT @BraddJaffy: 'You and your friends will die of old age and I'm going to die from climate change.' https://t.co/Yl2oSriNbs,559945 +1,"Please wake up folks. The Donald's soon to be cabinet is a who's who of climate change skeptics, homophobes, racist… https://t.co/r6lqosIHYB",780206 +1,"RT @JenniferJokes: Look we all die alone, and due to the rapid rise in climate change, it'll probably be drowning.",818128 +0,i'm convinced that fake 'blonde' girls with stick thin // obvs straightened hair is the reason climate change is real.,305592 +2,Agriculture and overuse greater threats to wildlife than climate change – study https://t.co/7AkISxqWkm,797072 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",828021 +-1,"@RonaldGranieri @EsotericCD Agree, but you will rally (distract) Republicans if you make this a referendum about climate change hysteria.",471639 +0,RT @UberFacts: It's theorized that the Akkadian empire—Mesopotamia’s first unifying civilization—was undone by climate change that created…,70837 +1,when people are happy about the warm weather but you're freaking out because of the global warming.......,152320 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,28947 +1,"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",80843 +1,"@MerrillLynched @EllenMorris1222 @zoobadger @howardfineman He's just making clear what he's going to ignore, climate change, judicial system",941478 +2,"RT @zsstevens: World’s food supplies at risk as climate change threatens international trade, experts warn https://t.co/aknfhVy0hC",511505 +1,"RT @DavidSuzukiFDN: In the wake of the US election, more than ever we need to double down on our efforts to fight climate change. Inspi…",844298 +1,RT @jpbrammer: I believe in climate change and I don't even believe in myself,972432 +2,RT @WIRED: Obama-era climate change and healthcare pages are no longer on the White House website; new policy positions are up…,906085 +1,"RT @MercyForAnimals: #DidYouKnow Animal agriculture is one of the leading causes of climate change?!? Go green, go #vegan! https://t.co/kRo…",993936 +1,"RT @MerlinYYC: China will soon trump America: The country is now the global leader in climate change reform + +https://t.co/bySqI7xY9s",885520 +2,RT @extinctsymbol: Experts fear ‘quiet springs’ as songbirds can’t keep up with climate change: https://t.co/QqQ9UFHcI4,835 +2,RT @EcoInternet3: The facts on #climate change -- and what to do about it: PBS https://t.co/Oz2OTiBRYI #environment,41456 +1,"RT @ALT_uscis: France is trolling the @WhiteHouse again about climate change, taking this video and editing it +original vid:…",309745 +-1,@BernieSanders $20 trillion in debt Trumps any climate change issue! Sanders is a senile old bastard that would rather see the USA bankrupt!,354386 +0,"Dear Trump, + +If global warming is fake, EXPLAIN CLUB PENGUIN SHUTTING DOWN",316451 +0,"RT @benhenley: Just published: New animation puts recent climate change in context of past 800,000 yrs @dr_nerilie @therevmountain https://…",876623 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",386166 +-1,@FoxNews hey �� where is the global warming looks like weather,801134 +2,"From ocean conservation to tackling climate change, @richardbranson’s highlights of the Obama years… https://t.co/pHoh0idU9i",950362 +2,"RT @thinkprogress: Activists march to Trump hotel, urge president to ‘wake up’ to climate change https://t.co/3pDZxZ6YIT https://t.co/DiEdP…",154857 +1,"RT @MikeTQUB: Trump's looney policy is to slash Nasa's climate change budget in favour of moon missions +https://t.co/GUZw5I8F8p",791136 +1,RT @Resistance_net: RT if you think our planet can't afford to have a climate change denier leading the EPA#pollution #drilling…,88221 +1,RT @LisaBloom: We will be the only developed nation in the world led by a climate change denier. https://t.co/tR1DclGWEz,117106 +1,@jonathancoe not just a 'random stranger' - a clear-thinking young Brighton woman who schooled him on responsibility and climate change.,865205 +0,அமெரிக்காவிற்கு ஒரு மோடி ! இந்தியாவிற்கு ஒரு டிரம்ப் !! # climate change feelings https://t.co/X82aOLrv2y,708522 +2,RT @EnvDefenseFund: Obama administration outlines path for climate change resiliency. https://t.co/AA2CXerTIe,696708 +0,RT @baseballcrank: Can climate change be real if it's not in the Handmaid's Tale?,846034 +2,Rex Tillerson wastes no time: The State Department rewrote its climate change page https://t.co/bdZDlRXvTJ,838744 +0,@dump_truckin He claims climate change is a Chinese hoax.,804765 +-1,RT @tan123: 'just some points to bring in to question the militant orthodoxy of the current climate change universe' https://t.co/7EHFteZgrK,36041 +1,"I honestly don't know. I don't know if there's a solution for climate change, and it's a lot bit messed up that we ain't figured that out.",267364 +1,RT @jefurticella: The impact of climate change is real and grave. @joshhaner traveled the world to show the dangerous path we are on:…,891395 +1,RT @mitchellreports: .@BernieSanders says 'Secretary Clinton believes in science! The debate is over climate change is real' in contrast wi…,587176 +1,"RT @YEARSofLIVING: '[We will] continue to confront the existential threat of our time — devastating climate change,' @JerryBrownGov https:/…",403862 +1,Climate Smart Agriculture is an integrated approach to achieving food security in the face of #climate change.… https://t.co/kp16GAPtLU,762424 +1,"She cares about global warming, she cares abou the world we're living. She support the black community. She's afraid. #WeLoveYouMiley",120137 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",794440 +0,RT @maybesea: if global warming isn't real then explain why club penguin is shutting down?,373861 +-1,"RT @TrumpSuperPAC: #TRUMP wasn't fooled, but Obama & other world leaders were duped by manipulated global warming data! #G20Summit https://…",327489 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,504402 +1,RT @NYCMayor: The Paris accord was the biggest step forward on climate change that we’d taken in years. It’s unconscionable for @POTUS to a…,202482 +1,"Egregious #Trump orders media blackout at the #EPA, tells employees to 'cut climate change webpage' #censorship… https://t.co/XyfbRIyO8s",160929 +2,Republican sceptics call climate change hearing that massively backfires as expert witness calls - The Independent https://t.co/23kW95kMPD,357836 +2,Harvests in the US to suffer from climate change: Some of the most important crops risk… https://t.co/09bIQX1bVz,22153 +2,President Buhari to attend climate change conference in Morroco https://t.co/59ypo8phS7 https://t.co/VGuCA87H6d,437757 +1,"RT @Trump_ton: Oil companies : 'the scientists are all wrong about climate change' + +🌎: 'who says so?' + +Oil companies : 'our scientists'",185801 +1,@DazzerFury @jayjaycafe 'To be a woman as a children's champion with regard to climate change & its effects would be wonderful' - (Regina D),581064 +1,"Verafied: RT TheRickyDavila: Al Franken shutting down Rick Perry over climate change is everything & more. +https://t.co/x4U2iVgUom",512598 +1,RT @RepresentPledge: Sweden trolling Trump with this photo of deputy PM signing climate change bill surrounded by all-female staff. via…,618314 +-1,"RT @DBloom451: EPA chief Pruitt rightly points out carbon dioxide is not primary contributor to global warming... THE☀️SUN is. +https://t.co…",977109 +0,@MissMollyMoore Admit he's wrong about climate change? Be honest in general and stop trying to fleece the public?,758029 +1,@flamingboyant Easy to be flippant about ignoring everything we know about climate change in order to continue lini… https://t.co/v5LYcEbcxR,188813 +1,RT @BraddJaffy: 'You and your friends will die of old age and I'm going to die from climate change.' https://t.co/Yl2oSriNbs,919984 +2,Trump team memo on climate change alarms Energy Department staff https://t.co/8bGRD0P6yM via @Reuters,590272 +1,RT @BarbaraBoxer: Polluters & climate change deniers back in charge: Trump ignores health & safety by resurrecting #KeystoneXL & #DAPL http…,300401 +1,"@MotherJones @davidsirota anyone ask him about Exxon's knowledge of climate change in the 80's?And, subsequent disinformation campaign.",270766 +1,RT @jilevin: Is climate change a massive hoax or not? Which makes more sense? #green https://t.co/7TEqYEJr2t,504211 +-1,@Grant503 @haneyjonesr Even Arab newsmen mock BHO's global warming screed https://t.co/OWPxkqKrKp … This is hilarious.,832799 +0,@DailyMirrorr @lilmszoey @JimMahan1 @repjohnlewis @realDonaldTrump global warming in hell....hahahaha,546987 +0,"RT @tparsi: 'You're gonna die of old age, I'm gonna die of climate change' + +DNC staffer yells at Brazile for helping elect Trump +https://t.…",255521 +1,Please RT #iphone #ipad #mac After Ice is a new app that uses AR to simulate the effects of climate change.. https://t.co/sFmHqCKl32,432695 +1,"RT @jswatz: Alaska towns, battered by climate change with few options. Great on-the-ground reporting by @egoode and @joshhaner https://t.co…",715291 +1,RT @lifeaseva: Taking shorter showers and buying reusable bottles won't stop global warming. It's the main result of our agriculture demand…,621588 +1,Told you the military recognized how important climate change is. https://t.co/w57nbFalaq,76681 +1,"RT @350: TONIGHT, 8:30 Eastern: Hear how young people (@youthvgov) are taking the US government to court over climate change: https://t.co/…",180483 +-1,@realDonaldTrump Don't tread on climate change. It has always been a hoax. The reason why this stupidity came into… https://t.co/YjJIw7JWO9,69167 +2,Trump planning to withdraw US from climate change deal – Source #AfyaHouseProbe https://t.co/VReIsPq0KH–-Source/4534.html,402346 +1,"Research - to examine a lifestyle contributing in climate change @PakUSAlumni @PUANConference #ClimateCounts +#COP22 Ideas Lab",177380 +1,"RT @Alex_Verbeek: 🇺🇸 + +#prayfortheplanet + +EPA head #ScottPruitt denies that carbon dioxide causes global warming… ",893083 +2,RT @FatherFletch: The House Science Committee claims scientists faked climate change data—here's what you should know https://t.co/dEvbW2lJ…,931725 +1,RT @OCTorg: Fed court has ruled rights of @octorg youth threatened by climate change. Help them proceed to trial!…,295971 +2,New EPA chief's office deluged with angry callers after he questions climate change… https://t.co/0s5jAVziIE science,191818 +1,RT @NFUtweets: Renewable energy is a great opportunity for British farmers to tackle climate change #COP22 https://t.co/2rB4OOGq3c https://…,654160 +1,Look at the climate change data on NASAs website! @realDonaldTrump 19,237448 +-1,RT @Stevenwhirsch99: Obama can take a 747 plane to rally for Hillary and then ask us (tax-payers) to support 'climate change'. Hypocrite mu…,333361 +1,RT @mattyglesias: The lead-addled generation that bequeathed to us the modern GOP’s stance on climate change will not be remembered k…,238822 +2,RT @guardian: 19 House Republicans call on their party to do something about climate change | Dana Nuccitelli https://t.co/mXK6NoSDDH,783871 +1,@TTrogdon @aravosis Fucking climate change people! Get on board and let's save ourselves and our kids for chrissakes.,16610 +1,Trump’s budget envisions a US government that barely deals with climate change at all https://t.co/bedFYFu66L https://t.co/w42EiOM26d,291548 +0,"blajar itu pake buku, buku itu dari kertas, kertas dari kayu. mari kita dukung anti global warming dengan tidak blajar menggunakan buku.hehe",90090 +1,RT @AchalaC: 'Real economy is moving faster than political economy on climate change' IIED's @andynortondev has joined launch of the missio…,229872 +1,We have to collaborate and learn from awesome renewable projects like these to tackle climate change: https://t.co/DSujD7kkWL 🌍 ⚡️ 🙌,695539 +1,"From college affordability to climate change, 'Hillary Clinton’s values are Millennial values.' https://t.co/snFPOoDIN4",433124 +0,RT @sahouraxo: Anything else you'd like to accuse Putin of? Perhaps global warming? Or maybe a yet-to-be-discovered invasion of Ea…,624823 +2,RT @dwnews: How Mongolia's nomads are adapting to climate change https://t.co/ZVL3d6cbBR https://t.co/uLOKi7e3NB,274349 +1,"RT @WFP: Poverty, climate change & Boko Haram led to #food insecurity in NE Nigeria����. Read how WFP's helping→…",212217 +-1,@spdustin @AstroPeggy @POTUS @Space_Station Why is against science to dispute a theory like global warming but reli… https://t.co/po57YMxiZn,776445 +2,RT @SEIclimate: Can insurance help Southeast #Asia’s farmers cope with #climate change? https://t.co/nXdDg0md66 @MichaelJBoyland https://t.…,157628 +2,Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/Ho9coJRWFu,106465 +-1,RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,226417 +2,RT @likeagirlinc: Report: Trump dissolves climate change advisory panel https://t.co/u2vXnkqV0E,101058 +2,"RT @Independent: Trump's 'insane' climate change policy will destroy more jobs than it creates, says global warming expert https://t.co/SwF…",744699 +-1,"Libs consider man-made climate change to be written in stone but gender is fluid +Conclusion? They're idiots +#ConfessYourUnpopularOpinion",892312 +0,"@Carmenkristy01 @MarkDickenson5 @JustinTrudeau What garbage ur saying. That's called climate change, paying what th… https://t.co/TzRAjdguTe",124695 +1,"Global warming is not the term to describe out earth right now. Its climate change. Cold becomes hot, hot becomes cold.",828102 +1,"RT @NRDC: Sorry President-elect, climate change is not a Chinese hoax. #ActOnClimate https://t.co/WGpX51ooBB",170668 +1,RT @washingtonpost: Perspective: Irma and Harvey should kill any doubt that climate change is real https://t.co/sxsv3fhFY9,453409 +-1,"@drjillstein Honey, you said that Istanbul was climate change, no one can take you seriously.",424355 +2,Trump to sweep away Obama climate change policies - BBC News https://t.co/TZHM857eND https://t.co/nglQwKUnJc,121580 +1,"RT @edXOnline: In public discussions, #climate change is a highly controversial topic. Learn how to address the myths with @UQ_News https:/…",316268 +2,RT @OurRevolution2: realDonaldTrump Overheated Arctic sign of climate change 'vicious circle' https://t.co/0BWvIKyHuB,882978 +0,I would like to thank everyone that contributed to climate change.,913383 +1,Conservatives elected Trump; now they own climate change | John Abraham: Anyone who voted for Trump shares the… https://t.co/L6WF0jgCwK,887329 +2,The 1st set of guidelines for companies reporting the business risk of climate change has been published https://t.co/Sv4KNT5rvy,124411 +1,RT @nytclimate: E.P.A. chief says CO2 is not a primary contributor to global warming. The scientific community says it is. https://t.co/xiR…,843631 +2,RT @goSpectral: VR makes people feel the impact of climate change through ‘Tree’ https://t.co/btYIvcZZ8a #VR #climatechange #tree https://t…,789942 +1,"RT @neighbour_s: While @POTUS Donald Trump dismisses climate change as a 'hoax', Pentagon veterans warn of its impact on global secu…",183050 +2,RT @grist: .@LeoDiCaprio’s new climate change film is now streaming https://t.co/fyeAxAr54C #BeforeTheFlood https://t.co/UYRZXfVWn2,854752 +2,"It's already happening: Hundreds of animals, plants extinct due to climate change https://t.co/85pfhhUXA2 https://t.co/S0sQevkUWa",60711 +-1,"RT @C4Constitution: @AmyMek +@stephenkbannon So glad for your common sense & position to MAGA! +And yes, climate change agenda is a big $$$m…",677311 +2,"RT @Bentler: https://t.co/ejY7DoCfTt +Humans on the verge of causing Earth’s fastest climate change in 50m years +#climate…",91664 +1,"RT @calvert_barbara: So can we all agree that climate change is REAL and start putting our minds, resources, and efforts together to do som…",667788 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,443035 +2,On the climate change frontline: the disappearing fishing villages of Bangladesh #GlobalWarning https://t.co/wV9XKrpvH6,270510 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",467991 +1,for Christmas I asked mum and Dad to go meat free one day every week to help climate change and they said yes ❤️✨❤️✨❤️,3155 +0,"people shipping raulson is gonna make holland leave Sarah, hamish abandon Lily, global warming will rise, everyone will get acne, crops die",539213 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,570495 +-1,"RT @PolitixGal: Over past decade, global temps hv not increased; global warming has ceased & signs of future deep temp drop. https://t.co/L…",849994 +1,"RT @BehzadDabu: Your new president doesn't believe in global warming. +Your new Vice President believes you can electro-shock the 'gay' out…",161732 +2,"RT @ScienceInsider: Analysis | Why the research into climate change in Africa is biased, and why it matters https://t.co/AVTV9OhUbW",218632 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,799252 +2,"Sanders, Perry spar over climate change https://t.co/A0mDoAnA8j https://t.co/KURRfFgF2P",343755 +1,RT @joshgad: The mourning stage is over. Now we fight. Putting a climate change denier as head of EPA is an act of war on our kids. #StandUp,88476 +2,EPA chief: Carbon dioxide not 'primary contributor' to climate change @CNNPolitics https://t.co/i9E7LKYswB,186608 +1,Conserve water to tide over climate change challenges: FAO https://t.co/2h0gs9puxk https://t.co/r4Zwc2MQwt,795834 +2,Pakistan ratifies Paris Agreement to fight global warming https://t.co/xup8mVafdy,705961 +0,"RT @shitshowdotinfo: here's the ceo of GE, a company that gives money to jim inhofe - a senator who believes global warming is a hoax https…",368157 +2,Scott Pruitt says CO2 isn't a pollutant. What next on US climate change policy? https://t.co/TsIwiDQuFC https://t.co/fXgfuFDBrb,931097 +0,"@ChemicalEyeGuy it’s a bigger deal than climate change, because eventually, maybe, we can fix that.",919061 +2,"RT @JKuylenstierna: World leaders should ignore Trump on climate change, says Michael Bloomberg https://t.co/uMj24e15aF @SEIclimate @mlaz_s…",569591 +2,RT @SailForScience: Al Gore on why climate change is a national security threat https://t.co/ZQr7nUWsIT via @cbsnews #climatechange,164998 +1,RT @tveitdal: World's fishing fleet to catch 25 billion fewer fish a year by 2100 unless more is done to stop climate change…,871244 +1,An excellent lecture at the Royal Society about the difference between climate change deniers (of which there are … https://t.co/oTOsws2yXb,409225 +1,RT @alexwagner: Americans facing the most catastrophic effects of climate change are Trump voters in deep red states. My story here: https:…,476490 +2,Trump's 'control-alt-delete' on climate change policy - BBC News https://t.co/rJbCsLMe85,779885 +2,RT @NYTScience: They don't care about Trump. They're determined to continue their policies and plans to address climate change. https://t.c…,625142 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,687255 +1,"@joerogan just listened to Dan Peña. Dude makes his $$ going to bed w/ oil companies, but doesnt believe in climate change.. no coincidence?",259978 +-1,@NASA Do you have any actual evidence of a moon landing or global warming? The moon is just a stupid rock that influences tides. #science,303923 +1,"RT @Mogaza: The world's poor live off of agriculture. 'The biggest threat to agriculture is climate change,' @tsheringtobgay… ",727471 +2,"RT @Newsweek: House Republicans buck Trump, call for climate change solutions https://t.co/5c4DoLTT0C https://t.co/rOkbK5pB1M",605489 +-1,"RT @Dehneh1: Shocking! Not really.... + +World leaders duped by manipulated global warming data https://t.co/Q85ycL1NM0 via @MailOnline",966890 +1,"RT @reveldor85: Murdoch, too, has no time for global warming. Dickheads like he and Turnbull think it is somebody's joke. 2017 already exce…",251885 +1,97% of scientists agree humans are causing climate change. Climate denier 'Scott Pruitt'does not.. What is he doing running the EPA?,658108 +1,2. @realDonaldTrump didn't believe in facts & in global warming which he could see with his own 2 white/orange eyes if he'd have wanted too!,948278 +1,"RT @SnowSox184: Where there is weak governance, climate change is ”acting as an accelerant of instability or as a threat multiplier…",295986 +0,#trump More powerful icebreakers needed in Baltic Sea despite global warming https://t.co/5uwagCwZt7 #treason https://t.co/OVbCfU6jWQ,37652 +2,"RT @HawaiiNewsNow: As climate change takes shape, fears over its threat to cultural resources grow https://t.co/TiiGlAp7Fh #HNN",121151 +1,RT @snoflakepersist: Mike Pence gets buried for pretending he can’t understand the importance of climate change https://t.co/uFsoRsfYuD via…,769442 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,170593 +2,RT @DispatchAlerts: Faith leaders reframe climate change as moral issue: https://t.co/qna8o0hHE4 https://t.co/jxiPFnXdVz,727087 +1,RT @JayElHarris: Theyz talkin mass famine by 2050 as result of climate change n u niggas wanna sit around debating traditional family struc…,418341 +1,RT @mcnees: Let that sink in. A climate change denier primarily funded by the oil &a gas industry is arguing that @aaas is not…,668337 +0,Jonathan Pershing US envoy on climate change 'we need to show that change won't be so drastic in terms of what you… https://t.co/eaCJnx3qn8,201345 +1,RT @KevinBCook: Good pts but all need to see ClimateSci as Hard&Fluid: Bret Stephens NYT column is classic climate change denialism: https:…,335928 +2,@barbs73 Radical energy shift needed to meet 1.5C global warming target: IEA https://t.co/Z2xLWdaJA1 via @Reuters,363222 +0,"See also: public ed/higher ed funding, climate change, wage suppression, social safety net, public infrastructure, affordable housing…",780629 +1,"Humans are causing climate change. +No highly-polluting country (USA) can op out. +Everyone must engage to reduce CO2… https://t.co/ODNfaH5jiW",3271 +0,"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",636913 +0,RT @GrimoireGuilds: It's raining swords! Effect of global warming? #screenshotsaturday #gamedev #indiegame https://t.co/SwuRifffhv,299806 +1,"Thank you .@realDonaldTrump for single payer healthcare, $15 min wage, equal pay for women, & Leadership on mitigating climate change. #NOT",317094 +1,@lisamisabby i know. but apparently global warming is a myth and scientists don't know what they're talking about so guess we gon' die,633190 +-1,RT @AngryAmerican97: Where is your Science now! So much money spent on global warming...so many resources wasted! https://t.co/O0jgGON3xV,279761 +1,Will we miss our last chance to save the world from global warming? https://t.co/iy5qvkXm8V,288348 +2,"RT @EcoInternet3: On #climate change, Scott Pruitt contradicts the EPA's own website: Washington Post https://t.co/Dz9n1qdfR1 #environment",666349 +-1,RT @realDonaldTrump: The global warming we should be worried about is the global warming caused by NUCLEAR WEAPONS in the hands of crazy or…,899796 +1,RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,333112 +2,RT @climatechangetp: Plants appear to be trying to rescue us from climate change https://t.co/LWJyxCO4pz via @wef https://t.co/BeW7U6bv8g,864803 +1,RT @elronxenu: It's not okay to destroy the planet because 'a majority of people aren't on board with climate change' #QandA,485331 +0,@bgardnerfanclub Spring may start earlier because of global warming. :/,236984 +-1,"Can't wait for @LeoDiCaprio to say the real danger is climate change, #londonbridge #MAGA",139475 +2,RT @thinkprogress: Trump's EPA pick recently called climate change a 'religious belief' https://t.co/JOeH6LmJJ7,616723 +0,RT @FightingTories: Listen to Malcolm Turnbull on the politics of climate change https://t.co/QB5MGslNa3 https://t.co/tcIlPDPrFf,683043 +2,Frydenberg: Trump causes 'great uncertainty' at climate change conference https://t.co/Kyyl4Dn8H8 via @ABCNews,616081 +1,And we just elected a president who believes that global warming is just a hoax created by China for their own pers… https://t.co/G09QbjhGEJ,438159 +0,China work on climate change you have a epidemic in your hands I'll be transferring some paperwork.,421755 +1,RT @deedeesSay: This from the asshole who rejects facts on climate change!!!! https://t.co/DD7MBS67P1,753590 +2,RT @broadly: This teen was inspired to stop climate change when her family farm was lost to floods https://t.co/GYqoyBeiih https://t.co/xim…,198951 +2,RT @webertom1: Octopus in Miami parking garage is climate change’s canary in the coal mine https://t.co/2sLWVHPI7M,157378 +2,RT @Tryon4Congress: Covington: Tryon cares about climate change https://t.co/2Z9cVvpsQV via @heraldextra,572267 +0,imagine caring about global warming when you will be dead in 50 years,869011 +1,@HuffingtonPost Denying drug use exists among welfare recipients is as crazy as a republican denying climate change.,991845 +0,"RT @EricBoehlert: i'm glad you asked... + +'e-mail' mentions on cable news since Fri: 2,322 +'climate change' mentions on cable since Fr…",587004 +1,RT @UN: .@UN_Women explains how climate change uniquely impacts women & girls around the world https://t.co/omNx0G9rWO…,143353 +0,RT @OzilSmile: We should send Ramsey to the North Pole. He'll slow down the global warming,697031 +2,RT @PolitiFact: EPA head @EPAScottPruitt says carbon dioxide is not 'primary contributor' to global warming. https://t.co/KaCELuG588 https:…,804141 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",904708 +1,"If coffee, chocolate, and wine aren't good enough reasons to try to stop climate change... #priorities https://t.co/Dz7KePn25P",629029 +1,".... but climate change isn't real, right? https://t.co/3gBGcRpZld",124093 +0,"Pretty sure Mayor Stothert is praying for enough global warming that it never snows in Omaha again, because every time it snows city shuts",125343 +-1,@brhodes Man made climate change is a hoax,383672 +0,"RT @ClarenceHouse: This week's edition of @First_News, a newspaper for young people, features an interview with HRH on climate change:… ",229933 +2,"RT @climatechangetp: Indigenous rights are key to preserving forests, climate change study finds | Environment https://t.co/dz1SGYtgVr via…",786635 +1,"I hate human beings so much why haven't we all just died of natural causes yet smh... @ global warming, speed it up a bit, will ya?",432533 +0,"RT @NoHoesGeorge: If global warming isn't real, then why did Club Penguin get shut down?",477349 +1,"RT @J_Shwahh: Yo know maybe this whole global warming thing isn't so bad + +if you ignore the rising sea levels and dying vegetation and stuf…",412449 +1,RT @BethLynch2020: Let me guess...it's the same reason Democrats don't really give a shit about climate change. https://t.co/Me5mWngwjm,547177 +0,US has announced it will withdraw from the Paris climate accord. Over 33 thousand WikiLeaks docs on climate change: https://t.co/2YwRTgWeRB,357695 +0,@sweden Is a tough climate change policy an election winning strategy?,632498 +2,Geosciences Column Africas vulnerability to climate change #Geography https://t.co/N4GFuManCp https://t.co/vgkSAVTUra,440164 +2,RT @thehill: Science committee chair calls NYT story on climate change 'fake news' https://t.co/j49eiKoDC4 https://t.co/in7UF2hnWq,664973 +1,"RT @SwannyQLD: Abbott bulldozes Turnbull further towards the Trumpification of the Liberals on climate change, multiculturalism & unfair ta…",111720 +1,"@AuroraBlogspot @JohnnyQubit @StefanMolyneux it's a shame, I enjoy his content for the most part but denying climate change is ridiculous.",213103 +1,"Inaction on climate change now is - I don't think this is too strong - a crime against humanity +https://t.co/2sLrQxl27b",233252 +1,RT @joys_manor: anyone who doesn't believe or care about climate change should honestly just die please die,493498 +1,"This .@earthhour , switch off the lights and join the Earth Hour walk to change climate change, on Saturday 25th Ma… https://t.co/iQF67N2LJf",552187 +1,RT @GreenpeaceUK: Donald Trump bans officials from tweeting on climate change - but one national park spoke out anyway! 💪https://t.co/io33e…,356793 +1,RT @KirstiJylhae: I was interviewed @SRSisuradio about fake news and psychology of climate change denial (in Finnish) #Ilmasto…,87616 +1,"RT @MikeBloomberg: Women are leading the fight against climate change, making our cities smarter, stronger, more innovative and more e…",161057 +1,@frontlinepbs @JohnMorganESQ @AndrewGillum besides climate change biggest issue facing our state,256425 +1,RT @Rottoturbine: You cannot “be serious about acting on climate change without dealing with emissions from the energy sector' https://t.co…,597483 +1,@c0nc0rdance This is why climate change denial among the GOP irks me. A lot are the outdoorsy type and want their kids to enjoy the outdoors,119208 +2,"RT @RealMuckmaker: On climate change, Scott Pruitt follows the lead of Vladimir Putin https://t.co/zaTRtUnqca",244729 +0,RT @1followernodad: I want to get so drunk tonight that I forget about climate change,139570 +1,"RT @thinkprogress: EPA head falsely claims carbon emissions aren’t the cause of global warming +https://t.co/owbqKlSyMx https://t.co/RKRa0WB…",200373 +0,RT @benitacanova: #TrumpRiot DNC staffer to Brazile 'I’m going to die from climate change which is going to cut 40 years off my life expect…,174073 +2,RT @PamelaGeller: Trump Energy Department tells staff not to use phrase ‘climate change’ https://t.co/XWlDhzzxhX https://t.co/tuHTtDDrzH,9118 +1,Now we have a white house that dosen't believe in climate change https://t.co/EhTMw2ox6K,985210 +1,RT @ClimateChangRR: How I learned to stop worrying and deal with climate change https://t.co/ciRbizNLa1 https://t.co/qiwjoJWsQC,744673 +2,"RT @nytimes: As global warming melts sea ice across the Arctic, shipping routes once thought impossible may open up by midcentur…",518660 +2,RT @nowthisnews: Tesla’s electric semi trucks could help fight climate change https://t.co/5AlukDyKfI,726874 +0,@NHanKInsen Its 20 degrees here and global warming is not even on my list of things to be concerned about.,256498 +1,"@bottomoftheline climate change in the us, and any place south it's spring/summer, like Australia",905622 +0,RT @phil_di_grange: @SenatorMRoberts no offence but you spent 8 years studying 'global warming fraud' and never modeled closing of power pl…,996244 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,557188 +1,"RT @AdamSchiffCA: Today, I march for science. Facts matter -- the earth is round, and climate change is real. Hope you'll join this f…",266966 +1,RT @brhodes: American business has to inhabit the real world where climate change is real and clean energy is the future https://t.co/XPWBQ…,663090 +1,RT @FinnSkata: New T from https://t.co/3sUDKWGZKI! Part proceeds to kids in an indigenous community suffering from climate change! https://…,714464 +2,RT @voxdotcom: Here’s what optimistic liberals get wrong about Trump and climate change https://t.co/2qlf9jwfaC,928127 +1,"@UN @IFADnews @theGEF + +I guess +climate change is the biggest problem +against world with no doubt. +Let's.. sing for earth.",799261 +1,RT @ReinaDeAfrica_: When you know this unusually warm weather in October is due to global warming and climate change but you still kind…,45672 +0,@RamblinManNC @CNN he refuses to accept anyform of natural climate change.,575923 +1,The left and right agree: Fox News destroyed EPA chief Scott Pruitt over climate change https://t.co/kW360rKHP0,187987 +2,"In rare move, China criticizes Trump plan to exit climate change pact https://t.co/pYF5Y4aWuh via @Reuters",852762 +2,RT @jen_george1: David Hempleman-Adams urges climate change action after Arctic voyage https://t.co/c77yIduaXN,858770 +1,RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,415106 +1,"RT @PeterGleick: A massive 'you're wrong' to #Trump on #climate change, from #Google, #Apple, #Microsoft, and #Amazon, collectively…",42632 +1,"RT @Jake_Vig: When the world's biggest OIL company tells you to abide by existing climate change agreements, maybe it's time to stop being…",168918 +0,"RT @SUEtheTrex: When it's 70 degrees in February in Chicago, and you allow yourself to forget about climate change for a hot second… ",901505 +1,"RT @DeAngelbutt: Bernie is out there doing god's work every day for climate change attackin Pruitt, stayin woke, he's fuckin ready to fight…",520485 +1,RT @RogueNASA: It is possible to create jobs while reversing the effects climate change. This administration just doesn't want to. https://…,137214 +0,@Buzz509 @IowaClimate 1 winter is not climate change. It's not even a trend. Science much?,519743 +2,@7brown30_06 Congress: Obama admin fired top scientist to advance climate change plans | https://t.co/JgrjQZQx4F https://t.co/jjKQpb75d4,939153 +2,RT @ECIU_UK: More than 700 species facing extinction are being hit by climate change https://t.co/A4FoTmwJTA by @montaukian,515116 +0,Pretty soon cars are gonna complain like bitches to one another....'omg my owner used reg unleaded' 'global warming is real' ....get a bike.,250474 +0,RT @GlobalPlantGPC: .@sciam article discusses gene catalogues that aim to select crops that can survive climate change…,356654 +1,RT @antoniodelotero: America voted for the man who said climate change was a hoax perpetuated by the Chinese... really America? #ElectionNi…,67114 +1,RT @davidsirota: False equivalence is a newspaper hiring a climate change denier in the name of manufacturing an artificial image of…,44212 +1,"RT @SueMinterVT: On the climate change, education & standing up for middle class families, @BernieSanders explains why we need…",160130 +1,RT @theecoheroes: Snow-free images of Arctic polar bears show the harsh reality of climate change #environment #Arctic #climatechange…,78227 +2,"RT @ClimateCentral: In the race to curb climate change, cities are outpacing nations https://t.co/mtnZY0y0c0 https://t.co/m4i1lAiwei",114749 +2,CalPERS plans 17 climate change proxy efforts this year https://t.co/KDtUOpXFcI,711992 +0,"RT @grassyknoll_: Grassyknoll - Anti-Trump actor fights global warming, but won’t give up 14 homes and private jet https://t.co/tpd9xJHRtL",279533 +1,We must reject notion there’s a choice b/t protecting our planet and our economy. We can combat climate change and create good-paying jobs.,664078 +1,RT @swingingstorm: And now on top of that global warming has hit the point where it is actively dangerous for Iranians to be anywhere but i…,688843 +1,"RT @RichardMunang: Given that humanitarian crises like droughts are reinforced by climate change, solutions will need to be anchored within…",565631 +1,"RT @SaintxDick: Just look at what climate change is doing to our children, @MaxineVVaters DO SOMETHING #INPeach https://t.co/at4phsKGTa",588506 +1,"A necessary tool in the long term economic growth, climate change and well-being of citizens #SmartCities https://t.co/ForARwEzYW #IoT",795723 +1,Why scare tactics won't stop climate change https://t.co/BuaYTvJ0LC #EdTech,5632 +1,RT @leyumtohmas: wow....it's almost like...climate change is happening everywhere... https://t.co/CChvRchwLC,321356 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",999013 +0,Wish everyone in the Dakotas could hear truth on climate change from @NaomiOreskes @SDSU Brookings SD - April 4 7 pm https://t.co/dBpoav1YF4,949071 +1,RT @TEDTalks: How to talk about climate change with skeptics: https://t.co/4ZXo0Qce0D,998150 +1,RT @climatehawk1: These before-and-after images show startling effects of #climate change | @HuffingtonPost https://t.co/x33tImIltq…,213084 +0,Energy Sec Rick Perry when asked on @CNBC if CO2 was the primary driver of climate change; 'No. Our ocean waters are.' Interesting answer,958176 +1,RT @elle_stephenson: Great plenary talk on the effect of climate change on human and animal health by @jonathanpatz #oheh2016…,38420 +1,RT @jilevin: Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/1hgEfWhO8j https://t.c…,473046 +0,"Older article explaining Russian oil thirst for Arctic. How climate change plays a role. Eliminating Middle East. + + https://t.co/M41MvsggYD",808284 +1,RT @WRIGovernance: .@tomastuits from @CultEcologica on updating #opengov laws to better address the challenges of a warming planet.…,974739 +1,How is tackling the problems of climate change like tackling the problems of child literacy?And how to do it better? https://t.co/p6rEoOLvhf,547041 +1,"RT @acampbell68: They have voted a man in who believes that global warming is a hoax created by China, just think about that for a fucking…",827648 +-1,@Altavistagoogle @bmyska global warming my ass ..North America & Europe in a deep freeze ..Please give us some global warming !!,677687 +1,"@MotoKenzo must be right about climate change,the rest of the world must be wrong!now his response with a link to a internet climate denier",671860 +2,EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to global warming https://t.co/MuVJjMegBd,695004 +2,A Scottish space firm's new tool helps tackle climate change https://t.co/27TlNxYfTA,612917 +1,RT @SAISAfrica: Flood-ridden Nigeria farmers need more help adapting to climate change: https://t.co/awOl7vTxm5 (@irinnews),713510 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,390418 +2,A UC Berkeley researcher warned that fewer trees left behind by wildfires will accelerate climate change: https://t.co/IU4qy1WqqP,242840 +1,"In other non-crazy news. This is what global warming looks like, unstable weather. Unpredictable weather. Extreme w… https://t.co/5ti1Vd2p8b",461635 +1,global warming is REAL,60037 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",920408 +1,The stakes today... climate change doesn't get talked about enough https://t.co/J8S4D3LgAF,563449 +1,"RT @kitharingstons: - women's rights +- lgbt rights +- planned parenthood +- black lives matter +- climate change +- education +- disabled p… ",222989 +2,Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/ZdLvKtfbpw,880213 +1,RT @eiratansey: Prepping for my talk at #pasignyc and thinking about how #NoDAPL is not just about climate change or water but abou…,292847 +0,magnus bane is problematic for having magic and not stopping global warming,919148 +1,Beautiful NY eve. Walked dogs in field. 25 ticks. So wrong. #TheFirstEpidemic in the age of climate change is #LymeDisease. #StopThem!,798237 +1,"RT @GavinNewsom: A new report shows the average temp in US has risen rapidly since 1980. + +The time to act on climate change is now. https:…",640658 +2,Extreme weather increasingly linked to global warming https://t.co/I9x51GIY3i,704061 +0,RT @mitchellvii: Americans are even less worried about Russia than climate change.,10763 +1,"RT @edsteinink: An old cartoon of mine, but just as relevant today, as climate change denier Scott Pruitt works to subvert the core…",712563 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,219943 +1,It's time to implement paris agreement on climate change and move ahead further to save earth and its creatures. https://t.co/aWNVhWpVpq,45833 +0,"RT @Peston: Matt sums up Trump on climate change best, of course https://t.co/UNsAWLB83h",143999 +2,"RT @EW: .@OfficialJLD endorses Hillary Clinton, slams Donald Trump over climate change: https://t.co/aOmrlTSglj https://t.co/lWsT8ZP2ty",417291 +1,Record-breaking climate change pushes world into ‘uncharted territory’. 15mm sea level rise in 15 months. https://t.co/qIrTiLsVVL,808703 +0,RT @ClimateSignals: Untangle the complicated connections between climate change and the soon-to-be #LarsenC iceberg here:…,422472 +0,"RT @Pratyush0012: Dear Icebergs, + +Sorry to hear about the global warming . +Karma's bitch + +Sincerely +The Titanic",167607 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,88947 +-1,"RT @SteveSGoddard: Forty years ago, the @nytimes blamed African drought and famine on global cooling. Now they blame global warming.… ",977942 +2,RT @BBCBreaking: President Donald Trump signs executive order rolling back Obama-era rules aimed at tackling global warming https://t.co/dp…,708600 +1,"RT @CECHR_UoD: Best way to restore environments in the face of climate change? +https://t.co/2y0n0rhUZe +Natural sources of resilien…",870388 +1,"This deplorable minion hates #marriage equality, climate change action, refugees & Indigenous constitutional recogn… https://t.co/1SJFjE2BT1",647944 +1,"You have the power to help stop climate change. 9 things you can do in your daily life: +https://t.co/M5TbDD7Jv4 https://t.co/Qj6tjCDzxj",271770 +1,I haven't felt weather like this in this hemisphere before. Thanks climate change :/,511274 +1,"RT @PerePonsFerran: Yes, and its implications for fire-prone areas under climate change! @RogerPuigGirons @PLOSONE @lluisbrotons @UdGRecerca",628197 +2,RT @Newsweek: Another climate change bomb drops as Interior Secretary Zinke signs Alaskan drilling order https://t.co/fi18KjyP7w https://t.…,859871 +0,"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",86409 +1,"RT @rhysam: So grandad, what did the politicians do when climate change began being irreversible? +Well, they passed a piece of coal around…",477615 +-1,"RT @MiddleUSA: If lefties weren't always melting down, how might that effect global warming? Would they be better at the equator o…",145985 +1,"RT @rhsearthscience: a great read on climate change from my friend and former professor, Curt Stager +Tales of a Warmer Planet https://t.co/…",839530 +0,RT @WorldfNature: Leonardo DiCaprio's climate change documentary is free for a week - Mashable https://t.co/IhojVY4avK,791924 +0,RT @BanDeathCults: @James72184 @geertwilderspvv Science today has highly advanced instruments to study phenomena like climate change.…,302984 +1,"Next EPA chief does not believe in climate change, aligned with coal industry https://t.co/RrhAAcdD8c (cmts https://t.co/OtjATkqacO)",515661 +0,People never notice climate change.,557316 +1,RT @aurorizzle: some people really out here believing in zodiac shit but not global warming,811602 +1,RT @YEARSofLIVING: “Come work for California. Fight climate change.” CA wants to hire EPA staffers who are sick of Trump https://t.co/gHx4C…,517671 +1,RT @350: Scientists just published an entire study refuting all of Scott Pruitt's statements about climate change.…,885508 +1,RT @chegossett: Thinking about climate change and how Trump admin will accelerate the pluralized global apocalypse of the Capitalocene & Pl…,238028 +2,RT @MotherJones: Cable news spent less than an hour covering climate change in 2016 https://t.co/47BO4go9j2,436755 +1,The most damaging part of Trump’s climate change order is the message it sends https://t.co/sSltUfm5TI via @voxdotcom,696488 +-1,@magslol global warming is a Chinese hoax,767039 +1,RT @AllieMarieEvans: If you don't believe in global warming then please feel free to move to mars.,496018 +0,He is writing a song about the dangers of global warming eventually,731050 +1,RT @FactsGuide: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/g6KXAdyLHd,64576 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,799807 +2,RT @AnonIntelGroup: Teens suing U.S. over climate change ask for Exxon's 'Wayne Tracker' emails | #IntelGroup https://t.co/djSHAONMK6,465869 +2,RT @foxandfriends: Paris Agreement on climate change: VP Pence says Trump 'fighting for American jobs' (via #Hannity) https://t.co/eXiOLn6N…,11459 +1,"Morning has broken.... + +#EarthDay let's help protect mother earth from severe climate change... + +�������� https://t.co/2RjpAGGWxI",936255 +1,RT @Davos: How Scotland is pioneering a new way to fight climate change https://t.co/OtkhXt7KPJ https://t.co/sHoc1wjlEe,525633 +0,"RT @emigre80: ...healthcare AND Russia, climate change AND obstruction of justice, funding of social programs AND corruption in govt...",470086 +-1,"RT @AllNewsAlliance: The game is up for climate change believers +https://t.co/PwOrm8Lq4E #ClimateChange #GlobalWarming #Hoax",770549 +2,RT @TheScubaNewsCA: Researcher studies impact of climate change on poor https://t.co/pJm0WC3Lqy https://t.co/AXZ8t84YXz,785620 +1,RT @SenatorDurbin: Denying CO2 is the primary contributor to global warming is like denying gravity keeps our feet on the ground—it go…,332345 +1,"RT @Darthcoal: fam global warming is so real. + +Lagos is so hot rn",608398 +2,"RT @ToddEBear: Wave goodbye to global warming, GM and pesticides http://t.co/FCJ7S1TuTk via @Independent_ie",489626 +-1,"Dino Survey: by 10-1 margin, Americans think Al Gore is a FOS fraud selling climate change courses at his speeches. + https://t.co/rk5Y29d8d5",420367 +1,"RT @HahnAmerica: If it takes a major hurricane to get the GOP to react reasonably, then climate change must be God's answer to ignorance. J…",797185 +1,RT @HamKold: CDC cancels major climate change conference https://t.co/gf12PbeZ6m #alternativefacts #TheResistance,286132 +0,RT @ElvoKibet: #AgribusinessTalk254 So how will climate change impact Kenya and Kenyan agriculture?,407670 +2,Trump signs order undoing Obama climate change policies https://t.co/4W1eQzXv70,127878 +2,The House says the military should be thinking about climate change. https://t.co/rQwN9rfCEg via @grist,383292 +0,game idea: a point-and-click sim that simulates global warming,151079 +2,"RT @Reuters: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/7XPVkzSogY https://t.co/3dslS1o92V",724243 +1,@westcountryRT discussing impact of climate change on fisheries migration & survival The sound of water https://t.co/H6JPp0GZqt via @YouTube,635153 +1,RT @SarahKSilverman: Ya those same experts r begging U 2 accept climate change u maniac. We're on fire & under water. Stop sucking off…,905757 +-1,RT @JunkScience: Gore Effect: It's snowing at the #PeoplesClimateMarch against global warming in Denver. https://t.co/QEzG5S8dOf,567356 +1,"RT @utkenvironment: Today! Come check out 'It's Hot on Rocky Top', a panel discussion about the local impacts of climate change!…",116018 +1,"RT @NikkiVogel1: Given global warming and the retreat of the icecaps, I feel like there's a horror novel in there somewhere.…",676856 +1,RT @cnni: 'One issue your great-great-great grandchildren will talk about in reference to the Trump years is climate change' https://t.co/7…,732154 +1,RT @PoncePal: It's November and it's 900 degrees outside. How do idiots still not believe in global warming?,469645 +2,RT @TheDailyShow: President Trump signs an executive order dismantling former President Obama’s efforts to combat climate change.…,754698 +1,You know what country is doing the most to combat global warming in 2017? China. The Communists know the stakes.,298692 +1,Denying climate change is dangerous. Join Team today:,821437 +1,"RT @PhilMurphyNJ: How can New Jersey retake the lead in the fight against climate change? Watch Phil's answer, from his town hall in…",751365 +2,"#weather Trump to undo Obama plan to curb global warming, EPA chief says – The Boston Globe https://t.co/qlhGB1FKa4 #forecast",453845 +1,"RT @jessokfine: This Is Not Normal. +Help stop climate change: https://t.co/J7nNawuAPk +Support sexual education:…",659637 +1,RT @reeedss: i truly can't fathom how people still believe global warming doesn't exist https://t.co/0Y6EF0yPZm,631668 +1,"I used to look the other way at climate change issues, till I had to pay attention. It's real and saddening. We are killing everything.",409811 +1,"@KamalaHarris Start with a Pareto of biggest contributors to climate change:(1) China, (2) Hollywood Trains, Plains, Automobiles, and Yachts",307036 +-1,RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,522638 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",708253 +2,RT @LPeckerman: Trump Saves Worst for Last in First Foreign Trip��with debates on climate change and free trade... https://t.co/miyeP3VH90,95045 +1,RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,992516 +0,"@bryanrwalsh I'm interested in the relationship between the Internet & climate change, and I really enjoyed an article you wrote in Aug 2013",516957 +1,"RT @World_Wildlife: Irresponsible food production drives climate change, which drives more irresponsible food production. Time to break…",32989 +2,Testing how species respond to climate change - https://t.co/MDckl8ajLx https://t.co/gq9wqWVuTF,985039 +1,"RT @debbiedoo131: #ImVoting4JillBecause I will not vote for more war, more climate change and more subjugation to corporations. Vote…",387389 +2,RT @CNN: President Trump's rollback of environmental protections leaves China poised to lead fight against climate change…,72131 +2,RT @ladailynews: Report: California needs to address housing crisis to meet long-term climate change goals https://t.co/74H5Oj8K5j https://…,108076 +1,RT @anylaurie16: So @realDonaldTrump's plan is to fight global warming with a nuclear winter?,125788 +1,RT @AnonyPress: 2016 was the year that the United States elected a man who believes that global warming is a Chinese conspiracy,695442 +2,"Newcastle University expert calls for urban wastelands to be used in fight against climate change +https://t.co/70M6320GBk",726217 +-1,Bad news for climate change boondogglers: Washington Times: Predicting tomorrow's weather… https://t.co/yGDgDE8wnD,163229 +2,RT @climatehawk1: MIT professors denounce their colleague in letter to Trump for denying evidence of #climate change…,994966 +1,RT @SarahBaska: when ur at a party and u remember ur president doesn't believe in climate change https://t.co/N1m9PCfiEY,42291 +1,RT @Picswithastory: Stop global warming https://t.co/gTwpDaerLY,14738 +2,RT @intlspectator: UNITED STATES: Trump is consulting on how to withdraw the US from the Paris climate change deal,329742 +2,RT @TIME: Apple and Walmart stand by climate change policies despite President Trump’s executive order https://t.co/UnhJUUFB2u,537561 +1,RT @miyungYUMM: It's snowing...it was 75 degrees yesterday. But the Director of the EPA says climate change & global warming don't exist ��,467737 +1,MindsConsole: RT Uber_Pix: Here you can see who the victims of global warming are ... https://t.co/nzrcMvUXdd,34052 +2,"El Nino on a warming planet may have sparked the Zika epidemic, scientists report - The Washington Post +https://t.co/gGoEtJ2c2z",610545 +2,The House Science Committee claims scientists faked climate change data—here's what you should know… https://t.co/Xe1GNXEOYX,231292 +0,RT @JonathanToews: Do you believe in climate change? Whether you're super pumped that we are putting 'Americans… https://t.co/U4ix4jSkHl,800721 +1,"Side note, not a fan of the word 'believe' when talking about climate change. Makes it sound religious and therefore open to interpretation",75815 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,405758 +1,"RT @michikokakutani: 17-Year Cicadas Emerge 4 Years Early. Another horror-movie-like sign of global warming? +via @sciam https://t.co/Vqon…",590679 +1,RT @kathrynallenmd: Energy Department climate office bans use of phrase ‘climate change’ https://t.co/e1K9viFCkp indicating profound need f…,91294 +1,RT @laurenkubiak: 'An EPA admin claiming CO2 isn't primary cause of climate change is like a US surgeon gen saying smoking isn't primary ca…,340554 +2,"In rare move, China criticizes Trump plan to exit climate change pact + +China on Tuesday rejected a plan by Donald T https://t.co/HfDe1xpHqE",578245 +1,RT @GeoffreySupran: 'Big Oil must pay for climate change. Here is how to calculate how much'. Groundbreaking new science out today: https:/…,945673 +-1,"RT @MissLizzyNJ: The tristate area had a blizzard on April 12, 1875. Was that due to global warming as well? https://t.co/eHeW8RhFIm",703862 +1,"RT @AltNatParkSer: 'If the website goes dark, years of work we have done on climate change will disappear' says anonymous EPA staffer https…",878373 +0,è online la nuova versione de #ilfoglio si proprio quello il cui direttore dice che il global warming non esiste perchè a Cortina si scia.,122061 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",894267 +1,"@realDonaldTrump Ya big pussy, I bet you can't curb climate change emissions in the next 4 years. SAD!",780736 +0,RT @knoctua: 2. ปัญหานี้(กำลัง)จะเป็นปัญหาระดับโลก ฝรั่งจะกดดันเราเหมือนประมงiuu และ climate change เพราะว่าขยะกับปลาในทะเลมันโกอินเตอร์ได้…,819696 +2,"RT @CarlZichella: For the first time on record, human-caused climate change has rerouted an entire river - The Washington Post https://t.co…",426659 +1,"RT @theprospect: Hurricane Harvey was driven by climate change, but Trump won't see it that way writes @gurleygg https://t.co/1tsJl4RpXh",458103 +-1,"Drag, drop, @Sway. Look what I just made! | 'global warming' | https://t.co/L1k5YHrQYG Thank you Rajni @manishachan23 @MeenakshiUberoi",606465 +2,RT @sciam: A discussion of climate change was notably absent from Trump's meeting with Chinese President Xi. (By @dbiello) https://t.co/4Fj…,378350 +0,"@BrandyLJensen Check out 'The Arrival', 1996 movie. Premise was aliens orchestrating climate change to wipe out humanity for them.",587635 +2,Ban voices 'hope' as leaders tackle climate change in Trump shadow https://t.co/dDwAKa46go https://t.co/Nsz5mjwWbe,678640 +0,my nut red peonies global warming lawngreen tea earth aaaaaaaaaaa,508505 +1,GBCSA: Net zero buildings are the unexpected heroes. For #WGBW2017 Fight climate change & stand with #OurHeroIsZer… https://t.co/gEHtL9LkS4,214870 +2,RT @EcoInternet3: Five African states to benefit from $1 billion AfDB #climate change kitty: Asoko Insight https://t.co/R878EzuFwU #environ…,930628 +0,"RT @IvoVegter: The giant iceberg calved off Larsen C is normal, and not due to climate change. Nice to see the BBC say so. +https://t.co/AD…",422459 +1,RT @Greenpeace: What if climate change is just a really big #AprilFools prank? https://t.co/RKcZo4nNtf https://t.co/pUtpm0Dp4f,692250 +1,Future climate change will affect plants and soil differently - EurekAlert (press release) https://t.co/eYip80EiNW,176955 +2,Bill Gates et al laun a clean-energy fund to fight climate change - solving #carbonfootprint #gapframeweek #planet https://t.co/u0VSwfknuD,711107 +1,"RT @D_MGWV_S: #climatechange #polar #Bears let's fight together for the global warming make the planet ready for our #kids +🕣🤔 +🐧🕊💖 https://…",977054 +1,"I know better than people who have actually studied climate change. Because, you know #MAGA. Also, WWE is real. #IAmAClimateChangeDenier",619853 +2,RT @PetraAu: Quitting UN climate change body could be Trump's quickest exit from Paris deal https://t.co/5Eo1zLoX4y,623542 +1,"RT @Cadoret: This is probably evidence of *climate change*, @realDonaldTrump & @Nigel_Farage not 'inclement weather'. You 2 buff… ",14217 +0,RT @sad_tree: If you aren't commuting to work strictly by rolling down steep hills you are the reason for global warming,930713 +2,"By 2030, half the world's #oceans could be reeling from #climate change, scientists say: Chicago Tribune https://t.co/Ijt1VUHhQu",797285 +1,@charlesornstein @benchten He also put a climate change denier at the epa & someone who doesn't believe in public schools in charge of edu.,26543 +-1,"why are we still spending $22 billion a year on global warming initiatives, and where is the money going? https://t.co/owyxTpv8bn",678046 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,372745 +0,"@amcp BBC News crid:4b7ljy ... signed an agreement accepting the need to tackle climate change. But less than a month later, this. In ...",190829 +2,RT @VancouverSun: ‘The start of a new era’: Trump signs executive order rolling back Obama’s climate change efforts…,124186 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,60773 +2,RT @theecoheroes: US businesses push against Trump's attempts to dismiss climate change #environment #Trump #climatechange https://t.co/Xqp…,908555 +1,RT @jgrammond: Speak softly and carry a hammer for smacking the hands of coworkers who say 'So much for global warming!',663047 +1,RT @DoodlebugKRY: #DressLikeAWoman Here's what we wear in the Arctic when we're studying the effects of climate change. https://t.co/UpwqCN…,119725 +1,So we do our own thing. We will be the generation that provides the most jobs while also being aware of the wealth gap and climate change,454685 +1,RT @ConversationUS: Farmers can profit economically and politically by addressing climate change https://t.co/KiqlZwY0Ax https://t.co/0cDue…,951699 +1,"RT @mbalter: I continue to be uncomfortable with term 'belief' re #climate change. Not a matter of belief, plays into denialist… ",667686 +-1,RT @cvpayne: Man-made climate change crowd barely restraining glee over successive hurricanes like Katrina aftermath. Another chance to hi…,708143 +1,#BeforeTheFlood is very powerful and Ive been keeping up with dem climate change docos. You must watch it.,839375 +2,"In rare move, China criticizes Trump plan to exit climate change pact - https://t.co/6C2CVPGwnc",490058 +1,RT @WinkTanner: Ok Im ending my silence on my view of climate change. I believe in it and I believe it's a big problem for our country's fu…,389097 +2,Global green movement prepares to fight Trump on climate change https://t.co/ZMufZJSGKZ,711067 +1,"RT @nytimes: Here’s what you can do about climate change (from 2015) +https://t.co/ursFmp8QTC",343805 +2,McCarthy urges scientists to raise their voices on climate change https://t.co/zSd9S1Ftsm,826009 +1,"RT @Irishlassis: Given that Exxon's own scientists knew facts abt climate change & lied to US/wrd, the $$$ should come from their co…",960187 +2,RT @tufailelif: Trump to slash NASA's budget for monitoring climate change in favour of sending humans back to the moon and beyond https:/…,190156 +1,RT @RollingStone: Why Republicans still reject the science of global warming https://t.co/yTjezluBDq https://t.co/x6xKg3gM23,603436 +1,RT @_madisonwalsh_: if you don't believe in global warming come to tallahassee rn,979752 +2,"RT @LBC: Labour love to talk about climate change, says Ukip’s Paul Nuttall, but they don’t talk about working class issues https://t.co/El…",940849 +-1,"The Left won't allow Alternative Facts in the 'global warming' debate, either. To not allow differing views isn't Science, it's totalitarian",914431 +1,Al Gore fights climate change with “An Inconvenient Sequel” https://t.co/BHDeuWQZYX,146114 +1,#RexTillerson Tillerson denies that Climate Change is real despite overwhelming data that confirms climate change. What are we to do?,750754 +1,RT @Greenpeace: This is what climate change looks like in Antarctica https://t.co/Z20NdifSnh via @NatGeo https://t.co/YA85UdVkSn,684743 +0,liberal: 'Can we maybe please try and stop global warming now?',950902 +2,The Trump administration just disbanded a federal advisory committee on climate change https://t.co/1nQXxBCypO,385197 +1,RT @davidsirota: WOW: “You and your friends will die of old age and I’m going to die from climate change.â€ https://t.co/tFswYjwczQ,697923 +1,"RT @GhostPanther: Pence doesn't believe in climate change, evolution or that some ppl are born gay. Can't he just not believe he saw Hamilt…",500276 +2,"RT @pmagn: The ludicrous gulf between our climate change goals and reality, in one chart https://t.co/AASUekMZES via @voxdotcom",770801 +2,"RT @cnalive: Pranita Biswasi, a Lutheran from Odisha, gives testimony on effects of climate change & natural disasters on the po…",239753 +0,"Swiss gov also 1st in contributing to UN climate change deal {Rhone glacier melting..}, comm w otter space aliens… https://t.co/f5MnzFKP4Y",307427 +1,"2⃣. climate change - reduce individual carbon footprint, recyclic reuse +[nose bleed ka dyan maxine 🤣]",413098 +0,"I certainly agree 2 the climate change argument, interconnectedness is not a threat.https://t.co/pOdpMWDubw,… https://t.co/SwSENORxsi",562229 +1,RT @ClimateGuardia: Record-breaking climate change pushes world into ‘uncharted territory’ (Dystopian future beckons�� #auspol #springst) ht…,407896 +1,@JedediahBila @RandPaul I think he is way off. US has been largest polluter for 50 years. I like Rand but climate change is not hysterical,107116 +-1,RT @rusty5158: Researchers find Antarctic Sea Ice has not 'shrunk' in '100 years' so much for the great global warming hoax https://t.co/fV…,534556 +1,"RT @paul_lander: EPA's Pruitt says CO2 not primary contributor to global warming +Related, Octomom plans to not have more kids through lotsa…",495398 +1,RT @woodzy123456: Everyone is whining about this election ... what about freaking global warming .. or issues that really matter...!!!,354949 +1,"RT @darth: good thing this administration doesnt think climate change funding is a waste of your money + +https://t.co/nC15EtpyMN",989597 +1,"RT @Open_Minded_Hip: When we have people that deny things that have already been proven, such as climate change, we put ourselves in danger…",395806 +2,Cows centre of 'vicious cycle' of methane and climate change https://t.co/DYFMcIVlsk,572113 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,597265 +0,"RT @ravithinkz: If you want to support Trump, support him for his climate change views...he absolutely rubbishes them.",925769 +1,"@kalaumac @SiriCerasi We had snow too. Not the city but the mountains a couple hours away from Melb. But sure, climate change it a hoax.",165227 +2,Clinton: Trump called climate change a Chinese hoax | Daily USA News - https://t.co/8Z0Ar80U0f https://t.co/DvTgrGEDmu,934337 +0,"RT @kurteichenwald: In full page ad in NYT in 2009, @realDonaldTrump called for urgent action on climate change. Which does he believe? htt…",773206 +1,"#ICanFixStupidBy removing it from textbooks. That's how Republicans fix stupid notions like 'evolution' and 'climate change,' right?",942475 +0,"The US, the World and Climate Change: 33,608 climate change related documents from... https://t.co/aPiaFrsdVh by #wikileaks via @c0nvey",995920 +1,"RT @Sungmanitu58: Whether it's climate change denied or holocaust in #Syria Denied, it's all denial that can't be Denied any more. #Truth t…",522684 +2,Gizmodo: 'Governor Moonbeam' vows to launch 'own damn satellite' if Donald Trump ignores climate change… https://t.co/WWGpB7wPLA,843663 +1,RT @AliceLFord: 5 ways cities can fight climate change — with or without the Paris deal https://t.co/aubCQ0cC5M https://t.co/k23t1CO6v8,247196 +0,"New paper: climate change impacts on upper Indus basin hydrology + https://t.co/1sqNJjvrmj",437709 +-1,#ThingsTrumpThinksAreOverrated climate change (which is utter and complete bullshit),668606 +1,"RT @NormOrnstein: Tillerson: ridiculous answers about Exxon lobbying against Russian sanctions, Exxon on climate change,Putin as war crimin…",967320 +2,"RT @AppleNews: Our food supply is protected in a global seed vault — but the vault isn't safe from climate change, @WIRED reports…",50773 +0,@AmbitiousQuezzz climate change got to the waves and the hairline hanging on by a thread,381245 +1,RT @AltNatParkSer: President Trump has called climate change a hoax & the White House deleted the climate change policies on its website on…,161473 +1,Climate denier and corporate bestie EPA chief Scott Pruitt says CO2 isn't main contributor to global warming https://t.co/dg13tkqLXf,123887 +1,RT @PASmsu2: Lake response to climate change: water clarity may be as imp as air temp. New in L&O Letters @aslo_org @kevcrose…,983870 +1,Sorry @nytimes but the true delusion is climate change denial. https://t.co/tJxtrrghC2,851269 +1,#AdoftheDay: Al Gore's stirring new climate change ad calls on world leaders. https://t.co/v5Tgo2a5uT https://t.co/Oj2aDYthtL,551958 +1,"Also climate change. Apparently, we already gone past the point of no return and because of the president of the US doesn't believe in it.",53715 +1,".@realDonaldTrump This is not normal. Again, climate change is not a hoax. MT @edyong209: https://t.co/T8h5AT2P3B https://t.co/dK2gYOrLJH",636388 +2,Worldwide momentum' on climate change despite Trump - UN official - Reuters https://t.co/eyKDbWLULA,695712 +0,RT @yaboybillnye: all i wanna do is *gunshot* *gunshot* *gunshot* *gunshot* *click* *cash register noise* and talk climate change,562059 +1,I'm a Canadian who feels disheartened over President-elect Trump's views on climate change. I'm looking to give monthly donations to a char…,337831 +2,"RT @RadioPakistan: Pakistan and Iran agree to boost bilateral cooperation on climate change +https://t.co/MLqnrhWgBz https://t.co/aV6uQj9U0Q",146542 +2,National park under fire for climate change tweets https://t.co/WWtwkfWokr https://t.co/LJxEDmuk47,728928 +1,It's weird how we keep seeing consequences to that imaginary climate change thing. https://t.co/R1NrMF5d94,209608 +0,RT @NPRinskeep: Wow. China points out that Ronald Reagan and GHW Bush supported international climate change talks https://t.co/pWsmSvx87J,550752 +-1,This is word salad. Just spewing gibberish hoping some fools fall for your race hustling and climate change scam! S… https://t.co/A4jGA3x79M,408287 +1,RT @JasonBordoff: Good policy design requires analysis to ensure benefits outweigh costs--& that includes the cost of climate change https:…,75770 +0,@MetroNewsCanada check Sarah Palin's freezer not being affected by climate change and pipes.,421587 +1,"@amazingatheist You'll have to fight for gay rights and against climate change denial again, but at least he's interesting.",802913 +2,RT @XHNews: China strongly committed to South-South partnership in addressing climate change: special envoy…,434158 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",243511 +-1,RT @peddoc63: This is what 'environmentalists' do to our Planet �� Save the planet by exposing climate change loons. #climatemarch https://t…,631021 +1,Is only a fool will say there's no climate change. I support the march for Science. https://t.co/BOYm1MKHIx,689406 +2,RT @nytclimate: Where to find NYT reporting on climate change: https://t.co/Q9izvisJSo https://t.co/NsLw4S7heF,472750 +1,"RT @BodyofBreen: Dear Texas, + +What’s it going to take to stop voting for people who deny climate change?",952909 +2,RT @AP: The Latest: John Kerry says failing to fight climate change would be a 'moral failure' and a 'betrayal' https://t.co/4l9S2Itz4l,322312 +1,"Florida, nice job voting for trump! This is what you'll look like within the next century, thanks to climate change… https://t.co/gqVEogGdNI",194121 +1,The last thing climate change research needed nowadays. Years and years of work go up in smoke. https://t.co/OaimebEY6G,897434 +0,"RT @ezralevant: All of @SheilaGunnReid's videos from the UN global warming conference in Marrakech, with more to come:…",374250 +1,RT @BGraceBullock: Don't believe in climate change @realDonaldTrump? Come out west and breathe our air! @EPA @RogueEPAstaff @POTUS…,930381 +2,"In race to curb climate change, cities outpace governments https://t.co/JJwVaxihTk @alisterdoyle https://t.co/3I6aSls7HH",225955 +2,RT @latimes: You can now figure out how much you're contributing to climate change https://t.co/UVvBJk9VBL https://t.co/3IAx9ISczr,443804 +0,"RT @Dodo_Tribe: Why we have never found aliens - the great filter - #climate change. + +https://t.co/ZVfSsxYThB https://t.co/oZSk0yVDl8",387947 +-1,"RT @RealJamesWoods: Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges ///#NoSurpriseHere ht…",754803 +0,@ObamaMalik Must be global warming 😜,71991 +1,RT @will_yum17: climate change is real,378664 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",505560 +2,"Morocco takes lead in climate change fight, but at what cost? https://t.co/BmwbF4AXaE #westernsahara",827263 +1,RT @UNEP: More and faster support needed for climate change adaptation https://t.co/we5QevbWJq https://t.co/JIP54AmY0W,721446 +1,"RT @iansomerhalder: IF Millennials do NOT get out and vote we are doomed.This is OUR future.Lets do this.Fixing climate change, womens' rig…",85352 +0,RT @workmanalice: Malcolm Roberts just asked the CSIRO about a study which stated 'penises cause climate change'. Seriously.…,390131 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,645546 +1,"RT @EricHolthaus: Early spring + sharp cold front = no peaches & blueberries + +One of the 3485712 ways that climate change is a real b…",88109 +1,"RT @CanadianPM: PM Trudeau and President Castro agreed to collaborate on climate change and gender equality, as well as take steps to grow…",791331 +1,"RT @BernieSanders: When we fight we’re fighting for the future—the future of the planet in terms of climate change, and for the future of A…",927845 +1,RT @ShadowBeatzInc: My president-elect thinks global warming is a hoax ðŸ˜,10687 +2,"RT @nytimes: Americans are eating less beef, and that might help in the fight against climate change https://t.co/wmgbkmnMGg",712996 +1,I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/f6y1fCqFmw,204692 +1,RT @FelicityCarter: This is where the bedrock information about wine and global warming comes from. https://t.co/ZwPKIDS7Bo,255228 +1,This is how kids learn about climate change in Peru. Read the interview here >> https://t.co/aHmn5NFu0o,775947 +1,RT @LiberalResist: Another legal battle awaits Trump: Here’s how the world reacted to the American President's climate change order https:/…,656067 +2,Survey: Only a quarter of Trump voters believe in human-caused climate change https://t.co/Ft5ygrhUJq by #RogueNASA via @c0nvey,212511 +1,RT @annie_glerum: Did I just get transported into a George Orwell novel?! -DNR purges climate change from web page https://t.co/V4RhnLrooq,430661 +1,"RT @TheCanarySays: Heads in the sand(bags) at DEFRA + +If you thought the government was serious about climate change, think again + +https://t…",257655 +1,"At some stage the political denial around housing has to explode like our denial of poverty, climate change and neo… https://t.co/PMfLGBcxPy",99245 +1,"How the political denial of climate change makes things worse even at the local level. +https://t.co/0fvl3gOHzE",521589 +1,RT @goldengateblond: Heroes at the Nat'l Park Service started a rogue acct after theirs was shut down for tweeting climate change facts.…,376526 +2,"RT @Bentler: https://t.co/u3JNNZ4z87 +Trump tries to keep 21 kids’ climate change lawsuit from going to trial +#climate #law…",194079 +-1,"The real problem is not global warming but global cooling. In fact, we are in crash mode. #globalcooling… https://t.co/sylHcDR7in",513561 +2,"RT @KCCWG: 'Arctic mosquitoes will increase with climate change, says study' http://t.co/1oEppM7jAZ @pacja1 @trocaire @tendasasa @HBSNairob…",777930 +1,"RT @ddale8: Trump's Environmental Protection chief, being wrong, says carbon dioxide isn't a primary cause of global warming.… ",576527 +2,RT @nytimes: How a warming planet drives human migration https://t.co/c5fqrTpByh https://t.co/KG9ooXevf3,619078 +1,"RT @IBTimesUK: Donald Trump's toxic emissions on climate change will destroy humanity | @carolinerussell +https://t.co/NelcpPXpvl",206571 +0,"RT @Forbes: Trump's foundation gave $59,125 to organizations that support climate change, LGBT issues, immigration & minorities…",296112 +0,RT @kennabbby: It's called global warming billy https://t.co/Ls3yWwsiaR,453436 +1,"RT @OlgaGZamudio: Here's three tips to talk about climate change with a denier by @scifri https://t.co/i3HaeFoVCL +#sciparty",615971 +2,European leaders vow to keep fighting global warming despite US withdrawal https://t.co/T2wCwn0smO,232351 +0,RT @AndrewDasNYT: Theo Epstein needs tougher challenges. Like climate change. Or the England job.,132193 +1,"Also, climate change is resl",173637 +1,RT @Jamienzherald: The Indy's front page is unreal. Scientists prepare to explain to president elect that climate change is real. FFS.…,997452 +1,"RT @YEARSofLIVING: Today, more than ever, we need to tell the story of climate change. RT, donate & let's continue this fight together…",705165 +0,"RT @BBassem7: I thought I have seen it all, but Syria's conflict was due to climate change tops it all. https://t.co/GYlhsiBZZA",357360 +1,"12 reports to read before the #climate summit | Climate Home - climate change news https://t.co/QsmVKv1T7k via @ClimateHome +#ActOnClimate",172574 +1,RT @henryfountain: I like our country so much I feel compelled to tell people about what climate change is doing to it. https://t.co/6kq01…,515164 +1,RT @BettyFckinWhite: You know what is more damaging to Barron Trump than a tweet? Ignoring climate change. Someone should be fired for that.,208025 +1,"Are we going to pretend climate change isn't a real thing, focusing on just 'our America' & 'making it great again'?",10175 +-1,"RT @FoundinNV: John Kerry lands in Antarctica, he can now officially say he's looked everywhere 4 global warming and can't find it https://…",493648 +2,RT @GuardianAus: Global 'March for Science' protests call for action on climate change https://t.co/XNkrzCENnw,371410 +1,RT @SEIclimate: NEW brief: Transnational climate change impacts: Entry point to enhanced global cooperation on #adaptation? #UNFCCC…,388956 +1,"RT @missearth_sa: A4: It doesn't cost more to deal with climate change, it costs more to ignore it. #JohnNerst #MissEarth2017 #EarthDay2017",162185 +-1,"@ninaspringle @JimHarris @ChristineMilne + +Because the delusions of climate change disaster still limit rationale t… https://t.co/nLoNy3Z5Nq",508898 +1,"RT @Patrick44: Human-caused climate change very likely increased severity of heat waves in India, Pakistan, Europe, East Africa, E… ",553410 +1,"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",109373 +2,RT @twizler557: How climate change is a 'death sentence' in Afghanistan's highlands - the guardian https://t.co/YXP62XaC1j,668594 +1,Trump's decision to leave the Paris agreement hurts farmers. We cannot sustain a viable system if climate change is left unchecked.,865168 +1,"climate change is just a liberal opinion, according to some US politicians +#merchantsofdoubt +https://t.co/qSxipktq18",129788 +1,"RT @altUSEPA: Trump signed EO that stands to exacerbate climate change. We expect this EO to get challenged quickly. +https://t.co/xzqOgQlYmX",44932 +1,"Slowing global warming by feeding cows seaweed so they fart less. + +I am not making this up. + +This is science. https://t.co/DwsuewcCE2",226737 +2,‘A cat in hell’s chance’ – why we’re losing the battle to keep global warming below 2C https://t.co/19j9Ok9THo,586864 +1,@RonaldRothhaas @weatherchannel There is actual evidence for anthropogenic climate change other than a correlation.,446933 +-1,"The @Guardian's 4th mention of 'global warming' fretted about Russian land use melting the Arctic... from July 16,… https://t.co/tLXJmFgymz",578200 +1,"RT @FossilFree_UK: If our MPs want to tackle climate change, they shouldn’t invest in it. Join the new campaign to #DivestParliament:… ",800781 +2,"RT @BuzzFeedNews: A government staffer asked a scientist to delete “climate change” from her grant, and people are mad…",381754 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,276916 +2,"Trump names Scott Pruitt, Oklahoma attorney general suing EPA on climate change, to head the EPA https://t.co/Xen3rJQRrh",950215 +2,RT @sciam: #WorldTurtleDay: Is climate change producing too many female sea turtles? https://t.co/LdI7jld2gp https://t.co/ewVUoyXEBv,550806 +2,RT @guardianeco: Finland voices concern over US and Russian climate change doubters https://t.co/EnKlkQaas5,89276 +-1,I see an unholy alliance between PP and climate change nuts on the horizon. https://t.co/5xDPkXjJ3K,852787 +1,"RT @richardbranson: From UN reform to refugees, conflict resolution to climate change – inside the work of @TheElders…",628709 +1,"RT @BenjaminNorton: As Africa burns, the US, the largest contributor to climate change, refuses to take action to stop it +https://t.co/JQOQ…",37708 +1,@TheAgeOfAnalog A rightwing politician from the NL posted a hoax about climate change from that website. I asked if she believes this too.,424540 +-1,@murrayjohnsonjr @AstroKatie @KetanJ0 u must not understand that global warming is just a theory. Never been proved,926229 +1,"@Greenpeace when it comes to envoriment,climate change,we are in the same boat https://t.co/fdWRtN8NkN",733875 +1,RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,859069 +0,"RT @kurteichenwald: In full page ad in NYT in 2009, @realDonaldTrump called for urgent action on climate change. Which does he believe? htt…",944658 +0,"They ask me my inspiration I tell em global warming, too cozy",158563 +2,HALF THE WORLD'S species failing to cope with global warming - THE INDEPENDENT https://t.co/1xNyPKJ39P,116600 +1,"i can't believe i am saying this , but ISIS plzzz kill trump +or he will kill us all , he doesn't belive in #climate change +plzz do us a fav",931075 +1,"Installed yesterday, monitoring today...our global warming greenhouse study had begun! #STEM @WaukeshaSTEM… https://t.co/IvwsEf9ClQ",554247 +2,RT @KSNTNews: EPA chief: Trump to undo Obama plan to curb global warming https://t.co/PkLPlPPIGw https://t.co/doGyLUM1pY,180943 +0,RT @Neo_classico: Let me tell you my view point on global warming considering the #smog show in Delhi recently.Do read and spread this thre…,731146 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",60721 +1,RT @guardianeco: Fact checking @realDonaldTrump: global warming is not a hoax. #GlobalWarning https://t.co/texRLlWp5l https://t.co/diH7v00v…,325359 +1,"RT @SenKamalaHarris: This - right here - is why we need to be a leader in combating climate change & not back out of the Paris Agreement. +h…",781106 +2,Does the Trump administration believe in climate change? https://t.co/WwEpb6GMB2,736049 +2,RT @ClimateNexus: Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/KanMC92G2k via @MiamiHerald https:…,822967 +1,"RT @MichaelSkolnik: ACTION: Stop Scott Pruitt. + +Call your Senators and tell them to vote NO, because climate change is real. + +202-224-3121",984848 +1,"RT @RelatableQuote: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worse https:/…",534738 +1,"RT @Jezebel: Coachella owner donates to LGBT hate groups, denies climate change, has Koch connections https://t.co/4TNZG0C66G https://t.co/…",248643 +-1,Science-fiction personality preaches a fearful narrative from the altar of man-made global warming: https://t.co/k9Q2Qo9835 #climate,726028 +0,@paulsacchi65 @nypost What does a week ago snow prediction have to do w/ climate change?,111282 +1,@thehill But crybaby wants a seawall in Scotland because of climate change,478385 +0,RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,868834 +0,RT @Puffles2010: Puffles (*notes*) Home Builders Federation try to strike CC/1 on mitigation & climate change from @SouthCambs plan https:/…,254869 +1,RT @PrettyBitchEric: Damn that's wild RT @maaaaaadiison PSA the meat and dairy industry are the #1 contributor to climate change and def…,286237 +1,RT @ClimateCentral: This is what it's like to be a young climate scientist in the age of climate change https://t.co/QX7wfvDA6w https://t.c…,832458 +2,RT @TheEconomist: The ocean is planet's lifeblood. But it's being transformed by climate change. WATCH https://t.co/FJjBaGTKaO https://t.co…,745787 +1,RT @mahla_c: Bravo to the young person in the #QandA audience holding the Government to account over their inaction over climate change #Au…,603569 +1,RT @JonUPS_: Trump’s line on climate change is even dumber than the “I’m Not a Scientist” defense: https://t.co/9VYFV0PCHC via @slate,380331 +1,RT@ KXAN_Weather Those who respond/tweet 'hoax' to every report we do on global warming and climate change should read this: …,486206 +1,White Christmas' is a song reminiscent of the days before climate change. #TheyKnewThen #What,140403 +2,RT @ABC7: President Trump signs executive order rolling back Obama's climate change efforts https://t.co/449ir61Oe3 https://t.co/eeGwZuSEUq,914103 +1,RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,208760 +-1,RT @USFreedomArmy: Can anyone say 'Man-made global warming?' The MSM lies keep coming. Enlist & join our patriots at…,1422 +1,"RT @paula_read: Rather than have lawyers vet your tweets, why not have scientists vet your climate change agenda? #ParisAgreement #KeepUSi…",938890 +2,RT @EcoInternet3: John Kerry says he’ll continue with global warming efforts: Washington Post https://t.co/CZXl6KvDCT #climate #environment,777944 +1,Wow. When the oil companies understand the severity of climate change more than your government ... https://t.co/oVGB7Z3SZF,21431 +1,"RT @ProfTimStephens: Sen Sessions is death penalty advocate and, surprise surprise, a climate change denier. https://t.co/ZQF6RUUod7",597510 +2,RT @ECIU_UK: Could meeting leaders of other countries change Trump's mind on climate change? https://t.co/eBmGTcCpZZ by…,828747 +1,RT @emorwee: CNBC is surpassing Fox as the cable news safe space for falsehoods about climate change https://t.co/NCOWJE9mp5,717013 +2,"RT @NBCNews: Obama on climate change: 'To simply deny the problem not only betrays future generations, it betrays the essential… ",779540 +0,@KFIAM640 damn that's pretty good for the scorching global warming state we live in... Joke show global warming.,722340 +0,RT @TherealGmoe: @mateodechicago @sephorror @DelouiseMatthew @cnnbrk How do you determine natural process Since climate change has b…,901193 +1,RT @SuperSpacedad: A signpost for how bad things have gotten: A sizeable chunk of the 'skeptics' community is made up of climate change den…,355584 +1,5 tech innovations that could save us from climate change https://t.co/87U0J8UNtQ,1744 +1,Can Australia's wicked heat wave convince climate change deniers? - DW https://t.co/5KFhn7s7kH,240595 +1,RT @ClimateReality: Watch @Schwarzenegger go to the frontlines to learn about the links between climate change and wildfires…,734632 +1,is old people telling millennials they're definitely going to die from climate change a form of support and empathy,689500 +1,"RT @veganfuture: Nothing will reverse the effects of climate change more, than choosing to boycott all animal products https://t.co/grtBxZS…",934339 +1,RT @pulitzercenter: ��️ @AkoSalemi's photos for @TIME offer a rare glimpse at climate change's visible effects on Iran.…,583509 +1,"RT @GlenSteen: Kids in public system know about AGW! +EPA phones ring off the hook after Pruitt's remarks on climate change: report https:/…",523461 +2,RT @ClimateCentral: The Paris Agreement has disappeared from the Department of Energy's climate change page https://t.co/P96k0LnT6H,299467 +0,@NaomiAKlein right now on @salvadostv praising the Chinese government for its efforts to control global warming #jesuswept,177321 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,790477 +1,RT @billmckibben: Classic find: Shell film makes clear oil giant knew all about global warming by '91 (and still drilled the Arctic) https:…,371104 +2,Green leaders fear President Donald Trump will threaten progress on climate change - New Statesman https://t.co/P4IOnpIIwI,233003 +1,"RT @hemantmehta: Don't worry, everyone. When President Trump does nothing about climate change, Florida will be the first to go.",911127 +1,RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,706202 +1,RT @ClimateCentral: Here's how climate change will affect sea level rise (and flood cities) as the world warms https://t.co/btLitj44uU…,4933 +2,RT @thehill: Conway attacks CNN anchor for bringing up climate change during hurricane relief effort https://t.co/tGp2IGSeC1 https://t.co/h…,949358 +1,"RT @SeanMcElwee: NYT columnists now include two white men named David, a climate change denier, a man who supports banning abortion and zer…",957549 +2,"RT @NewGreenStuff: Breaking: In rare move, China criticizes Trump plan to exit climate change pact - CNBC https://t.co/6trPaW7qep",796370 +2,RT @GallupAnalytics: New high of 62% of Americans says effects of global warming are happening now... https://t.co/Ks8RKTSudh https://t.co/…,431518 +1,RT @CalumWorthy: I spoke with @ZacharyQuinto about one simple thing he does to combat climate change. #24HoursofReality https://t.co/fS9zxp…,292111 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,286783 +2,"RT @pash22: Climate chnge sceptics suffer blow as satellite data shows 140%⬆global warming, says @hausfath https://t.co/RUyf12hiyv via @mo…",506101 +1,"RT @DrAndrewThaler: If every scientists who wanted to write something about climate change, wrote it for their town, county, regional paper…",29570 +1,RT @blkahn: Every G7 energy minister wanted to issue a joint statement about climate change except Rick Perry…,781673 +-1,Liberals changed the term 'global warming' to 'climate change'; because it didn't. Only a $ laundering for Plutocracy #PoliticallyReactive,841847 +-1,@greenpeaceusa hey dumbfucks climate change is a hoax n we trump supporters will stop you from protesting drilling. We'll put up a wall guns,205844 +1,RT @NatGeoChannel: Join @LeoDiCaprio as he searches for answers on the issue of climate change. #BeforeTheFlood starts now! https://t.co/qc…,542645 +2,RT @HuffingtonPost: Broadcast news coverage of climate change is the lowest since 2011 https://t.co/tZ78EzKOuU https://t.co/5fUj5lqsxc,769341 +1,"RT @antonioguterres: In Hamburg, I call on #G20 leaders to join @UN efforts to combat climate change, violent extremism and other unprecede…",234064 +1,The true cause of global warming is the raising of cattle. A unknown fact. # global warming. https://t.co/6kvYjnIzFB,976552 +1,RT @LeslieMaggie: Because ignorance is bliss when it comes to climate change and you have a vested interest. #cdnpoli https://t.co/WduJlR8…,93561 +1,.@gallegosr @jetsfan451 @elbh @yesnicksearcy on the origin of climate change last time I checked climatologists 98% agree.,350968 +1,@Lemonjell069 @SenatorCantwell -not about fixing it's about attenuating...and climate change will affect the cost a… https://t.co/7Ts5z9H7rk,520233 +0,@CrawfordWriter except for climate change.,769918 +1,RT @nowthisnews: It's almost like Al Franken was put on this earth to humiliate climate change deniers https://t.co/Zvp2x4FUl6,768531 +-1,RT @hrkbenowen: Tucker Carlson obliterates leftists over Paris Accord: ‘Shut up and believe’ is climate change creed https://t.co/Db9Hf7gNrY,329497 +0,people who think climate change isn't real https://t.co/fP25cflPPM,453241 +2,RT @latimes: Trump's EPA has started to scrub climate change data from its website https://t.co/c7JyAf3ZLe Column via @hiltzikm https://t.c…,776778 +0,"Kenya to benefit from Sh113bn +AfDB climate change kitty https://t.co/fEMfYDjgfd",672019 +1,RT @zellieimani: President-elect Donald J. Trump has called human-caused climate change a “hoaxâ€ perpetuated by the Chinese. A hoax perpetu…,11216 +1,Trump won't deter us on climate change @CNNI https://t.co/4HSHSgpilp,77065 +1,"@fox12weather @MarkNelsenKPTV I guess we can lay this whole 'global warming' nonsense to bed then, right? #Satire",767250 +1,RT @funder: RT if u believe climate change is real #FlipThe6th,48567 +1,"@ScottieRock28 @TheOneSoleShoe But if the harms from climate change were actually priced in, coal would be kaput. Hence my confusion.",597291 +1,"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",347738 +1,"RT @Tomleewalker: id go vegan but i could never give up climate change, amazon deforestation, total ecosystem collapse & irreversible envir…",427353 +1,RT @RepBarbaraLee: President Trump considers addressing climate change – the greatest long-term threat to our planet – a “waste of you…,869631 +0,@airscottdenning @RogTallbloke @Vivarn8 @chaamjamal Too funny. Man says there is no global warming doomsday. Doomsd… https://t.co/MfEZLtBlUc,321986 +2,RT @pablorodas: EnvDefenseFund: How climate change is affecting you based on the state you live in. https://t.co/WnhiWZ5T5E,125490 +1,RT @tripgabriel: 'The Trump admin retaliated against me for raising threat of climate change to Alaskan Natives' https://t.co/LlvtVpHHcF,514953 +1,RT @elakdawalla: What's your cause? Preventing climate change? Improving public education? Reforming govt regulations to be efficient and e…,113551 +1,RT @a35362: 3:20 Flying over the melting arctic made climate change feel much more urgent https://t.co/o7QH2dIiNE #ClimateChange https://t.…,458539 +2,RT @GASPurves: Government to 'scale down' climate change measures in bid to secure post-Brexit trade. https://t.co/9l3EiVdNiJ,52733 +1,RT @climatehawk1: How humans are affected by #climate change | Sunday Observer https://t.co/4HxLYybZBA #globalwarming #ActOnClimate…,408295 +2,Trump cites dangers of global warming in fight to build a wall at his #Ireland golf... https://t.co/U8bd32Zwkm https://t.co/gPh0P2xDgz,613796 +2,RT @BuzzFeedNews: ExxonMobil says a year's worth of Rex Tillerson's alias emails in climate change case were lost…,126418 +1,"RT @People4Bernie: We are all Zach: 'You and your friends will die of old age & I’m going to die from climate change.' +https://t.co/r425dcm…",261611 +2,RT @NewsHour: Researchers from Harvard have published a study alleging that ExxonMobil misled the public on climate change for de…,714164 +1,"“The challenges we face, like…..climate change..”. +Oh, dear, Theresa, was very good speech up to that point. +Then you lost it. +#Davos #wef17",860749 +1,Those who deny climate change deserve a quick death.,103507 +1,RT @Jamienzherald: The Indy's front page is unreal. Scientists prepare to explain to president elect that climate change is real. FFS.…,920871 +1,RT @BraddJaffy: 'You and your friends will die of old age and I'm going to die from climate change.' https://t.co/Yl2oSriNbs,77340 +1,how u climate change deniers gonna keep denying it https://t.co/djHdDVcsbj,818495 +2,The climate change lawsuit the Trump administration is desperate to stop going to trial https://t.co/qqoSKWEmgy https://t.co/d4rq5Now7L,765496 +0,@BillNye Are you still sure global warming is causing California drought?,307252 +1,"@realDonaldTrump still don't believe in global warming now? You incompetent, dementia ridden moron!",704479 +2,RT @ClimateChangRR: Sceptics ridiculed a computer's climate change model 30 years ago. Turns out it was remarkably accurate…,419096 +0,"fuck global warming, my neck is so frío",557017 +2,RT @globalnews: @realDonaldTrump to cancel $3B in 'global warming payments' to @UN Green Climate Fund in effort to grow jobs in US https://…,199095 +1,RT @climatehawk1: Which cities will #climate change flood first? | @Inversedotcom https://t.co/dIzRfbJR1k #globalwarming #ActOnClimate http…,336148 +1,"RT @codytownsend: Hey @realDonaldTrump, many people with very good brains agree that climate change is a threat to humanity, be like them a…",759150 +2,#24hwatchparty #SimonDonner Climate Scientist From UBC giving us the history of climate change https://t.co/lJvfLHw5s4,967321 +1,"@Khanoisseur I can almost understand how an ignorant individual could dispute climate change, but not CLEAN AIR. On… https://t.co/KlwqK8780F",828133 +1,ESPECIALLY since our population is growing exponentially. 9 billion by 2050? Now's not the time for climate change deniers.,885815 +1,RT @rspreckles: 100% humidity at 11pm u wot mate? Adelaide's weather rooted this year and apparently climate change is not a thing. #adelai…,770545 +1,RT @ClimateChangRR: Top climate change Twitter influencers one should follow https://t.co/zroitsgPtJ,73316 +1,RT HuffPostGreen: RT nvisser: Pretty much EVERY living thing on the planet has already felt climate change https://t.co/pajPjnI1Sx #COP22,64145 +2,Vicki Cobb: The Cheeseburger of the Forest: Evidence of Global Warming: For the climate change… https://t.co/IgwFtyhRzI | @HuffingtonPost,686591 +1,"#trump is a climate change denier, a chronic liar, an unbridled man given to conspiracy theories & wild ideas. Save us #ElectoralCollege",691663 +1,RT @JustinTrudeau: Canada is unwavering in our commitment to fight climate change and support clean economic growth.,435296 +2,RT @LizziePhelan: #China warns #Trump against abandoning climate change deal https://t.co/Bcnj0Xap8r,263343 +2,RT @NYDailyNews: Activist struck and killed by SUV in Florida while walking barefoot across the country to protest climate change…,14862 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,365062 +-1,"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",230157 +1,"If you fear the economic impacts of climate change, move to Canada (or Scandinavia) https://t.co/1OuOJlBMKo",103129 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,55113 +1,RT @USGS: What are sinkholes? What are signs of climate change? You have a question? We have an answer in our FAQs:…,77812 +2,“Anxiety about Trump’s environmental stance could be a factor in Americans’ heightened concern about global warming… https://t.co/LHLXn0UHY1,356221 +1,RT @thisisoutspeak: Meet @XiuhtezcatlM who is leading a charge against climate change with #GenerationRYSE https://t.co/CethVGMRcW https://…,889458 +1,Regional/Global seabird stresses like climate change and plankton/forage fish relocation are very hard to address at a single site level 3/3,814922 +2,Bush EPA chief slams Trump's climate change denying pick https://t.co/cOTQl5vJsC via @HuffPostPol,663093 +1,Hey @realDonaldTrump global warming is real and not a hoax invented by the Chinese. It's 100 degrees in November.,668787 +2,"In executive order, Trump to dramatically change US approach to climate change @CNNPolitics https://t.co/Id3RJv1Hpi",24585 +1,@DrDenaGrayson NC still hasn't gotten over Mathew. Hey but climate change is a Chinese hoax huh?! And flood regulat… https://t.co/MsS4O43PdX,337673 +1,RT @palegoon: bro our next president doesn't even believe in fucking climate change. and his VP thinks being gay is a treatable disease.,852331 +2,RT @ClimateReality: Gallup poll (March 2016): More Americans than ever are taking climate change seriously https://t.co/uVIRF9Ob9w #Climat…,55300 +2,RT @motherboard: All references to climate change have been deleted from the White House website https://t.co/PBC6ttsYqz https://t.co/orJ8z…,949112 +1,Last year we had snow on the ground now it's supposed to be 69° tomorrow and we have a president elect who doesn't believe in global warming,127334 +1,RT @nationaltrust: A quick way to fight climate change - we're working alongside @GoodEnergy promoting 100% renewable electricity:…,388738 +0,"RT @sapient_4u: Expected issues on TL: Oil, global warming, eyebrows +Issue on my TL: Mere pakode mein se aloo kisne churaya",520139 +1,RT @savmontano: Our president doesn't believe in global warming so we're all doomed regardless,471206 +1,"Optimism must be avoided for extinction by climate change! +https://t.co/CPT7vIMpik #climatechange #conservation",952092 +2,Idaho lawmakers strip climate change references from new K-12 science standards https://t.co/pn41qL1vuD,489304 +1,RT @ClimateReality: It’s foolish to take a snowball to the Senate — and to say climate change isn’t real. #StandWithReality:…,9043 +1,"RT @sydneypadua: FYI yes I'm still worried about climate change, what are you like a deer? Immediate threats from predators aren't the only…",560832 +2,RT @thinkprogress: Putin thinks Russia will benefit from climate change and communities will ‘adjust’ https://t.co/uOR0PZoZRw https://t.co/…,892178 +2,Trump seems to be changing his mind on climate change https://t.co/CzYF4MTARb,114561 +0,@vivalalucia omg? relevant? I'm at the climate change conference literally right this minute.,234929 +1,"We are glad to announce the prepped motions for 12th EU-TH. + +Environment +1) THW criminalize climate change denial... https://t.co/q5vEPbUxxp",406585 +1,"RT @rachaelxss: y'all fake care about the world. if you cared, you would try to contribute to climate change at the least bit but you aren'…",756147 +1,RT @BethMurphyFilm: 'Walls will not keep pathogens out' - @HarvardGH says climate change is bringing more outbreaks like Ebola and Zika #cl…,880981 +1,"RT @yonatanneril: As tallest dam in US at risk, is climate change really a hoax, Mr. #President? Mother Nature and 1000s of climate scienti…",570047 +1,"RT @AmericanIndian8: Rapacious consumerism and climate change https://t.co/28JzDqknuc +#INDIGENOUS #TAIRP https://t.co/rwBhEAywgJ",943225 +2,Stephen Hawking has a message for Trump: Don't ignore climate change https://t.co/gO0OZ9H1HS,490726 +1,RT @NancySinatra: It's time for our leaders to stop talking about climate change & working together to solve it. Agree? Add your name: http…,64282 +2,RT @guardiannews: Australian coastline glows in the dark in sinister sign of climate change https://t.co/ImSBaDZGfd,305218 +0,RT @NicktheRuler__: @ZeeNation global warming,8976 +1,RT @MarketWatch: How to build your own Paris Agreement on climate change — in your own home https://t.co/OfM9GxST5x,403268 +1,@TychoTennyson The right denies climate change. It is that easy.,438895 +2,Trump really doesn't want to face these 21 kids on climate change | https://t.co/nSv8hiUAq1 | #Iran,343118 +1,RT @ryandahlgren: 'SEE GLOBAL WARMING ISNT REAL!' lol yeah but if you actually knew how climate change worked you'd realize this prov…,428985 +2,"RT @gntlman: Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges https://t.co/ORbOkey7dD",44478 +0,is global warming real — i agree https://t.co/HuGNfM3E3j,369330 +-1,"RT @wrmead: By focusing on climate change, the NYT completely botched its story on Mexico City's myriad problems: https://t.co/4eFLK2OVJ1",548220 +1,"@realDonaldTrump Saw this tweet out of context. And here I was thinking someone was talking about climate change, b… https://t.co/h8sDsWmjGS",744614 +0,"Scorpio n pisces need to stay faraway from each other as possible, the red Sea might part; global warming will stop",355079 +1,RT @Shagcat: it's almost 60 degrees outside and thanksgiving is next week and people still don't believe in global warming...,941183 +0,"time is passing by +i still want you +crime is on the rise +i still want you +climate change and debt +i still want you",236048 +1,RT @SwannyQLD: A lost decade on climate change & energy policy - let's not forget the charlatans who led us down this path #auspol https://…,550172 +1,You know what will be even more costly? Trying to address climate change 100 years from now without mitigation. https://t.co/LJxCAqLbAJ,229906 +2,RT @chicagotribune: Fiction takes on climate change in these #EarthDay reads recommended by @biblioracle https://t.co/Ga3IKZTu6R https://t.…,210434 +2,"RT @PoliticalHedge: Curated on : Sec. Tillerson, at Arctic meeting, signs document affirming need for action on climate change https://t.c…",762280 +1,"RT @TheRynheart: 'We're trying to go all in': Chocolate giant Mars pledges $1 billion to fight climate change + +Noble Leaders. + +https://t.co…",655073 +-1,@DanaHoule But climate change is a Chinese hoax.,625660 +0,Meet the unopposed Assembly candidate who says climate change is a good thing that hurts 'enemies on the equator' https://t.co/CZ2SK5Fnlo,21275 +1,RT @ClimateGroup: Businesses and #StatesandRegions are leading the charge against climate change worldwide: https://t.co/jySuebiOp7 #Climat…,672991 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,599744 +1,RT @Food_Tank: Innovation and commitment to sustainability will save our food system and mitigate climate change. #FoodTank #COP22 https://…,494782 +1,RT @FT: The effect of climate change in the US will be devastating for agriculture. https://t.co/FeL4aeTiy3 https://t.co/nE5DZSddKq,779515 +0,@politico @POLITICOMag He should be beating the climate change outta him.,75005 +1,RT @ejn_greencareer: We're too late to stop global warming with renewables. We need to do something much more drastic…,687738 +1,RT @kurteichenwald: Russia hack deniers & climate change deniers have a lot in common. Either theyre corrupt or they refuse 2 accept univer…,395016 +2,RT @guardian: Michael Bloomberg to world leaders: ignore Trump on climate change https://t.co/kBNJbR8mZU,973252 +1,RT @infobeautiful: Most Americans think climate change will hurt the USA...but not *them*: https://t.co/s7l1f7nIT8 Related: our viz…,289131 +1,"guardianeco: We can fix climate change, but only if we refuse to abandon hope | Zoe Williams https://t.co/VpkrIZUaVq",356254 +0,@TalkyTinaDoll Dude....that's just normal weather...has nothing to do with climate change...dolt.,766019 +1,"@JeffBezos Let us work for Nature dependent communities who are most affected,poor farmers,ecorestoration and climate change.",645216 +1,RT @DavidCornDC: Thanks. But I'm old enough to remember when you mocked Obama for making climate change a priority. https://t.co/sUJYEF7Iwm,404504 +-1,@DineshDSouza @cenkuygur I like how it went from global cooling to warming and now just climate change. Can just c… https://t.co/CbJ8b86Nya,912594 +1,RT @SenBookerOffice: The effects of #ClimateChange are devastating. The fact Pruitt doesn't believe climate change science should disqua…,865646 +1,"RT @AndryWaseso: Pertimbangkan satu hal, climate change. Shortage of everything we need to survive is in front of all of us.",698040 +2,"Antarctica's biodiversity is under threat from tourism, climate change, transnational pollution and more https://t.co/pN6qWVlLeZ",267843 +1,"RT @fml: Today, my country elected a man who thinks global warming is a hoax. FML",654555 +0,@Bolt_RSS well done tonight ie climate change(Steve price show) they R commiting us 2 paying $1billion a year under this agreement !!!!,28248 +1,RT @jjwalsh: @hillisthekillis Funny because if people ate less meat there'd be less global warming related natural disasters like this,132089 +0,@yaoisweet kayaknya memang rpw lagi global warming ka,201341 +2,Does Trump buy climate change? https://t.co/BxUNH7UoQM,843571 +2,"RT @ClimateHome: Donald Trump must face climate change reality, says Ban Ki-moon: https://t.co/geDt5j9D5i #COP22 https://t.co/cjfbDYVtoG",20869 +1,"RT @michael_w_busch: Can we please address climate change now, after 200 years of research describing how it happens? https://t.co/XjO0XteI…",712388 +-1,"RT @murfrw2016: Gore is scamming more money from climate fools. +Al Gore's climate change film An Inconvenient Truth gets a sequel https://t…",497630 +2,RT @Breaking911: Reports on climate change have disappeared from the State Department website - https://t.co/WbXcljwWxR https://t.co/dbOI1Y…,901651 +2,US diplomat in China quits 'over Trump climate change policy' https://t.co/qWrHQ0KtyC https://t.co/hkKvcmnsQn,493174 +-1,Mansbridge implies link between big storm in Australia and climate change tonight on The National with no evidence??? #cdnpoli #media,230309 +1,"RT @madgifts: Depression, anxiety, PTSD: The mental impact of climate change https://t.co/lN0Xnpw3JE #resist #climatechange…",411627 +2,RT @YaleE360: .@EPA head Pruitt says CO2 not a primary contributor to global warming https://t.co/iA5dxT93f3 https://t.co/SKgTKNHm2z,279528 +0,Could the US face punishing tariffs over climate change? Maybe. #climate https://t.co/bLr8kmetLs,577072 +1,You sound like the climate change deniers who think nothing is wrong because the weather is nice in their city https://t.co/NKe8XnhCKj,968395 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,806952 +1,Business opportunities created by climate change.' Interesting,10005 +1,"RT @SenSanders: The poverty we have today is big enough a problem without climate change making it much, much worse.",916715 +2,Extreme summers driven by human-caused global warming: study https://t.co/vrtlpImE6J,439244 +1,@AnneSchiffer1 & @WEDO_worldwide look at how we increase energy access & address climate change… https://t.co/fwRmiUubH8,985080 +1,"RT @mcnees: Trump's EPA transition team denies human impact on climate change. They're wrong & they know it. Here's the science. +https://t.…",375162 +2,Donald Trump proposes huge EPA budget cut to stop environment agency researching climate change https://t.co/94MGB1O57i,684416 +1,RT @PostEverything: Why don’t Christian conservatives worry about climate change? God. https://t.co/6WYqchTThU https://t.co/fRIXr7YUKS,136687 +2,"RT @motherboard: House Science Committee tweets story skeptical of climate change +https://t.co/Zga7LDZYNi https://t.co/VV6A4roGT6",254019 +1,RT @NewDay: 'You can dance if you want but no scientist told you there is no global warming' @ChrisCuomo to @RepChrisCollins https://t.co/E…,809734 +-1,@CarbonWA why do you think voters in a left wing state dismiss man made 'climate change' hysteria? #Brrrr... https://t.co/8Oi2kbReEV,911566 +2,RT @latimes: UCLA scientists mark Trump's inauguration with plan to protect climate change data https://t.co/JJV1snB4AF,535186 +1,RT @Richard_Dixon: More of Scotland’s climate change emissions now come from transport than any other sector - and its still getting o…,19946 +1,A rapidly growing human population and deteriorating health of our planet because of climate change and a rising... https://t.co/zhwucRkb4s,410608 +0,"Join ECO Dir. Erick Shambarger @ free movie Before the Flood, DiCaprio's climate change movie tonight, 7pm at UWM. +https://t.co/MIHBZ7Tqow",88506 +1,RT @BobWieckowskiCA: This article shows why SB 775 is the best bet for California meeting its climate change goals. https://t.co/BH8qPI3TF6,296097 +0,@richardmskinner @BenjySarlin climate change viewed as an elitist issue,708243 +1,😠 SIGN to restore & maintain accurate science-based info on climate change to the White House website https://t.co/OAcWWDzjeK,412158 +1,"RT @CofEsuffolk: Prayer Diary: We pray for those around the world affected by climate change, whether in Africa, South Asia or America",597974 +0,@ViaPalma15 mutert krokodille. Må være global warming! Betal eller så kommer de til Norge ja 😄,893828 +2,RT @bellona_murman: Reindeer shrink as climate change in #Arctic puts their food on ice -... https://t.co/AnLpnz2en3,857282 +2,RT @esquire: Fiji invited Trump to come see the effects of climate change: https://t.co/8cSFvUnHrw https://t.co/wgtXuI7v92,188687 +1,RT @ChadGayle: EPA chief Pruitt is lying about climate change. #TheResistance #resist https://t.co/0hix5nDm8r,932389 +1,.@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t.co/FlHZAvAulQ,262970 +1,"RT @World_Wildlife: Irresponsible food production drives climate change, which drives more irresponsible food production. Time to break…",900018 +0,@KatTalesTV @John_Kavanagh you can't put climate change on 19 inch spinning rims to be fair.,821174 +2,RT @OilDangers: Humans on the verge of causing Earth’s fastest climate change in 50m years | Dana Nuccitelli https://t.co/HzWcNZNpZO,95533 +2,thehill: Schwarzenegger launches project to help lawmakers challenge Trump on climate change … https://t.co/kCLfzUFxzq,697715 +1,RT @SusanWojcicki: Impacts of yesterday’s disappointing decision are real. Watch @hankgreen break down #ParisAccord & climate change: https…,791525 +1,"There is dire need of adaptation & mitigation-can help to reduce the risks of climate change to nature & society #ClimateCounts +#COP22",62987 +1,RT @CHlCKENSTRlP: It's 87 degrees and it's still technically winter so yeah global warming is definitely a myth,581936 +-1,Will the sun put the brakes on global warming?' via FOX NEWS https://t.co/miZDleCRtf,645251 +2,RT @thehill: Bill Nye slams CNN for having climate change skeptic on air https://t.co/M4wKxLmN5b https://t.co/ehxwOktVZl,828722 +1,"@chelsea_arnott I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",619244 +1,"@TonyJuniper just sent you an email, would love to tell you more about my new climate change project",565207 +1,"@DaleInnis @BillyHallowell God didn't do it, climate change is man made.",149724 +-1,"@BSwinneyScout @TysonKFAN. No no no. Come on Swinney, Democrats invented global warming. Ignore the ice caps melting & swings in temp.",528738 +2,"In Massachusetts, it's not just Democrats urging Trump to stay in the Paris climate change agreement https://t.co/cm5enu0gK6",421932 +1,"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",23341 +2,"RT @mickeyd1971: After Trump's inauguration, sections on civil rights, climate change, & health care removed from White House website https…",595113 +0,RT @PRiNSUSWHATEVA: ur mcm doesn't believe in global warming,594402 +2,RT @Franprice: An Inconvenient Sequel: Truth to Power trailer: climate change has new villain – video https://t.co/zmPiVQF8xA,197691 +1,RT @WajahatAli: Mulvaney on climate change: 'We consider that to be a waste of your money.' But billions on a useless wall? YES!,795576 +1,RT @JohnZajaros: We need a statement about climate change!⚡️ “The science community is rallying together for a march on Washington” https:/…,182749 +2,RT @TheYoungTurks: On #TYTlive: People are cancelling their @NYTimes subscriptions over a climate change column https://t.co/Sn2Hz6250s,806651 +1,It doesn't matter if Donald Trump still believes climate change is a hoax https://t.co/JDe57L8Q0s https://t.co/Fq1krZUTJ9,410962 +1,funny how they admit climate change is upon us... https://t.co/SKIVteflKZ,507800 +0,"RT @Dana__Elizabeth: You: climate change will kill us all +Me, an intellectual: Joe Jonas has been to the year 3000 & not much has changed b…",563725 +2,RT @FortuneMagazine: Obama: The private sector will lead the way on climate change https://t.co/KTwT2BFE9o https://t.co/bMN9efkh1T,496428 +1,"RT @nhbaptiste: 'You will die of old age, our children will die of climate change' #NativeNationsRise #NoDAPL https://t.co/jafEXpkZyf",745426 +-1,RT @RadioFreeTom: This is why I avoid climate change discussions. It's a religion. https://t.co/a5YePC0diP,625549 +-1,"Libs are all for science proving climate change is real... but ignore the scientific fact a child with a beating heart is alive. +#hypocrisy",774648 +-1,RT @dbongino: We're at the point w/the delusional Left that literally every weather event is evidence of 'global warming.' Their dishonesty…,890582 +-1,"RT @joshdcaplan: Al Gore admits Paris Accord won't solve the issue of 'climate change.' + +Yet liberals say Trump pulling out will des…",380307 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,46706 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,486351 +2,Michael Moore calls Trump's actions on climate change 'Declaration of War': https://t.co/Wreiz4p9d7 via @AOL,160984 +0,RT @Gizmodo: At least climate change will bring more icebergs to kitesurf over like a badass https://t.co/GPXi8yx9UE https://t.co/ceEGVBoUI1,443913 +0,@DailyCaller Even if it were true the main word here is..LESS! It says less climate change than we thought. Not no climate change,694145 +-1,"RT @JoshNoneYaBiz: Funny the same people who believe in climate change bc of science, cant accept that you're biologically male or female.…",390339 +2,RT @thehill: #BREAKING: Trump cuts to EPA spending will target climate change efforts and clean-up work: report…,455405 +1,"RT @nkjemisin: Just a reminder that more than Texas is being hit by climate change-related disasters this week. Also South Asia, a…",426368 +1,RT @climatehawk1: We aren’t doomed by #climate change. Right now we are choosing to be doomed. | @climateprogress…,446382 +1,RT @ClimateCentral: This is what the future of the national park system looks like under climate change https://t.co/N9XVzQJZ7d https://t.c…,549007 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,479950 +1,"RT @patagonia: If our elected leaders fail to approach the environment & climate change as serious issues worthy of urgency & action, it wi…",458326 +0,Scientists say that increasing soda carbonation by only 13% worldwide will contain enough carbon to reverse global warming. #fact,894388 +1,"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",782837 +1,"RT @wilable70: Scott Pruitt, next head of the EPA, is a climate change denier. Because OF COURSE he is.",390236 +2,"RT @theoceanproject: By 2030, half the world’s oceans could be reeling from climate change, scientists say https://t.co/fgiqsP2slT https://…",128711 +2,Giant craters in Canada's melting permafrost impacting climate change: researchers https://t.co/eHapdyp2tZ,775956 +1,Take a good look at this forecast and tell me global warming isn't a thing... 😨 #MemphisWX #Whaaaaa @3onyourside https://t.co/MzGnGlosab,803767 +2,RT @Independent: Donald Trump and Prince Charles 'in row over climate change' ahead of President's first UK visit https://t.co/UiXPZZl6fM,760417 +1,RT @SenGaryPeters: Overwhelming number of scientists agree climate change is a scientific fact! The EPA Administrator should know that…,805511 +1,RT @GlblCtzn: Want to help help fight climate change? Simple — go vegan. #WorldVeganDay. https://t.co/YiUmDXYizZ,992098 +1,EPA propagandist claims there’s ‘ongoing scientific debate’ about the cause of climate change - there's not… https://t.co/cn66aDBCmx,542735 +1,@PBS is the only network reporting on climate change. Trump wants to cut it | Dana Nuccitelli https://t.co/RzT6IKGpLN,903498 +1,RT @LynnScarlett1: Listen to Alaska's commercial fishermen talk about signs of climate change in the places where they live and work. https…,853832 +2,RT @MPRnews: Standing Rock Tribal Chairman: 'this is about climate change' https://t.co/0v04daNLts,747579 +1,RT @Food_Tank: Plant-based protein increases food security & helps mitigate climate change: https://t.co/avhaUucW6z @GoodFoodInst https://t…,408219 +1,And some claim that global warming is just a myth �� https://t.co/OHmhpl8eV6,204039 +1,RT @wef: We can still keep global warming below 2℃. Here's how https://t.co/x7BDKtbiYp #climate https://t.co/RPxcirOjJM,794883 +1,But didn't Tillerson's boss say climate change was a hoax made up by the Chinese to undermine US industry? https://t.co/uvtTq8GF1M,18595 +1,Here's a new climate change reality that Trump's new policies ignore https://t.co/168wRkLUaV,69451 +1,RT @SenSanders: We cannot continue to build more and more pipelines. Mr. Trump needs to wake up to the reality of climate change. https://t…,5371 +1,RT @carlzimmer: The Arctic is heating up & melting fast. For @nytimes I take a look at how global warming is changing its ecosystem https:/…,445607 +1,Andrew speaks on the need for urgent action on climate change - Andrew Wilkie MP https://t.co/NXdTvPosmz,447665 +0,@mitchellvii Fox just released another Bullshit pol about climate change. Love to see the sample size and DNA. Such bull.,461322 +0,Looks like #socialmedia is no fan of #EPA head #ScottPruitt's position on climate change https://t.co/r3RvPJhAMw,544462 +1,RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,569493 +0,RT @MrRedMartian: Kendrick got a track with U2? That's almost a bet that it's gonna be about global warming and it's affects on the hood.,201169 +1,RT @IanAlda: They should start naming hurricanes after notable climate change deniers,110301 +2,Aga Khan warns climate change will affect Muslim world | Gulf News https://t.co/ETAlg8vaLG,618623 +1,"@williamlegate Science, climate change, no offense to Christians but if you think a man lived in a whales belly & g… https://t.co/2jnAkiLEV6",537668 +2,RT @wef: .@BarackObama says tackling climate change means changing our eating habits https://t.co/vqfGI8FC2G https://t.co/YmbiqiAbeJ,203663 +1,"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",783223 +0,"RT @roospooscreate: Next there will be a fashion line from the Ivanka Trump label about climate change !Tshirts with slogans , Make the cli…",257456 +1,"RT @MaxineWaters: Trump's actions today further undermine US leadership in addressing climate change. Certainly, the world is wondering wh…",902055 +1,"RT @KamalaHarris: I applaud @JerryBrownGov’s efforts to make CA a leader on climate change. Climate change is not a hoax & we must act +http…",16272 +1,Kate is co-director at Women's Environmental Network. Believes gender equality & climate change are worst challenges facing world #WOWLDN,488079 +1,RT @WhiteHouse: .@POTUS on how acting to combat climate change can help the environment and grow the economy: https://t.co/dLThW0dIEd,920087 +1,RT @RogueSNRadvisor: Hey once we get rid of Tanadict Trumpold & his band of idiots can we plz focus on real issues like climate change and…,69553 +2,RT @WorldfNature: Al Gore's climate change film An Inconvenient Truth gets a sequel - The Independent https://t.co/IpdAFSjVrt https://t.co/…,382181 +0,and at the same time It is a fundamental defensive measure against the global climate change. PROJECT ARK https://t.co/nkng105HNc,229370 +1,RT @rishibagree: This New Year terror attack in #Istanbul has nothing to do with Islam and everything to do with climate change. #Turkey,138661 +1,"RT @Alex_Verbeek: �� + +Mr. Trump: This is climate change. It is man-made and dangerous. A wise policy is urgently needed.…",177843 +2,Pacific countries advance regional policy towards migration and climate change https://t.co/EjCO0RzUwg https://t.co/KFJAZn64Ye,655818 +2,RT @FerretScot: Academics visited Trump's golf resort in Aberdeenshire yesterday to present the Ladybird guide to climate change https://t.…,831353 +2,"80,000 reindeer die: Is their starvation caused by global warming? https://t.co/5Z1rFgVK6o https://t.co/pQXCAA86vv",978586 +0,"If Trump ever decides climate change is real, fixing it will be Jared's job too. https://t.co/iid0nEPO6P",230868 +1,so whats the plan? we're gonna colonize mars? or we're just gonna ignore climate change and let that handle it,191937 +1,RT @OsmundsenTerje: Excellent from 2 respected scientists'We can limit global warming to 1.5°C if we do these things the next 10 years' htt…,903098 +2,RT @thehill: Bill Nye slams CNN for having climate change skeptic on air https://t.co/gBWeCdw6fl https://t.co/xTzEESDSdg,52157 +0,"RT @stinson: All those 'After Trump, China takes the lead in fighting climate change' pieces have to confront reality. https://t.co/xzYW6IK…",240504 +0,@Cerb32 Are you a global warming shill?,277693 +0,RT @Advil: so @pitbull just released an album called climate change. in 2012 he released global warming. really makes u think…,387218 +1,"If you all want to stop climate change on a mass scale, stop driving cars, using airplanes, makeup, lube, anything plastic, detergents,Etc.",881152 +1,"And it's gonna keep happening, for climate change, LGBT rights, the protection of all minorities. As long as he's i… https://t.co/QZkZBpWG2b",511224 +0,The worst thing about global warming is it allows people to wear flip-flops in public later on into the year.,734922 +1,"RT @thistallawkgirl: There's no real evidence that manmade global warming exists, says Rick Perry, who believes a virginal birth and resurr…",568361 +1,Google Earth’s Timelapse update illustrates 30 years of climate change https://t.co/97zZpNgV0S https://t.co/5p2DJ5ajIK #Geeky0001,690093 +0,"RT @kelseyistrash: RT if you believe in global warming, have a crush on josh dun, or hate yourself",609304 +1,RT @ajplus: Is this deal to fight climate change too late? 😕 https://t.co/e76UJNCYN8,595674 +1,"RT @ClintonFdn: Along with our partners and 10 Caribbean countries, we're on the frontlines of fighting global warming: https://t.co/4eadvu…",798646 +1,RT @hannie_jene: How does one not believe in global warming???,768656 +1,@builderbob90 @BlackTenCommand @mike_pence also the head of your EPA doesn't knowledge man-made climate change,917254 +2,RT @CNNPolitics: Why climate change experts fear Donald Trump's presidency https://t.co/HrFP4c1qSH https://t.co/zvhRsjqrx6,856102 +1,RT @GerwinHop: 'politicians discussing global warming' is the name of this artwork... https://t.co/BHEWPbtlOp,989057 +1,"Just had one of strange, terrifying reveries you have whenever you read anything at all about climate change. Lord, we are fucked.",985970 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,869993 +0,RT @ForestPlots: Still time to apply! Scholarships for Peruvian masters students on impacts of climate change on neotropical fores…,826690 +1,"Want to stop climate change, @UWM? See #BeforeTheFlood at your University... https://t.co/TtCY3ww5ck by #LeoDiCaprio via @c0nvey",568055 +0,RT @BjornLomborg: It is foolish 4 world leaders to stay fixated on Paris. It will be costly & do almost nothing to fix climate change: http…,761355 +1,RT @JennyMarienau: We should be very concerned that EPA chief claims CO2 not a primary contributor to climate change: https://t.co/9LOejkUA…,519866 +0,"RT @StarvingHartist: If EPA scientists aren't allowed to talk about climate change, I bet they try nonverbal cues like wearing a scuba suit…",938402 +2,"RT @climatemorgan: China raises hopes for continued climate change action at #Davos, @Greenpeace response to Xi Jinping's #WEF17 speech htt…",489942 +1,RT @mcrispinmiller: NewsFromUnderground: Same Big Money that's been driving climate change denial also hatched the 'anti-science' smear htt…,951898 +1,"Denying evidence of climate change is like finding odd spots in your intimate regions, and denying that genital herpes is a thing.",530499 +1,"RT @CleanAirMoms_FL: .@DCCC fighting climate change shouldn’t be a partisan issue, @CarlosCurbelo is an ally we need #FL26 #actonclimate ht…",618837 +0,He is Instagramming about the dangers of global warming every single day,410790 +1,Trumps actions on climate change are an assault upon the poor,970642 +2,"Suicides of nearly 60000 Indian farmers linked to climate change, study claims .. https://t.co/bIWcMiEc0L #climatechange",5456 +1,"Denying climate change is real, but so is dangerous. Join Team today:",62737 +2,"China’s coal use drops, showing commitment to climate change: Experts https://t.co/3jFB4XcuKj",150587 +2,RT @BreBarra: It's time to give up climate change fight cause we've already hit the point of no return - scientist https://t.co/mzHu85afd4…,983654 +0,"@realDonaldTrump Damn China & their climate change conspiracy. Frack baby, frack! @BernieSanders @ProgressiveIA @SenSanders @People4Bernie",650825 +1,Dams raise global warming gas: SciDev https://t.co/vqwf0LXkSq #climate #environment More: https://t.co/LhHWDXZVZa,863077 +1,RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,52528 +1,RT @sapinker: The only practical way to avert climate change: How to make nuclear innovative. https://t.co/Wm8s0ACR8t,580806 +1,"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",331127 +2,Michael Bloomberg to world leaders: ignore Trump on climate change https://t.co/XcuD4Ph6py,585908 +2,"Suicides of nearly 60,000 Indian farmers linked to climate change, study claims + +https://t.co/XWXMx5h4U5",296403 +1,RT @cathdweeb: me with full knowledge of global warming https://t.co/pcrnZ2ChWb,386076 +2,RT @GrindTV: New head of EPA says climate change not caused primarily by carbon dioxide https://t.co/Kl8fcjGOeL,830383 +-1,"RT @HerberMp: @sness5561_ness Al Gore is a idiot! He thinks climate change is the cause of all our problems. Always has, always w…",213863 +1,"#scottpruit climate change comments would be like NASA saying, 'The moon landing is complicated, a hoax or not? further study is needed.”",447067 +0,RT @ThePowersThatBe: Now if she could only be convinced that hyperbole is a leading cause of global warming https://t.co/yyVUHdpSE2,127777 +2,The quest to capture and store carbon — and slow climate change — just reached a new milestone… https://t.co/O1jLyeqLgt,705048 +0,This global warming so late in the season is pretty annoying ��,572819 +1,RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,426353 +1,RT @SierraClub: 2016: hottest year in history. Also in 2016: 182 Members of Congress denied climate change is real. https://t.co/XMOvALz3c9…,989478 +1,"RT @thinkprogress: EPA head falsely claims carbon emissions aren’t the cause of global warming +https://t.co/owbqKlSyMx https://t.co/i19vAgE…",442853 +1,"RT @ezlusztig: They took down the material on global warming, LGBT rights, and health care. But now they're hocking Melania's QVC. https://…",22001 +2,RT @washingtonpost: How climate change could be breaking up a 200-million-year-old relationship https://t.co/rPFGvb2pLq,17856 +0,notiven: RT: nytimesworld :What does Trump actually believe about climate change? Rick Perry joins other aides in … https://t.co/0Mp2,384248 +-1,"RT @sara8smiles: Hey liberals the climate change crap is a hoax that ties to #Agenda2030. +The Climate is Being Changed by…",819732 +0,RT @Chet_Cannon: .@kurteichenwald's 'climate change equation' in 4 screenshots https://t.co/lp7UufcxDQ,806319 From 6dbf22ec7e04662d42d26513139c088c76fb414e Mon Sep 17 00:00:00 2001 From: chidinm_madukife Date: Fri, 23 Jun 2023 04:27:12 +0100 Subject: [PATCH 17/19] original testing data --- test_with_no_labels.csv | 12246 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 12246 insertions(+) create mode 100644 test_with_no_labels.csv diff --git a/test_with_no_labels.csv b/test_with_no_labels.csv new file mode 100644 index 00000000..6402032b --- /dev/null +++ b/test_with_no_labels.csv @@ -0,0 +1,12246 @@ +message,tweetid +Europe will now be looking to China to make sure that it is not alone in fighting climate change… https://t.co/O7T8rCgwDq,169760 +Combine this with the polling of staffers re climate change and womens' rights and you have a fascist state. https://t.co/ifrm7eexpj,35326 +"The scary, unimpeachable evidence that climate change is already here: https://t.co/yAedqcV9Ki #itstimetochange #climatechange @ZEROCO2_;..",224985 +"@Karoli @morgfair @OsborneInk @dailykos +Putin got to you too Jill ! +Trump doesn't believe in climate change at all +Thinks it's s hoax",476263 +"RT @FakeWillMoore: 'Female orgasms cause global warming!' +-Sarcastic Republican",872928 +RT @nycjim: Trump muzzles employees of several gov’t agencies in effort to suppress info on #climate change & the environment. https://t.co…,75639 +@bmastenbrook yes wrote that in 3rd yr Comp Sci ethics part. Was told by climate change denying Lecturer that I was wrong & marked down.,211536 +RT @climatehawk1: Indonesian farmers weather #climate change w/ conservation agriculture | @IPSNews https://t.co/1NZUCCMlYr…,569434 +RT @guardian: British scientists face a ‘huge hit’ if the US cuts climate change research https://t.co/KlKQnYDXzh,315368 +Aid For Agriculture | Sustainable agriculture and climate change adaptation for small-scale farmers https://t.co/q7IPCP59x9 via @aid4ag,591733 +"There is no climate change, Globalists! https://t.co/s9x0yNkhhS",91983 +Biggest threat to our economy is climate change https://t.co/oLzX7yZ9NF,67249 +RT @100isNow: He's CEO of a company that lied about climate change. Now he'll be Secretary of State. Meet Rex Tillerson…,143459 +RT @VICE: Venice could be swallowed by water within a century thanks to global warming: https://t.co/h9rvoxAoGA https://t.co/RPKeH8zyKo,663535 +"RT @Total_CardsMove: 'It's so warm outside because of climate change.' + +HA don't be naive. We all know it's because the Cubs are in the WS…",20476 +Niggas ask me what my inspiration was I told em global warming you feel me I'm too cozy,815297 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,274098 +RT @sccscot: We welcome recommendations published by MSPs today to improve Scotland's plan to tackle climate change #scotclimate…,30045 +"RT @yajairaxlove: Mid-November & it's hot as hell ... + +But global warming is a hoax oh.",681487 +Record-breaking climate change pushes world into 'uncharted territory' - The Guardian https://t.co/VCPiGKih5U,708966 +RT @AdamsFlaFan: #BigOilOwned House science chairman gets heat in Texas race for being a global warming skeptic https://t.co/uhFBfWJMwo,393689 +RT @thehill: Bill Nye slams CNN for having climate change skeptic on air https://t.co/5u8zGZh9hX https://t.co/DTCDdUGFOb,186705 +Michael Moore calls Trump’s actions on climate change ‘Declaration of War’ https://t.co/zR3aAQekQz #Eco #Green,233977 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,525794 +@LeoDiCaprio 's #BeforeTheFlood is such a masterpiece. Never knew so many things were associated with global warming.,863649 +@injculbard @martinstiff pretty sure I saw an article saying that we'd get more global warming after brexit. Maybe it was on a bus?,315964 +@pharris830 @EarthPlannr I do believe in climate change so what is Ackley are you referring to me being ignorant,588985 +Makes a free movie to raise awareness about climate change: https://t.co/uheSy4WMlF,669979 +RT @insideclimate: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/CO0p9PU3Fd,137059 +RT @joshgnosis: Ashby tries to divert questions away from Culleton back to climate change. Journos persist. Roberts walks out.,556915 +How to green the world's deserts and reverse climate change | Allan Savory https://t.co/lYwtQN6ZlQ via @YouTube,951973 +RT @94kristin: let's talk climate change,72939 +RT @mymodernmet: Photographer @thevonwong raises awareness for victims of climate change with epic shoot on a bed of lava…,205796 +"RT @SteveSGoddard: No matter how much Democrats scream and lie and protest and spread their hatred, the global warming scam will always be…",478581 +"RT @TIME: An entire Canadian river vanished due to climate change, researchers say https://t.co/gS6h3j6c9g",453375 +RT @davidsirota: WOW: “You and your friends will die of old age and I’m going to die from climate change.â€ https://t.co/tFswYjwczQ,555551 +RT @lizzydior: i might get out tomorrow and enjoy the global warming,219030 +RT @insideclimate: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/CO0p9PU3Fd,546209 +"RT @Khanoisseur: Same day Koch operative Pruitt takes down EPA climate change site, Trump crosses off another Koch wishlist item–exp…",416919 +RT @ajplus: A climate change skeptic says the United States is going to “shredâ€ the UN climate agreement. https://t.co/1hniHRGwNX,433824 +" Trump taps climate change skeptic Scott Pruitt to Head EPA + +https://t.co/q98URnVtwC via @ShipsandPorts",621526 +RT @People4Bernie: .@SenSanders and @joshfoxfilm speak about climate change and the global movement to stop it https://t.co/FegVS4OgaA,616108 +Incoming GOP assemblyman believes climate change is good because it hurts 'our enemies' https://t.co/59d4PkHf5I https://t.co/Yjfil1PBno,70943 +"RT @350: Climate change isn't just about global warming, it's also about extreme winter storms like Stella: https://t.co/kM519MurNO",153248 +Dismissing the findings of 97% of climate change scientists is like dismissing the medical community's findings that smoking is bad for you.,854719 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,616444 +RT @DavidRivett1: White House warns Prince Charles against ‘lecturing’ on climate change | New York Post. Or what? War with England? https:…,118418 +"RT @Carbongate: Physicist - CO2 does not cause climate change, it RESPONDS to it - Video https://t.co/lySZb7gClh",846132 +"RT @manny_ottawa: Climate Alarmists stop believing in fraud of Global Warming. +Fat Joe & Steve Aoki called 'climate change EXPERTS' +(…",443106 +"RT @thedailybeast: President Trump's https://t.co/dRGLCKgTXT disappears civil rights, climate change, LGBT rights… ",758958 +"RT @liontornado: millions of British aid 'wasted' on overseas climate change projects https://t.co/YvqyqyYyiP foreign aid, renewable energ…",376412 +RT @kurteichenwald: GOP can deny climate change. They should stop worryingabout coal & start pushing solar so coal miners can get work. htt…,667731 +A third of the world now faces deadly heatwaves as result of climate change .. https://t.co/9jdGH9XkOj #climatechange,222107 +RT @ClimateCentral: A new wave of state bills could allow public schools to teach lies about climate change https://t.co/7CJ6jAsUQR via…,349545 +"RT @morgan_gary: Malcolm Roberts, with 77 votes, takes aim at Australia's @CSIROnews over climate change https://t.co/DeJAFPIGGb",284026 +"Remember they wanted lists of who worked on gender issues, on climate change +Wanted names named +Here's why https://t.co/y7MkRecRO8",564727 +@jacobahernz scientists who study climate change. Not scientists in general like you had said,522979 +RT @vbs269: It's currently 70 degrees and could snow tomorrow and Sunday but global warming isn't real I promise,460970 +RT @annie_blackmore: Not only a colossal windbag but a climate change denier. I hope residents of Jaywick and Mersea are listening to Owen…,371750 +RT @nytimesworld: Much of the fertile land left in Africa is deep in its rain forests; farming there could accelerate climate change. https…,251299 +RT @CBSThisMorning: 'We now have a president in America who does not believe in global warming.' -- @richardbranson https://t.co/EQU4oz2H5q,485211 +"RT @RFStew: Doug Edmeades (Prof. Rowarth's partner in EPA crime) is an 'out' climate change denier. Surprise, surprise. https://t.co/bIwLld…",502976 +@crapo4senate So what are you doing about climate change?,623282 +Scott Pruitt has spent his career denying the science of climate change. He is a dangerous choice to run the EPA https://t.co/fYMsCIi3Cu,217605 +Corals survived caribbean climate change https://t.co/8ucN2vkn84,225330 +"RT @JacobAWohl: Liberals think that 'The science is settled on global warming', yet they deny the science of chromosomes and gender https:/…",58854 +Scientists seek holy grail of climate change: removing CO2 from the atmosphere - CBS News https://t.co/c8DMW3XC6S https://t.co/Un9yCrYjqQ,723671 +@ChelseaClinton I bet you it's the same number that don't believe in climate change. It's very scary they only believe him!,366409 +RT @leahyparks: Thanks for the insightful review & your passion for nature and solving our climate change problems. See photos at:…,704565 +RT @BrothersBarIC: I guess there are some perks to global warming. Open beer gardens in February. https://t.co/ZAAwZYRgYB,655925 +"RT @deray: Because of climate change, the US is relocating the entire town of Isle de Jean Charles, Louisiana. https://t.co/iW1pxEJcKW",717618 +Teens suing U.S. over climate change ask for Exxon's 'Wayne Tracker' emails https://t.co/WMDsGiptcY via @Reuters,922449 +"RT @kylegriffin1: Chinese premier to Trump: 'Fighting climate change is a global consensus, it's not invented by China.' https://t.co/tWsut…",729885 +"RT @JoshFrydenberg: Australian Government today ratified the Paris Agreement, reaffirming commitment to global action on climate change…",599133 +"RT @Shonka_Truck: 65 degrees in November? This isn't awesome, you morons. Earth is absolutely battered mate. Sorry, climate change turns me…",89885 +RT @nynjpaweather: Sharp changes due to cold fronts and low pressure systems isn't a direct relationship to climate changes. https://t.co/e…,249039 +RT @SpiritualSmoker: it's absolutely disgusting how big of a problem climate change it yet nobody seems to give a fuck,440750 +"Solving climate change is a complex topic, but in a single crude brus... #DavidJCMacKay #quotes https://t.co/5rFVuYbU9U",18663 +"RT @BraddJaffy: EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to global warming https://t.co/jr2DSH842b +https://t…",314549 +RT @Slate: Bret Stephens’ first New York Times column is classic climate change denialism: https://t.co/uvLlKLAoAM https://t.co/rjPkTVMF9c,643414 +A river in Canada just turned to piracy because of global warming - Popular Science https://t.co/c4iFCNbo0B,61835 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",659073 +"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",178597 +Fatih Birol #NYTEnergy '. 2/3 if the climate change will have to come from the energy sector @GE_France @GE_Europe https://t.co/cvLVhHyN1r,152298 +"RT @Rockprincess818: Screw the left. repeal OCare, ignore their global warming religion, limit immigration, slash entitlements. These pe…",581943 +"CHECK OUT THESE WEATHER STORIES https://t.co/LwVzcPO30e Do Not believe the Global warming climate change stories sold by UN, Vatican & Obama",781913 +"RT @rcbregman: The many, many problems that a universal basic income can help solve, from climate change to stress to inequality +https://t…",336886 +RT @ECOHZ: Norwegian oil production and keeping global warming ‘well below 2°C’ https://t.co/DDXQ3WgsKU by @SEIresearch…,624852 +RT @censoj: The Calabar Super Highway creates challenges for climate change especially the tropical forest in the context of the transport…,655116 +RT @WWFScotland: RT if you agree we need to change climate change! #MakeClimateMatter https://t.co/9Y5A28VvZv,5591 +"RT @rhysam: Look forward to reading Malcolm Roberts' report into climate change, though I hear some of the words in yellow crayon are hard…",731620 +RT @SBSNews: US won't budge on climate change despite Indigenous groups and Arctic nations' pleas https://t.co/i7eJRCkD6B,872882 +Scott Pruitt climate change freakout: Calm down and carry on. https://t.co/IcK3khiiti,320393 +RT @JenLucPiquant: The US is relocating an entire town because of climate change. And this is just the beginning https://t.co/PuOVEVM9bR,353463 +US 'forces G20 to drop any mention of climate change' in joint statement https://t.co/WMpxqIT5rn https://t.co/QdVoaXETKn,816508 +"RT @GartrellLinda: RT to all still uninformed about climate change hoax +Top Scientist Resigns Admitting Global Warming Is A Big Scam https:…",636325 +RT @ajplus: Diplomats at the UN global warming summit are very concerned about Trump's stance on climate change. https://t.co/wZ6VbM60K8,53058 +RT @kenklippenstein: Latest reminder that solving climate change would be incomparably less expensive than living with it https://t.co/NZJP…,725589 +I just want to save the planet 😔 climate change is YOUR problem too people!!,693559 +RT @pablorodas: ClimateCentral: Cities from Sydney to Oslo are setting more ambitious targets to cut climate change than their nat… https:/…,66255 +"Soooo was there a search criterion here other than 'scientists who are unconcerned about climate change'? + +https://t.co/NS8K1HAEew",218797 +"RT @justpaulstuff: @charliekirk11 I suppose it was climate change that hit Galveston in 1900 and left up to 12,000 dead. These people…",307092 +@TheLurioReport we had a way to get our guys into orbit... ares v would have flown already. priority has been on global warming sats,188557 +"RT @JaredWyand: Steve Bannon means bye bye to the climate change scheme we're spending $22,000,000,000 a year on for 'research' + +https://t.…",137392 +RT @Global_Call_: A huge thank you to the thousands of people all over the world who stood for #LandRightsNow to fight climate change. http…,597086 +Nor have you looked at the scientific research on climate change. https://t.co/yVACxuKjE9,96006 +I actually like Hilary because she endorses alternative energy.. Donald says climate change is a hoax by the Chinese..,330509 +RT @TB_Times: Trump administration disbands federal advisory committee on climate change https://t.co/BfXXiu1YUN,78639 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",536231 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,304814 +RT @SustDev: We need a healthy ocean to fight climate change! Register your commitments to #SaveOurOcean https://t.co/bnyOFek3IL https://t…,553696 +@FaceTheNation It is a hoax...hasn't been any global warming in 17 years...fact,455898 +Here's what President Trump's executive order on climate change means for the world https://t.co/mnM8BvsgPW by #CNN… https://t.co/HHl1j1AsAj,745466 +"RT @Alex_Verbeek: �� + +Jane Goodall calls Trump’s climate change agenda ‘immensely depressing’ + +https://t.co/OtlnzQAyhQ +#climate…",846719 +RT @YourTumblrFeed: stop global warming i don’t look good in shorts,722710 +"German economy minister blocks agreement on climate change plan + +By Markus Wacket | November 9 2016 (Reuters) Germa… https://t.co/0TCfaIJoVa",989172 +RT @JuddLegum: 5. As a party the GOP is untethered to reality. There is no 'debate' about whether climate change is real. But most Republic…,492079 +RT @affair_state: Crowding out low-carbon alternatives that are critical to avoid dangerous climate change. #ClimateChange,315869 +"@redwombat101 it's a freak occurrence affecting people who never get asthma, becoming common in Victoria due to climate change effects",32675 +"RT @richardabetts: As far as I can tell, nobody other than the journalist is claiming this to be due to global warming! https://t.co/eECCuv…",959684 +RT @ICN_UK: Holy See calls for 'intergenerational solidarity' to deal with climate change - Independent Catholic News https://t.co/Hcnx7ujc…,641938 +RT @BitsieTulloch: Happy 💀🎃🕸! Want to see something truly scary? @NatGeo & @LeoDiCaprio made a great documentary about global warming: http…,933443 +"To the left wing lunatics promoting global warming, go look outside, dummies #SolarEclipse2017",458401 +"@inferillum @johnpodesta @ChadHGriffin sister, and his views on the pipelines, climate change issues is endgame for me. I can't do it.",554994 +"RT @Green_Footballs: Trump has asked for lists of names of climate change scientists, women’s rights advocates, & now anti-terror officials…",461467 +An Antarctic volcano caused rapid climate change at the end of the last ice age https://t.co/fD2luakE3c,902353 +"RT @UlrichJvV: THIS! 'To find solutions to climate change, we have to look at the bigger picture.' https://t.co/QWWBKfpog6…",178794 +Fire the bums...that will give them a little climate change...no more tax payer funded incomes for #FakeNews source… https://t.co/Fi9x6J4isn,387356 +RT @Crazycook99: Predicting climate change 100 years ago. @AltYelloNatPark @ActualEPAFacts @RogueNASA #ActOnClimate #climatechange https://…,380276 +"RT @michael_w_busch: Reminder, everyone: Extreme heat events are becoming much more frequent due to the climate change we've caused. We…",824355 +Agree people claiming CO2 is positive for plants & global warming is good are absurd. Limited effect in some cases… https://t.co/0XwxGifuZT,685606 +RT @faIIoutbay: do you believe in global warming? rt after voting,85488 +If you haven't watched @LeoDiCaprio climate change documentary 'Before the Flood' you have to! He knows what he's fighting for! ðŸŒðŸŒ🌎🌳🌲,50608 +No shortcuts! Fight climate change for real. Go solar 💚🌎✅ #cleanenergy #renewables #protectmotherearth https://t.co/QNOhkW8ZhZ,447977 +Marrakech test for momentum to fight climate change https://t.co/AM1vMenxnm,943930 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,183083 +Centrica is a world leader for action on climate change https://t.co/gKyCvSKHhM | https://t.co/xgCuk25En6,359626 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,810128 +RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,380913 +RT @cnni: 'One issue your great-great-great grandchildren will talk about in reference to the Trump years is climate change' https://t.co/7…,516209 +Once you start to look into the guts of climate change you find th... #PeterGarrett #quotation https://t.co/7uYhxUepRe,993538 +"If the website goes dark, years of work we have done on climate change will disappear' says anonymous EPA staffer https://t.co/B7U0XHd4VF",594772 +RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,22428 +This sounds exactly like his 'China made up global warming' tweet. https://t.co/SShcjH8VjQ,991876 +"Nature, not human-induced climate change, could be cause of up to half of Arctic sea ice loss ???https://t.co/5bqYhKhxcY",504172 +"RT @NimkoAli: Its 2017 and we are about to give DUP power. DUP who are: +- anti-abortion +- anti-LGBT rights +- climate change deniers",283272 +I'm wearing a flight jacket in February in NYC. Life's good. Or global warming 🤷🏻‍♀️,914599 +Rising conservative voices call for climate change action https://t.co/95QwmxBtIP,752129 +"After a really well-written article on Huffington Post, I'm now 100% convinced mankind causes global warming.",701957 +Realizing I can't even make small talk about the weather because then I'll just go off on global warming,858489 +#climatechange The Drum How Twitter and Carbon Brief are helping climate change scientists… https://t.co/RxkuliUOXT… https://t.co/Y9rHTQpSip,221704 +"RT @astro_luca: Just a reminder: global warming is not a political argument but a fact, to which we must react with global policies https:/…",409406 +RT @RLangTip: How to import 100 years of Eurpoean climate change data into R: https://t.co/xqrMLpvqmf #rstats,468372 +Al Gore offers to work with Trump on climate change. Good luck with that. - The Washington Post https://t.co/zIbd0bSx4P,818509 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,204729 +RT @brianschatz: How about every time someone participates in a Bernie vs Hillary argument you talk about climate change?,394896 +"Doctor: if you don't change your ways you'll die young. +Me, thinking of the horrors of climate change awaiting us: that's the idea",397593 +"RT @avansaun: Docs say climate change makes Americans sicker, while #GOP takes away #healthcare and ignores climate https://t.co/ssMsud8ln…",465474 +"RT @radioheadfloyd: Polar vortex shifting due to climate change, extending winter, study finds - The Washington Post https://t.co/iKjoQOumCN",450344 +@DressingCute and then I remembered global warming... never mind I'm packing flip flops,502719 +"RT @Greenpeace: In the era of climate change, Egypt's farmers are learning how to adapt to their drying land https://t.co/bzF8CKe8kz https:…",816499 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,291002 +"RT @ret_ward: In the age of Trump, a climate change libel suit heads to trial https://t.co/5ZfbZF8jN3",301225 +RT @OldWrestlingPic: More proof climate change does exist as hell has frozen over. Great to see @TheJimCornette will do this. A cant mis…,402773 +RT @Seasaver: #InternationalForestDay Kelp forests are disappearing due to climate change. #SOSKelps #IntForestDay ��Kyle McBurnie https://t…,81233 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,642569 +"If we subsidized the switch to clean energy as much as we subsidize big oil, we could EASILY slow or halt climate change. Why aren't we?",900041 +RT @MJRLdeGraaff: Global warming is fake! RT World leaders duped by manipulated global warming data https://t.co/dEsGezkkJK via @MailOnline,67900 +RT @theintercept: Covering disasters like #Harvey while ignoring climate change fails in the most basic duty of journalism. https://t.co/7m…,237131 +RT @KyleKulinski: A state lawmaker in Maine has introduced a bill that would affirm climate change denial as free speech in the state. http…,311030 +RT @scienmag: A new study provides a solid evidence for global warming https://t.co/aGrzioONra https://t.co/rJ5cdjSEoN,975455 +RT @BougieLa: A head of veteran affairs that's not a vet.An anti climate change person to head the EPA.An anti public school person to look…,69232 +"RT @nytimesphoto: How do you visualize climate change? For 8 stories in 5 countries, a NYT photographer captured aerial views.… ",156024 +RT @EmperorDarroux: Scientists copy climate change data in fear of a Trump crackdown https://t.co/A64VqMu4r7,268543 +"RT @JacobAWohl: So far, so good // #MAGA +* Dismantling climate change initiatives. +* Extreme Vetting +*Enforcing regulatory reform +* Protect…",586693 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,709157 +"RT @CBSThisMorning: How climate change is changing the landscape of @YosemiteNPS, ahead on @CBSThisMorning: Saturday. @PBSNature https://t.…",582003 +RT @NishaCarelse: I have a soft spot for animals and nature that's why i firmly believe in climate change^^#ClimateAction🐼🐻🐝🐠🐚🌷🍀🌎,689136 +RT @richardabetts: 'Man-made climate change is real with 'no room for doubt' say experts' https://t.co/Toz0r4QtAd - Mail on Sunday @MailOnl…,953619 +"RT @PeterWSinclair: @KatyTurNBC please compare coverage of 'email' nonsense with climate change, Russian gaming of election. Get back to me…",971710 +"RT @africaprogress: By threatening basic human needs, climate change will be a catalyst for instability, migration and conflict. https://t.…",809619 +RT @BruceBartlett: The problem with NY Times and climate change isn't what you think https://t.co/lV8mRiY9UI https://t.co/G5AzeLtX1U,595597 +RT @mashable: Trump administration begins altering EPA climate change websites https://t.co/bybwPqRf8s,274499 +"RT @EcoInternet3: In generational shift, college Republicans poised to reform party on #climate change: Reuters https://t.co/YPnBGKZug5 #en…",771063 +"Christiana Figueres, former head of the UN climate change body, on climate action that is already showing. https://t.co/TMhjHXglfV",597739 +"Its possible he may be right about climate change, but then again its possible he would have been 242 ripped withou… https://t.co/5GopBWdZpR",110053 +@fernhall22 so scary to think that global warming is happening quickly & our current president doesn't even acknowledge this prob #uwleng110,723442 +RT @Dory: if global warming doesn't exist then why is club penguin shutting down,881554 +Is carbon dioxide a major contributor to global warming? https://t.co/TUzaCZgIP1,704923 +RT @PopSci: How climate change is threatening American agriculture https://t.co/eNm6EByzN9 https://t.co/maAnBrgewA,822018 +RT @guardian: Reindeer shrink as climate change in Arctic puts their food on ice https://t.co/42B1NxCSh9,505322 +"RT @ErikSolheim: Poor countries suffer most from climate change. +Sadly, no surprise there. +New map shows impact on debt default.…",120776 +RT @OllieBarbieri: Country with the 2nd highest greenhouse gas emissions on the planet just elected a climate change denier as president. #…,404757 +RT @latimes: You can now figure out how much you're contributing to climate change https://t.co/UVvBJk9VBL https://t.co/3IAx9ISczr,811053 +The kids suing the government over climate change are our best hope now: https://t.co/bTBoh0hJSJ via @slate,317696 +#EarthToMarrakech: COP22's digital call-to-action on climate change https://t.co/R6HnPut3uq #SoloConectate,734766 +"RT @ProSyn: Like it or not, humanity will remain globally connected, facing common problems like climate change and terrorism https://t.co/…",841196 +RT @srpeatling: . @SenatorHume: 'Perhaps Senator Rice can enlighten us as to which piece of anatomy really does cause climate change.',400682 +"RT @cstclair1: Climate researchers cancel expedition after climate change makes conditions too dangerous +https://t.co/9v0KYYa9o1 https://t.…",649511 +"This is really bad news about the effects of unchecked global warming. Good reading, well researched. https://t.co/16zcrx1w8u",740566 +Friends voting Trump: Do you also not believe in global warming or do you just find other issues to be more important? Genuinely curious,798359 +"RT @haveigotnews: White House claims President Trump’s views on climate change are 'evolving', although they're currently at single-celled…",861578 +Palace to study PH move on climate change deal https://t.co/7toTuoiUNk placating ramos after his blast of duterte,5417 +"No more coffee cuz of global warming!? How am I suppose to drink my whiskey in the morning, plain like some kinda alcoholic?",609894 +RT @thehill: Sanders tears into EPA head for saying CO2 isn't a 'primary contributor' to climate change https://t.co/jlcZmbdU9z https://t.c…,174874 +@realdonaldtrump Sheila Gunn Reid's reports from the UN climate change convention in Morocco https://t.co/QFvq8CCsTk,227482 +RT @SiniErajaa: Most wood energy schemes are a 'disaster' for climate change tells @BBCScienceNews on new @ChathamHouse report https://t.co…,316886 +"A State Dept. climate change page has changed, providing another clue about Trump's approach to climate change… https://t.co/xGCOzQFz3I",112798 +RT @DavidCornDC: This is the brilliant mind people were counting on to persuade Trump not to pull out of the Paris climate change ac…,44507 +RT @barelypolitix: Sweet to go from a president who said climate change is biggest threat to world peace to Trump who recognizes & acts upo…,444423 +"USDA will reprioritize $43 million for safety & restoration efforts in CA, but says limited resources & climate change limit efforts. 2/2",878768 +"It is happening now. Millions of humans are forced to flee armed conflicts, climate change, inequalities, and... https://t.co/p92QkQ3sXm",951095 +"RT @USARedOrchestra: Trump said climate change is a hoax, then warned of its dire effects in app to build sea wall at Irish golf course. +ht…",970445 +RT @KyleHazlewood: By far the largest issue our generation faces is climate change & we just elected someone who thinks it was conjured up…,208227 +RT @JonCozart: But if he doesn't combat global warming there won't be any more snowflakes to make fun of,545402 +"RT @TrickOrTreackle: Denying evidence of climate change is like finding odd spots in your intimate regions, and denying that genital herpes…",498559 +RT @EnvDefenseFund: Spring came early this year – it’s no surprise that climate change is the culprit. https://t.co/Reu3yJRKKp,454769 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,490905 +RT @JustForFun7405: Don't believe global warming is a real thing? Take a look at this https://t.co/Ju0JY2jsKR,343981 +How do we get @realDonaldTrump to believe in climate change?? #BeforetheFlood,891649 +"RT @Reuters: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/XM7qUmahdX https://t.co/NA2yg8JkP9",794296 +12 economic facts on energy and climate change via The Hamilton Project UniversityofChicago Brookings... https://t.co/mVE4fjKBVc,669149 +Trump admits climate change is real in application for sea wall to protect his golf course. https://t.co/hqyeUCNTyz,104997 +RT @comicwade: donald trump refused to believe scientists so they sent in leonardo dicaprio to educate him on climate change and environmen…,54711 +RT @comradewong: Trump trying to speak on climate change = classic Trump word salad. Take a look at this exchange with NYT. https://t.co/yl…,756770 +RT @cnni: The mental health implications of climate change https://t.co/hLkxBxj4YS https://t.co/HcPOm814yW,632633 +@sweetestsara They all get to die of old age when we'll die from climate change,882503 +"India asks developed countries to provide finance, tech support to developing nations to tackle climate change thr… https://t.co/wXkN39q01L",604089 +RT @JunkScience: Gov. Moonbeam burdens poor with higher taxes to solve the imaginary problem of global warming. https://t.co/3uXLbx3KoF,37591 +RT @kwilli1046: Monster snowstorm in Colorado forces postponement of climate change & global warming rally https://t.co/TlQUazU9kj https://…,304290 +.@jaketapper @brianstelter @BretBaier have any of you ever done a story on geoengineering and how it relates to climate change?,167356 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,398680 +"Trump talks climate change with Leo DiCaprio #RedNationRising +https://t.co/pHHGtEXzyC",268980 +"@alroker AL. I might be related to wright brothers, and i think I just solved global warming. I sent emails to everyone!",485450 +RT @AndyBrown1_: Harvey should be the turning point in fighting climate change https://t.co/OrLJc5P3A8,246743 +When are we gonna stop just talking about climate change and actually do something about it,83632 +"RT @NadiaRashd: 'Planetary Health' calls for addressing nexus of human health, environmental sustainability & climate change…",804653 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,614272 +"Food security +and climate change. https://t.co/fIQJspwCbe",699619 +CDC’s canceled climate change conference is back on — thanks to Al Gore https://t.co/WcRwtju9W0,128361 +RT @davidsirota: Florida faces one of the largest hurricanes in history -- and its state government is run by climate change deniers https:…,617614 +"RT @viktor_spas: El Niño on a warming planet may have sparked the Zika epidemic, scientists report - Washington Post… ",756863 +RT @climatehawk1: Sudan farmers work 2 save soils as #climate change brings desert closer | @HannahMcNeish @Guardian…,550624 +"RT @PuffnPuffin: @OtagoGrad @UN long ago blatantly stated the truth about their purpose and that of climate change. + +#GlobalWarming…",971913 +GOP senator on climate change: 'Mankind has actually flourished in warmer temperatures' https://t.co/JrqbTltIZ4 # via @HuffPostPol,597102 +"RT @NYTScience: In the Netherlands, climate change is not a hypothetical or a drag on the economy. It’s an opportunity. https://t.co/1za3lE…",468901 +"[FIRST ON TWITTER].@martinandanar: 4. Results of the United Nations climate change conferences held in Marrakech, Morocco | @dzIQ990",512603 +How climate change will stress the grid and what ISOs are doing about it https://t.co/1Y8PnE3JYZ,869 +"@rnadtown thanks 😢 im not dumping him over global warming, but ya know.",135515 +"RT @noaagov: Political leaders in Sweden take steps to actually address climate change, not dismiss it as a hoax created by China.",471002 +RT @CBCBakerGeorgeT: @EazyMF_E ðŸ˜ Reagan believed in climate change; Lincoln fought for civil rights; Wash. was actually in an armed revolut…,76054 +RT @weermanreinier: Wereldwijd veel meer windmolens = minder global warming = minder zeespiegelstijging = minder windmolens op zee ;-)…,835455 +RT @beforeitsnews: Stopping global warming is the only way to save coral reefs https://t.co/NEBN94ylgs,593722 +"#XRIM #MONEY business + +How do you save Lady Liberty from climate change? https://t.co/VafIjqTu9I https://t.co/XHbPLZ7aYc + +— Climate Chang…",209903 +RT @C_Coolidge: 11/30/2015: IBT: COP21: Full speech by Prince Charles to delegates at climate change talks in Paris https://t.co/MsWiRhv62I,311687 +I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/WHdOwIvo9X,38624 +Trump argues that reality of climate change depends on how much it might cost business. https://t.co/qpSGCe7EvE https://t.co/gDT29VYE6M,140169 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",50739 +Writing about global climate change I'm going AWFF,134179 +"Farmers may see climate change as a seasonal issue, not long-term. Need awareness to trigger behavioral change @UNDPasiapac @humanaffairsUK",368885 +RT @lofalexandria: #Environment #Conservation #Science https://t.co/UOViK8WWjW US needs to lead the way in combating climate change | Four…,955073 +"RT @laurenduca: @PhilipRucker Harvey is what we can expect from the future of climate change, and American infrastructure is grossl…",642519 +"@EricBlake12 @KHayhoe One example was New York's gov. declaring that Sandy was a response to climate change, with no clear evidence.",849811 +Information is Beautiful: Extreme global warming solutions currently on the table https://t.co/Es5ONwa20H,377434 +"Hello, today I'm going to talk about global warming. I will talk about the definition of global warming, current situation,",61946 +I'm Jordan 14 years of age.I care about climate change. I've been learning about it at my school and it's a really big problem.@LeoDiCaprio,128149 +"RT @cnni: Depression, anxiety, PTSD: The mental impact of climate change https://t.co/omkeRmFZLQ https://t.co/PAlwHsHQhh",545779 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,145812 +"Want to help with conservation, climate change etc? �� #GoVegan + https://t.co/GxRDynjbtO",839220 +RT @Ha_Tanya: 'Nicholas Stern: cost of global warming ‘is worse than I feared’' https://t.co/wbSpI94NsN https://t.co/E7p5rA9CRG,23630 +RT @jalloyd4: The descent into #TrumpHell begins - chooses top #climate change skeptic to lead #Environmental Protection Agency https://t.c…,631635 +"Be careful, Lyin’ Ted Cruz just used a man, I have so powerful that politics is a great wall – we need global warming! I’ve",659284 +@chrispydog Green/Left divorced arguments over global warming from evidence & science to push wind/solar solution against nuclear. Foolish.,636800 +RT @BRAND_urban: 'The real challenge is not climate change but mind change' De wake-up call van Thomas Rau van @rau_architects bij…,246233 +"> Trump taps climate change skeptic Scott Pruitt to Head EPA + +https://t.co/3acbETtAES via @ShipsandPorts",224961 +RT @zellieimani: This is who was elected President. A man who believes global warming is a hoax perpetuated by the Chinese. https://t.co/Xy…,227170 +"RT @NatCounterPunch: As the earth gets hotter, the mass media coverage of climate change gets colder. https://t.co/xkhxbO98qC",24500 +"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",444613 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,173797 +"RT @Fusion: Imagine, if you will, a world where the media covered climate change the way it covers Hillary's emails:…",183700 +RT @insideclimate: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/CO0p9PU3Fd,305251 +"RT @QueenAmaaal: global warming really doing crazy things , how is the DMV having 70 degree weather in early February ....",487336 +China to Trump: We didn't make up climate change - Los Angeles Times https://t.co/ws0vJBAyaX,521403 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,741971 +RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,171732 +RT @earthguardianz: Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/ybpZQPkOLF,354162 +We need to educate local communities about climate change & local strategies to tackle it- Mr Mungwe. @environmentza @Youth_SAIIA @CANIntl,572875 +"@nytpolitics Wow, it speaks?!! Sad that poster child of 'white privilege' is so pathetic. Diabetes caused by 'climate change'....#yikes",337961 +"RT @neilvic: Peatland restoration plan to cut climate change gas emissions: +https://t.co/5wNTEADiN7 #peat #Scotland #climate https://t.co/w…",39327 +RT @joshuasimmons: I don't know how to convince someone climate change poses an existential threat to humanity without news stories or stat…,666488 +But climate change is a total hoax! https://t.co/RkfyBTkAKZ,686787 +future generations will study how inbred morons in the south and Midwest elected a man who denied global warming in 2016,248289 +RT @jawja100: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/otakslZ7Wa,644357 +RT @EELegal: The Rockefeller family have a secret “climate change” plan they are trying to force on the country https://t.co/1xIYA6EEgu,106812 +RT @theecoheroes: Nearly all coral reefs will be ruined by climate change. #environment #climatechange https://t.co/YWBJRByCGV https://t.co…,492300 +RT @ajplus: President Trump plans to cut funding for programs fighting climate change. https://t.co/EkOfXl3Wns,929522 +@JesusSancen gonna tell adrean this proves global warming don't exist,827492 +@kgpetroni @HellaHelton @tmcLAUGHINatyou oh yeah global warming is destroying us dead ass,92888 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,748860 +#Election2016 #SNOBS #Rigged #StrongerTogether #Debate climate change is directly related to global terrorism https://t.co/6SoXS32CqO,544547 +"@bgreene I'm a believer in climate change, Brian, but you work against changing minds comparing short term forecast… https://t.co/TRktTokz24",970736 +"RT @ChrisJZullo: How can Anthony Scaramucci represent administration when he believes in climate change, marriage equality and is pro-choic…",805808 +Bet my bottom dollar that the 'climate change' beloved of establishment 'scientists' has the politically-coded impl… https://t.co/zb8UBaeaAh,320551 +"On climate change and the economy, we're trapped in an idiotic netherworld | Greg Jericho https://t.co/LG4ldNgwLR +We must drop stupidity",210944 +EPA chief Scott Pruitt doubts carbon dioxide the main culprit in global warming https://t.co/DIN3LLvPs8,109631 +RT @David_Ritter: Last night @NaomiAKlein called out the IPA for their destructive nonsense on global warming right there on #qanda https:…,251292 +RT @LionelMedia: It's okay. Jets and cars don't cause global warming. Relax. https://t.co/7gArgQCtCX,170364 +Importance of climate change emergency prep work https://t.co/SbRMvroWi7,948426 +RT @JoshuaMound: Good news: We might all die from infections before global warming gets us. https://t.co/3105a0nvZd,780776 +RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,693604 +"RT @F1isP1: Toxic air is bigger threat to plants than climate change + +https://t.co/cnWrtI5TKw @CleanAirLondon",799998 +@karlglazebrook @MJIBrown I'd love to see Dumb Nation's Royal Commission on climate change. Judges are trained to evaluate evidence.,373943 +Soils help to combat and adapt to climate change by playing a key role in the carbon cycle https://t.co/KlqoMlrRJ1 via @FAOKnowledge,593149 +"RT @Klimaatactie: system change - not climate change! +the scientist promoting radical climate action, and a Marshall plan for climate…",264289 +"Describes the global warming supporters, actually>>@ClimateOpp",479344 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,820909 +"@djrothkopf Anybody who denies climate change, an existential threat to our society, is not qualified to lead at all at any social level.",492817 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,831733 +https://t.co/KoFxLDRxzy great Sat night documentary to watch. Had no idea the impact of beef consumption on climate change.#BeforetheFlood,405413 +Google:Here is the worst defense of climate change skepticism that you will ever see - Washington Post https://t.co/q8Pam8N1dU,685176 +"@katlivezey @By_Any_Means1 @CalicoFrank Prayers are nice, but combatting climate change is what reality matters.",982870 +VERY important thread about climate change 👇👇 https://t.co/7vo8cs8QNx,92655 +"It's already happening: Hundreds of animals, plants locally extinct due to climate change https://t.co/2wDulkVYCG",929710 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,365298 +CNN News Services: Pivots on climate change https://t.co/ae5xnDwFlS,597644 +"@WSJ @greg_ip They need to move, relocate, the coastal waters are going to continue to rise with global warming and… https://t.co/TmemB9vMlH",908494 +The left and right agree: Fox News destroyed EPA chief Scott Pruitt over climate change https://t.co/fJ1iUYY7dn,532450 +You need to understand climate change is fact not fiction,431470 +RT @samsteinhp: FWIW. we have probably lost the battle against climate change tonight,261786 +RT @MazzucatoM: The challenge is to think of modern ‘missions’ e.g. around climate change and ’care’. A new ‘direction’ for innovat…,126953 +"In rare move, China criticizes Trump plan to exit climate change pact https://t.co/PpP0Pu876A #Politics #News",157454 +"Top story: On climate change, Scott Pruitt causes an uproar — and contradicts t… https://t.co/HHpinYfsRl, see more https://t.co/9G5vNeGFfd",911863 +foodtank: The futureoffoodorg & BarillaCFN bring together diverse voices to discuss climate change and our food sy… https://t.co/KSnF7M6uLd?,968491 +"@ladylubbock2 hey Monty, saw your tweet, yep, global warming is freezing us to death.Cycle of Earths climate.Smiles.",341684 +"RT @anchor: Vault built to protect seeds from world-ending scenarios gets flooded after climate change melts ice. ❄️ + +Hear more…",868000 +RT @Reuters: Most Americans want 'aggressive' action on climate change: Reuters/Ipsos poll https://t.co/qSwNJjXOCq,937870 +"iMariaJohnsen: _shirleyst I suggest to create a section about climate change. They're removing information about it, so it's a hot topic to…",196243 +Humans stay shooting themselves in the foot. Maybe global warming is inevitable. It’s the end of the this global weather era too. LOL,749947 +RT @kinghyungwon: why would you leave an entire country in the hands of a man who thinks global warming is a hoax created by china https://…,10201 +"RT @washingtonpost: Without action on climate change, say goodbye to polar bears https://t.co/2skrIj2eTF",861465 +"RT @Schneiderman: With EPA chief @ScottPruittOK deny㏌g basic scientific consensus around CO2 caused climate change, I'm ready to prote…",418775 +@hawkyle88 I remember reading a climate change impact card with wildfires as one scenario. I always thought it was… https://t.co/2Op9f4DA21,561942 +RT @EmperorDarroux: G20 summit shows Trump took U.S. from first to worst on climate change in under a year https://t.co/Ok1INhpRYK,61831 +PM Nawaz orders disbursement of Rs 553m across Pakistan to fight climate change https://t.co/QAQD2srEXL https://t.co/Sq5YLRZZvS,224428 +RT @KurtSchlichter: I am a climate change denier. How long should I spend in jail for my heresy? #caring,470738 +"Blaming everything on global warming +https://t.co/0sRrP7YEYG",694377 +"RT @b9AcE: Somewhere in the anti-science 'debate' on climate change, we seem to have forgotten e.g. acid-rain. Poisonous algae boom, statue…",557591 +"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",504856 +RT @lisang: Macron invites American climate change scientists to come do their research in France. https://t.co/Icj12yfvKr,988980 +President has not been honest in acknowledging limitations of his commitment to the Paris climate change agreement. https://t.co/1xFcdPxDU8,811937 +RT @TheGlobalGoals: TWELVE of our #GlobalGoals are directly linked to climate change. The #ParisAgreement is essential for their succes…,78955 +"As Thatcher understood, Conservatives are not the true climate change deniers | John Gummer https://t.co/5B2a1WtUoW The Guardian World New…",166783 +"Um, monthly temperature averages are always brought to you by 'climate change'. https://t.co/kPvQhdIf6B",2520 +"RT @triodosuk: Now is the time for Governments, businesses & individuals to start taking climate change seriously and react by law…",268418 +RT @AngleseaAC: Humans on the verge of causing Earth’s fastest climate change in 50m years (Poking an angry bear�� #auspol #springst) https:…,911873 +"RT @MisterSchaffner: ��Fuck global warming, my neck is so frio, I'm currently lookin' for +95 Leo��",380946 +"RT @SteveSGoddard: If global warming was a real problem, climate scientists wouldn't have to cheat, lie and tamper with data.",841067 +"DiCaprio's climate change doc wants Alberta to feel very, very bad. https://t.co/dDMOs1OQAI via @huffpostalberta",760341 +@realDonaldTrump When will you acknowledge the possibility that climate change is a real thing and it's negatively… https://t.co/FoAoj9VCJI,872864 +RT @AIANational: Architects are helping cities proactively address the possible dangers from catastrophic climate change impact:…,833511 +"RT @nytimesworld: As negotiations over the world's biggest trade deal are set to begin, Canada wants climate change added https://t.co/gXqN…",795400 +From @voxdotcom - Blue states and cities are pulling an end run around Trump on climate change.… https://t.co/P7ZfMsnuf7,947288 +Thank God global warming isnt real. https://t.co/SeWiEgfczq,97754 +Niggas ask me what my inspiration is I tell em global warming,848402 +Prince Charles co-authors Ladybird climate change book https://t.co/fRLGtSY7Rh https://t.co/BCqLDz5toe,77036 +"This device could read the story of climate change denier, try focusing on solutions.",280663 +RT @BellaFlokarti: Shortsighted Budget 2017 ignores health impacts of climate change https://t.co/kzityLXea2 @IndependentAus,654324 +"RT @msilangil91: Trump named an EPA head who is SUING the EPA on climate change. + +How is meeting w/ Al Gore and Leonardo DiCaprio gonna hel…",105628 +"RT @AUThackeray: While on one hand Centre speaks of Paris Agreement and our commitment to fighting climate change, locally we damage Aarey…",227665 +Scottish Parliament committees question ambition of draft climate change plans | Holyrood Magazine (@holyrooddaily) https://t.co/ny6kr4M2Ni,169839 +"You mean global warming really IS fake? + +https://t.co/rupyvFGiea",334216 +@geeoharee The reply to that tweet joking that it's due to climate change and UV radiation ��,502105 +RT @pablorodas: #climate #p2 RT Energy Department closes office working on climate change abroad. https://t.co/IBU54ifHlz #tcot #2A https:/…,174279 +"RT @EnvDefenseFund: What we do, and don’t, know about the Southeast wildfires and climate change. https://t.co/rZizqBn9NX",193681 +I see canada is not ready for global warming @JustinTrudeau all I see is fire and we are using old planes that can't keep up sad !!,457324 +@ianbremmer @SophiaBush And according to @realDonaldTrump climate change is just a hoax! What a fucking moron!!!!,562231 +RT @WakeUp__America: Retweet if you know climate change is caused by humans & that we need to work towards transforming our energy system a…,254480 +"RT @nickgourevitch: Recent Quinnipiac Poll: +73% of public concerned about climate change +Trump response: +Ban the phrase 'climate change' +ht…",432635 +"@jules_su @realDonaldTrump Jules you're a couple hundred yrs late to worry about climate change, man-up & accept th… https://t.co/d63gkOeK4R",916814 +RT @eugenegu: Hurricane #Irma coming on the heels of Harvey shows that climate change is not a political issue. It's a humanitarian one.,217862 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,454694 +Cities best armed to fight climate change: UN climate chief - Reuters https://t.co/nKMsaPi3eq,512554 +The US has the most people that believe in angels in the world. Yet global warming is too ridiculous of a concept for our new leaders,249736 +RT @yournewswire: Trump forced UN to stop making it compulsory for nations to contribute funding to global climate change programs. https:/…,979904 +RT @christian_aid: Paris Agreement shows 'on climate change we actually are witnessing an era of global cooperation and consensus': https:/…,841942 +Doctors warn climate change threatens public health https://t.co/9dLIczp229 by #sciam via @c0nvey https://t.co/jOLacOku0x,141852 +RT @kristilloyd123: Rahm Emanuel revives deleted EPA climate change webpage https://t.co/7wpo8X3HF3,279014 +RT @GeorgeSerafeim: The 3% of scientific papers that deny climate change? A review found them flawed #climatechange #Sustainability https:…,511552 +Canada’s permafrost is collapsing thanks to climate change https://t.co/LQcB1MK4w8 via @vicenews,502057 +"RT @kurteichenwald: In full page ad in NYT in 2009, @realDonaldTrump called for urgent action on climate change. Which does he believe? htt…",822243 +RT @YarmolukDan: Hopes of mild climate change dashed by new research https://t.co/7rZHcm0jxM #climatechange #environment https://t.co/g3qC3…,586976 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,870627 +RT @trishcahill: “Saying I didn’t know or I was just following orders doesn’t cut it. We’re talking about runaway climate change' Be…,809260 +Doomsday narratives about climate change don't work. But here's what does | Victoria Herrmann https://t.co/IIuz7XRgH9,258979 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,342572 +One of the most troubling ideas about climate change just found new evidence in its favor https://t.co/SM2VIPc1Un,833715 +"Pope, Orthodox leader make climate change appeal to 'heal wounded creation' https://t.co/5XyJ3GCsbk",63205 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,327 +Russian President Vladimir Putin says climate change good for economy https://t.co/Axhp4OxPBm,286773 +RT @HarvardChanSPH: The psychological effects of climate change include 'pre-traumatic stress disorder' says Lise van Susteren https://t.co…,831328 +This obstreperousness from the panjandrums of the scientific establishment elides the query: if climate change is… https://t.co/sLZxeiBW9W,265516 +"RT @NPRinskeep: Reuters/Ipsos: 72% of Americans want 'aggressive action' on climate change, but 'few see it as a priority.'",988076 +RT @Colvinius: The President-Elect of the United States of America on climate change. https://t.co/KaBwT1GY64,92963 +RT @laylamoran: Seriously concerning. Hope we can raise climate change again on the political agenda asap https://t.co/KwuuBG1cza,813089 +RT @thehill: US is only nation to object to G20 climate change statement https://t.co/ZMEa4RtDyC https://t.co/Ch4qs2CGr7,372840 +Judge in environmental activist's trial says climate change is matter of debate https://t.co/zhQngJm3Ov https://t.co/cyqGnBDRyF,460869 +"RT @margokingston1: US withdrawal from climate change agreement should a trigger world-wide boycott of US goods + +https://t.co/yxXNz4pMDz",700900 +RT @JohnGab69864771: @lovingmykids65 Gore left WH. worth 500K now with climate change SCAM 150 million & buying beach front property after…,54421 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,83811 +"RT @qzindia: With Trump as president, China—China!—will be the world’s biggest champion of fighting climate change…",932229 +"Science Guy's climate change consequences: +-ice age averted +-Britain got a new wine industry +-White House leaks + + https://t.co/AC4prnYEnb",14731 +RT @MinajestyExotic: if global warming isn't real why did club penguin shut down??,416245 +RT @BernieSanders: Hillary understands climate change is real and creating devastating problems. Trump believes we should expand fossil fue…,91717 +"@ConservationCO @pmaysmith May I ask, 'Can you supply just one paper that proves climate change is real?'",37782 +"RT @colbertlateshow: Donald Trump called global warming “very expensive...bulls**t,â€ which is also the motto for Trump University! #LSSC h…",168950 +RT @kateauty: Ocean heatwave destroys Tasmania's unique underwater jungle | Climate Home - climate change news https://t.co/yPp3rtIZTu via…,791767 +"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",612474 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,863569 +RT @jaketapper: .@SenJohnMcCain is ‘uncomfortable’ with Pruitt stance on climate change and with enviros rejecting nuclear power. https://t…,833620 +RT @AtelierDanko: #cop7fctc Banning ecigs at a tobacco control conference makes as much sense as banning wind power at a climate change con…,831050 +Vatican urges Trump to reconsider climate change position https://t.co/MKIyRJzXBo by #Reuters via @c0nvey,327186 +RT @kylegriffin1: Energy Secretary Rick Perry just denied that humans are the main cause of climate change https://t.co/Shpm9nzj0g,70954 +These people are hysterical. At this point there are two sides of the climate change debate. Scientists vs. lobbyis… https://t.co/cMUk3vTucE,744906 +"Oh, they'll piss & moan about funding VA & the vets, embassies, education, climate change studies,etc. But can fund… https://t.co/uRS6PmkWU3",410805 +RT @RMetS: Tonight at 17:15 at Durham uni: Lecture on climate change & greenland ice sheet https://t.co/r9xdKPefh2 @GeogDurham https://t.co…,321290 +"@nubeshu, #ouijagame I am bored! I would like to talk about global warming.",560166 +"RT @LOLGOP: Let's see them prove climate change now! + +*iceberg sinks* https://t.co/LWTRLQyqiD",199999 +@luisbaram How bad will climate change have to get before you realise your mistake I wonder? That will be a terrible day for you I think.,520958 +RT @StevenMufson: Trump's energy sec just denied that man-made carbon dioxide is the main driver behind climate change https://t.co/ksLy3qj…,486093 +@bobinglis @republicEn said. Best hope #climate change is man made! So we can fix it with #sustainable #renewables https://t.co/64pNi0jWM1,433768 +RT @savmontano: Our president doesn't believe in global warming so we're all doomed regardless,170942 +Two climate sceptics to head EPA & ENERGY in Trump's cabinet. What will this mean in the fight against climate change? #AJNewsGrid,97769 +@globeandmail Fake News global warming lies,574580 +"You are so hot, that scientists, now, blame you for global warming #KateUptonMoveOver #AwesomeBeauty https://t.co/lxR50IRrCG",427983 +River piracy' is the latest weird thing to come out of climate change https://t.co/qPtOjHH2js https://t.co/AH5HXsFnnh,536786 +They don't believe in climate change for a start. https://t.co/CuZb7hxXfH,64572 +RT @likeagirlinc: “Repeat after me: Carbon pollution is causing climate change” by @NexusMediaNews https://t.co/GPr0XQVzSj,932658 +"RT @climatehawk1: For Colombia, the rain bombs of #climate change fell in the dark of night | @robertscribbler https://t.co/VraBDBIezv http…",875904 +"RT @capitalweather: In several decades, water may well be at this level every day (and much higher in storms) due to climate change:…",388184 +RT @vinnycrack: shes thinking about global warming tell your husband https://t.co/LWWFA5aoiC,448406 +"RT @MikeBloomberg: Women play a critical role in leading progress on public health, climate change, economic development, and more.… ",280094 +@JohnKerry @climate_ice @GarnPress @readdoctor trump cannot be allowed to block action on climate change Don't let… https://t.co/gZBDPBVGEr,196585 +"Everglades restoration report shows success, but climate change remains a challenge | Eurekalert https://t.co/FpEWffXGKf",297123 +"@Cris_Paunescu whatever. I don't come on Twitter to argue with climate change deniers 🙄. Monitoring the Environment is my job, so bye. 👋ðŸ»",583405 +"Defy 'Stalinist' global warming rules, says Trump's economic adviser + https://t.co/OtqRO2FRmK",749358 +"RT @JosephKay76: Business-as-usual climate change is heading for 4°C or more warming by 2100, which will create a world of growing uninhabi…",8540 +"RT @seestephsmile: I wish instead of global warming we had global cooling bc I hate the heat + +I know this tweet might be dumb, but idc hate…",92130 +About global warming: https://t.co/zpX7j7oVVW,682459 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,493774 +RT @Newsweek: Arctic climate change study canceled due to—wait for it—climate change https://t.co/jJkj9TRYU7 https://t.co/m8rQK4fmxP,81514 +New York AG: Sec. of State Tillerson used pseudonym 'Wayne Tracker' to discuss climate change while CEO of Exxon… https://t.co/W0c0XAmDYx,937131 +N.J. Republican rebukes Trump on climate change: JONATHAN D. SALANT / https://t.co/Huu4BeSODj - Rep. Frank LoBiondo… https://t.co/LhAUrOQrAP,683822 +RT @Liberiangyal: Lmfao global warming is gonna kill us but these mimosas and day parties in February ain't gonna attend themselves.,181932 +"RT @Craigipedia: @aravosis We'll never tackle climate change, nuclear weapons will proliferate, and science will stagnate... BUT BROS ARE M…",185061 +"RT @kurteichenwald: In full page ad in NYT in 2009, @realDonaldTrump called for urgent action on climate change. Which does he believe? htt…",718905 +@realDonaldTrump @NASA So you support this science which is just as real as climate change. You are some special hypocrite. #ImpeachTrump,467768 +RT @JohnFugelsang: & Donald Trump wants you know this proves NASA's part of that whole Chinese climate change hoax. https://t.co/Mc7346asP1,50360 +World leaders duped by manipulated global warming data https://t.co/or7OaBZ78o via @MailOnline,37282 +RT @DeSmogBlog: The environment is going to take massive hits at a time when the evidence of climate change is right before our eyes https:…,324725 +@LibsNoFun global warming will cause more snowstorms. do you even science bro? heat mixes with... oh just forget it,587613 +RT @ClimateNexus: The female mayors taking on #climate change https://t.co/dg9INmRtda via @ELLESouthAfrica #Women4Climate https://t.co/3CIy…,759085 +"@un_diverted @LaborFAIL @SenatorMRoberts 2000 head of CSIRO said all 5 computer models had failed on global warming, not even a 1c rise 200y",995304 +Industry doc leaked in 1991 revealed aim to “reposition global warming as theory (not fact)” https://t.co/uOVzEKtwti https://t.co/bitRcYSg8K,62430 +RT @business: Inside one Republican's attempt to shift his party on climate change https://t.co/UuMQS6Pny2 https://t.co/OA1gYaKtSt,959472 +RT @MattMcGorry: Important article on need 2 not make #NoDAPL JUST about climate change thus erasing the struggle for Native rights…,134816 +"RT @lilmamaluna: corporations deny existence of climate change, greenhouse gas emissions, environmental racism etc in an effort 2 preserve…",443799 +Trump seems to be changing his mind on climate change https://t.co/ESANxHauoN https://t.co/Vv0o96d6N9,84144 +RT @billoreilly: Putin once again vacationing topless! He's in Siberia snorkeling. So many tropical reefs there. Must be global warming. H…,626595 +8 yrs (or more) of climate change denial will be disastrous to our planet. We will #resist. We will say… https://t.co/Eby3wWeZLT,382192 +RT @ClimateChange36: Study: Believe you can stop climate change and you will - https://t.co/4YaiixVfpc https://t.co/kcGseXR3uJ,249680 +Tillerson used an email alias to discuss climate change while he was Exxon’s chief executive: Wayne Tracker https://t.co/V09M9rn7at,209100 +"RT @brianstorms: This is a great, thought-provoking interview w/ Kim Stanley Robinson on his New York 2140 novel + climate change https://t…",505060 +"RT @blvrrysivan: global warming is finally over, wars are too, I have clear skin and I'm crying https://t.co/zHeLFOhfZN",510212 +@DailyPedantry I don't know which part of what I'm saying or linking to is making you think we don't understand the causes of climate change,454150 +#climatechange Science Magazine Trump's defense chief cites climate change as national… https://t.co/zcVotUy2j1 via… https://t.co/1ve1uhcUyG,900706 +RT @BillDixonish: There is a human child on this airplane meowing in the seat next to me and I no longer care about global warming.,355447 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,415557 +RT @NatureOutlook: How climate change is pushing animal (and human diseases) to new places. https://t.co/0Qvm7H78BA https://t.co/JJJxMfWtUR,431394 +"RT @SafetyPinDaily: The head of #Trump's environment agency just denied humans are to blame for climate change | By @montaukian +https://t…",796461 +"@NYDailyNews That will be super fun amidst a global population boom to 9 billion, a global food shortage, AND climate change. Hooray.",551013 +"Mayors will lead on climate change for political gain, says ex-NYC mayor | @Reuters https://t.co/nrmRWFoVdG https://t.co/YxT4qv9ReA",71926 +"@JimmyOKeefe @SirTimRice Lolllll climate change my foot. Termites emit more than all human activity. +https://t.co/F8bcIxuJCm",260753 +RT @paigeemurrow: Tomorrow's Nov. 1st and it's suppose to be in the 70s but global warming isn't a thing y'all. No need to worry. It's fine…,883406 +RT @iLuvaCuba: Turtle comeback in Cuba at risk from climate change https://t.co/mroIMcQj3x #cuba,973790 +RT @girlziplocked: The rich will do nothing to stop climate change. It falls to us to be heroes. Stop making vague requests to power and st…,673020 +"RT @BirdLife_News: Learn about the Iiwi (pronounced ee-EE-vee), a Hawaiian endemic threatened by climate change and avian malaria… ",573493 +@StephEvz43 my daughters' middle school science teacher is climate change denier. Cited Exxon experts in class.,850799 +Fuck global warming my neck is so frio,596499 +How climate change is already effecting us & projected to get worse �� #ClimateChangeIsReal #climatechange… https://t.co/A6cpvI8kDP,430720 +RT @matthewstoller: This is basically climate change denial applied to housing and political economy. He's learned not to learn. https://t.…,970612 +"RT @AltUSDA_ARS: 1/2 century+ later, we continue to struggle with climate change denial. Deception of tobacco industry proportions! https:/…",645141 +RT @GuardianSustBiz: Aus bus complicit in The Big Lie. Not poss to save Reef without tackling global warming @David_Ritter @GreenpeaceAP ht…,122672 +Burning rain forests has one of the largest impacts to climate change,572212 +Lake Tanganyika hit by climate change and over-fishing https://t.co/oj26xlHMaM,590281 +"RT @JaredWyand: Steve Bannon means bye bye to the climate change scheme we're spending $22,000,000,000 a year on for 'research' + +https://t.…",185082 +RT @TelegraphNews: Donald Trump's environmental protection chief Scott Pruitt 'not convinced' carbon dioxide causes global warming…,643999 +"RT @19bcarle: If you believe climate change is fake, do your research. If you still then don't believe it is a real thing, please don't con…",276142 +White House calls climate change funding 'a waste of your money' – video https://t.co/9uQks9z4p6,522428 +RT @ShawnFatfield: I refuse to believe that people don't believe in climate change...Which I guess would make me a 'Climate Change Denier D…,242869 +RT @LisaBloom: Rex Tillerson might be Trump's worst cabinet pick. Say no to an oil baron blocking int'l climate change efforts. https://t.c…,859835 +RT @Forbes: Trump's election victory threatens efforts to fight climate change https://t.co/XFHqnWxXWX https://t.co/OE8tpnEKJ1,179238 +RT @F_F_Ryedale: Interesting article on climate change and a post carbon society - https://t.co/oB5dIG6Yly,830861 +"RT @JustinTrudeau: My thanks to Premier McLeod for the meeting today, focused on climate change & building an economy that works for t… ",659715 +"RT @jvagle: Bannon, Senior Counselor to the President on climate change: A Hoax that costs us $4 billion per day. https://t.co/5HXuZyO24g",742214 +"RT @CECHR_UoD: Huffington Post, BuzzFeed & Vice are blazing a new trail on climate change coverage +https://t.co/YLcZZUHr3v https://t.co/oBc…",44768 +RT @nowthisnews: There's no such thing as the climate change 'hiatus' https://t.co/n0YljW8Pwo,156753 +"You know which country narrowly benefits from global warming, even as it and the world suffers overall: Russia… https://t.co/jETqLdqcuF",689726 +"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",659825 +"Since I'm throwing truthbombs out there, you could've changed the world by fighting climate change but you're blowing it @realDonaldTrump",805236 +RT @ECIU_UK: .@ProfBrianCox hits out at BBC for inviting climate change denier on Radio 4 https://t.co/s7ZvW4tMQy by @horton_official,484743 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,843791 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,401342 +RT @Bob__Hudson: #DUP: I'm watching disgraced leader of a handful of bigoted misogynous climate change deniers who will have UK PM in their…,268165 +RT @DEMsAreBigots: Leftist Militants peddling bullshit to support climate change. The fakenews from DEMs keeps piling up. Boy this is…,450971 +RT @CNNPolitics: Robert F. Kennedy Jr. issues a warning about President Trump's climate change policies https://t.co/XTuMdF5cCp https://t.c…,969588 +RT @tom_burke_47: Significant parts of Australia are already seeing climate change drive up insurance premiums…,493909 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,775367 +"RT @AngelXMen_2017: World leaders should ignore #DontheCon on climate change, says Michael Bloomberg #False45 #ClimateChangeDenier +https:/…",102955 +"Why is it so dark out?' +Laura 'global warming duh'",356595 +"RT @Newsweek: If Donald Trump gets into the White House, 'global warming' could magically disappear. https://t.co/u705y0wlQU",860992 +RT @TheStaggers: Green leaders fear President Donald Trump will threaten progress on climate change https://t.co/1OfsYoJsfJ https://t.co/Rz…,478186 +RT @nick__nobody: This is the important news - Australia is failing on global warming with science haters in government #auspol https://t.…,235851 +"RT @AstroKatie: In case you've been thinking, 'everyone will have to accept that climate change is real when it gets REALLY obvious… ",859554 +"@WSJ 'perspective' ... he's facing criminal charges for deceiving everyone about climate change. +Tillerson ... Go 'perspective' yourself. ��",383555 +industrial smog is climate change.,568803 +@SoundinTheAlarm I said fake spiritual or 'woke' ppl... Meat is in fact bad energy and is the #1 cause of global warming you can't 'love',522415 +"RT @TheKrisWilson: If 'global warming' is real, then why is there an ICE AGE 5?!",493050 +RT @MitchBehna: We don't deny climate change. Its been around for 4 billion years. Leftists think it has only been last 100 years https://t…,568528 +RT @guardiannews: Tony Abbott says 'moral panic' about climate change is 'over the top' https://t.co/P4CDBjoRI4,371027 +RT @stuartvyse: The phrase is 'climate change DENIER.' Now is the time to speak plainly. @thedailybeast https://t.co/SxzzzuzkkX,554560 +"RT @therightarticle: DUP condemned for climate change denial of Trump-style proportions +https://t.co/CaGzVt0HoW",969599 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,70097 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,898167 +Vichit2017Vichit2017.SecretaryRoss on budget cuts for climate change research: “My attitude is the science should … … Vichit2017,483103 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,773089 +"RT @UN: Thursday in NYC: @UN_PGA event on climate change & the #globalgoals https://t.co/BKVCrCg9bC + +Watch live:…",436540 +RT @AdamBandt: Do we really want to be Deputy Sheriff to a racist climate change-denier? Time to ask serious Qs about how slavishly we'll f…,214657 +RT @nowthisnews: Bernie Sanders wants to talk about climate change and income inequality – not 2020 aspirations https://t.co/rASODRTr3T,824653 +RT @jamisonfoser: There’s a simple explanation for this: Donald Trump knows climate change is real but does not give a shit about you. http…,132616 +"RT @YarmolukDan: We only have a 5 percent chance of avoiding ‘dangerous’ global warming, a study finds https://t.co/z87XUUrHW3",962166 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,357327 +Google just notched a big victory in the fight against climate change https://t.co/nUbb8xdKbl via cnbctech,183595 +RT @Slate: You can now watch Leonardo DiCaprio’s climate change doc online for free: https://t.co/xltvx35kZH https://t.co/kPxu1qWjlw,338190 +"We encourage you to come to a climate change activity on Nov. 25th from 3:00PM-5:00PM at Eton Centris, Activity Walk https://t.co/idRCep0iDN",821753 +RT @Reuters: Tillerson used email under pseudonym 'Wayne Tracker' at Exxon to talk climate change: New York attorney general.…,782634 +RT @ReutersLegal: West Coast states to fight climate change even if #DonaldTrump does not https://t.co/ZkPPROhom8 #JerryBrown https://t.co/…,355771 +RT @MyInfidelAnna: If you said bombing Libya was a climate change initiative liberals would defend it. Everyday they show why Trump won 😂😂…,102889 +"US: Donald Trump to undo Obama plan to curb global warming, says EPA chief https://t.co/Z9zBrkwC8H",335544 +Congress declares climate change a national security threat https://t.co/n3e2MOlFdL,417438 +Yrs ago James Lovelock said sea level rise is best climate change indicator as it integrates yr-to-yr variability.… https://t.co/YR3J8C1eFS,99418 +RT @MikeBloomberg: Don't let anyone tell you the US can't reach our Paris climate change goal. We can - and I believe we will. https://t.co…,774033 +Not to mention the public health gains to be made via some climate change solutions - especially a plant based diet… https://t.co/Mu2fnXeUXz,151834 +"RT @Planetary_Sec: �� + +NATO urges global fight against climate change as Trump mulls Paris accord + +https://t.co/2wsa5T8HGi #climate…",573075 +RT @Dengerow: Japan ranks among worst performers in tackling climate change ‹ Japan Today: https://t.co/XUXyjRR0PU?,675187 +"RT @NatGeo: Proposed cuts to the EPA's funding target regional and climate change-oriented initiatives +https://t.co/AhDMwcDk2V",488287 +"Wrong on health care, wrong on climate change https://t.co/4hRBdUv0I0 ��#Opines on #Healthcare",317596 +"RT @commuter_haiku: Watching a special +about climate change. Oh, wait. +This is a window.",848773 +"RT @brendan905: global warming... +is bullshit +all I need... +are my rockabilly tapes +I need my rockabilly tapes +2 be happy +I'm just in that…",177318 +"If any government that pretended to be serious about climate change action really were, fracking would be illegal.… https://t.co/3awUxU6MKh",743728 +"RT @HeatherMorrisTV: @realDonaldTrump plz invest in multiple @TeslaMotors plants. Please us Americans 4 climate change, and produce jobs at…",166017 +The only ones that are affected by climate change are those that sit on the front porch all day and do nothing. https://t.co/dw7tUPVy7A,668192 +"RT @indy100: More likely a lesbian caused Hurricane Harvey than climate change, says right-wing commentator https://t.co/fKiBXP3jny",242646 +".@JSHeappey Congrats on being elected. Please don't let the DUP call the shots on abortion, gay rights or climate change. #DUPdeal",572824 +RT @TheMisterFavor: #NationalGeographic’s climate change documentary with #LeonardoDiCaprio is now on #YouTube! https://t.co/yEA6kinX2A…,516374 +"RT @thefader: After Trump's inauguration, pages about climate change and civil rights were removed from the White House website.… ",569974 +RT @RogueNASA: Trump's pivot on climate change takes shape as federal websites go blank https://t.co/A2z41cG1VJ via @business,368987 +Leonardo Dicaprio FINALLY got his Oscar and used his acceptance speech to talk about climate change… https://t.co/YUcTKzwatI,35989 +RT @ClimateChange24: Just one candidate in Louisiana's Senate runoff embraces climate change facts - Ars Technica https://t.co/U1P5uxevYI,439267 +"RT @fersurre: The president of the United States is trying to force scientists out of talking about climate change, this is wild",425036 +RT @Amy_Siskind: The people Trump blames for making up climate change 👇👇👇 https://t.co/uAr2xcxHbh,978741 +RT @DavidPapp: Trump boosts coal as China takes the lead on climate change https://t.co/t7lCZn2WxB,161511 +"@marclacey @nytimes What a load of crap. By your own admission, climate change is REAL. You are JOURNALISTS. You… https://t.co/wD0gp18MQc",158819 +"RT @Heritage: Lost jobs, higher energy prices: The true cost of Obama's climate change crusade. https://t.co/D5hPHbzrij",225262 +He is professing his love for the dangers of global warming,398562 +Not sure about the global warming. But this Malala is the biggest liberal Hoax ever. What a joke!,940439 +Can we fight climate change with trees and grass? https://t.co/VKjFl4JNe5 https://t.co/vKFDk9b5n1,657384 +RT @Marcia4Science: The National Academy confirms that the 40% rise in CO2 in the last 40 yrs is the main cause of climate change. See http…,348631 +"When I came to Congress, I said I wanted to be the best voice on climate change that I could be. #ActOnClimate https://t.co/JP80l6sUjU",950221 +"RT @TitusNation: 98% scientists proved climate change exists. Some say 2% proves its not real. Okay, If I'm 98% inside your girlfriend did…",390207 +RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,633050 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,45603 +RT @AP: The Latest: President Trump to announce the US is withdrawing from the Paris climate change accord. https://t.co/f5RvFQzARj,892219 +RT @EMEC_Orkney: Climate change deniers be gone! Lisa MacKenzie explores the facts on global warming: https://t.co/DTxYTflR15…,763551 +@RealDTrump2k16 He Donald. I heard in the fake news that there is a hurricane in Texas? You told us USA has no global warming. Is this fake?,219247 +"RT @ABC: Al Gore's climate change documentary, 'An Inconvenient Truth,' is getting a sequel. https://t.co/h7h4W0Fj1z https://t.co/wiCp0dv0eQ",78219 +RT @foxandfriends: #FOXNews' Chris Wallace calls out former VP Al Gore on global warming claims | @FoxNewsSunday https://t.co/PLHlZc8CBo,106376 +"RT @ZackBornstein: Everyone who voted Trump will die of old age, diabetes, or fireworks, while the rest of us will die from climate change…",664990 +"RT @GhostPanther: Bye bye bank regulations. +Bye bye dealing with climate change. +Bye bye health care. +Bye bye diplomacy. +#electionnight",61204 +"RT @PeteOgden: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/bO9SkZynBc via @Reuters",444521 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",162744 +"RT @QuantumFlux1964: If any global warming scientists could tell me the exact date that I need to add anti-gel agents to my fuel, I'd appre…",10394 +RT @DysonCollege: #PaceU Senior Fellow John Cronin's article for @HuffingtonPost discusses pres-elect Trump stance on climate change:…,107336 +@samjawed65 don't forget the speech :- climate change is not real .. it is just effect of old age . https://t.co/BqEuwoobmp,400960 +RT @NYtitanic1999: @GuyVerhofstadt Boris Johnson thinks no one should tell Donald Trump he's wrong about climate change https://t.co/4Zfs2u…,157258 +RT @altNOAA: 'Denying climate change is dangerous' ~ @BarackObama 45th US President #ActOnClimate #Climate,762553 +"@skamz23 @conely6511 Here's the thing: even if climate change were a hoax (it isn't), cleaning up our air and pollu… https://t.co/a8wAV4VEmD",398197 +RT @BillMoyersHQ: 21 kids are suing Trump over climate change. https://t.co/wqA5WsagM2,513701 +RT @ajoneida: @CNNPolitics Trump pulls USA out of Paris climate deal but pledges to stay engaged on the issue of climate change.…,450710 +@neillmal1 @CNN Do u apply that to abortions? Global warming/ climate change is soooo exaggerated,192494 +RT @CNN: Al Gore presses on with climate change action in the Trump era https://t.co/r4GzRPyvSH https://t.co/QtESIgBEgd,376697 +Speier: Pelosi's credentials on climate change are sterling—got cap and trade thru House (died in Senate) #PelosiSpeierTownhall,466375 +"RT @NPR: In West Pokot County, Kenya, herders are faced with the realities of climate change - and it's brutal. https://t.co/MpLvxZznUO",600809 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,337306 +RT @stilkov: Here's what *you personally* can really do about climate change: Elect people who think it's real,597597 +"RT @AhirShah: I know global politics and climate change are terrifying, but on the plus side at least antibiotic resistance will kill us all",282282 +RT @simondonner: Erasing web pages won't erase climate change.,619747 +Ay girl are you global warming? Cause you're hot af & you're ruining my life,848426 +RT @cfrontlines: #COP22 Indigenous knowledge and its contribution to the climate change knowledge base are attracting increasing attention…,468720 +RT @FREEBIGTEMER: They asked me my inspiration I said global warming https://t.co/fl2F0NMa3O,954154 +Corals die as global warming collides with local weather in the South China Sea https://t.co/8u3JFv3ZpK,544640 +RT @GRI_LSE: Trump administration gouging out their eyes & cutting off their ears to evidence on climate change says @ret_ward https://t.co…,192358 +RT @gingirl: Here is a great graphic that shows the impact of climate change on human health. https://t.co/JUkLXAU39t,768797 +"RT @Scientists4EU: 1) Do 'global challenges' include climate change & fascism? +2) The 'Special relationship' is sycophantism +3) Don't…",817583 +"RT @hulu: .@LeoDiCaprio explores the effects of climate change in @NatGeoChannel's #BeforeTheFlood, now streaming on Hulu.…",864589 +RT @GOVERNING: Report: 33 states are combating climate change and simultaneously growing their economies https://t.co/VYbc87WAqr https://t.…,104220 +RT @RogueNASA: 21 kids and a climate scientist are suing the US government to force it to contend with the threat of climate change https:/…,725297 +"One of our Board of Advisors, @JiminAntarctica, works to save species in Antarctica from climate change. Read more: +https://t.co/QSH8GUmOr6",973859 +RT @CalumetEditions: RT @AMZ0NE A SciFi author explains why we won't solve global warming. ▶https://t.co/LUAEq7ckpt https://t.co/RVb7a0rM…,942269 +RT @handymayhem: how with a straight face can you say that humans can't affect the weather but believe in human induced climate change?,145192 +RT @mikecoulson48: ‘Shell knew’: oil giant's 1991 film warned of climate change danger | Environment | The Guardian https://t.co/dAjXgcEQWY,965827 +RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,861437 +"How to talk about climate change at a party: Peak Oil: Her. Ugo, you keep joking all the… https://t.co/ZBsmvjhvl1",296887 +"RT @OsmanAkkoca: UN&FAO, MustPressOnCountriesAgriculturalDepartmentsNot2UseChemicalFertilisers2Stop #climate change https://t.co/zpb7azcAfA…",817495 +RT @WorldOfStu: 2/ Just like with global warming and a million other topics: 'we must do something!' is not enough.,273994 +RT @KS1729: the American revolution will be postponed due to global warming... https://t.co/W7mfdMEwUg,799474 +Fighting climate change isn’t a ‘waste of money’ — it’s a good investment https://t.co/devsMabfxF https://t.co/PwtzjIh29M,177872 +"RT @insideclimate: After 40 flights are grounded in heat wave, a window into climate change effects on air travel https://t.co/eSlUmL6WYf",532392 +RT @VeganiaA: @guardian Imagine if we all understood how starvation & climate change are the crisis veganism can solve—while at t…,770417 +Climate change is real. UNDP is working with the Gvt to mitigate the effects of climate change and improve people's… https://t.co/6z88wEcY4W,706812 +Ayo @realDonaldTrump @POTUS global warming is like actually a real thing b,193396 +RT @sabbanms: Quitting UN climate change body could be Trump's quickest exit from Paris deal | الخروج الامريكي من مؤامرة المناخ https://t.c…,863034 +"RT @SteveSGoddard: The global warming is devastating California again today +@JerryBrownGov https://t.co/YeVaBIZhK9",967152 +RT @GeorgeTakei: Yet another disturbing consequence of global warming. https://t.co/DjimOWo0xc,948038 +RT @NRDC: A new poll shows record percentage of Americans are concerned about global warming and say it's caused by human act…,608126 +Analysis: Why Trump wants to kill a popular climate change program - SFGate https://t.co/lweHu2xPbM,412897 +US presidential election creates global warming anxiety https://t.co/32WQoobKvL,970466 +Koalas don't like water but they're being 'driven to drink' by climate change https://t.co/6uj3Wkt9sn,604868 +RT @briannexwest: don't say 'happy earth day' and then eat meat with every meal. animal agriculture is the leading cause of climate change!!,94532 +@FoxNews Its been THAT long ago? DANG time flies! Bet climate change has sum thing to do with it too!,820173 +"RT @latimes: At Exxon, Rex Tillerson reportedly used the alias 'Wayne Tracker' for emails about climate change…",833762 +You can’t ignore climate change and think you have an immigration policy.' https://t.co/Hl3XdGQjLK,604371 +RT @nokia: It's #WorldScienceDay! 49% of our followers say defeating climate change is key for ensuring sustainability. #YourSay,961064 +RT @lof_marie: So how communicate climate change and other environmental issues? Great talk by @estoknes at #balticseafuture https://t.co/…,419528 +"RT @VegNews: We've been waiting a long time, @algore! Thanks for finally inviting #vegan to the climate change discussion! >>…",79982 +"RT @cakeandvikings: The White House website pgs on climate change, LGBT rights, & civil rights already no longer exist just to remind you w…",564369 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,489017 +RT @Hurshal: #climatechange Daily Mail Times subscribers are fleeing in wake of climate change column New……,887262 +"not sure UR buying (( #GOVT #PUSH )) on global warming / climate change / whatever is next to call it +https://t.co/TuOTM9Jv64 @EricTrump",402712 +Inside the renegade Republican movement for tackling climate change https://t.co/CyGs9Pj36Q,963864 +@michaelbd I fear that this is de facto what 'adaptation' to climate change will be,854765 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,331759 +RT @sccscot: 2 (and a bit) weeks left to take action! Add your voice and call on @scotgov to be ambitious on climate change:…,26332 +You're irrelevant. You don't get to push some fantasy myth about 'climate change' down our tax payers wallet. https://t.co/0wEhZ5YnS9,238943 +RT @Starbuck: Children win right to sue US government on actions causing #climate change https://t.co/dxO4c9rOcv https://t.co/bLSK0YTyh4,431614 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,329434 +RT @indigoats: The people voting for trump think global warming is fake but satanic witchcraft is 100% real and I feel hashtag blessed,680680 +RT @ChrisWarcraft: When do we start talking about climate change deniers as long term mass murderers?,39578 +Over 100 scientists from EU to assess challenges posed by climate change at @climateurope #Valencia 5th-7th April… https://t.co/fZcqbMZS0C,670432 +RT @kassiefornash: How do y'all think climate change isn't real??? I'm mind blown at the stupidity,371166 +#ICYMI A new study about the ocean’s heat content in Science Advances supports evidence of global warming:… https://t.co/fMI4RmIhy5,686203 +4 years of straight up inaction on climate change on our part?,118985 +RT @Newsweek: A timeline of every ridiculous thing Trump has said about climate change https://t.co/jvYFt1rEnD https://t.co/uwwFpeFe55,263823 +"Carbon levy could limit impact of climate change, study suggests https://t.co/T3kkEXdHlF",275604 +@CNN What climate change? What comic is that in?,390449 +Trump to sign sweeping rollback of Obama-era climate change rules https://t.co/q2POVcr8GY #Tech https://t.co/yXM5KA99dm,553573 +RT @WorldfNature: How Harvey has shown us the risks of climate change - Houston Chronicle https://t.co/ZCuzxersc9 https://t.co/gNupFkX3B2,159171 +Global March for Science protests call for action on climate change https://t.co/Vi74tytwA7 https://t.co/7NdYAI73bN,172630 +Ready for flooding: Boston analyzes how to tackle climate change https://t.co/79wlRbGddl https://t.co/VV46R6aBHT,867879 +@realjimmattis thank you for putting people over politics by talking about climate change. I hope you will continue to speak the truth,555667 +RT @thehill: Sanders: Trump needs to be confronted about realities of climate change https://t.co/qW8KeneSLK https://t.co/piKHKlQ1NJ,107607 +"RT @adamjohnsonNYC: There were 7 questions about Russia in the debates & zero about climate change, drugs, poverty, LGBTQ, or education…",671813 +"TanSat: China launches climate change monitoring satellite +https://t.co/gHFzfPYvWA https://t.co/XUbThxjavl",29467 +RT @washingtonpost: U.S. allies plan to give Trump an earful on climate change at G-7 summit https://t.co/Lkwv78x8gW,424298 +"RT @vannsmole: This entire climate change nonsense has become a religion +There4 making it U can't criticize or disagree + +Just like…",247885 +"The talks on climate change during of the #G7Taormina summit in Taormina, Italy were unsatisfactory, said German ch… https://t.co/MZEnHtAma2",66440 +Call it taking care of the land. Call it good business sense. Just don't call it climate change. https://t.co/YPt924nruw,794065 +"RT @daniecal: Ya know, yt ppl idk if y'all are gonna really make it with this whole global warming & sun exposure thing getting w…",383354 +"@tt9m As they grapple with unempt, no pensions, crap healthcare, war, climate change, they'll be appalled she didn'… https://t.co/sN39Al7U1l",73974 +"Disheartening, Trump seeks fast exit from climate deal. He still believes global warming is a hoax. Wow!!!!!",597362 +RT @cultofnix: Imagine the art we shall make from starved corpses of relatives right as we go extinct from climate change and shit…,873587 +"RT @OccuWorld: Going green in China, where climate change isn’t considered a hoax https://t.co/S2aROuO9uV",755011 +Addressing global climate change demands an immediate and ambitious action by governments and industries. That is... https://t.co/DvvhN06ZQH,736998 +RT @energyenviro: Energy Day comes as major companies lead the fight against climate change - https://t.co/AnGcVFfeiL #MajorCompanies #Clim…,117248 +RT @JoyceCarolOates: Still wondering why if N Y Times feels need to be 'fair & balanced' w/ climate change denial why not Holocaust denial?…,692018 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,813376 +RT @washingtonpost: CDC abruptly cancels long-planned conference on climate change and health https://t.co/RpjZ1H63n4,834684 +JJN report reveals devastating impact of climate change on livelihoods https://t.co/28E5BsXPwb,546314 +@phlogga @MickKime Because it's obviously a climate change denier conference. This will be some propaganda org fund… https://t.co/WQQTRtq2bF,876985 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,207998 +RT @armandodkos: Well Bolton certainly reduces my climate change concern - we're all gonna glow anyway.,110340 +"RT @narendramodi: Be it bringing more tourists to J&K, improving connectivity or mitigating climate change, Chenani-Nashri Tunnel offers ma…",715656 +RT @verge: Google just notched a big victory in the fight against climate change https://t.co/oDJ3yytW4N https://t.co/bFNFVrX8lH,88611 +RT @MattBors: Florida. Half the state's going to disappear in ten years due to global warming. They're going for the guy who says it's a Ch…,716533 +"RT @False_Nobody: -Denying climate change is anti-science, deniers should be thrown in prison. + +-WHAT DO YOU MEAN YOU THINK RACE ISN'T A SO…",269830 +RT @TR_Foundation: How is #Pakistan cricketer-turned-politician #ImranKhan fighting climate change? A 'billion trees' at a time.…,661339 +@TEN_GOP MT: CNN's Brian Stelter destroyed by Weather Channel founder John Coleman over global warming. Deserves en… https://t.co/eJeIgOMTJO,96822 +"RT @Bentler: https://t.co/84ZOOqKuCU +Gallup poll shows more Americans than ever are concerned about climate change +#climate #poll https://t…",101833 +washingtonpost: The Energy 202: Macron tried to soften Trump's stance on climate change. Others have failed. https://t.co/NqWZXgGxJl,548873 +"RT @COP22: 'The effects of climate change are going to intensify. Time is against us' Ban Ki Moon, Secretary General @UN https://t.co/VsUt5…",432375 +RT @NatGeoChannel: Tonight @POTUS will be joined by @LeoDiCaprio for a conversation on combating climate change:…,963943 +"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",105738 +RT @katha_nina: A child rights approach to climate change is long overdue https://t.co/2w14rozfuD by @duycks @ciel_tweets,814952 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,933283 +RT @AFP: Study of ancient penguin poo reveals Antarctic colony's survival is related to volcanic activity not climate change…,476266 +"RT @danmericaCNN: Bernie Sanders on a call with Clinton supporters: 'Literally, in terms of climate change, the future of the planet is at…",713154 +These Republicans are challenging Trump on climate change https://t.co/0syDbdwCPD #NYPost #NewYorkPost,729178 +"RT @LOLGOP: Done whining on Twitter yet, Mr. President? Because a storm super-charged by climate change you want to make worse is about to…",739461 +"@alayarochelle @lilflower__ no, she's saying that people who aren't vegan have no right to complain about global warming, which is true",46459 +RT @Independent: Science loses out to uninformed opinion on climate change – yet again https://t.co/v5zANyjRHS,564711 +@SenWarren @realDonaldTrump Such a poor decision. Science has proven climate change. The entire world agrees there'… https://t.co/RJY7WxGbzW,9295 +#LombardOdier to launch climate change bond fund. Read more: https://t.co/Gql4YvK0FK,89381 +RT @theecoheroes: Stephen Hawking has a message for Trump: Don't ignore climate change #environment #climatechange…,997108 +Get your WH sharables now before the site is revamped to say big oil is our friend and climate change is hoax. https://t.co/ARQRnS2SDA,434160 +Are we ready to take the necessary steps to reduce climate change through revolutionary energy evolution? #COP22,632113 +RT @NiaAmari__: When everyone's glad it's 80 degree weather in October but you can't stop thinking about global warming https://t.co/g7oaRt…,349480 +"@Diplomat655 @WiserThanIWasB4 @LuEleison @elusivemoby Actually made it for the climate change video they made. +Frie… https://t.co/ECfITk1FPo",981685 +RT @NewYorker: Avoiding talk of climate change has become an apparent point of pride in the Trump Administration:…,891296 +RT @SteveSGoddard: Why do people believe in global warming? Because they have had propaganda shoved down their throats for 30 years. Nothin…,795819 +"Depression, anxiety, PTSD: The mental impact of climate change - CNN @KatyTurNBC @JoyAnnReid @TimmonsRoberts https://t.co/P4fNMW0Mf7",22856 +"RT @codinghorror: I guess the good news is that with global warming accelerating on Trump's watch, Florida will be less of a factor in futu…",176472 +"RT @ScienceMarchDC: Breaking: EPA Chief says carbon dioxide not a primary contributor to global warming, denies scientific consensus. https…",760306 +Support for climate change bill is haunting a California Republican leader - The Mercury News https://t.co/YPEYvqG2Jq,364909 +RT @Stuff_by_Craig: Great article on research and genetic study to future-proof plant species from climate change:…,593804 +RT @NotJoshEarnest: POTUS was briefed on the climate change attacks that took place around the world yesterday,307467 +RT @mitchellvii: Did the climate change before man? Then how do you know it's our fault now? Post hoc fallacy. Google it.,610642 +"RT @fiscal_penalty: Despite the global warming, Alaska has had very little, if any, warming since 1977 (except Barrow), as shown below: htt…",129662 +"RT @ReutersPolitics: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/JNI0o39DIU https://t.co/paRvIdkV3A",569359 +...evidence that global warming is less pronounced than predicted.' https://t.co/aM0B66bMt5,561862 +RT @dailykos: Rex Tillerson should get no vote until we see what he's hiding on climate change https://t.co/hbzQjgfiPT,423167 +"@THE_James_Champ @kromatuss guys, snow isn't real. Government fakes it to promote global warming. Snow scary, warm good.",840583 +RT @KurtSchlichter: Can a climate change-loving liberal explain why a massive program like the Paris Accords should be imposed on us w/o a…,683275 +RT @iansomerhalder: @LeoDiCaprio Im so grateful for the time you took to tell the important story of climate change in #BeforetheFlood Than…,190548 +"And above all, 3) TALK TO YOUR POLITICIANS. Do not let this anti-global climate change conspiracy continue to infect our gov't.",958471 +RT @povpaul: It's literally 75° outside and it's november 1st global warming can https://t.co/Lk6B7zUZtp,740052 +"@SteveKopack @People4Bernie He also claims Obama bugged him, climate change is an elaborate hoax, & no one is more Christian than he...so...",631040 +RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,976028 +RT @EnviroVic: 'Astounding': Shifting storms under #climate change to worsen coastal perils (Yet fed govt totally defunded #NCCARF) https:/…,990527 +@CBSNews there's plenty of evidence to be skeptical over climate change.,58802 +RT @ForeignAffairs: The coming revolution in energy production could make fighting climate change more difficult. https://t.co/brBpifWzJ6,406698 +RT @SenKamalaHarris: Appointing an EPA chief who is a climate change denier is an attack on science. #ScienceMarch,166458 +"From Friday, more fiery back and forth between Exxon & NY's AG Schneiderman in climate change info probe: https://t.co/cW1tsPUBwo",758638 +RT @MacleansMag: Things will get tricky for the Liberal government if the Trump White House rolls back efforts on climate change. https://t…,864544 +Do you doubt that human caused climate change is real? Do you doubt there will be an eclipse this month? Same method produced both facts,937863 +RT @ConservationOrg: Forests are crucial for fighting climate change. Protect an acre now & @SCJohnson will match it…,839640 +"@AsraNomani If you are pro-choice, pro-gay marriage, & an accepter of the reality of anthropogenic climate change, how could U vote 4 Trump?",43118 +"RT @IvanVos1: Britney combined global warming and Lady Gaga into one tweet, WHEN WILL YOUR FAVE?",554437 +"RT @chriscom77: The DUP who oppose abortion for rape victims,deny climate change and insist fossils were placed by Satan as a test…",24114 +"RT @qzindia: With Trump as president, China—China!—will be the world’s biggest champion of fighting climate change…",594987 +RT @prrsimons: Hats off to @FionaPattenMLC taking a modern stance on climate change voting yes to strengthen Vic's Climate laws #ActOnClima…,2994 +RT @ProtestPics: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/Jb6OQITAvS,983985 +"@JeffMadsenobv @JayFarber @ToddBrunson the biggest threat to our country is the southern border, not climate change. THATS why Trump won",738824 +RT @SenSanders: The Dakota Access Pipeline would be a huge blow to our fight against climate change. #NoDAPL https://t.co/47m6yUu4m5,578675 +"the harms of climate change, which are unfolding slowly and may be partly undone, the detonation of a nuclear weapon will be irreversible.",246789 +"RT @RichardMunang: Laws to tackle climate change exceed 1,200 worldwide: study https://t.co/6LhSEg0ux0 via @Reuters",459925 +NY AG says Tillerson used alias in emails on climate change https://t.co/wO99b4V1Gs,723464 +@DaveEBrooks12 That's why they changed it to climate change in order to cover their lying asses,939557 +"In my opinion,climate change is nothing more than a way 2 remove our money from our pockets 4 their greeny projects… https://t.co/uhlZaSzFmb",962770 +"RT @jonfavs: A lot of people are sharing this terrifying piece on climate change by @dwallacewells, which you should read: https://t.co/094…",432283 +"this was an ironic 11:11 tweet. climate change is real, it's basically a challenge from Amon-Ra to see if we can not annihilate ourselves",295172 +Trump to purge climate change from federal government https://t.co/Yk61OBsxgV,354011 +RT @matt_costakis: Sex is intimate and sacred. Your body is a temple and shouldn't be shared with anyone who doesn't believe climate change…,917171 +RT @neighbour_s: If you care about climate change don't miss tonight's gripping doco on its impact on global security…,368282 +RT @FT: Saudi Arabia will stick to climate change pledges https://t.co/Cq2sVO7X1f,799357 +"RT @Newsweek: House Republicans buck Trump, call for climate change solutions https://t.co/z4RVyuronv https://t.co/ObL4Fxq0xG",218943 +"RT @nytimes: Scott Pruitt, the head of the EPA, said that carbon dioxide was not a primary contributor to global warming… ",354686 +RT @9GAGTweets: Solution to global warming https://t.co/zhELRBsDYC,180377 +#ImStillNotOver Trump's view on climate change. #climatechange @ISF_United @ISFCrews @iansomerhalder #TrumpPence16 @MELANIATRUMP @CNN,979574 +RT @kylegriffin1: Scott Pruitt says he's challenging scientists to hold a TV debate over whether climate change is a threat. https://t.co/n…,457365 +RT @terroirguy: Freeze injury and climate change are real threats. Vineyards being impacted in Europe with frost risk and damage. https://t…,855074 +"@CurtisDvorak Denying climate change, opposing LGBTQ rights, banning Muslims, defunding Planned Parenthood, corruption... It goes on.",527673 +@JamesSantelli The best part is the listing for the global warming article!!! Trump is such an idiot!,785117 +"...#Harvey s what climate change looks like in a world ...doesn’t want to take climate change seriously.' +https://t.co/h3cfN9JwBP",973760 +RT @scholarlydancer: They call this type of winter wonderland global warming.,928581 +RT @PlanetGreen: How climate change is stripping the Caribbean of its prized coral reefs https://t.co/DbL4KNokWC https://t.co/U5UQ69YSh3,56229 +RT @hungrypa: @Gunz68 เกิดจาก global warming ซึ่งส่วนใหญ่มาจากฝีมือมนุษย์ค่ะ ทำให้ระบบนิเวศทั่วโลกเปลี่ยนแปลงไปค่ะ,489025 +RT @theblaze: Alarmists say global warming to blame for ‘record’ tick population — but there’s one massive problem…,43190 +RT @MotherJones: The polar vortex is back—is global warming playing a role? https://t.co/uGv4I3YBkZ https://t.co/Exukpenkh9,563462 +RT @ACCIONA_EN: The time is now to stop climate change. We teamed up with National Geographic to fight climate change #YEARSproject…,972585 +RT @kurteichenwald: Russia hack deniers & climate change deniers have a lot in common. Either theyre corrupt or they refuse 2 accept univer…,593576 +"@RSBNetwork Lets hope you deal with it, when food cost rises,gas,global warming,hate,violence,children being separated,families hungry! ðŸ™",327139 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,615819 +RT @thehill: Schwarzenegger launches project to help lawmakers challenge Trump on climate change https://t.co/9xkz5ngJrr https://t.co/FT3CA…,538945 +RT @CNTraveler: 10 places to visit before they disappear due to climate change https://t.co/wK4A7T7VUk https://t.co/IuZ9XNx0eI,967095 +"ET channeling on chemtrails, climate change, whistleblowers and alternative solutions https://t.co/oFLqv41HlY",993681 +Antarctic Ice Sheet has impact on climate change,568295 +@realDonaldTrump Hey Trump are you still going to deny climate change when the rising sea level engulfs your Southern White House,969003 +@TomasFriedhoff @SymoneDSanders @PoppyHarlowCNN @brianstelter We will never get climate change with Trump.,644408 +President Trump signed an executive order combating Obama's efforts in regards to climate change. #J2150AI,956047 +"Trump since the election: +Humans are causing global warming +Amnesty for Dreamers +Pro-TPP ambassador to China + +#MAGA #TrumpTransition",525657 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",56665 +"RT @RT_America: Carbon dioxide not ‘primary contributor’ to global warming, #EPA chief says https://t.co/vH5OFqsIe6 https://t.co/8CZhPMrxO7",617655 +"@AnnCoulter you were right, climate change isnt real, it's the gays you should be afraid of https://t.co/PVAZKiNlke",838447 +RT @BobGorovoi: @chriskkenny Where is evidence that any 'action on climate change' will have any effect on climate change?,931195 +RT @politico: Badlands National Park climate change tweets deleted https://t.co/tF6ipwNmrR https://t.co/f8WHVuwjNV,577981 +"RT @Bentler: https://t.co/Y9BH6AuRG1 +Emma Thompson says she wants people to ‘shout loudly’ about climate change +#climate…",870874 +"RT @BatsBallsBoots: @Scottie1797 Just want to know, why holacaust deniers can face jail, but climate change and evolution deniers are free…",480174 +RT @ClimateCentral: You can watch Leonardo DiCaprio's climate change documentary for free on YouTube https://t.co/EU3GenI1RK via…,695290 +RT @Oregonian: Tillerson reportedly used email alias to discuss climate change at Exxon https://t.co/j3tnvsOYmF https://t.co/wusA16xmnU,645362 +Trump has climate change denial | Missoulian in Missoula https://t.co/rQXS77T0RF,475332 +RT @EricHolthaus: Keep in mind there are just three years left until the world locks in dangerous climate change & possible collapse:…,78586 +"@guardian: #Rio's famous beaches take battering as scientists issue climate change warning https://t.co/HxwsuF4bSs' +#Brazil @ABC @r",792010 +64 and sunny to 32 and snowy. climate change is rad ��,600177 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,579760 +"RT @JSCCounterPunch: The Queen of Fracking will 'combat climate change?' It's one thing to campaign for HRC, Bernie, another to lie on h…",733217 +RT @guardianeco: One Nation senator joins new world order of climate change denial https://t.co/fvivQbpS9Z,130633 +@aim2bgreat @IBTimesUK more global warming :-o,246139 +----> Researchers say we have three years to act on climate change before it’s too late https://t.co/TiiWlfYYv3,83570 +RT @DrCReinhart: Still think global warming isn't real?lOnce again we are set to have the hottest year on record https://t.co/IAhQwvaxN1 vi…,233932 +"RT @chrisdmytriw1: Everyone who thinks climate change is a hoax does not get an air conditioner. +#ClimateChangeSummerTips",65704 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,720328 +Moroccan vault preserves seeds if climate change or doomsday sparks crisis https://t.co/GK7ZUOasaZ,182815 +RT @c40cities: We're proud of Mayor @FrankJensenKBH's leadership on climate change as Copenhagen prepares for the future through a…,992508 +@MintMilana Maybe you should go back to Uzbekistan? I'm sure that they believe in climate change! LOL!,582996 +"RT @cdelbrocco: OMG! +Donald Trump wants to shut off an orbiting space camera that monitors climate change https://t.co/DGyVfjQ1ue",712952 +Bill Nye Destroys climate change-denying Trump adviser William Happer https://t.co/EQ1rWyQNnP,217793 +RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,960416 +Here's your #EarthWeek Stat: A tree can absorb up to 48 lb. of carbon dioxide a year. Plant a tree. Reduce global warming.,387077 +RT @SteveSGoddard: New Mexico is being hit hard by the global warming again today https://t.co/3ePRn0it2W,62147 +"TEEB would be even cooler if directly applied to countries. Personally, Somalia would benefit from a climate change intervention/policy.",158157 +"RT @S_Kanzaki_: Me: Thank you. +Subaru: (clapping) +Aikomi: +Aikomi: …The presentation was supposed to be on global warming, not why you hate…",16196 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,211659 +Just wasted an hour of my life arguing about climate change to someone who doesn't think it's real #resist #iwillbeanalcoholicwhenthisisover,368185 +Paris Agreement on climate change: US withdraws as Trump calls it 'unfair'' via FOX NEWS https://t.co/E1xTN6gNOm https://t.co/Occz6cepdm,681044 +RT @laurahelmuth: “Lamar Smith is the major impediment to anything being done on climate change in Congress' @Reinlwapo on TX race https://…,368951 +RT @Blowjobshire: someone who denies climate change simply cannot be the next president of the USA that would be a literal disaster for eve…,200078 +RT @mcnees: Rumored Secretary of State candidate Dana Rohrabacher thinks global warming and TOOTH DECAY are conspiracies to exp…,947641 +"@TheSafestSpace That headline, isn't that exacly what global warming deniers usually say?",591630 +@rjparry @trumpbigregrets oDbama believes in climate change n gave a phukk about our pollinators,60500 +RT @EcoInternet3: The link between hurricanes and #climate change: Yale Climate Connections https://t.co/1DTQE4iLIT #environment More: http…,257401 +RT @ClaraJeffery: 1/ California fighting Trump on climate change: https://t.co/By94iohBZG,478713 +@MAHAMOSA @NissanElectric But these dumb republicans think just because it snowed in a city and global warming is fake,735450 +"RT @Rendon63rd: With #AB617 and our action on climate change, Calif. is once again showing you can succeed by being visionary & pra…",633125 +"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",610055 +EPA head Scott Pruitt denies that carbon dioxide causes global warming' https://t.co/bzM4LU0YMe #EPA #Pruitt #globalwarming #carbondioxide,632978 +Pakistan ratifies Paris Agreement to fight global warming https://t.co/SHsiVcunEf,365076 +"Willfully ignoring 99% agreement on climate change is not 'winning', it's malpractice. Cynical, short-sighted abdic… https://t.co/pZhVpcrPR0",875539 +Fuck you guys global warming is serious as hell.,758419 +RT @nudesfornathan: lmao global warming is real,709088 +A massive #climate #change study is canceled ... because of climate change @CNN https://t.co/2GgAt1C592,768261 +Tech and cash is not enough when it comes to health and climate change https://t.co/cJFeF6kSVc,209509 +no child left behind quotes https://t.co/oiL3G7jbBg #global warming speech introduction,127305 +RT @savmontano: Our president doesn't believe in global warming so we're all doomed regardless,121053 +RT @Londonyuki: Kind of like...evolution? Or climate change? Or does science end with gender issues? https://t.co/Didy4LRxH7,19558 +"RT @weknowwhatsbest: New California Senator Kamala Harris questioned the CIA nominee on climate change. +Spying on climate change? Yep, a D…",801712 +"@TwitchyTeam The people who believe in man made climate change have to be the dumbest, most ignorant people on the planet!!!",837454 +Right-sizing' indeed. Their use of language no different from the way Republicans deny climate change is caused by… https://t.co/4BIJ6JIw7A,541857 +BBC News - G7 talks: Trump isolated over Paris climate change deal https://t.co/KukgcSfGWr,11629 +"In Trump era, cities must amp up battle vs climate change – official – Daily Mail https://t.co/JNbcmwqEIl Slayte - https://t.co/NWcuTXxFDb",10359 +RT @Cath_Braun: 'Once the people are convinced [of climate change] the politicians will fall in line very quickly' https://t.co/QQHDoWlxq2…,66175 +RT @blakehounshell: So the Energy Department’s climate office has banned the use of the phrase “climate change” https://t.co/QKmpkfjgNQ,23284 +RT @nancymarie4159: @peddoc63 Uh oh. Another crazed Muslim who just can't deal with climate change! I'm out of sympathy for Europe. The…,211731 +"RT @samsteinhp: rick perry no longer wants to eliminate the DoE + +scott pruitt is now more open to the concept of global warming https://t.c…",32828 +"RT @COP22: HE Danny Rollen Faure, #Seychelles: “The Republic of Seychelles views climate change as an existential threatâ€ https://t.co/F2Sh…",300306 +"Human activity continues to engender climate change .@nytopinion, threatening credibility and leading to inevitable… https://t.co/XaoffEZMuj",798465 +RT @dodo: This is one sad effect of climate change: it's killing reindeer. https://t.co/VxWrHWoVP5,429350 +"RT @TessatTys: Demand Trump adm add LGBT rights, climate change & civil rights back 2list of issues on https://t.co/jugZv6ToMA site https:/…",96211 +Abraham Hicks - What about climate change and global warming?: https://t.co/ny7NGVaNhv via @YouTube,287991 +"RT @make5calls: Birther, bigot, and climate change denier — How is this guy an appointee?!? + +OPPOSE NOMINATION OF SAM CLOVIS +☎️:…",580986 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,782530 +"@Gene_Master Why is th RAW DATA kept private, anyone should be able to verify the accuracy of climate change stats. Jansen please answer?",446353 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,404665 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,971456 +@yoitstristian global climate change is real,503290 +#AdoftheDay: Al Gore's stirring new climate change ad calls on world leaders. https://t.co/DOiHCQTdl6 https://t.co/eM6NoxUK9b,675704 +RT @glynmoody: #G20: Leaders' statement reflects Trump position on climate change - - https://t.co/ghqe6z8VY1 US goes down in history for s…,225076 +I kinda want this country to be around so yeah climate change is a top priority for me,593471 +"Is climate change real?' + +No.",481167 +"RT @fredguterl: If Trump does something about global warming, it will have 'tangible benefits' for US businesses @aisneed @sciam https://t.…",161297 +RT @SavageNation: World leaders duped by manipulated global warming data... https://t.co/Kd0KOlJ1G1,270003 +RT @a35362: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming…,411180 +RT @climatehawk1: 8 in 10 people now see #climate change as “catastrophic risk' | @lauriegoering @alertnet https://t.co/UUwaUOf3oP…,271499 +RT @nytopinion: The most important action the U.S. has taken to address climate change is under threat https://t.co/U3WGYLb6Wf https://t.co…,672109 +RT @PolitiFact: Is it true that Ron Johnson doesn't believe people contribute to climate change? Mostly. https://t.co/dfsqhlmm5v,602150 +Latest @beisgovuk public attitude tacker survey results on 'causes of climate change'... https://t.co/4sJAErfR4V,575468 +RT @BBCGaryR: A tax to park your car at work. 1 idea being considered by ministers in a plan to help meet Scotland's climate change targets…,181408 +.@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t.co/PDyuJEZNay,161726 +"He's filled his transition team with fossil fuel industry stalwarts & lobbyists, while continueing to deny climate change is real. Scary.",977902 +@calmdownnate yay global warming ._.,788232 +"Looking fwd to speak today at @ColumbiaSJI on #landrights lawyering in the age of climate change & #Trump + +https://t.co/j0TwvDbpn5",725006 +“Will global warming help drive record election turnout?â€ by @climateprogress https://t.co/PEcabzBhxe,722658 +The American public understands that climate change is real and caused by humans. It's time to #ActOnClimate.… https://t.co/6edezxbw8z,600224 +"Fox News Tucker Carlson implodes as Bill Nye The Science Guy schooled him on climate change (VIDEO) https://t.co/AnUxh0Tce9 + #UniteBlue",793349 +"RT @SharonJ44257163: Donald Trump calls climate change a hoax, but worries it could hurt his golf course https://t.co/Zip6b01JWA",451620 +RT @KatyTurNBC: Trump budget cuts all $$ for climate change research and international climate change programs. All of it. https://t.co/W1…,424135 +"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",88627 +RT @jpbrammer: obvious ploy to make me root for global warming smh not today Satan https://t.co/5r8QWSYxvv,806009 +"@AP it's climate change, and if this isnt change I don't know what is... read a book before flaunting your ignorance to the world",192064 +"RT @WorldResources: Reflections on Leonardo DiCaprio’s new #climate change film, #BeforeTheFlood https://t.co/YRrLgtZRbc https://t.co/A0tWU…",685562 +"RT @RVAwonk: Hiring a climate change denier is pretty appalling, @nytimes. But saying nothing as your employees single out custo…",284646 +RT @rainnwilson: A perfect resource 4 u to use 2 talk 2 yr climate change denier relatives:: https://t.co/tsBtqs6dDC,715307 +Republican green groups seek to temper Trump on climate change https://t.co/M7VqUfGiZ6,883501 +"@penelopekill @chelseahandler @karamfoundation Keep voting in morons who ignore climate change and basic reality, a… https://t.co/AbtNYyV2zD",842439 +RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,33587 +#HAPPYEARTHDAY2017 ������������Take care of her! And reminding you of our @POTUS take on climate change and that he's not… https://t.co/91j3q7dpdj,730304 +In other news: Sturgeon flies to USA with entourage on climate change global warming environment summit… https://t.co/Vor1P77Nf9,87268 +While you're freezing to death this afternoon I'll be at Six Flags being grateful for global warming.,494947 +Africa is not a major pollutant...climate change is caused by industrialized nation they should bear more in terms… https://t.co/wo672AaSkX,557924 +@maureen_fiedler There is no climate change Biggest sham in the world,351002 +"See how climate change will affect the UAE in numbers. The risks will affect the country’s economy, business and... https://t.co/rEgLTSMmT1",361958 +"RT @CBSNews: The U.S. pulled out of the Paris climate agreement, but Al Gore says that has only made climate change activism gro…",624214 +"RT @AltHomelandSec: @realDonaldTrump @Rosie @nytimes @SenJohnMcCain ...American diplomats, the EPA, global warming, @washingtonpost,…",513910 +"RT @NewSecurityBeat: Consensus climate change increases migration & a threat multiplier for conflict, but many questions on nuance remai… ",506543 +BIG HISTORY REALITY: the global godfreak media adulates the overpopulation=economic growth racketeers as champions of climate change/waste,778056 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,357156 +"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",370081 +RT @johnnyShady_: The Remy Ma and Nicki Minaj beef was created to distract you from climate change and the fact that temps in Antartica rea…,880261 +Absolutely loving this amazing initiative from @TataMotors that will help reduce global warming #FreedomDrivers https://t.co/2zVNsufnR6,509403 +RT @climatehawk1: Global ocean circulation appears to be collapsing due to warming planet https://t.co/PEp9Vt8g3x #climate…,580774 +#Resist ... Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/82TTAoi318,837095 +"After the oil industry. Companies like H&M, Forever21, & Zara are contributing to global warming at an alarming rate, releasing seasonal 5/",560337 +"RT @mrLeCure: Just watched Before the Flood, a doc by @LeoDiCaprio on climate change. I'm not a scientist, but it made a lot of sense to me.",132783 +"RT @ProfStrachan: Suicides of nearly 60,000 Indian farmers linked to climate change, study claims https://t.co/yhUjhOYRS8 @1o5CleanEnergy @…",304998 +10 Fragen zur üchtlingskrise: Hier gibt es den Aufstieg in human-caused climate change denial in human-caused climate change,819879 +"Don't worry about climate change! Trump will solve that too, he'll build a wall to keep the climate out! #sorted #qanda",849455 +100 most popular slogans on climate change https://t.co/Cg3EMPYESA #climatechange2,346200 +"RT @C_Stroop: 1. Reporting this as Trump 'moderating' on climate change is really irresponsible. What, just because he no longer… ",625746 +"RT @Greenpeace: The US Energy Department climate office bans use of phrase ‘climate change’. No, it’s not an April Fool’s joke…",677462 +"RT @AstroKatie: If you were going to be a single-issue voter, not making global warming even worse would be a good issue to choose. https:/…",107732 +RT @KayaJones: So science only is possible when talking about space �� & climate change but not with X or Y chromosomes? Hmmmm interesting ��…,277516 +"If we want to address climate change & U.S. competitiveness, we need to work with the rest of the world, not turn them away!",119700 +what are we going to do about climate change,219147 +A call to arms on climate change by Brenda the Civil Disobedience Penguin - a New 2017 Cartoon by @firstdogonmoon https://t.co/dfj5dL6XD8,773453 +"@ForbesTech if global warming gets to that point, what will happen to the rest of earth ?",813113 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,121431 +Government action isn’t enough for #climate change. The private sector can cut billions of tons...: The Conversation https://t.co/5lNPGa4imp,258442 +"RT @nytimes: With Donald Trump in charge, climate change references were purged from the White House website https://t.co/GjRJV17Mkk",15784 +"Earth possibly more sensitive to global warming than previously thought. Via @Independent +#KeepItInTheGround +https://t.co/hTPS71cxt9",491379 +"Anti Vax +Pro life +Believes climate change is a hoax +Doesn't accept evolution as scientific +Has a 10y.o. as commande… https://t.co/ewAREZ9LiK",767093 +RT @RealAlexJones: Climate Report to UN: Trump is correct to be skeptical of 'climate change' claims... https://t.co/DpY1BEhNrd #GlobalWarm…,508244 +How a new money system could help stop climate change - The Guardian https://t.co/if6zK7MS2d https://t.co/z4Dhq0J0pm #Bluehand #NewBlueha…,711697 +"RT @leahmcelrath: For the EPA (Environmental Protection Agency), Trump named climate change denier Martin Ebell + +https://t.co/O7C48YSNLk",78517 +RT @elisewho: Hey remember that time that Donald Trump backed urgent action on climate change? It wasn't that long ago https://t.co/ciohQ43…,592053 +RT @paperrcutt: Y'all chanting about climate change but throw your garbage everywhere at the same event,723025 +RT @Hotpage_News: MORONIC JILL STEIN SAYS Istanbul attack NOT Islam's fault...BUT everything to do with climate change https://t.co/rS7zzj…,310230 +Kim Stanley Robinson’s New York 2140 is a glorious thought experiment on climate change https://t.co/Y8NlwTzkkW https://t.co/cXR8oKgcB2,751878 +"RT @MikeySlezak: Australia faces potentially disastrous consequences of climate change, inquiry told - by me and @BenDohertyCorro https://…",617843 +RT @emptywheel: Area law man who doesn't believe in climate change (or much else science) worried CPD report isn't scientifically b…,265859 +Alaskan village votes to relocate over global warming - https://t.co/Myh9pePjWh https://t.co/670aK1OnSD,410288 +"A word from James Hansen, NASA climatologist, on climate change https://t.co/UkVCRHhkeZ",708448 +"RT @neighbour_s: Top military experts warn that climate change is a 'catalyst for conflict', now on #4Corners https://t.co/QzbUu4ybn4",254072 +Kate: bigger NGOs are finally seeing how gender equality is integral to fighting climate change @WOWtweetUK #wowldn,791956 +Scott Pruitt turns EPA away from climate change agenda - https://t.co/tXGGw2LwDV - @washtimes,515974 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,972791 +@KurtSchlichter climate change 'activists' are stupid.,330960 +@AltNatParkSer this is interesting. Trying to RT the @NASA pics of climate change and it won't let me. https://t.co/YZGbQXuvi4,126876 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,316154 +Cartoon: If the media covered climate change the way it covers Hillary's email https://t.co/8hHs7PSSUH,179087 +RT @realtonydetroit: The same people left defending Darwins THEORY are liberal DEMS that also believe the fairy tale of global warming. Hmm…,586916 +I welcome global warming about now.,70846 +Yale survey: Seven in ten registered voters (69%) say U.S. should stay in Paris climate change agreement... https://t.co/aMb3lNFo5g,752225 +"RT @LeoDiCaprio: Want to stop climate change, @UWM? See #BeforeTheFlood at your University #BeforeYouVote. +https://t.co/ubMubJMbkv",404604 +@CBSNews Not much. Besides CBS is being untrue to global warming concerns when they suggest that less cars = bad thing. Hypocritical,836527 +"RT @afreedma: If you ever doubt that you can make a difference on climate change, just read this obit of Tony de Brum. https://t.co/WzKGgMn…",678059 +"RT @jswatz: So on the day that Donald Trump nominates climate change denier Scott Pruitt to run EPA, he also meets with… ",333311 +"RT @brianklaas: The guy with the nuclear codes thinks Obama personally wiretapped him, vaccines cause autism, climate change is a hoax & bi…",74980 +RT @newscientist: The epic size of #HurricaineIrma is fuelled by global warming https://t.co/ixxrSUPOCX https://t.co/fLEvGo3qPM,477908 +@RitaTrichur If Canada Goose wants to remain profitable they should be helping to fight global warming. https://t.co/iuBWovBOgK,506657 +"Before we spend more than five minutes together socially I need to know your stance on evolution, and climate change.",980875 +@NASA if found in magnetz thera are a total of 4 magnetz in the ozone layerz to make global warming that are uzebale,805679 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,193548 +Obamas fiddled global warming data: *Shamelessly Manipulated* - https://t.co/xxfCa8CWeg #ClimateScam #GreenScam #TeaParty #tcot #PJNet,818493 +"RT @vdare: 'I'm going to die of climate change' + +Millennial leftists literally believe this. https://t.co/psNHWDJ3aP",625918 +"RT @IosefaPolamalu: *Starts snowing in Sandy* +'Ever since Trump was elected global warming has already gone away, wow!' -Bob Salveter +#Di…",215713 +"RT @jqbalter: @TodayAgain1 @sarahkendzior 'global warming = hoax', 'drill baby drill' ... sorry, but Trump/GOP will end human civilization.",126166 +"@6News But Trumpkins tell us that climate change 'Is a Chinese hoax' You mean to tell me,they're idiots without a clue? I'm shocked. 😕",709380 +Want to fight climate change? Have fewer children https://t.co/ZLSGdCKBaq,570628 +"RT @NYTScience: 'If climate change makes eastern North America drier, then autumn colors will be spectacular' https://t.co/w4n3R19OOm",898663 +RT @WIRED: .@AlGore answers all your burning climate change questions. https://t.co/RL7hIJnJyR,103967 +RT @TwitterMoments: Scientists cited climate change and nuclear threats in their decision to move the #DoomsdayClock closer to midnight. ht…,934788 +RT @NickMcKim: Malcolm Roberts is hosting a climate change deniers' meeting at Parliament tonight and I've found a copy of the age…,327499 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",953095 +"RT @350: Our oceans are under too much stress. By 2030, half the world’s oceans could be reeling from climate change:…",592527 +"@Pseudo_Lain @SkyWilliams No see one side advocates climate change fixes, equal rights for all, acceptance love and… https://t.co/QZPWSH00aF",488806 +"RT @kurtisrai: when it's a warm sunny day, but you realize that climate change is slowly killing the planet because it's actually… ",531595 +"Longer heat waves, heavier smog go hand in hand with climate change - Ars Technica https://t.co/GL4rGlswDD",899135 +RT @TwitterMoments: New York's @AGSchneiderman says Tillerson used alias Wayne Tracker to discuss climate change while at @exxonmobil. http…,661210 +"RT @RantyAmyCurtis: Good news is we don't have to swallow your BS on climate change anymore, right? https://t.co/UWbvnDnSvU",311285 +"@piersmorgan Oh, but climate change isn't real.",956537 +Stopping global warming is only way to save Great Barrier Reef https://t.co/cM4aEHDZEZ,536614 +USDA tells staff to stop using the term 'climate change' .. https://t.co/wYejB1TnLr #climatechange,518252 +"RT @UN: .@AntonioGuterres calls on leaders of govt, business & civil society to back ambitious action on climate change…",101697 +six flags ticker symbol https://t.co/Q0oAtiAr3E #global warming simple essay,136250 +RT @SEIclimate: This map shows what Americans think about #climate change. 70% believe US shouldn't withdraw from #ParisAgreement…,571656 +Harry is trying to come up with a chorus about the dangers of global warming eventually,614530 +nytimes: Why so many of President Trump's advisers are urging him to break a key promise on climate change … https://t.co/2BoflibjNg,506382 +RT @ClimateReality: We can debate how to tackle climate change – but the science is settled #ClimateMarch #ActOnClimate https://t.co/jIu5n7…,990558 +RT @cgiarclimate: How farmers in #Uganda are tackling #climate change w/ help of @cgiarclimate_EA https://t.co/UIq3iUnwyE https://t.co/srEv…,414640 +RT @SenatorHassan: I’m deeply concerned with Scott Pruitt’s unwillingness to fight climate change & I’ll vote no on his nomination…,757228 +"RT @iansomerhalder: VOTE VOTE VOTE!!!! +;) VOTING for a candidate that believes climate change is a hoax is the MOST dangerous person to…",741160 +RT @abcnews: #EarthHour's 10th anniversary the biggest yet as famous landmarks go dark for climate change action…,80801 +"@Johngcole I'm on board with climate change, but this is a dumb analogy.",14077 +RT @paytonmucha_xx: Our president doesn't believe in climate change. Nothing will even matter if we don't change the way we treat Mother Ea…,44115 +RT @DataLogicTruth: claimed Ted Cruz's father helped kill JFK; claimed climate change is a hoax created by the Chinese; defended Japanese i…,782491 +Ship made a voyage that would not have happened without global warming https://t.co/iEXaIoNZpc https://t.co/evqeEDF3cV,141116 +RT @ashqueens: it's January 22nd and we still haven't had a snow day & y'all don't believe in climate change,758470 +RT @GRI_LSE: China may be set to take on leadership role in global efforts to tackle climate change https://t.co/i2fDEJcJxE,111565 +RT @Glen4ONT: These two young Ontarians won first place in the #Climathon (climate change hackathon) #Toronto. Way to go…,108937 +"RT @puffin98: Trump and the guy who invented the global warming hoax meet in Mar-a-Lago. Awkward, huh. https://t.co/drQaKOWrYe via @MotherJ…",333960 +Thinking won’t stop climate change https://t.co/X2UMmx3VZ1,495632 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",855633 +RT @KekReddington: @EricTrump @realDonaldTrump there is no global warming says the founder of the weather channel https://t.co/gZhiyeRUE4,387274 +RT @caitrionambalfe: 150 years of global warming in a minute-long symphony https://t.co/ARKfGtVWhM,944823 +@maraayaaa Basi ikaw bala nag cause global warming. Hahaha,676644 +"RT @KFILE: Re: Pruitt, our December look at his interviews on local OK radio he said similar things about climate change.… ",674904 +"RT @nytimes: With Donald Trump in charge, climate change references were purged from the White House website https://t.co/izz8TWVlIq",706197 +RT @thehill: EPA removes climate change page from website hours ahead of #climatemarch https://t.co/1WC520Oieo https://t.co/nv8WkcD0a3,751823 +Donald Trump is about to undo Obama's legacy on climate change https://t.co/EBRkCrSj4o via @HuffPostPol,534701 +Kids now have the right to sue the government over climate change https://t.co/Bf8JPXnSlK via @tridenal,776680 +@Corrynmb @LeahR77 So global cooling became global warming became climate change and will become extreme weather an… https://t.co/nlcZmHD1nr,856934 +Yet some say there is no global warming https://t.co/QB8VtO1Cs2,838992 +RT @elliegoulding: Talking with you all last night about climate change just reminds me how woke my fans are 😂 guess it's up to other peopl…,73072 +Farts cause global warming,592976 +RT @Pedro__Garcia16: Our new president thinks global warming is a hoax created by the Chinese & his second in command thinks you can shock…,120301 +@TheDailyShow Taking JUST climate change I think most decent people would rather see D.C. burn than Prez Trump and right wing congress/court,477557 +"RT @FakeJDGreear: I don't want to say this global warming thing is true, but I just saw a polar bear waxing his chest.",331101 +"RT @Jawssimm: .@JeremyLefroy Please don't let the #DUPdeal turn back the clock on abortion, gay rights or climate change.",587789 +"In race to curb climate change, cities outpace governments +https://t.co/hlLxyN6l9H +#top #news https://t.co/wFWwvRDO3f",106773 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,714124 +RT @SuomiFinland100: Finland and Arctic Council take aim at climate change https://t.co/jE8m2eoAkz #finland100 #arctic via @thisisFINLAND,772086 +"RT @TheReel_in: Watch, absorb and act upon Leonardo DiCaprio’s dire warnings on climate change in ‘Before the Flood’ https://t.co/hb3kiVzWbg",656418 +"If you guys haven't watched Before the Flood please watch it, educate yourself on climate change and learn how much danger our world is in",372287 +Newly discovered peatlands must be protected to prevent climate change - https://t.co/Q8fKQhVw57… https://t.co/D2TtRjArEJ,481477 +"EPA head Scott Pruitt denies that carbon dioxide causes global warming + +https://t.co/hGZ0g1HcCo + +These people run the fucking government.",938734 +"Rural, regional communities feeling the effects of climate change https://t.co/CqcgeMuafZ",922926 +@AUSpur that's what we say to make fun of those who say global warming is BS when we have a big snow storm bro,339447 +"Tackling climate change is the “biggest economic opportunity” in the history of the US, the Hollywood star and... https://t.co/OalUMkk1Tc",325978 +"RT @ABridgwater: I need Middle East climate change technology spokespeople today/tomorrow please, gmail me or Tweet + +#journorequest…",42066 +RT @EcoInternet3: Angela Merkel says it was 'right' to confront Donald #Trump over #climate change: Independent https://t.co/6hhVS7724u #en…,382638 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,16052 +RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,450371 +"RT @vnuek: Now having a pet causes climate change, according to science alarmists... is pet shaming next? https://t.co/kqcFIvhvu4",450653 +RT @camanpour: He used to research climate change. Then came Trump. Now he collects royalties from oil & gas companies for the govt https:/…,299753 +RT @AmazonWatch: Open letter to #EquatorPrinciples banks: stop financing climate change; stop financing the Dakota Pipeline.…,643564 +"why are people talking about #blizzard2017 and that climate change doesn't exist??? 'oh no, the science is a hoax! It's all witchcraft :0'",975417 +RT @HuffingtonPost: Trump team requests list of government employees who worked on climate change https://t.co/NkXSLDypSq https://t.co/kwZ5…,890333 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,759258 +RT @thehill: Rahm Emanuel posts climate change webpage deleted by Trump administration https://t.co/XLdwMo2T6X https://t.co/iEKepqgTck,82004 +"RT @inashamdan1: Teacher: What problems do you find in todays society +My class: Sweden's contribution to climate change, rasism agai… ",187640 +RT @nowthisnews: Plant life is beginning to thrive in Antarctica thanks to climate change https://t.co/kwMBF15dZy,790339 +RT @PDChina: Horrible effects of #globalwarming: Time for us to look at the damaging effects of global warming. https://t.co/zhoboLTFKw,760264 +"RT @splinter_news: How fossil fuel money made climate change denial the word of God +https://t.co/DU9o9LbOrZ https://t.co/Av0ev0GY0i",34404 +RT @thehill: Rahm Emanuel posts climate change webpage deleted by Trump administration https://t.co/WMoMgK6DXS https://t.co/JneCacsRwF,387284 +@greta One group of dogs gets propagandized all day about global warming & being male & the other group gets doggie lollipops & unicorns?,111495 +RT @MemeoIogy_: if global warming isn't real why did club penguin shut down,263613 +RT @WeNeededHillary: EPA head falsely claims carbon emissions aren’t the cause of global warming https://t.co/3V7C9BsL6I https://t.co/QgnQf…,811478 +"@Eiology lol facts. +But also 'global warming isn't just a bunch of hot air'https://t.co/Ydt9Bp2miY + +Unless you're in Sudan of course. 😂",615025 +@MagWes @etzpcm @KirstiJylhae 1st glance -climate change is either believed or denied..all the sceptics I know believe in AGW/climate change,709431 +Oregon to join climate change coalition after Trump pulls out of Paris agreement https://t.co/DeM0Vltx5B,815398 +RT @Hopeniverse: รีวิวรส global warming ค่ะ โดนหน้าตาน่ารัà¸หลอà¸ให้ซื้อมา เหมือนเคี้ยวโอริโอ้à¹ล้วà¹ปรงฟันไปด้วยในเวลาเดียวà¸ัน https://t.co/Xq…,429819 +RT @AnnCoulter: Much like the ever-lengthening timeline for the world to end because of global warming. https://t.co/RzdpPddOjx,55201 +"Good for the Dept of Energy + +U.S. Energy Department balks at Trump request for names on climate change https://t.co/q7ddV8XWEg via @Reuters",918786 +RT @ChelseaClinton: Research on glaciers is providing further evidence of climate change: https://t.co/vvEb2yLN6V,505250 +"@PressSec You're right, the earth is a dangerous place. Especially climate change being our biggest threat. But y'all don't recognize that",811168 +"@CNN This is insane. Climate change and global warming are real, every child knows this!",616510 +Understanding alternative reasons for denying climate change could help bridge divide: An… https://t.co/kTy4GDXWiq,810332 +RT @britneyspears: Does anyone think global warming is a good thing? I love Lady Gaga. I think she's a really interesting artist.,778191 +"Well, guess who's not done losing his shit on climate change deniers and getting laughed at",644140 +RT @leahmcelrath: Ebell's job will be to dismantle the Obama Admin's climate change related infrastructure and spread climate change…,614087 +"Man-made climate change denier at the center of the solar system asks @DanRather- + +'What's the frequency, Kenneth?' https://t.co/fwBfscDdo0",350693 +"@Victoria_hch @ExeposeFeatures I agree.The main problem is,many know man made climate change is real but itis about the willpower to change.",224411 +RT @CNN: Emails reveal USDA employees were advised to avoid the term 'climate change' and instead use 'weather extremes'…,187760 +& several hundred arrests of company execs. US leaders are still debating if climate change is real & reviving an ineffective war on drugs,673695 +"Longer heat waves, heavier smog go hand in hand with climate change https://t.co/jcqZvw7JNx https://t.co/8K6xZ9pjON",624957 +RT @democracynow: .@dan_kammen on U.S. obligations to cut carbon emissions and consequences of Trump's climate change denial https://t.co/Z…,682615 +Arctic reindeer in the North Pole are SHRINKING and becoming lighter and it's all because of climate change #UkNews https://t.co/IssmcyopLt,674916 +Six irrefutable pieces of evidence that prove climate change is real https://t.co/meTT70HDri https://t.co/Bpsl5BVFz5,404402 +RT @politico: #BREAKING: Trump to pull out of Paris climate change agreement https://t.co/bx11PDNOFn https://t.co/bLr7Jo8Kri,53072 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,48112 +@theintercept It's why nobody trusts or watches corporate media they never talk about climate change never talk abo… https://t.co/IBF3VQukSJ,785837 +"In UNSC discussion on @UNSomalia, @Bolivia_ONU cites concentrations of wealth, climate change, that fuel famines, gross inequalities.",184816 +RT @DDurnford: A president who thinks climate change is a hoax and a VP who doesn't believe in evolution. Great day for science.,230210 +@withnaeun @dindanim @poccaguri Sekolah apanya? Skripsitnya a? Hahahah gak mandi itu malah menghemat air mengurangi global warming loh haha,915999 +RT @brittaneywarren: .@jjkirton says @g7 leaders @ Italy should specify an agent in the climate change commitments they make at Taormina to…,376465 +"RT @Newsweek: Trump's policies on climate change are strongly opposed by Americans, a new poll indicates https://t.co/R8TlePic77 https://t.…",194186 +RT @ajplus: Leo takes on climate change skeptics: “You might as well not believe in gravity.â€ https://t.co/v8EdagKObD,106745 +"Achieving a global adaptation goal for climate change, by @SaleemulHuq +https://t.co/qRaxS3LaDU +@cnazmul78 @ICCCAD @Gobeshona",992715 +Porio: Anthropogenic activities cause climate change. I always ask my students: are you cooling the Earth or healing the Earth?,274295 +75+ US mayors refuse to enforce Trump climate change order. So important to elect leaders committed to environment.… https://t.co/VPSjuWdmx5,841614 +RT @CityJournal: Withdrawal from the Paris Agreement could lead to real action on climate change through nuclear power.…,855159 +"RT @UN_Women: Tonight: 8:30-9:30PM, join #EarthHour & turn off all lights to bring attention to climate change. Learn more: https://t.co/ek…",369248 +"RT @ErikSolheim: Over 59,000 farmer suicides linked to climate change in India, study finds. +Shocking, appalling numbers! +https://t.co/YYrk…",400854 +RT @TheGlobalGoals: TWELVE of our #GlobalGoals are directly linked to climate change. The #ParisAgreement is essential for their succes…,232119 +RT @HuffingtonPost: UN: Paris deal won't be 'enough' to avoid worst effects of climate change https://t.co/2OzsX1RyKK https://t.co/Ube2xB0…,770087 +RT @easysolarpanel: The worst thing we can do for our #economy is sit back and do nothing about climate change. https://t.co/w8P5ocW4Bb #cl…,61801 +US researchers claim ‘Beef ban’ can mitigate climate change. https://t.co/DnUtEIDf6C via @postcard_news,582837 +RT @AnonyPress: 2016 was the year that the United States elected a man who believes that global warming is a Chinese conspiracy,696188 +Look at the climate change data on NASAs website! @realDonaldTrump 2,710747 +RT @giorgio_gori: Via dal sito della Casa Bianca il rapporto sul global warming. Al suo posto il piano di rilancio dei combustibili fossili…,943396 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,943553 +«The Mediterranean will become a desert unless global warming is limited to 1.5C»,957958 +RT @mcnees: 'President-Elect nominates Siberian zombie anthrax virus from a global warming-thawed reindeer corpse to head Centers for Disea…,170910 +@robcham fanart of climate change! fanart of the dangers of humanizing propagandists! fanart of the vitality of human connections!,680524 +"RT @Rick_Frank: We're too late to stop global warming with renewables. We need to do something much more drastic, s... | @scoopit https://t…",565587 +RT @chriscmooney: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/EvaDVnbK8X,749902 +They'll tell you they're doing it to save you from global warming. They're lying https://t.co/PRFpiM7pyj #OpChemtrails,748072 +RT @markhoppus: Soup is here thanks for all the great tweets have a great weekend. Also climate change is real and leaving the Paris Accord…,937512 +"Smog over Shanghai, but tell me more about how the U.S. is contributing to global warming.. https://t.co/0CsS4PHErl",130999 +"RT @WWF: When it comes to the fight against climate change, there’s reason to be hopeful. #PeoplesClimate https://t.co/GaREcRvTMe",342929 +@frackfreeunited @CrossFrack @kevinhollinrake voted 8 times against measures prevent climate change Thinks… https://t.co/WfyNRvByb9,406526 +RT @DavidPapp: I wrote THE BEST presidential briefing on global warming for Donald Trump https://t.co/hpCDOF1XDT,281624 +EnvDefenseFund: These 3 charts show how climate change is the world’s biggest risk. https://t.co/WPuouJ53s0,111021 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,898463 +"RT @sierraclub: As the #ParisAgreement comes into force, remember that Trump would be the ONLY world leader to deny #climate change…",920547 +Donald Trump expected to slash Nasa's climate change budget in favour of sending humans back to the moon - and beyond,300268 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,6377 +RT @solomongrundy6: Trump says ‘nobody really knows’ if climate change is real https://t.co/UTombh6ejK @ChuckNellis @Sfalumberjack21 @Hope0…,150851 +"RT @BostonGlobe: Sen. Markey calls Pruitt, tapped to lead EPA, a “science-denying, oil-soaked, climate change-causing polluter” ally… ",836682 +@NBCNews Probably has nothing to do with climate change. Ha!,975094 +RT @bigdaddy69780: @Johndm1952 @GlennMcmillan14 funny how global warming is so real but lower mainland bc hasn't seen harsh weather like th…,303263 +Russian President Vladimir Putin says climate change good for economy https://t.co/DYsiSpHL6E,469044 +My mom just told me she'd kick me if I didn't believe in global warming and my dad is sitting on the couch bottle feed,826563 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,879918 +RT @nytimes: Donald Trump has called climate change a hoax. A Chinese official says it is anything but. https://t.co/N7y35LTyN2,803773 +"RT @superdeluxe: Oh the weather outside is frightful +Due to climate change denial",535044 +RT @realDonaldTrump: The global warming we should be worried about is the global warming caused by NUCLEAR WEAPONS in the hands of crazy or…,129239 +"CNN: Future climate change events could lead to premature deaths, experts said during an Atlanta climate meeting https://t.co/jXrQKrz1vU",123544 +"RT @climo2017: We have plan to REVERSE global warming. + +Learn about it here: + +https://t.co/3USdpImZP7 + +#climatechange #revolution…",955118 +"RT @CBCSunday: Trump's position on climate change could be his biggest threat to global security, warns @ProfPRogers: https://t.co/Ma7J1OFw…",763466 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,302824 +RT @RiffsAndBeards: Do the White Walkers in GoT represent the threat of climate change?,970253 +RT @DrPsyBuffy: 23. We can’t say “elect reps who understand and accept climate change” but instead we need to say we want to,536636 +Support renewable energy sources & save out nation & planet from the destructive effects of climate change. #GPUSA https://t.co/Lq3dquj0B7,225644 +RT @Reuters: Trump to sign order sweeping away Obama climate change pledges. Via @ReutersTV https://t.co/zCgYEUkEN7 https://t.co/m6Ko6xkBLY,901410 +"RT @pollreport: Is climate change a hoax? +details: https://t.co/CuNMYc00Hw https://t.co/hhYz55T1BJ",976357 +RT @mercedesfduran: The Trump administration just disbanded a federal advisory committee on climate change https://t.co/ZF12cFq7aN,276425 +.@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t.co/ZDEvXdhUtF,698782 +"RT @BitaAmani1: 'in causing climate change, the federal government has violated the youngest generation’s constitutional rights to… ",476182 +"♥The Taiwan government should apologize to the whole world, making air pollution caused the global warming. + +https://t.co/c8sCBHmknu",560795 +"We can't understand the reality of man-caused climate change without understanding all of the various factors: physics, chemistry, geography",734099 +"These climate change deniers must be condemned and stopped. Some things are worth more than profit, like the EARTH. https://t.co/FN4svmrGcq",874279 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",528799 +RT @KKelseyBITCHH_: Polar bears for global warming https://t.co/8JsbiG0TfP,844516 +"RT @davidsirota: Great work, humans -- and special congratulations go out to the climate change deniers https://t.co/9gvNMPV8it",42001 +RT @crunkboy713: how do people in Florida vote for someone who doesn't believe in climate change🤔 there whole shits about to be flooded in…,729333 +"RT @UKIPNFKN: Macron wants American researchers to move to France to fight climate change via @UNFCCC +#Trump #ClimateChange +https://t.co/sx…",910929 +"A Modest Proposal... + +To fight climate change, start with Leonardo DiCaprio's private jet lifestyle https://t.co/j0bbVWvIqK via @usatoday",436637 +Conservatives can be convinced to fight climate change with a specific kind of language https://t.co/eSfU9ri2LJ via… https://t.co/cqB3XsyO9K,539943 +RT @EllenGoddard1: Indian farmers fight against climate change using trees as a weapon https://t.co/nMZjw3BsV6,158515 +"RT @SciForbes: The first climate model turns 50, and predicted global warming almost perfectly: https://t.co/5OxrL2Cnr8 https://t.co/QijWyd…",913083 +Looking for fiction about climate change? Pulp fiction is full of it — with a twist. - Washington Post https://t.co/L0xLEqcngV,196246 +RT @Newsweek: Global climate change battles are increasingly being won in court https://t.co/cfWRoydRrb https://t.co/BBXmMbPZXk,312900 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,247152 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,621919 +RT @drvox: 'So much more dying is coming.' @dwallacewells is superb on our failure to grasp the true danger of climate change. https://t.co…,72893 +I wish global warming meant that I would be warm right now. There are so many reasons to hate global warming.,989727 +RT @fivefifths: We can expect a rise in many insect vector-borne infectious diseases because of climate change https://t.co/sonNFMmRUj,828411 +RT @taylorcIark: if global warming doesn't exist why is club penguin getting shut down,231642 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,294532 +19 House Republicans call on their party to do something about climate change | Dana Nuccitelli https://t.co/8DscIDcM4Q,322655 +RT @voxdotcom: The next president will make decisions on climate change that echo for centuries. We haven’t discussed it. https://t.co/BVNW…,238643 +"RT @collins11_m: @WayneDupreeShow I listened to this entire thing & in conclusion, climate change believing liberals R just as bad a…",226893 +"RT @JJfanblade: I'm with Trump on this,global warming is a lie, it is a device designed by governments to raise taxes and to enrich…",22945 +@canokar I truly apologize for contempt of your 'religion of global warming' since I posted tweet I received what is akin to fatwa hate.,667052 +@reason climate change is serious....,330901 +RT @BillMoyersHQ: All you need to know about climate change in 12 minutes. https://t.co/dlLfoUW85O,893735 +RT @thehill: EPA chief: Carbon dioxide is not a 'primary contributor' to climate change https://t.co/TjC6hqokK3 https://t.co/rkWMjzj4ws,844155 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,598545 +"Trump changes his tune on climate change, jailing Clinton https://t.co/cYy9c0qtrH",792602 +"RT @AmyELCAadvo: 'When @ELCA faces challenge of climate change we don't despair, we act' #ELCAadvocacy https://t.co/gbxp4fDkoL",81394 +RT @_CJWade: The craziest part about Florida voting for Trump is the whole state is going to be underwater once he defunds climate change r…,79720 +RT @PiyushGoyalOffc: It is a matter of great happiness that all 193 countries agreed on every aspect of the climate change in the Paris Agr…,450891 +"RT @plmcky: If you feel pleasantly siloed from the Trump disaster, keep in mind US will no longer be fighting climate change. https://t.co/…",689110 +"RT @RickSmithShow: Other countries SHOULD move on w/o us, if we're going to be hostile to environment & climate change, to be pro-war. +@sar…",603282 +>100 students will be challenged to look at pollution through the perspectives of sustainability and climate change https://t.co/dOs30hPvqM,151774 +RT @nadabakos: Here is why u have to care about global warming: snakes will grow to be much larger with hotter temperatures - we will be ea…,427833 +Factcheck: World’s biggest oil firms announce miniscule climate change fund https://t.co/Zzbu7uh2ry via @energydesk,514030 +"Best thing Chelsea Clinton can do is fight like hell for equal pay, reproductive rights, climate change and the oth… https://t.co/gedfwJ6wOP",450842 +"Good stream of reasons. In the interests of climate change - shouldn't we stop @KellyannePolls coming on, since sh… https://t.co/fhYQ6FPXxm",663940 +"As it goes with droughts and global warming - first it doesn't rain, then the fires start. https://t.co/CjXi6i4duP",289537 +RT @IsaacHayes3: It's 69° on December 19th but there's no such thing as global warming. 🙄,93580 +RT @CrEllenWhite: Masses of Australians are fatigued by climate change discussion? Masses of Australians want to save the planet! #qanda,999485 +Science Express train to create climate change awareness,16012 +"RT @jaketapper: In executive order, Trump to dramatically change US approach to climate change https://t.co/0smG0SqGLm",602434 +people touch the tippy top the the ice berg and think they can start global warming,128526 +#MostRead U.N. delegates worry Trump will withdraw from climate change plan. https://t.co/3KT63Ip2Ag,567878 +RT @JordanFredders: Rob Green could stop global warming.,311040 +RT @ClimateCentral: Children suing U.S. over climate change add Trump to suit https://t.co/8qWTIWstd4 via @insideclimate https://t.co/NnYTn…,397558 +"RT @guardiannews: 5ï¸⃣ Away from Article 50, the Paris climate change agreement comes into force https://t.co/wFbndAvfJn",659249 +RT @DonnaWR8: #POTUS gives @Pontifex set of #MLKs Books to be kept in Vatican.Pope gives @POTUS a letter on climate change? #MAGA https://t…,732039 +RT @POLITICOMag: Harvey is what climate change looks like in a world that decides it doesn’t want to take climate change seriously. https:/…,257083 +An Inconvenient Sequel review – Al Gore's new climate change film lacks heat: The former vice president’s latest… https://t.co/igIJfhwJrN,653366 +The only 'rights' to which the effects of climate change are applicable are the rights of every human being not to be sick from pollution.,764741 +RT @OfficialJoelF: President Trump will reportedly sign executive order tomorrow that will roll back on Obama's climate change policies htt…,240417 +RT @JuddLegum: 1. How long do we have to pretend the Stephens' incorrect FACTS on climate change are an opinion?…,941193 +RT @stephenmcdaid: @robinince NZ has gone crazy tonight. We have a tsunami warning here in Christchurch. Havent heard the climate change th…,249928 +CDC abruptly cancels long-planned conference on climate change and health https://t.co/XFyut2pRG8,355194 +RT @AlternateUSFW: 'Everywhere I look there are opportunities to address climate change and everywhere I look we are not doing it.' @BillNy…,466127 +"RT @DavidCornDC: Hey Florida, nice little Everglades you've got there. Thanks for voting for a climate change denier. See you in hurricane…",986184 +RT @BillMoyersHQ: Some of the kids suing Trump over climate change have already experienced its effects firsthand @youthvgov https://t.co/w…,194736 +RT @sarahjolney1: Heathrow expansion would be huge step back in fight against climate change. Let's send a shockwave through Downing St aga…,193995 +"#AlGore talks about his award-winning 2006 film and his new documentary, which looks at the climate change fight... https://t.co/ilxNPcUcue",630191 +"RT @KatyTurNBC: Trump says he will cancel Billions of dollars to the UN for global warming. 'By the way, no one knows what happens to that…",467505 +RT @USAneedsTRUMP: 😂 you mention the govt climate change scam & all the liberals get triggered 😂the same ppl believing Obama the last 8 yea…,385475 +@charleshernick @AmericanCRs A former Independent whose debut interview declares 'Reagan is out' and a moderate for climate change?,537515 +RT @ABC: EPA chief Scott Pruitt's language on climate change contradicts the agency's website. https://t.co/f0eJ2Fo5aT https://t.co/LJb5MxH…,689188 +Ship made a voyage that would not have happened without global warming https://t.co/hNw1yhhOtB https://t.co/AYWUSE7GH9,629787 +#weather Trump to unravel Obama’s anti-global warming projects – Houston Herald https://t.co/oe2FCqZXBP #forecast,125791 +"@RT_America We can't stop global warming! +https://t.co/Y2v4ZoMSkR",873126 +for those voting for hillary because you think she's against climate change https://t.co/Js33HcyCT5,634159 +RT @ThoBaSwe: Repeat: Evolution is not a theory. Man-made climate change is not a theory. Endocrine disruption is not a theory. S…,5824 +RT @LayaBuurd: i'm alive. my family healthy. my friends prospering. my boyfriend fine. my dogs love me & global warming hasn't kil…,626130 +RT @_richardblack: Prince Charles pens climate change @ladybirdbooks highlighting increasing UK flood risk https://t.co/DCxw9GRxiI https://…,710596 +"#NoDAPL: Either @Potus doesn't actually believe in climate change, or he's willing to shelve it for big business. Think about it #Berners",739055 +"If you voted for trump does that mean you actually deny climate change, do you people realize what you fucking supported?",584269 +RT @washingtonpost: The left and right agree: Fox News destroyed EPA chief Scott Pruitt over climate change https://t.co/DbutGjT5Vn,930286 +China on Tuesday rejected a plan by Donald Trump to back out of a global climate change pact.,803604 +Watch: Chris Wallace confronts Al Gore over his faulty climate change claims that never came true https://t.co/qlsxU2RAvB,902313 +"RT @UNESCO: Megacities are forming an alliance, with UNESCO, to manage water under climate change #COP22…",365571 +"RT @Monicks: To Breitbart from https://t.co/A7qqogdvP4 'Earth is not cooling, climate change is real & please stop using our vid… ",418391 +"RT @HaikuVikingGal: 'G20 summit ends with Trump at odds over climate change' + +Always the outsider. History will not be kind to Trump https…",260874 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",53754 +Judge rules school children can pursue climate change lawsuit against Washington State https://t.co/g9kN4OYPCf,406691 +@LouiseMensch Lock her up. Climate change is a hoax. Crooked Hillary. You are a climate change. Hillary is a hoax. MAGA DonAld libtard DISAS,958946 +"RT @BJPsudhanRSS: Retweeted #GiveUpAMeal for Gou (@goushakti): + +#EarthDay +Beef provides major contribution to global warming... https://t.c…",135258 +RT @michikokakutani: 'NASA's climate change research will likely be scrapped by Trump.' via @newsweek https://t.co/AS4wZpTi4l,349414 +Say what? Unfortunately that is partly the problem with the branding 'global warming'. It's CLIMATE CHANGE people!… https://t.co/LCPzOHNWl5,988959 +"RT @nwbtcw: The problem right now isn't climate change deniers, it's those in power who profit from the industries destroying our planet #c…",954431 +RT @YaleE360: 'Our children won’t have time to debate the existence of climate change; they’ll be busy dealing with its effects'…,985836 +RT @thehill: Trump officials to meet on future of the Paris climate change accord https://t.co/LlwnDp5Fb8 https://t.co/Yhsww94M1w,698510 +RT @sbstryker: Paris Hilton has a better record on the environment and climate change than Donald Trump. https://t.co/OvI0EB9A2w,509363 +"RT @_iwakeli_i: When you hear 'climate change,' think polar bears but also think human displacement, migration and relocation. IT'S ALREADY…",625498 +"RT @patagonia: If our elected leaders fail to approach the environment & climate change as serious issues worthy of urgency & action, it wi…",896827 +"RT @divyaspandana: We all make mistakes. Eg, this gentleman here on climate change who happens to be our PM. Not sure if this is a mis…",393734 +RT @Greenpeace: Tired of dealing with climate change denying trolls? Here's some help https://t.co/dpp3JqxwEu https://t.co/FXlnUX8UHT,326465 +RT @nobby15: How climate change is affecting the wine we drink https://t.co/w2QRvbwXm1 via @ABCNews,856169 +RT @DavidLeopold: And they're getting ready to purge the Energy Dept of those that do not deny climate change https://t.co/rZ3CpBdZHA…,404748 +"Scott Pruitt wants some kind of strange climate change showdown +https://t.co/d3E7dIci1H https://t.co/vu6656Ul2j",330862 +People that voted for trump probably think global warming isn't real 😂 #notmypresident,455496 +"@marcorubio how can you not believe climate change it's our fault? Petroleum and energy production, pollution. Are u serious?",571982 +RT @BillMoyersHQ: These CEOs are trying to stop shareholders from knowing how climate change affects their wallets https://t.co/BjdNMDQmje,298506 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,98423 +RT @AJEnglish: What does Africa need to tackle climate change? https://t.co/xGR8lazxSN https://t.co/gClZki3gfV,660483 +RT @washingtonpost: Corrected satellite data show 30 percent increase in global warming https://t.co/fkLw2CkSZG,219919 +RT @EnvDefenseFund: Both parties agree: Scott Pruitt needs to be held accountable for his misleading comments on climate change. https://t…,967026 +"RT @Haggisman57: When 225 Canadians jet to Morocco to ‘fight climate change’, they emit clouds of hypocrisy https://t.co/wfD91dyl0m #cdnpol…",640859 +RT @AOMGAUSTRALIA: Conclusion; theyre saving us from global warming,574291 +RT @AP: Follow AP reporters as they sail through the Arctic's fabled Northwest Passage to document climate change's impact.…,673739 +RT @Slate: Trump will be the only world leader to deny climate change: https://t.co/0uCR0DV2jb https://t.co/a1BiBH3wE8,490703 +Exxon Mobil urges Donald Trump to keep US signed up to Paris Agreement on climate change https://t.co/Gpq5duUwl4… https://t.co/4SRctzjg2H,811513 +"RT @Drolte: @billmaher RealTime's panel keeps dancing around the economy, technology, climate change, and greed. Please interview @Zeitgei…",357267 +"RT @surfinchef61: I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood +https://t.co/J9Bkz2OlOv",366205 +"RT @ProgGrrl: a nightmare scenario for environmental preservation, climate change, wildlife protection, energy policy https://t.co/WTEVCJiM…",47116 +RT @markmccaughrean: @AstroKatie And US inaction on climate change could contribute to us reaching the tipping point: it's hard to overstat…,41555 +RT @babitatyagi0: Gurmeet Ram Rahim Singh has started a campaign to eradicate bad effects of global warming. What is it ?,666135 +RT @seattletimes: How Capt. James Cook’s intricate 1778 records reveal global warming today in Arctic: https://t.co/HX8bJHNaPJ https://t.co…,997640 +"In executive order, Trump to dramatically change US approach to climate change https://t.co/dvncPJxmph TY @POTUS @RealDonaldTrump GBUIJN+",381416 +RT @ShehabShamir: a good piece from @SaleemulHuq on the loopholes in the current climate change regime & changes suggested! #COP22 https://…,168327 +RT @thehill: CO2 levels in atmosphere hit new high as EPA head denies its role in climate change https://t.co/dGMFsVq7Vm https://t.co/KU6Fk…,492253 +"RT @WillOremus: As a rule, Big Oil understands climate change far better than most of the GOP. Including Trump. https://t.co/cRCH0Yzooc",422735 +"#Leaders change. The #political climate changes. Everything changes, BUT God & He's still in control. 'I the Lord do not change' (Mal.3:6).",667117 +RT @miel: if you are not wanting to 'get political' consider this - trump's actions re: climate change will render this plane…,202823 +RT @BIZPACReview: Bill Nye’s scary rebuke of CNN for allowing opposing climate change view sums up the Left in a nutshell…,10908 +RT @nytimes: A majority of people agree that climate change is harming Americans. But they don't believe it will harm them.…,366599 +Paris Agreement in force today. NZ among the first to ratify. Big day in the climate change battle. #ParisAgreement https://t.co/3s1FWJqetr,394665 +RT @BeyondCoal: Granddaughter of coal breaker becomes local leader against climate change https://t.co/FYgL1s94nz @samanthadpage @thinkprog…,734589 +How climate change makes hurricanes and floods worse https://t.co/xDLo8pdSsu,210821 +"RT @ImperfectGirl07: ðŸ‘ðŸ¼ðŸ‘ðŸ¼ðŸ‘ðŸ¼ +Did you know? +A tree can absorb up to 48 lbs of carbon dioxide a year. +Plant a tree - reduce global warming. ht…",191243 +Artist shows what climate change will do to our national parks with a new poster series. https://t.co/LIshLjmCQH… https://t.co/kU78OQzDG9,435686 +"RT @NewSecurityBeat: New report from @adelphi_berlin analyzes links between climate change, fragility and non-state armed groups…",7931 +Five ways to take action on climate change | Global Development Professionals Network | The Guardian https://t.co/e2KlTh3TuV,331666 +#Halloween's ok but if you really wanna get scared watch @NatGeo's new​ climate change doc with @LeoDiCaprio… https://t.co/RGb4ixueW7,998608 +"RT @YaleE360: As climate change rapidly melts away sea ice, countries are prepping for new shipping routes through the Arctic.… ",598170 +RT @cieriapoland: this halloween gets a lot scarier when you consider that bc of global warming it's 80 degrees in October & we are destroy…,981822 +"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",349039 +Most wood energy schemes are a 'disaster' for climate change https://t.co/tZagmmHBB0,131708 +@RRMeyer2 @EnergiewendeGER Now it's 'catastrophic' climate change? ��,440962 +Congress' top climate change denier continues his attack on states probing Exxon https://t.co/1xP3xxCGJG https://t.co/1CVUTnw6IU,719287 +"RT @business: Trump wants to downplay global warming, but Louisiana won’t let him https://t.co/IrWRqiBlhi https://t.co/wPhDmosW8s",866736 +"RT @GreenEdToday: The good news is we know what to do, we have everything we need now to respond to the challenge of global warming.…",793383 +"RT @paulengelhard: If 99% of scientists tell you that climate change is real, and Trump says it isn't, then the only intolerant ideology in…",486705 +Disrupt your business model to take action on climate change https://t.co/2oTlFbryZg via @ecobusinesscom,206701 +RT @mcspocky: Jane Goodall calls Trump's climate change agenda 'immensely depressing' https://t.co/UseSirPbkK https://t.co/GhCeEv31WR,812095 +"RT @laurenepowell: We have the tools, minds, & motivation to address climate change now. Honored to address the global community leadi…",813429 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",300273 +"RT @ClimateReality: The @WhiteHouse calls climate change research a “waste.” Actually, it’s required by law https://t.co/1trh7QkOQH https:/…",246003 +RT @theoceanproject: Coral reefs: living and dying in an era of climate change https://t.co/060X2hCWM2 https://t.co/DrOvLBjFp6,357693 +Rex Tillerson 'used email alias' at Exxon to talk climate change - BBC News https://t.co/oZpP7OqxhY,127689 +"RT @MichaelGerrard: Public opinion shifting on climate change: more and more people believe it's happening, humans cause it, and they'r…",554542 +Weather warning: Intrepid's co-Founder on how you can stop climate change ruining travel .. https://t.co/dCDq20YcOL #climatechange,713892 +"In challenge to Trump, 17 Republicans in Congress join fight against global warming https://t.co/ARW9bwNOTq",855661 +"https://t.co/5TvARPUmgh +Meet 9 badass women fighting climate change in cities +#climate #women #women4climate https://t.co/1Y2AFE7p48",413022 +"RT @democracynow: 'The planet is drowning in denial' of climate change, writes Amy Goodman: https://t.co/V8O8dLtD8m",204680 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,865502 +"RT @TheReel_in: Watch, absorb and act upon Leonardo DiCaprio’s dire warnings on climate change in ‘Before the Flood’ https://t.co/hb3kiVzWbg",70808 +Finance remains the biggest barrier for cities in tackling climate change: https://t.co/a3w1KlFIo8 #investincities,542694 +"RT @toby_w_hunt: Michael Gove attempted to have climate change removed from the geography curriculum, now he is Environment Secretary. Tori…",521642 +"RT @RT_com: ‘River piracy’ taking place at breakneck speed, climate change to blame - geoscientists +https://t.co/2eTZCoOG86 https://t.co/1…",90760 +Mike Nelson: Winter's arrival is perfect time for talk about climate change - The Denver Channel https://t.co/O92N7U2XjB,599952 +"RT @314action: EPA wants to debate climate change on TV - challenging scientists to prove global warming is a threat. Bring it on? +https://…",116224 +RT @NBCNightlyNews: Think global warming is bad now? It is going to get much worse researchers predicted Monday. https://t.co/Vo0tKTQX8E,781730 +"Shrinking mountain glaciers are ‘categorical evidence’ of climate change, scientists say - https://t.co/B9KO3Z415T https://t.co/j5fNlU2v5R",222272 +"@SSextPDX @golden_nuggets Sent one from NASA, Here is another - where's global warming? Arctic ice caps grow… https://t.co/XUKMQFxd3T",520111 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",470642 +RT @Descriptions: and the us only wants to deny global warming https://t.co/CSmTCn8hZU,241795 +enjoying global warming with some cool people! https://t.co/3mftjvqJ78,585620 +how can teens impact climate change https://t.co/6CxWdowwBJ,969978 +RT @ScienceNews: A new simulation puts a price tag on climate change county by county. https://t.co/DaPFWpAqRO,800466 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,665096 +Sanders: It's 'pretty dumb' not to ask about climate change after Harvey https://t.co/XqRSsTcDLs https://t.co/VkAcQX2oUC,59084 +"What climate change deniers, like Donald Trump, believe - BBC News https://t.co/wxZiES4tb8",813349 +"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",312981 +RT @SierraClub: Trump 'will definitely pull out of Paris climate change deal' https://t.co/vMIo8GWP0T https://t.co/r948903BhI,965523 +RT @dstgovza: #SFSA2016 technology can assist in accessing information on climate change,921337 +RT @dansmith2020: Arctic climate change makes study of Arctic climate change too dangerous! @SIPRIorg @adelphi_berlin @JanVivekananda https…,791417 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,472174 +RT @RogueNASA: Trump is signaling that he's acting on his vows to dismantle Obama's 'stupid' climate change policies. #Resist https://t.co…,514550 +"RT @ErikahJeannette: I don't understand how some politicians don't believe in climate change. There's evidence, scientific evidence. Come o…",418510 +"RT @STcom: After Obama, #Trump may face children suing over global warming +#climatechange +https://t.co/dvJio2ozos https://t.co/1J8ZqehnAa",344814 +RT @NYTScience: The #Gatlinburg wildfires are a reminder that climate change is making wildfires a continual problem in some places https:/…,555242 +@uchihacest_ @SenSanders ican't understand how some people believe there's a secret agenda about climate change,603943 +"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",996818 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,518736 +"RT @kurteichenwald: It's consers who dont believe in climate change, but a huge portion of anti-vaxxers are liberals. How do they choose wh…",194144 +"donald tr*mp: *gives up in combatting climate change for US economy* + +me: https://t.co/nnkkBNG3sF",548422 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",781735 +RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,90786 +@danosbelt trump said climate change does not exist. You just contradicted yourself. Clean environment means no coal/oil/fracking,3051 +"RT @AlongsideWild: You want to argue about how to fix climate change? OK-cool. But, I'm done talking about whether it exists. That informat…",402995 +RT @Jamie_Woodward_: Did two centuries of continuous volcanic eruptions at 18 ka trigger major climate change in the Southern Hemisphere…,224269 +"Spot On Article!!!! + +Why we’re all everyday climate change deniers by @AliceBell https://t.co/XSTIGMl2Jq",891634 +"RT @trend_auditor: Finally, Paris climate change agreement designed by crooks- Trump is not buying this crap https://t.co/PDGdYTR7pI",661409 +"At this point, I am done trying to convince anyone that climate change is real. It’s absurd. “See, the book fell! Gravity is real!'",776823 +"RT @AynRandPaulRyan: GE CEO vows to ignore Trump, continue to fight climate change: https://t.co/sFUpgmHAfi +#EPA +#TheResistance https://t…",773037 +RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,716592 +"@jpballnut I'm 80 yrs old, and I have listening to the global warming hoax since I was a teen & guess what, nothing has happened.",709740 +"RT @planitpres: 'Planning could play key role in tackling climate change', @RTPIScotland tells parliamentary committee: https://t.co/idbzbo…",230435 +RT @rabbleca: Naomi Klein: Now is exactly the time to talk about climate change. https://t.co/tY0VtMbPjB https://t.co/Ua7gAUeRSw,105775 +RT @PopSci: Six irrefutable pieces of evidence that prove climate change is real https://t.co/PS2XZk3lZE https://t.co/M3PtcAGVzt,277235 +"@Xadeejournalist @ZarrarKhuhro #ZaraHatKay + +Awareness regarding the adverse effects of climate change and how to cope with it be a priority",323839 +Scott Pruitt Climate Change: How many global warming deniers are on Trump’s team? https://t.co/fpeLaxFbOH via @Mic,485009 +"blame chemists, harbicides promoters, for climate change; 'Detergent' Hydroxl Molecules May Affect... https://t.co/QM4MWWaQED @slashdot",991522 +"RT @someecards: National Park defies White House, tweets climate change facts until it's mysteriously hushed up.… ",421384 +RT @AngelaKorras: Any more climate change deniers? Here you go if you can actually read better catch up. https://t.co/NbCWEh2L0K #auspol #a…,407930 +"RT @SteveSGoddard: Thanks to unprecedented climate change, sea level at La Jolla, California is the same as it was in 1871… ",499185 +GE CEO Jeff Immelt seeks to fill void left by Trump in climate change efforts https://t.co/lW7E1jGpk6 via @BosBizJournal,634042 +Yesterday it was almost 70 & today it's snowing. But don't worry the head of the EPA said he doesn't believe CO2 causes global warming.,281534 +~@_grendan wrote a great piece about climate change-denying lawmakers + christians & their unholy alliance https://t.co/h5DSQrzpT3,29564 +RT @wikileaks: Do you have data at risk from the new US administration such as unpublished climate change research? Submit it here: https:/…,777475 +"S. W-C: Social crises in Arctic communities result from intergenerational trauma, now worsening with climate change trauma",73475 +Growing algae bloom in Arabian Sea tied to climate change https://t.co/aSWiogr9Ux https://t.co/ShFaymBlc6,924278 +RT @OhWonderMusic: You can also listen to our BRAND NEW SONG 'Lifetimes'. It's about climate change. Don't be no climaphobe yo. ������ https:/…,945887 +RT @Marcpalahi: Sustainable Forestry is the most cost effective supply-side measure to combat climate change globally https://t.co/f97XJR8M…,133825 +RT @ProtectNUEST: nu'est contributing to global warming by riding in vehicles AND they also don't wear seatbelts :(( #ExposeNUEST https://t…,750622 +RT @nytopinion: Nine Northeastern states are taking an important step in fighting climate change https://t.co/ErIZQdgukg,340947 +RT @sleazy_c_peazy: #YourMCM thinks global warming was made up by China,477970 +Caring for nature doesn’t always mean leaving it alone. Can we engineer climate change away? Should we? https://t.co/gXkVWow4Av,841038 +"RT @ErikSolheim: 'We are close to the tipping point where global warming becomes irreversible': Prof. Stephen Hawking. +https://t.co/dJoh2BR…",331429 +EPA chief: Carbon dioxide not 'primary contributor' to climate change https://t.co/GBm14P9DLO https://t.co/zIIEnhbKK6,861934 +RT @DannyShookNews: Mitochondrial DNA shows past climate change effects on gulls https://t.co/3vhXvQVyaw #DSNScience #ecology,117689 +Storms linked to climate change caused more than £3.5m to cricket clubs: Storms in December 2015.. #breakingnews https://t.co/YS2FG5Qp7L,231985 +.@GMB @piersmorgan Idiot #StephenHawking is either unaware that climate change is a lie or he serves the cabal promoting the lie.,452498 +Global warming causes Alaskan village to relocate. How to stop climate change before it’s too late https://t.co/hxtvIA85mC #betterworld#be…,147151 +RT @brucepknight: Polar bear numbers to plummet by a third because of global warming https://t.co/uQIV9Bz86M #ClimateChange #ClimateAction…,402278 +"RT @Harold_Steves: Horgan says we have the opportunity to end big money in politics, have proportional representation, fight climate change…",515529 +"Percentage of Republicans who believe in global warming : 48 + +Who believe in demonic possession : 68 + +#HarpersIndex (Jan. '13)",816064 +.@Winnie_Byanyima changing climate change and hunger begins with education. New .@UNESCO Whole School Approach. Ten countries meet in Dakar,320416 +"Warmer summers, unpredictable rain: Maharashtra yet to finalise climate change action plan' https://t.co/h61xEkG5Lf",674363 +I fell asleep on my climate change book. Now I have to cram. Ugh,45153 +RT @politicususa: U.S. Energy Department balks at Trump request for names on climate change via @politicususa https://t.co/sW339lboZu #p2 #…,294203 +Balfour Beatty leads on climate change standard https://t.co/dsKjHnZxAM @balfourbeatty https://t.co/LseeHs28fv,69149 +"RT @JordanUhl: left: trump's inauguration + +right: everyone who doesn't want to die from global warming and/or nuclear war https://t.co/LN0D…",892557 +"Trump voters think that institutionalized racism and global warming are conspiracies, but fully believe in #pizzagate and #spiritcooking LOL",714218 +RT @OrganicConsumer: Scientists warn that global warming may be escalating so fast it could be “game over” soon. https://t.co/d2XH2nNA7t…,374533 +"Donald proposed banning an entire religion,encouraged violence at his rallies,called global warming a hoax but yeaa how do you choose 🤔",799765 +just gunna say Obamacare makes it so my mom can keep living her life and I believe in global warming.,406896 +RT @TheDailyShow: Trevor assesses the effects of climate change. https://t.co/b88QCflFb2 https://t.co/HK35KHb2Mc,493645 +Anson: How Al Gore convinced Miguel Torres to fight climate change in wine https://t.co/n9WZsCDdVT,77622 +Everglades mangroves worth billions in fight against climate change https://t.co/ZMhyQAdvB5,351139 +"In rare move, China criticizes Trump plan to exit climate change pact - CNBC https://t.co/DRCIc40QPE",598383 +RT @SteveSGoddard: I'm thinking about starting an intervention service to rescue children from the global warming cult.…,437099 +2017 @UNFCCC Adaptation Calendar features women leading efforts to build resilience to climate change… https://t.co/mcQp7fWSrS,811260 +When the weather is 75 degrees+ in November but you're also worried about climate change. #climatechange #weather… https://t.co/JMJ7lCnCZ0,289021 +Trump to undo Obama actions against climate change - Energy independence order slammed by environmentalists but... https://t.co/Ot4GVPjxcn,411748 +"RT @maryconnor4567: Wonder if Sturgeon will donate £1million to Californian climate change, same as she did to Iceland. After all, Califor…",834122 +"RT @Salon: Donald Trump and Xi Jinping chatted and schmoozed, but avoided talking about climate change https://t.co/A5XpVseWFA",531633 +RT @HuffingtonPost: . @SenSanders tears into Trump’s 'disaster' of a climate change order ➡️ by @lee_moran https://t.co/7U8U5R0I0u https://…,138830 +RT @RedactedGraham: We are called to be concerned about climate change. https://t.co/DptR8Qvd3x,855031 +RT @GMB: #StephenHawking tells @PiersMorgan that Trump needs to tackle climate change if he wants a second term as President…,621398 +"video uses young kids to promote 'global warming' fears -Dear Mom & Dad, climate change could be very catastrophic' https://t.co/882TWXIBgY",591179 +"@PrisonPlanet what about a celebrity doing something bad. +This proves climate change is a hoax. +FAKE NEWS @Independent",665535 +"Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges https://t.co/GnSlz1DUK0 via @FoxNews",625048 +@FoxNews @POTUS - Worried about climate change while creating Isis! 🙄,395927 +@GuyKawasaki motives of those against/ non-believers climate change vs those sounding alarms,819363 +"All the risks of climate change, in a single graph - Vox https://t.co/WXs0aMuN3u via @nuzzel thanks @roarsmelhus",226513 +RT @FinnHarries: Bill Gates and investors worth $170 billion are launching a fund to fight climate change through energy innovation https:/…,230277 +The cost of climate change: Nordhaus...He calculates the social cost of carbon (SCC) at $31 per ton of CO2... https://t.co/nw2WDLNlzC,217668 +Stop worrying and learn to love global warming: Climate alarmists are still running about… https://t.co/PvR3T41fkK,646356 +"RT @Chairmnoomowmow: Before you sit for a lecture about climate change from a california liberal, take a look at the job they're doing.…",585846 +RT @JunkScience: Exxon management has adopted the global warming religion. I am going to fight it. https://t.co/dVuJkjgfeQ https://t.co/Aj4…,320140 +"RT @BBCBreaking: China will honour commitments on climate change, PM says, as US appears poised to pull out of key deal https://t.co/lEVWQ7…",7769 +RT @paigemacp: It's morally irresponsible to make Albertans poorer to pay for a tax that won't make a dent in global climate change https:/…,128883 +"@POTUS @realDonaldTrump YES, and don't let those globalist stooges hiss in your ear about climate change. Biggest… https://t.co/RCqYVPUoAI",930716 +"RT @jswatz: Fixed your headline, WP: Trump says, FALSELY, ‘nobody really knows’ if climate change is real https://t.co/FOHO9s4nXd",52091 +World's biggest fund manager in 'Darth Vader-style' warning to company directors who deny climate change https://t.co/SFoDWgujdj,865029 +@marcorubio Am sad you confirmed DeVos Sessions. Pls don't confirm Pruitt. climate change is real,678269 +RT @KenDiesel: Scientists have overwhelmingly been right about climate change the last 50 years. #FakeGlobalWarmingFacts https://t.co/d9rBT…,646896 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",151820 +"RT @AmyMek: Let's blame it on Russia today, tomorrow fake news, next up global warming! This is getting really old! YOU LOST! GROW UP!😂 #Pr…",126071 +"RT @pipayfay: Bebe @hperalejo dumadagdag ka sa global warming. Sobrang hot mo be! + +HEAVEN AtHubR20",390635 +RT @ParkerMolloy: So... @EPA's climate change website is gone https://t.co/2lbP4RkUTa https://t.co/7l5j2nOCeT,846830 +RT @ChrisJZullo: Scott Pruitt is climate change denier and fossil fuel advocate. Burning of sequestered carbon impacts the carbon cycle #Tr…,903429 +RT @Channel4News: .@LeoDiCaprio calls on citizens to vote for “people who believe in climate changeâ€; @realDonaldTrump has called it…,552575 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,51238 +RT @leducviolet: only under capitalism could climate change become a 'debate' and something to try to devise 'carbon credit swaps' for. jes…,398685 +"RT @MichaelEMann: Oh my that's a low bar you've set Elon... +RT @elonmusk Tillerson also said that “the risk of climate change does exist”",442076 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,245264 +RT @DefenseOne: Not taking action against climate change will put our troops in harm’s way in the future. https://t.co/GpzqZ0nhVw…,1847 +I don't understand how climate change is fake when it has been the goal of the US military to dominate climate sinc… https://t.co/hnl0JC9RDd,800950 +RT @itomkowiak: This #GroundhogDay we are reminded that Punxsutawney Phil is now the only climate change scientist that the Trump regime al…,236737 +"The Trump administration is already defying long-held GOP orthodoxy on climate change https://t.co/v0kfOV5b3T https://t.co/FEelKEB5PV + +— …",371083 +"How the global warming scare began. +https://t.co/PlfxljabAV",288557 +niggas asked me what my inspiration was i told em global warming,645411 +"RT @TwitchyTeam: The HORROR! Chelsea Clinton blames diabetes on climate change, gets fact-checked HARD + +https://t.co/ZwUp6r69gg",582358 +RT @THECAROLDANVERS: everything in the world is depressing... my life... climate change... politics... penguin on penguin violence... ci…,105065 +"RT @nerdjpg: Remember everyone, +The enemy of the American people isn't global warming, oppression or wealth disparities +It's the FAKE NEWS…",105707 +@stephenfgordon I don't believe @awudrick has ever accepted man made climate change as a fact.,487304 +Every time it rains in summer I blame global warming,966654 +RT @SeneddCCERA: We’ve announced the creation of a new expert panel to help scrutinise @WelshGovernment progress on climate change https://…,367823 +"I see your GMO-crazy-crowd, but I raise you climate change, & evolution deniers (especially evolution, the heart of… https://t.co/kmiIA0gnEF",649275 +Drink H20 just not from plastic bottles. 1M bottles a minute: world's plastic binge 'as dangerous as climate change' https://t.co/PPDDJ14AFB,29185 +Meet the unopposed Assembly candidate who says climate change is a good thing that hurts 'enemies on the equator'… https://t.co/xt9p5uXckl,172119 +Former NOAA scientist: Colleagues manipulated climate change data for political reasons - #tcot #MAGA #Trump https://t.co/DNwpIRKmgj,685650 +RT @ClimateCentral: This is who is leading the world (and who is faltering) on climate change action in one map https://t.co/9KDDDAbadF htt…,173254 +RT @JMU_Politics: @nytimes So our Secretary of State who was head of Exxon Mobile says Man made climate change is real yet head of EPA is l…,287735 +"RT @YouTube: .@NatGeo teams up w/ @LeoDiCaprio to explore climate change and prevent catastrophe. + +This is #BeforeTheFlood →…",97811 +RT @thehill: Arnold Schwarzenegger teams up with Macron to fight climate change: https://t.co/IJM5rzUq49 https://t.co/fbAWqsqW60,838235 +RT @ChelseaClinton: These experts say we have 3 years to get climate change under control. And they’re the optimists-The Washington Post ht…,254835 +RT @RuPaul: BREAKING: Russian scientists have confirmed that global warming is most evident on Friday nights at 8PM. #DragRace…,318905 +CDC's canceled climate change conference is back on — thanks to Al Gore https://t.co/Wbpi2HGVDi,259043 +"RT @Voize_of_Reazon: He doesn't believe in climate change, but what his position to living in the closet??? https://t.co/w1vjWSTOdq",381017 +RT @altHouseScience: House Science's @RepJimBanks said “I believe that climate change in this country is largely leftist propaganda.' Wh…,649757 +"The more I read & compare, the more ���� is outshining ���� . Fr healthcare 2 gun control 2 climate change 2 even how we deal w racial issues",529954 +Me listening to older white volunteers talking about not believing in global warming and how wonderful Trump is ��������,663529 +@Laura_Cobanius @sehol @kahoakes @Louisxmichael 1 he's an actor not a scientist 2 all global warming models have been wrong since inception,423720 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,22777 +@GingerConstruct Wasn't she and her husband supposed to save the world by focusing on climate change with her father?,766694 +"RT @leducviolet: I oppose the death penalty, and I also believe that anyone with power who opposes universal health care or climate change…",166583 +if you have a high IQ you would know that china didnt create global warming https://t.co/ekjrNM1xke,282634 +RT @JasonSalsaBoy: friendly reminder that its still hot this time of year bc of global warming brought on by people and possibly even repti…,353764 +RT @Independent: California says it's going to start suing if Donald Trump ignores climate change https://t.co/9NkhOwoaHM https://t.co/tUxv…,461317 +RT @ThugLoveOG: ''Tis the season to realize climate change is real https://t.co/4jXlIGjqnZ,31680 +Even worse are projections on what expensive policies to combat climate change will accomplish. https://t.co/ABHSpUCCHY,998009 +"Donald #Trump’s first staff picks all deny the threat of climate change | By @ngeiling +https://t.co/crVaThJXIJ",491318 +RT @ceed_uganda: Deforestation = climate change join #GuluGoGreenMarathon17 in partnership with @MegafmGulu @FAOUganda @NFAUG…,970330 +RT @VICE: Rex Tillerson allegedly used a fake email name at Exxon to discuss climate change: https://t.co/Doay1W3rFC https://t.co/n4QG5Gq3mc,476860 +@charleshildebr9 It's the BURNING of fossil fuels that causes climate change. Not using it for other manufacturing.,415960 +@RT_com thanks to global warming. one harsh winter and these racist geezers will fall like mosquitoes.,937064 +"RT @matthaggis666: Today on #abcforkids we have IPA's Georgina Downer explaining why climate change isn't real, and how voluntary voting is…",935085 +@realDonaldTrump What about climate change?,863837 +"Trump will roll back climate change policies today. In a symbolic gesture, he'll do it... https://t.co/3Ah5eKfdo2 by #NPR via @c0nvey",166987 +"RT @DrJillStein: The #GreenNewDeal: +👷ðŸ¾ Jobs for all who need work +☀ï¸ 100% clean energy +🌎 halt climate change +✌ðŸ¼ wars for oil obsolet…",65621 +RT @UNDPasiapac: Afghan farmer are suffering the impacts of climate change. The Ministry of Agriculture & UNDP are helping them adap…,486600 +RT @sunraysunray: Fighting climate change requires massive state intervention and shaping capital's investment decisions. Good luck :( http…,389265 +RT @BetteMidler: We are so fucked. Trump picks climate change denier for EPA team @CNNPolitics https://t.co/FmMc1OVZUn,151202 +RT @AstroKatie: Now would be a great time for the rest of the world to find ways to pressure the US on climate change and human rights.,906908 +BBC: Prince Charles co-authors Ladybird climate change book - https://t.co/v6KkVWsJEO https://t.co/JoIK7CQgbk,98725 +RT @AGSchneiderman: President Trump may deny the reality of climate change. But New York is showing the world that we will act. https://t.c…,741135 +RT @ConservationPA: Effects of climate change being felt around the world. States & cities must act b/c the federal government won’t!…,184479 +#trading #forex #binaryoptions BlackRock urges Exxon to disclose more about climate change-related risks - https://t.co/4D83lFyp8j,364623 +‘Study linking climate change and farmer suicides baseless’ https://t.co/EV89AFlSG8,289083 +#Canberra leaves most of Australia behind on climate change initiatives: report https://t.co/YrvgOcnpot,101465 +"RT @BuzzFeedNews: Other major nations will officially commit to fighting climate change — with or without Trump +https://t.co/OweKcgNCqr",877671 +This early winter weather is fantastic. Seasons beautifully crafted and consistent. The fuss of man made climate change painfully academic.,414975 +"RT @Hultengard: Detta är riktigt obehagligt. Söker man på LGBT & climate change på https://t.co/G3TO78nxtP , får man inga träffar. +https://…",819137 +RT @traill1: climate change made very real- how rainfall is shrinking the temperate area of SW Australia... https://t.co/1RgbtC1enc,162715 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,889367 +"RT @RobDenBleyker: If you're hecka white and think 'Trump can't hurt me', consider the fact that he doesn't believe in climate change. We'r…",682050 +"RT @echomagchicago: Our managing editor, @biancapsmith is writing an article on climate change for The Flux Issue #SneakPeek #StayTuned htt…",468148 +RT @Kelseyummm: Ok but how does it not scare people that our President Elect/VP Elect don't believe in climate change,276721 +What sparked global warming? People did. Here’s how. https://t.co/hzWiFPmaGK,809015 +RT @Greenpeace: 10 incredible things climate change will do. Number 6 will amaze you https://t.co/ntqRKwoiO1 #ClickBait…,82904 +RT @KatrinaNation: My take this am -- Trump’s denial of catastrophic climate change is a clear danger https://t.co/rVYrkjAzRu,629958 +RT @ProgressPolls: Are these hurricanes due to global warming or just mother nature? #HurricaneIrma2017,282539 +RT @Sustainable2050: Read in @nytimes article: 'the greenhouse gas emissions blamed for climate change'. What's so hard about writing: *cau…,576641 +"RT @YahBoyCourage: j cole supports global warming, domestic violence, and the cancellation of G-Force 2 which should have hit cinemas July…",721032 +"#NEWS #Armenian Climate talks: 'Save us' from global warming, US urged - BBC News: UN News… https://t.co/RQrF52C3mv",985863 +RT @hyped_resonance: doodlebob needs to fight climate change next,351847 +RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,102182 +"RT @unsilentspring: We talk about waging war against climate change. Well, 'The war is on. Time to join the battle.' @JSandersNYC…",432256 +"RT @ThisIsWhyTrump: Al Gore is a fraud and refuses to debate global warming +https://t.co/O5EEiUHlt3",810959 +Climate alarmist offers $500 billion plan to stop global warming — by making more ice in the Arctic https://t.co/hktqREYFcl,339263 +"@realDonaldTrump + +Of all the WORLD issues, the most critical is climate change, which could create many many jobs.… https://t.co/HSTVt6Uszk",426325 +Donald Trump's pick for CIA director refuses to accept Nasa findings on climate change | The Independent https://t.co/zbMY4ZBL1L,634147 +"RT @LindaSuhler: I suspect the climate change models are the climate equivalent of the pollster models who had HRC winning... +Libera… ",43694 +Why everyone -and not just liberals- should care about climate change: Katharine Hayhoe: https://t.co/J4GnNd7icF,693219 +Fuck global warming.,840612 +"#ClimateChange: For New York, climate change is an immediate existential threat.: https://t.co/VjNr9RslK0",292313 +"RT @Conservative_VW: Just Think 🎉🤔 + +When Liberals end up in Hell ... + +They'll finally know what climate change is 😂😂 https://t.co/6cS0VAFyVi",459823 +you're literally all sorts of dumb if you think global warming is fake...,458700 +RT @Jackthelad1947: Cities can pick up nations’ slack on combating climate change #C40 #auspol  https://t.co/zdHSaAoP3o @abcnews #wapol #SM…,886294 +California targets dairy cows to combat global warming - Story | WNYW https://t.co/McQrRPVlv6,72399 +RT @jennyk: Coffee as an anchor for rural development & the need to plan for climate change @billclinton #WorldCoffeeProducersForum @GCPco…,838493 +RT @BadAstronomer: The catastrophe for climate change alone the Trump presidency represents is almost beyond measure.,239467 +How comics can help us talk about climate change https://t.co/LbrUyG5wCv via @grist,966716 +RT @LeoHickman: Here's a quick reminder that Gove once tried to remove climate change from the geography national curriculum…,88590 +"RT @jeneuston: THE POPE believes in global warming. +THE POPE. https://t.co/sUe6f3QO29",270660 +#ClimateChange Trump cutting funding for climate change research. We're doomed!!!!!!!!!!��,612857 +RT @SheilaGunnReid: .@sandersonNDP who shld resign? An MLA who said humans aren't the sole cause of climate change or one who called ABs s…,481502 +"Trump won't save us from climate change, but maybe surfers will https://t.co/gjZtgIFE7d via @HuffPostGreen",953534 +"Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges - Fox News https://t.co/qIjeUIxUcq",399293 +RT @ajplus: Is this deal to fight climate change too late? 😕 https://t.co/e76UJNCYN8,325715 +RT @Arwyn_Italy: @EU_ScienceHub impact of climate change on soil erosion has positive and negative effects but land use change may b…,412226 +RT @UNFCCC: Today is gender day at #COP22. See how @adaptationfund projects empower women in fight against climate change…,817566 +Seeing how ignorant people are to global warming is truly shocking #BeforetheFlood,610516 +"RT @reedfrich: Trump's EPA chief: We need more review & analysis to find out if manmade climate change is real. +Also: We're guttin… ",921902 +"RT @sciam: The effect of climate change on endangered species has been wildly underestimated, a new study has found. https://t.co/da7z2KhB06",279576 +RT @YahooNews: Now I Get It: The hot debate over the Paris Agreement on climate change https://t.co/eQBj13Z2wG https://t.co/PC9Ye0eP3p,164195 +RT @Reuters: U.S. Energy Department balks at Trump request for names on climate change https://t.co/LIVzmdSIB5,233989 +Trump to build wall at Irish resort to protect against effects of climate change #MAGA #Ireland #PresidentElectTrump https://t.co/YfNQlWZRXG,650411 +@pemalevy @ClimateDesk NOAA has disproven global warming through their own measurements of OLR's. Enjoy the cult. https://t.co/h5WOq74gzV,531313 +.@washingtonpost Why does EPA need regional climate change advisers? How this this job impact environmental protection? You may ask.,4333 +RT @vicenews: Trump’s EPA chief isn't sure humans are causing global warming https://t.co/kP1zuWfmc5 https://t.co/byiWuDiRWg,643985 +"Before it eventually does us all in climate change will be decent for a while, can't remember it being this warm in March",556079 +People don't think climate change is real https://t.co/Po4gnB8iA9,362728 +@i_artaza @COP22 @UNFCCC @ConversationUS regarding climate change.,619584 +"#Rahm +Chicago mayor Emanuel posts EPA’s deleted climate change page https://t.co/ylqySjtG3P",498930 +"RT @ReutersUK: Britain's progress on climate change is stalling, government advisers say https://t.co/66c8XAf2lk https://t.co/rzYlCo2Fo7",711047 +RT @DavidPapp: Trump's order will unravel America's best defense against climate change https://t.co/PDhzqCCWkD,280183 +"RT @YEARSofLIVING: 'It comes down to a question of security, what will this lead to? 'Watch NOW to see the link btw climate change & extrem…",710884 +"Glacier National Park is overcrowded. Thanks, climate change.: https://t.co/pTZHB4oRDQ",669728 +@wolfeSt .. kind of conspiracy to convince people that human action is causing dangerous climate change. I don't kn… https://t.co/mBCuFJukwO,873903 +RT @yayitsrob: Kaine asks Tillerson flat-out whether Exxon knew about climate change in 1982 and lied about it. He didn’t answer. https://t…,133051 +RT @miel: if you are not wanting to 'get political' consider this - trump's actions re: climate change will render this plane…,580652 +RT @EnvDefenseFund: Wall Street is pressuring fossil fuel companies to reveal how climate change could hurt their bottom line. https://t.co…,122184 +Rick Perry Falsely downplays human contribution to climate change https://t.co/kEDnagoCNU https://t.co/Azm0KNd6Xj,297918 +"RT @NaomiAKlein: An assault on America's future, but also on the future of everyone forced to share this warming planet with Trump a…",443350 +ur mcm is a contributing factor to global warming,942345 +"RT Canada to gain nice days under climate change, globe to lose: study - CTV News",487311 +RT @washingtonpost: The nation’s freaky February warmth was assisted by climate change https://t.co/2liQi8TVn2,624290 +RT @jgrahamhutch: It is November 1st and the high is 89°. The next person to tell me global warming is a myth better be prepared to catch h…,462841 +@JenThePatriot @pantheis Guess again dear. I study climate change and it's impact on biological systems as part of my work. Try again,682584 +"RT @stealthygeek: @MaxBoot @nytimes @BretStephensNYT The scientific consensus of the reality of climate change is not a 'prejudice,'…",86801 +This happens about once a year in PHX. But I bet it will happen more often as climate change is ignored. https://t.co/VO0hZepXBh,614098 +@RobinWhitlock66 @manny_ottawa @BigJoeBastardi $1000 to you Robin for a peer reviewed study showing man made global warming. I will wait...,71036 +RT @JasonKander: I don't believe one day's weather proves/disproves climate change. But...it's 63 degrees on Christmas Day in KC...with a c…,603798 +RT @PrisonPlanet: Remember this next time DiCaprio lectures us all about carbon emissions & global warming. https://t.co/e0Mljg7wXP,539219 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,571734 +RT @flovverpovver: rt if you think mother earth is....kinda hot (global warming),891254 +RT @BuzzFeed: This is what climate change looks like around the world https://t.co/E3dfjtCfH2 https://t.co/y2lDM7W42V,16967 +"@realDonaldTrump Lost half your staff +Lost over half your supporters +Lost the debate on climate change +Lost interes… https://t.co/zjxmrUUnSm",366465 +"RT @TeenVogue: Dear Donald, most of us DO know that climate change is real/ a real threat https://t.co/yyTy8Yy1ju",468888 +RT @AustralisTerry: Queensland is now fuelling global warming #methane #CSG #LNG #AUSPOL @QLDLabor #CSG https://t.co/amWMGDoxNc,755956 +"RT @tveitdal: Nicholas Stern: cost of global warming worse than I feared +Heathrow’s 3rd runway could be incompatible with Pari…",854237 +RT @homeAIinfo: Researchers look to artificial intelligence to study future climate change - The Deep Learning for https://t.co/gnaMQ6Etnu…,929586 +"RT @LeahRBoss: #IAmAClimateChangeDenier because I believe climate change is a natural, cyclical occurrence. A view backed by millions of yr…",972465 +"@ThePlumLineGS International cooperation to fight climate change will continue, but without US leadership +> all's w… https://t.co/52lb3BeGqU",47414 +RT @CLTMayor: Proud to stand with fellow mayors to combat climate change #uscm2017 #Mayors4CleanEnergy @CLTgov https://t.co/axQz8rj8IJ,237511 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,473045 +Trump really doesn't want to face these 21 kids on climate change https://t.co/MGzeNNFycP https://t.co/0ZW5ire1Az,719760 +RT @PopSci: Four things you can do to stop Donald Trump from making climate change worse https://t.co/V6o9QJSdVl https://t.co/L34Nm7m1vV,3380 +"RT @pollreport: As president, should Donald Trump remove specific regulations intended to combat climate change? +More:… ",915945 +EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/qlpINzgAvG,746072 +"RT @AlessiaDellaFra: Food security, climate change and agriculture - Geral... https://t.co/vBI9j9rrg8 #recipes #foodie #foodporn #cooking h…",793658 +RT @TomSteyer: Don't let the Trump administration's distractions fool you. We must remain vigilant about addressing climate change. https:/…,718346 +"RT @nowthisnews: While the U.S. is denying climate change, Europe is building an island to house 7,000 wind turbines https://t.co/ts8obKbQhX",991582 +@climatebrad Would you give experimental drugs to your children that were supposedly validated as the climate change theory.,186975 +"RT @Silvio_Marcacci: US Geological Survey notes hot, early Spring then ties it to climate change. DC's Spring arrived 22 days early. https:…",544544 +"RT @ProSyn: To achieve the #ParisAgreement goals, efforts to combat corruption and climate change must go hand in hand https://t.co/hJAYyD…",598757 +RT @FRANCE24: Scientists disprove global warming took a break https://t.co/gqgtitWk2S https://t.co/yObhlZ1ueJ,352182 +RT @BCAppelbaum: The global warming tweets have now been removed from the @BadlandsNPS feed. Here's the tweet the government does no…,799769 +"@RaymondSTong I’m creating a think tank for independent thinkers to solve climate change, would you post also at https://t.co/3nG3t7oJZI",285144 +"BBC News - Climate talks: 'Save us' from global warming, US urged https://t.co/JYLor2p7IH we can do it if we stick together #oneworld",406272 +RT @ColinJBettles: Farmers in #Canberra this week calling for more climate change action #agchatoz @NationalFarmers @farmingforever…,92988 +RT @Miriam2626: Praying that climate change doesn't exist! #ICouldSpendAllDay https://t.co/rVLmwAMF52,36673 +RT @TEDTalks: Pope Francis is taking climate change seriously. Why his embrace of science matters: https://t.co/98jzIzKwHB…,558989 +RT @CapitolAlert: Jerry Brown thinks GOP’s belief in states’ rights could help him fight climate change https://t.co/KjN9bqPC8a,261633 +"@AlasdairTurner Smart move. You may need it because, the new adminstration has confirmed global warming is a hoax. https://t.co/9IdXBkSOvO",239960 +RT @latimes: The biggest dystopian book of the spring? “American War' imagines an America torn apart by climate change https://t.co/Kr4PBwv…,938879 +Canadian cities hit by climate change https://t.co/XhJSYq816e via @YouTube,638143 +"Enough 'tea and biscuits engagement' - @RajThamotheram panel on climate change, board governance, and inv industry supply chains #rieurope17",162574 +"RT @aerdt: Oklahoma hits 100 ° in the dead of winter, because climate change is real | By @NexusMediaNews +https://t.co/YV0NpZupG1",78388 +"RT @neontaster: Forza Motorsports is fun, but I can't help feeling like my race cars are contributing to global warming. Couldn't t…",966667 +"RT @mehdirhasan: '40% of the US does not see [climate change] as a problem, since Christ is returning in a few decades' - Chomsky https://…",865944 +"RT @DonCheadle: For the first time on record, human-caused climate change has rerouted an entire river - The Washington Post https://t.co/H…",972181 +"RT @ReachMeBC: @VICE isn't global warming because of loss of things in the ocean and trees, etc? @VICE S05E03 @hbo",946851 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,214800 +"Trump's climate change denialism portends dark days, climate researchers say https://t.co/OyrJShtmby",728032 +"RT @oldmanebro: Nah this a lie. +Don't listen to people who affected by climate change right Donald!? https://t.co/bPkFOWyXvU",600651 +"If govt dont start action then see our youth reaction on climate change +@PMOIndia",728584 +I agree with his assessment until he said he will die from climate change which is a weird point to make https://t.co/IayZkA58Au,706681 +"Forgetting all of Trumps other archaic views for a second, I cannot comprehend how the fucking idiot doesn't believe in climate change.",589739 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",450581 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,47561 +"RT @kentkristensen4: #climatechange #polar #Bears let's fight together for the global warming make the planet ready for our #kids +���� +������ h…",401905 +"@reddit @StationCDRKelly @Pontifex +Oh! Glorious space art, with the climate change and political issues occurring in the world these days,",800981 +@crashandthaboys Hm. I make the same face when I urinate. And I urinate every time someone says global warming isn't real. - Jack,589183 +"RT @IMPL0RABLE: #WeThePeople + +Jesse Watters: 'No one is dying from climate change' + +How climate change is killing people: https://t.co/BMX…",222534 +"RT @jumpercross1: What does it take for President Trump to accept climate change, a shark on the freeway ? https://t.co/DTA0TlOyjJ",357670 +"in FEBRUARY. but no, climate change is just an elaborate chinese hoax. ;____; RT @altNOAA: (cont) https://t.co/1kfaBY33Df",923142 +RT @OfficialJoelF: Massive climate change march in Washington DC on Trump's 100th day in office https://t.co/CqOiY1Ddn2,497636 +RT @TheEconomist: Ocean VR: Dive down to discover what coral reefs in Palau have to do with climate change https://t.co/ByzvcPEq1A https://…,443455 +NBCNEWS reports World powers line up against Trump on climate change https://t.co/Un7hSvqQEI … https://t.co/PN7oSPCR34,730705 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,830855 +"RT @Independent: World leaders should ignore Donald Trump on climate change, says Michael Bloomberg https://t.co/kuxK0prhLY",255556 +"RT @MrJoshSimpson: Voting for someone who denies climate change simply because they are Pro Life is, and I'm putting this nicely, fucking m…",961712 +@RTUKnews Far more likely is geoengineering and alluminium being the cause not global warming .,589379 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",956735 +"@CNN 20)Unchecked climate change & a future where they may starve, lacking water and food.",216207 +"RT @armyofMAGA: Is climate change a liberal hoax? #MAGA + +RETWEET to make the poll more representative and accurate!",650019 +"House Republicans buck Trump, call for climate change solutions https://t.co/T9yJdEHjpq",606200 +RT @10NewsParry: What’s #ValentinesDay w/o chocolate & Champagne? Both are at risk by 2050 due to climate change from heat & drought…,753836 +it's cold... where's global warming? ��,847322 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,273226 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,83629 +"RT @BuzzFeedNews: The only way to save the polar bear population is to hit the brakes on climate change, US Fish and Wildlife says… ",226734 +"RT @DavidParis: “we are in the sensible centre on climate change” +“Plz don’t asked me about Adani or other new coal mines plz plz n…",788872 +The bell continues to toll: Record-breaking climate change pushes world into ‘uncharted territory’ #climate… https://t.co/4iO3lKV22s,870974 +"RT @JamilSmith: Lindy West, on living in a Seattle choking on the smoke from nearby forest fires, likely stoked by climate change. https://…",591870 +RT @likeagirlinc: Scientists just published an entire study refuting Scott Pruitt on climate change https://t.co/g0wLCZBr5p,568912 +"RT @kdeleon: For California, fighting climate change is good for the environment and the economy #SB32 https://t.co/J8MBVnAD01",789519 +RT @manny_ottawa: Record cold weather Ottawa this weekend. Yes I know nothing to do with global warming because any contradictory evidence…,731488 +RT @jewiwee: Polar bears. You can thank global warming for this: melting ice sheets interfere with their ability to hunt. https://t.co/j6BY…,244090 +Trump's energy policy includes scrapping Obama's climate change efforts and reviving coal. #climatechange https://t.co/IhQhbKCe9I,735125 +"RT @EricBoehlert: good grief, if you think climate change = 'weather' don't hang a lantern on it for everyone to see https://t.co/ANKiA1dxuL",764484 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",646717 +Why is a VS model teaching us about climate change on Bill Nye Saves the World? Is she a scientist or is she there to get more views?,31157 +@HomrichMSU @pourmecoffee and this never came up in the debates. Skipping global warming was one thing,152232 +RT @BirdwatchExtra: Populations & distributions of 75% of England's wildlife likely to be significantly altered by climate change…,414280 +A group of young people outraged at the lack of response to climate change have won the right to sue the government. https://t.co/SzIYiGZStM,587546 +RT @ClinBioUS: Google just notched a big victory in the fight against climate change https://t.co/O45nywFNdh via @Verge,821756 +fighting for a #resilientredhook! and climate change justice. bringing updates from this South Brooklyn NY waterfront community,373215 +RT @ClimateCentral: Trump called Obama’s view of climate change's urgency “one of the dumbest statements I've ever heard in politics.â€ http…,826764 +@williamnewell3 @descalante97 @MissLizzyNJ lol are you trying to say global warming doesn't exist because you still need a jacket?,733307 +Dr. Tim Davis tells us harmful algae blooms are becoming more common with climate change. Scary! @NOAA… https://t.co/AuCIZpokVK,596788 +I am definitely for this march...there's no 'Alternative Facts' in global warming! https://t.co/g02t6ULMyR,57392 +RT @OnlineMagazin: 🆘‼ï¸⛈⛅ï¸😫 New Zealand: climate change protesters block old people at the entrance of a bank in #Dunedin. Police help. http…,761256 +Biggest pet peeve: Republicans pretending climate change doesn't exist:,586312 +"RT @pagegustofsonxx: #TwitterBlackout bc I don't stand with men who are sexist, racist, mean, and most non believers in climate change. #no…",93389 +Billionaire Richard Branson on Donald Trump: Focus on climate change https://t.co/IfjeKZz3EL via @AdellaPasos https://t.co/PA6C9sPuFy,93917 +Trump meets with Princeton physicist who says global warming is good for us - The Washington Post https://t.co/hkRrL1QEWg,73551 +@Chaosxsilencer Global warming doesnt exist but climate change does,165581 +"RT @AnnCoulter: According to the MSM, all evil is now caused by the Russians or global warming.",156791 +RT @NYTNational: Trump has called climate change a hoax. Now he has the chance to destroy efforts to beat it. https://t.co/i9hdsPig9Y,823794 +"RT @latimes: Obama talks about the need for more action on climate change in his farewell speech. + +Full transcript:… ",63392 +RT @ClimateCentral: Trends in nighttime temperatures are a symptom of a world warming from from climate change https://t.co/h4G9pRPAnC http…,182207 +@LeoDiCaprio Thanks for the great documentary on climate change. It really hit home! Please check out this project https://t.co/fUiwrUtDDA,829750 +RT @Gizmodo: Donald Trump: Maybe humans did the climate change after all https://t.co/P7dLa8lK2I https://t.co/Gq5CUUxHiW,101290 +"RT @davatron5000: A climate change denier as head of EPA. +A creationist as head of Education. +A Nazi-inspired database for Muslims. +Ugh. Th…",639078 +RT @V_of_Europe: Putin says climate change not man-made https://t.co/8QCtKawXl7,960964 +Does Trump buy climate change? https://t.co/hBNAHxdHEY,884242 +RT @hondadeal4vets: Lets use those fidgit spinnas to spin the earth the opposite way and reverse global warming,333194 +"Ocean Sciences Article of the Day - Opinion: No, God won’t take care of climate change (High Country News) https://t.co/1iGTnHrQzp",180605 +RT @Mrsmaxdewinter: Opinion | Harvey should be the turning point in fighting climate change https://t.co/ULrbHtQiCB,724302 +"Amid all the 'agents of doubt' in climate change, you have to get involved https://t.co/Z5FC8Pi8pq",464585 +RT @MrKRudd: When will Turnbull gave the guts to stare down the mad right of his party on climate change. https://t.co/Xo8A77mYO0,857134 +RT @bmeyer56: Urban forestry tactics for climate change. Check them out but consider how they construct human&non-human encounters https://…,289751 +"What's an honest intelligent climate scientist to do in the face of the madness of Left-wing 'climate change',... https://t.co/kAzc8MAAV3",746574 +"Instead of building a pointless wall, how about we focus on important issues like climate change, education, jobs and healthcare. Just sayin",5343 +Koalas don't like water but they're being 'driven to drink' by climate change https://t.co/XClSuR90k4 https://t.co/26yQCmvGlD,477522 +"While the left frets about global warming, an actual threat to water access and availability exists +https://t.co/vyy8Z9HAEn",446879 +"RT @ErikSolheim: 'A conservative case for climate action' +Left, right or centre: climate change affects everyone.… ",546541 +"RT @CNN: Deadly heat waves are going to be a much bigger problem in the coming decades due to climate change, researchers sa…",732463 +"RT @MatteaMrkusic: For the first time at Sundance, there will be a spotlight #climate change and the environment. https://t.co/Cq3SnrZtCb",380608 +RT @realDonaldTrump: The global warming we should be worried about is the global warming caused by NUCLEAR WEAPONS in the hands of crazy or…,336640 +"@lizoluwi @RangerGinger @JacquiLambie @AEDerocher @MickKime https://t.co/meZ20Sjz0M + +this is a must watch about climate change",52477 +"Not just tropical diseases spread by climate change, but crop & livestock diseases as well. +Lots of costs we're just starting to suspect.",194507 +2016 set to be the hottest year ever recorded - sparking fresh climate change debate - Yorkshire Post… https://t.co/x9X2SyyElX,538733 +RT @shazbkhanzdaGEO: Smog is dangerous.Reason is pollution.we need to act and act now.climate change is the biggest threat to the world htt…,622382 +New York skyscrapers adapt to climate change - https://t.co/Tkl2muOQ1K https://t.co/SIxZdjlHuD https://t.co/pEcwJb1FOv,758067 +"RT @PimpBillClinton: .@algore gotta admit you were right about global warming, dawg. It's November and it's hotter than two chicks kissing.…",969245 +Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/msW25jwaI3,6204 +RT @HillaryClinton: A historic mistake. The world is moving forward together on climate change. Paris withdrawal leaves American workers &…,360927 +"RT @Oliver_Geden: Surprisingly high number of Germans says #climate change biggest concern, left and far right voters below average…",733862 +RT @OGToiletWater: If you from the bay you know damn well the city never goes over 85. Yall still think global warming aint real https://t.…,254831 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",312789 +RT @UNFCCC: #Sundance will shine spotlight on climate change this year https://t.co/cuRgRyiHNK @sundancefest https://t.co/CHZwXCcCDE,683632 +"RT @TimesNow: Pakistani shelling, global warming, and ecological changes triggering avalanches in J&K, says Army Chief Gen Bipin… ",698155 +RT @sara_hughes_TO: Have a look at some of my early findings on implementing climate change mitigation measures in cities! https://t.co/N7u…,581241 +"RT @BelugaSolar: Going green in China, where climate change isn’t considered a hoax https://t.co/U7bshipLUi",685887 +RT @Earthjustice: These are the states fighting to save the earth: The nation's new front line of defense against climate change.…,495618 +"I sorta finished the game, I fought climate change and took a nap with King Ralph. Never left the room. #BestKey @TristinHopper #thanks",98564 +RT @MattBors: Florida. Half the state's going to disappear in ten years due to global warming. They're going for the guy who says it's a Ch…,422534 +RT @SharkMourier: A climate change checkup on spectacular coral reefs. Watch awesome @physiologyfish explaining this crucial issue!…,378882 +RT @Paul4Anka: Sailor of global warming https://t.co/0BJGbnGdtT,175872 +RT @bpolitics: Welcome to the first U.S. town to get federal money to move because of global warming https://t.co/mN5453BJmO,135908 +@latimes @latimesopinion I really hope climate change takes California and all it's cultural sickness out to sea.,840249 +@benshapiro we should blame climate change.,37433 +A supercomputer in coal country is analyzing climate change https://t.co/YRoekNhycx,231996 +@JohnJohnsonson @rohan_connolly Vote PHONy- we'll make sure climate change is the least of your worries!,573211 +RT @stranahan: Leonardo DiCaprio hopes to use Ivanka Trump to push climate change policy – TheBlaze https://t.co/jcFL7a1Cue,703385 +"RT @quinncy: 2017: Humans aren't responsible for global warming, are responsible for not mentioning how they're not responsible…",11101 +#Rigged #StrongerTogether #DNCLeak #Debate #Iamwithher climate change is directly related to global terrorism https://t.co/6SoXS3kdim,819890 +"@southerncagna @POTUS in air force one, no doubt.... that's a pretty penny and what about the climate change 😕",572492 +#researchpreneur #Twitter #Futurism A comparison of what LamarSmithTX21 says about climate change and what science says about climate chang…,120502 +RT @NatureNews: Donald Trump should start his presidency by dropping his pantomime-villain act on climate change…,146930 +"RT @LivingBlueinRed: Gee a bunch of 70 year old rich white guys aren't worried about climate change and the fate of the planet. +Go figure.",913546 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,808868 +Novel new lawsuit on behalf of 21 kids against fed to fight back on climate change https://t.co/T5VyADL9Kq,383788 +"Australia faces potentially disastrous consequences of climate change, inquiry told https://t.co/Xyk1aTHNwH",629338 +Lol if you believe in global warming your an idit @NASA,429250 +@IngrahamAngle @nytimes Obama was liked by globalist leaders because he supported the climate change hoax agenda and retreat of U.S. power.,327253 +Vicki Cobb: The Cheeseburger of the Forest: Evidence of Global Warming: For the climate change… https://t.co/j6Td26KYSa | @HuffingtonPost,233323 +RT @GreenPartyUS: The human cost of climate change is too high. We need to get off fossil fuels and on to renewable energy by 2030 if we ho…,754966 +WAIT!! I thought climate change was our fault ?!? https://t.co/8x9alu051P,5107 +"Some of y'all STILL don't think climate change is real and I just do not understand why + +https://t.co/fMYrDe6DwY",285700 +@realDonaldTrump if global warming isn't real then why is my seasonal depression lasting the whole year?,997597 +Is Game of Thrones an allegory for climate change? Is Jon Snow supposed to be Al Gore? I'm on to something here folks I SWEAR,605325 +RT @BBWslayer666: Im gunna be pissed if the world ends by some lame ass global warming and not an alien invasion or A.I hitman androids,181468 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,921776 +RT @jaboukie: climate change is too real for us not to install solar panels in congress and harness the collective shine of old white polit…,131890 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,727491 +@robinmonotti About turn on climate change - that's a big one.,407368 +"RT @NYGovCuomo: With or without Washington, we're working to aggressively fight climate change and protect our future. #ClimateMarch https:…",720318 +"RT @SafetyPinDaily: Native American tribes reject U.S. on climate change and pledge to uphold the Paris Accord | Via @newsweek +https://t.co…",521215 +"RT @fiscal_penalty: Despite the global warming, Alaska has had very little, if any, warming since 1977 (except Barrow), as shown below: htt…",699505 +RT @kylegriffin1: Dan Rather goes off on climate change deniers—'To cherry pick the science you like is to show you really don't unde…,260605 +"RT @KamalaHarris: Tackling climate change is also about improving our state’s public health. Read more: +https://t.co/ZRU7HJRmVA",4496 +"Trump: climate change is probs fake +Scientists: nope. No it's not +Trump: wish we knew +Scientists: it's REAL +Trump: guess we'll never know :/",162556 +"RT @Grayse_Kelly: 'Polar bears don't have any natural enemies, so if it dies, it's from starvation' +This is for the 'global warming…",283270 +"RT @charliemcdrmott: That our future president does not believe in climate change, or that he does but has personal interests that keep him…",631070 +RT @mark_johnston: Merkel urges bigger fight against climate change after U.S. move https://t.co/35XDGrUgWw https://t.co/DjIV7fDHEU,343853 +#climatechange UW Today Rapid decline of Arctic sea ice a combination of climate change and… https://t.co/iCvPL2bYXe via #hng #world #news,195609 +RT @Greenpeace: Europe is facing rising sea levels and more extreme weather because of climate change https://t.co/TmkUgsMZ6j…,729294 +"This major Canadian river dried up in just four days, because of climate change https://t.co/kFUilhc2vn https://t.co/mlCs32dejK",342029 +RT @MichaelEMann: '#RexTillerson’s view of climate change: just an engineering problem' @ChriscMooney @WashingtonPost: https://t.co/EExB1OS…,31305 +"RT @RepTedLieu: Estimated proportion of scientists that reject consensus of man-made climate change: 1 in 17,352, or 0.000058%. #DefendScie…",974349 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,827385 +.@RepDennisRoss Don’t let our children face climate change disaster! #ParisAgreement #CleanPowerPlan #SaveTheEPA #ActOnClimate #swingdist,110637 +MUST READ THREAD�� Ideologues ignore climate change but DOD recognizes that it's a NATIONAL SECURITY ISSUE… https://t.co/eAdLMF85mU,330981 +RT @beemovie_bot: I predicted global warming.,716213 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,673772 +RT @JonahNRO: I don't think you got the memo that you're not allowed to say anything positive about climate change. https://t.co/p0ok3eV9jJ,533976 +"Well, to be fair to @KamalaHarris, John Kerry did say that 'climate change' is a greater threat than terrorism.",467243 +Top Russian Scientist: ‘fear a deep temperature drop — not global warming’ https://t.co/zqgkOQfYZg via @PSI_Intl,671317 +Chad is the country most vulnerable to climate change – here's why https://t.co/Jh6yjo7Rlu,232183 +"China and the EU could issue a formal climate change statement by next week, ex-UN official says https://t.co/IOzVcTU5T4",489015 +RT @WorldfNature: A supercomputer in coal country is analyzing climate change - Engadget https://t.co/QtVmZdIm4S https://t.co/M5Q3evANNo,356158 +RT @AlexCKaufman: Concussions are to the NFL what climate change is to fossil fuel industry. https://t.co/lE2uCt1b9R,988748 +Is the bridge of Heroin really about global warming I'm shook,240002 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,873392 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,345670 +"Retweeted Inquirer (@inquirerdotnet): + +#PresidentDuterte says he will sign the climate change agreement. |... https://t.co/FySpc7fRg9",356761 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,530584 +"RT @drewparks: Sick of hearing about Russia and tweets and scandals... it's time to talk about Flint, pipelines, and climate change.",177001 +Nice to see the issue of climate change is being addressed by the government..... https://t.co/m9qraM3cys,525148 +@RealJack climate change is nothing new...The ancients migrated out of the place we now call Sahara Desert (from 'Eden' to Sweden).,347083 +RT @JoshBBornstein: Strong contender for muppet of the year. Should stick to climate change. https://t.co/UoHE4L15LI,784269 +RT @CNN: President-elect Donald Trump says 'nobody really knows' if climate change is real https://t.co/BTl3I3w7Cr https://t.co/QNF5ax8DjA,420686 +"Kids (ages 9-20 yo) are gearing up to take Trump to court over climate change +https://t.co/dn7UTh74Q0 via @theblaze",918830 +RT @mitchellvii: Americans are even less worried about Russia than climate change.,550616 +"The left has turned climate change into a form of religious dogma, beyond reproach. The cthlc church killed Galileo over 'settled science' ��",696228 +"RT @Doener: Gates, Bezos, Jack Ma and others worth $170 billion are launching a clean-energy fund to fight climate change: https://t.co/uTM…",861731 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,677852 +RT @LisaBloom: We will be the only developed nation in the world led by a climate change denier. https://t.co/tR1DclGWEz,591361 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",962050 +RT @guardianeco: Modern agriculture cultivates climate change – we must nurture biodiversity https://t.co/jcY1WaiE5I,76649 +"RT @MrTommyCampbell: Mike Pence +#ScienceCelebs @midnight + +(Just kidding! He thinks climate change is a hoax, evolution isn't real & homos…",832328 +Hundreds of millions of people are at risk of climate change displacement in the decades a... https://t.co/o0ZEFgOEOZ #globalcitizen,239449 +RT @IndyUSA: Scientists explain apocalyptic effect of Trump pulling out of the Paris climate change agreement…,467995 +Six irrefutable pieces of evidence that prove climate change is real https://t.co/oOEMKHB7eF,467450 +Anthropogenic climate change is absolutely real. Drawing specious conclusions between a freak storm and regular wet seasons is idiotic.,127162 +"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",477381 +#alberta #carbontax Thanks NDP! You carbon tax is doing magic. Life is bitter cold in AB. Finally global warming is gone by taxing air !,58715 +RT @ClimateReality: We can debate how to tackle climate change – but the science is settled #ClimateMarch #ActOnClimate https://t.co/0QIKSh…,701473 +"Carbon dioxide not ‘primary contributor’ to global warming, EPA chief says https://t.co/qQsNni6clh https://t.co/e5k4kbPMcg",893061 +"RT @Arctic16: this is horrible, when will we wake up to the realities of climate change? https://t.co/h2jMWizKoY",335217 +"Tell me again how you think climate change doesn't exist. +https://t.co/UBwSAr1YfH",909071 +Trump to sign sweeping rollback of Obama-era climate change rules https://t.co/1BgTlOq9QF,471885 +"@eemorana I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",164325 +Caribbean countries get financial help to fight climate change... https://t.co/KOgyqq7gWP,875446 +"26 before and after images of climate change: Since the election, leaders of the environmental movement and… https://t.co/dwcP4DPPku",366749 +RT @Eugene_Robinson: Trump can’t deny climate change without a fight https://t.co/vWgwkE8GTi,625267 +Did you know air-conditioners are 90% rayon responsible and responsible for global warming amazing,805316 +"RT @YarmolukDan: AI utilized for the most critical problems today, climate change, disease, realize the good #AIclimatechange https://t.co/…",779520 +"@deanna_reyess maybe if I pay him, like big oil pays him to deny climate change , he'll show 🤔",967449 +Obama’s “climate change legacy” = dumping billions of taxpayer $ down a well. https://t.co/swF34JRAgS,39093 +aye you believe in climate change @aaroncarter?,306078 +"RT @MikeHudema: Scott Pruitt, head of the EPA, said that carbon dioxide isn't a primary contributor to global warming… ",983065 +RT @Alyssa_Milano: This is huge. Kids suing the government over climate change can proceed to trial: https://t.co/C53TlAEN13 via @slate,106475 +"RT @Cllr_KevinMaton: How to fix climate change: put cities in charge. +Coventry Council must continue its drive in this area https://t.co/c…",380508 +@FSUSarah42 And they say global warming isn't real! https://t.co/k0aN2o13LG,236562 +Finally the year we don't have to make up snow days and global warming decides to be real,589848 +RT @ClimateGroup: Companies like @GM are leading the fight against climate change: @DamianTCG #COP22 https://t.co/SUxE5WE44d,741895 +RT @kentkristensen1: @kentkristensen1 we need to protect our planet the climate change is real and it's fast #climatechange help please 👍 h…,204042 +"RT @WillMcAvoyACN: Yes, the White House website's climate change page is gone. All the policy pages on https://t.co/Ju0da64MI6 have been ta…",238985 +#Wisconsin disaster agency plans for climate change https://t.co/9yzR4DSsDW,468940 +RT @thetommyburns: So we're actually close to electing a dude who doesn't believe in global warming?? Like as if its an opinion or something,467571 +RT @RECOFTC: #ForestsMatter because they minimize the negative impacts of climate change. #ForestActionDay #COP22…,86934 +"@HuffingtonPost Of course he did. Denies sexual assault, climate change, Trump U fraud. This is small stuff to him.",650045 +":: Trump taps climate change skeptic Scott Pruitt to Head EPA + +https://t.co/qHyO4ip5gY via @ShipsandPorts",334396 +Ice Age climate change played a bigger role in skunk genetics than geological barriers - https://t.co/k16i38AV4y https://t.co/DXNCohwJcs,308397 +RT @ideas4thefuture: ‘There’s no plan B’: climate change scientists fear consequence of Trump victory https://t.co/U2cQQqHJPR,435631 +RT @CleanAirMoms: Reading: Guardian How Obama's climate change legacy is weakened by US investment in dirty fuel https://t.co/PshDJsiwAe,206312 +I also wonder how all those people who liked the 'I fucking love science' facebook page feel about climate change.,565453 +"RT @BillMoyersHQ: The threat of climate change is pushing environmental law into new territory, writes @LightTweeting https://t.co/wqA5Wsag…",250852 +"RT @350: We have two options. Either we continue down the path towards climate change, or we #BreakFree from fossil fuels… ",511144 +RT @ericcoreyfreed: Anthrax spores stay alive in permafrost for 100 years. Enter climate change. Can you guess what happened next? https://…,985030 +RT @MiriamElder: I've long been arguing that 'we're all gonna die' is a better term than 'climate change' anyway. https://t.co/HJGCRGOohz,5045 +"RT @billmckibben: Hey, a hit of good news: judge allows youth lawsuit against fed govt on climate change to proceed! https://t.co/P4Y11CEbaQ",962371 +"Is this who we really want to be? A nation with a leader who promotes bigotry, racism, anti-women, anti-journalism, anti-climate change?",179695 +RT @aroseadam: Need bedtime reading? Our modeling paper on the effects of realistic climate change on food webs is out! https://t.co/VvaWIo…,571674 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,708517 +"Republican logic: Renewable resources are imaginary, like climate change https://t.co/orN3DfTUZ0",949891 +Financial firms lead shareholder rebellion against ExxonMobil climate change policies https://t.co/KIEfhZJ0Ou,451267 +"RT @De_Imperial: Mahlobo, 'Baba, global warming is caused by Pravin.' +Jacob, 'Iqiniso. Put that in a report.' https://t.co/0SDboKyXKd",463572 +"RT @JamilSmith: Trump’s presidency may doom the planet, and not just because he’ll have nukes. @bradplumer, on climate change. https://t.co…",527910 +"RT @1963nWaiting: Yes, the climate changed and there was a hurricane. When it subsides the climate will change again. Come on Bill, g…",446310 +"The Trump administration's solution to climate change: ban the term + +https://t.co/Me6HJDFyAU",105414 +"RT @FCM_DCausley: The @city_whitehorse is taking action on climate change #cities4climate #CANclimateaction +https://t.co/S1AslONsKH",18138 +"RT @ramonbautista: Numinipis na ang yelo sa Arctic Circle, pati si Santa nangangayayat na. Nakakatakot talaga ang global warming https://t.…",653784 +RT @JackeeHarry: Frosty The Snowman melted because President Trump refused to take the threat of climate change seriously. #FakeChristmasSo…,331838 +Securing a future for coral reefs 'requires urgent & rapid action to reduce global warming.' 'Tis the only solution …,650762 +Aka Similar to climate change Americans prefer to wait until it is too late to do anything https://t.co/1ke5ViqrEX via @bpolitics,826394 +"RT @JonTronShow: I understand skepticism but I really never understood climate change denial, to me it seems entirely plausible",164947 +"#Space #News • Trump's budget plan for NASA focuses on studying space, not climate change - Los Angeles Times https://t.co/nlyTk1otDV",871573 +RT @cskendrick: @gwfrink3 @ballerinaX And both are on the short list of Most Likely To Cease Being Countries thanks to climate change...,737732 +RT @nature_org: Step 1: Identify key landscapes that could native species amid climate change. Step 2: Protect them w/ partners:…,78892 +RT @JeperkinsJune: Where the hell is PETA? Worry about whales and global warming and bears not having ice but quiet when their muslim…,950200 +RT @foxandfriends: POLL: 29% of voters are 'extremely concerned' about climate change https://t.co/9sOCJGiyWD,484870 +Nicely said: 'Financiers are not philanthropists. But (...) allies in the fight against climate change' [in French] https://t.co/5yPUhCdEWW,382863 +"RT @MrStevenCree: Sorry. Maybe I should have been sexist, racist, xenophobic, wall building & denied climate change exists. Is that c…",155451 +RT @FinnWittrock: .@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://…,361880 +RT @CarolineLucas: Very disappointing that @theresa_may hasn't made climate change one of her top four priorities at the #G20: https://t.co…,625561 +"Devastating global warming is inevitable due to inaction of international community, says leading economist https://t.co/lWGaI7ss4i",675442 +RT @POLITICOMag: Now is the time to say it as loudly as possible: Harvey is what climate change looks like. https://t.co/MTvWJ6LRLd,113514 +"RT @aerdt: One of the world's leading experts on climate change is calling for rebellion against #Trump | By @montaukian +https://t.co/lvHZm…",19397 +Gender Action Plan aims to integrate gender into climate change policies and strategies https://t.co/vkOOUzjT5Q via @NonProfitBlogs,718093 +"RT @EllerySchneider: ME: how can I worry about a career when global warming is threatening our very existence? +DRIVE THRU: please just pull…",428411 +"RT @ConversationUK: Rising temps, extreme poverty and a refugee crisis - why Chad is the country most vulnerable to climate change…",908602 +RT @SwannyQLD: The 10 lost years on climate change policy is entirely due to climate change deniers and vested interests #auspol,595852 +"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",866548 +waste side taxing us throw our leaking roof breaking fedral immgrational and consitutional laws and under Obama for fake climate change,516734 +RT @GuardianUS: Day 49: Donald Trump's EPA director denied carbon dioxide causes global warming https://t.co/kbFJvfuoGV https://t.co/XcyAl4…,203690 +@D1dupre96 They probably won't bring up his past climate change predictions,457889 +Is climate change real?' @CastanetNews mixed the words up - should read 'Climate change is real.' #climatechange https://t.co/l8VIMg0UDd,42699 +You know there's something wrong.when the safety of your country doesn't matter and climate change is more importan… https://t.co/3yDRa9A3um,564817 +RT @brenbrennnn: Let's watch Planet Earth and brainstorm ways to convince our world leaders that global warming is proven science and that…,519244 +"SRSLY WHATS THE RETURN POLICY ON TRUMP? I want a refund, inmediately. I cannot with this climate change denial. Absolutely cannot.",634222 +"RT @benji_driver: Just like @TurnbullMalcolm 'fixed' his beliefs on climate change, and just tossed them out the window? Simply not g…",851947 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,925224 +"RT @WtfRenaissance: When scientists are trying to explain climate change to you, but you don't care cos you President of the United Sta…",776585 +@CivilSocietyOz US 90% population growth 10% emissions growth until now - People want action on climate change and… https://t.co/RNQqxM308C,603969 +Don't let FAKE NEWS tell you that climate change is damaging this country's future. Outrageous!,848121 +@briana_erran feel like it good for the planet to make innovative procedures to adapt to climate change but it shou… https://t.co/zl3vQrNJpr,745737 +RT @BulletinAtomic: Latest Voices of Tomorrow essay by a very young scholar: Nukes & climate change: Double whammy for Marshall Islands…,706675 +NatGeo’s climate change documentary with Leonardo DiCaprio is now on YouTube https://t.co/9F2uNfY6TB by #jokoanwar via @c0nvey,891427 +RT @Papizayyyy: The fact that Trump doesn't believe in climate change is scary asl,311901 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,190297 +RT @TLT16: That's some evil magic right there. Someone pissed off an environmentalist by denying climate change & they got mag…,782363 +How to curb climate change yourself: drive a more efficient car.. Related Articles: https://t.co/36Ia0ZJRQW,44291 +"RT @GreenPartyUS: There is overwhelming consensus that climate change is happening and that humans are contributing, @EPAScottPruitt. https…",370428 +RT @chattyexpat: The article is more about climate change than Syria. It has a great analogy comparing CO2 emissions to weight gain. https:…,899174 +RT @kenkimmell: Outraged that EPA Head Pruitt denies that CO2 causes global warming. Confirms my worst fears. https://t.co/E8s0ZLIAPV,144125 +RT @TulsiGabbard: Together we are raising our voices about what we can do to address climate change. Add your voice through Nov. 6 → https:…,422237 +"From Asia to outback Australia, farmers are on the climate change frontline - The Guardian https://t.co/opXJOeUTDk",554582 +RT @ClimateTruthNow: The myth of man-made global warming has been busted: https://t.co/j6EMk0AGmI #climate,242199 +Makes you wonder how some still question climate change... https://t.co/c7XmtheBHh,232219 +"RT @c40cities: Mayors of Paris & Washington are inspiring global leaders, committed to tackling climate change #Women4Climate…",224076 +The impact of humans and climate change can be seen in this 30-year of Earth evolution. https://t.co/hbHYkgJS2t via @TIME,945898 +Trump to reverse Obama-era order aimed at planning for climate change - The Denver Post https://t.co/INSCSgFsYZ https://t.co/WdpmUdTePS,564911 +Let's hope Obama's last days as President aren't spent trying to prove catastrophic man made global warming. https://t.co/bxoL7YI9fk,343688 +RT @Spaghetti3332: Who would you trust to solve climate change ? ��������,371908 +John Kerry says he'll continue with global warming efforts - https://t.co/CgTdcIaEEq,627574 +RT @hoplitnet: Conservative logic on climate change. https://t.co/xj7EyTwwJX,180485 +RT @JaredLeto: It’s time to change climate change. Join the #PeoplesClimate March today: https://t.co/GoejKrwmj0 #ClimateMarch,249763 +RT @ProPublica: Harvard researchers have concluded that Exxon Mobil “misled the public” about climate change. For nearly 40 years.…,651375 +RT @FactsGuide: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/g6KXAdyLHd,660951 +A 1.5℃ rise in global warming will bring climate chaos. Is the government helping? #HR Found at https://t.co/W3WYUuGz31,657758 +RT @avancenz: This recent wild weather is 'possibly' due to climate change - PM ��,237867 +"A UCLA prof recommends replacing dogs & cats w/more climate-friendly pets in name of global warming. + +https://t.co/TBI2qSeLLK via @ccdeditor",782819 +RT @guardianeco: Conservative groups shrug off link between tropical storm Harvey and climate change https://t.co/f4iQZntpT3,791928 +@chrislhayes If only there were multiple federal agencies that were researching ways to predict/slow/mitigate the effects of climate change,294609 +RT @Forbes: Billionaire Michael Bloomberg pledges $15 million to combat climate change as Trump ditches #ParisAgreement…,850390 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,396547 +No global warming books on my bookshelf! https://t.co/TT9GX2Ns2L,142830 +How climate change could make air travel even more unpleasant https://t.co/hgNy6OL7Td,250983 +"RT @AndreaGorman8: #LNP, and lackey One Nation circus, logic on climate change. The idiots... I mean adults are in charge #auspol… ",443938 +RT @NatGeoChannel: One of the easiest ways to help combat climate change in your daily life is to stop eating beef. Here's why:…,831490 +"Oil extraction policy incompatible with climate change push, MSPs told https://t.co/ddBwAAWkUt",418267 +"RT @drwaheeduddin: Chilly & cloudy April Sunday morning; outside temperature barely 60°F or 15°C in afternoon. +No global warming. CO2…",860398 +RT @RubyandDew: @USFreedomArmy @AbnInfVet the only global warming is all the B.S. From the potus hot air he's blowing out his pie hole and…,763872 +"RT @MehrTarar: Most of them have not even heard of leukemia,lymphoma, climate change,Alzheimer's, malnutrition, stunted growth: AL… ",574726 +RT @CNBC: EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to global warming https://t.co/pYlXvtrIII https://t.co/ca…,142336 +"RT @ClimateRealists: MUST SEE VIDEO: Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges http…",213055 +"RT @marc_rr: Excellent (slightly provocative): +Anti-vaccers, #climate change deniers, and anti #GMO activists are all the same…",455829 +"RT @angel_gif: 2050, after vegans spent decades warning carnists about animal agriculture and climate change but they were all 'lo…",656699 +"RT @davidcicilline: How many scientists reject the idea that human activity contributes to climate change? About 1 in 17,352 #DefendScience…",171902 +RT @sabbanms: Donald Trump's most senior climate change official says humans are not primary cause of global warming https://t.co/OSgptyBN…,350128 +"@Baileytruett_yo @Tomleewalker why do people defend the leading cause of climate change, deforestation, pollution etc get over it it's meat",714025 +"@ikilledvoldy Does it really matter? With climate change initiatives being thrown out the window, they'll sink before they can secede.",17420 +@marx_knopfler Which was caused by global warming. We can expect much more and much worse.,44772 +#diet driving global warming women's shirts online shopping,643168 +RT @tomzellerjr: Shouldn't this headline include the word 'Derp'? 'EPA chief says CO2 is not a primary contributor to global warming…,704610 +RT @RichardDawkins: President Trump may destroy America but maybe we can stop him destroying the world. Sign the climate change petition ht…,820523 +"RT @Greenpeace: If we don't take action to curb climate change, storms like #Harvey will just keep on getting worse. https://t.co/jEdX3s1rWm",37607 +RT @Independent: G7 leaders blame Trump for failure to reach climate change agreement https://t.co/erTgfLdGPe https://t.co/jYt02lRr3f,680087 +"RT @Kloppholic: Imagine trying to convince yourself that global warming isn't real and instead a conspiracy. Wake up, before it's t…",509948 +RT @dailykos: This is what climate change denial looks like https://t.co/lbJ6CYiXwp,938423 +"Arctic voyage finds global warming impact on ice, animals https://t.co/HaSeCV2USJ",476346 +Trump to drop climate change from environmental reviews: https://t.co/MLDOCYTKDO via @AOL,617648 +"RT @reubenesp: After Obama, Trump may face children suing over global warming https://t.co/vFsThxKj5l #copolitics @fractivist",659939 +"RT @amconmag: If liberals could invent the perfect problem to promote their policies, it would be climate change. https://t.co/KhAxDW5z18",510346 +"Longer heat waves, heavier smog go hand in hand with climate change | Ars Technica - https://t.co/DQHhxC30TI",106516 +We might elect a president who doesn't believe in climate change :(,187412 +"The @EPA's Pruitt can disregard the role of CO2 in climate change, but choosing renewable energy can exert market pressure beyond his words.",530662 +RT @waltjesseskylar: @DrMartyFox Tell this to the millennials who dont seem bothered by this but are so focused on the climate change hoax,969059 +"In Peru, droughts give way to floods as climate change looms https://t.co/dhQkk9VZMc",233113 +RT @obamalexi: the concept of headass was created by and for the people who don't believe global warming is real https://t.co/MeAoNNdjaA,881485 +"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",396578 +"RT @Svenrgy: If Trump wants to create jobs, he should take climate change serious. https://t.co/5hsPm6NXFS",722776 +@ClimateReality Climate alarmists Stop dictating & start debating your claims about climate change in balanced public debates.,69263 +RT @thinkprogress: Trump EPA cuts life-saving clean cookstove program because it mentions climate change https://t.co/CrK3Il8HdM https://t.…,783056 +RT @Greenpeace: We know what global warming looks and feels like. But what does it SOUND like? https://t.co/BrSHYQPqRP https://t.co/vYVPwaW…,29053 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,45878 +EPA chief says carbon dioxide not 'primary contributor' to climate change https://t.co/Vv1RBfXirD,845042 +"RT @Reuters: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/7XPVkzSogY https://t.co/3dslS1o92V",78628 +"RT @MotherJones: The Great Barrier Reef is in peril, and climate change will destroy it https://t.co/0Ufa6zdLcr https://t.co/IaD01WCHcZ",899274 +EPA chief: Carbon dioxide not 'primary contributor' to climate change https://t.co/eTxvp3yNth,485857 +Think about this: China knows more about climate change than Drumpf... #FillTheSwamp https://t.co/37QomzpgqT,914284 +"RT @MS__6: @BBCBreaking National interest? Tories to form with an anti-gay, anti-women's rights, climate change denying party…",590949 +RT @igorvolsky: Trump's White House website has removed all mentions of the phrase 'climate change' https://t.co/H501ML98Uo,286808 +RT @EnvDefenseFund: These 3 charts show how climate change is the world’s biggest risk. https://t.co/DFBYakdVxE,449133 +RT @KellyGraay: People posting pics for Earth Day but they voted for a man who doesn't believe in global warming ��,145375 +Trump's just-named EPA chief is a climate change denier https://t.co/BOryvlXbnz,769261 +"RT @CircularEcology: Stopping global warming is only way to save Great Barrier Reef, scientists warn https://t.co/liE9lLuCFr https://t.co/0…",769524 +"RT @NCConservation: 'Clean energy not only combats climate change, it creates good-paying jobs.' + +NC's Attny General on Trump's EO aga…",968896 +"In race to curb climate change, cities outpace governments..! https://t.co/SRluNLbehh vía @Reuters",313839 +"Great paper - CC attention is usually on av. global temp, but 'climate change most often affects people with specif… https://t.co/0BLYdQnBbn",775822 +"RT @PrisonPlanet: DiCaprio. + +Hangs out with oil tycoons, flies private jet 6 times in 6 weeks. + +Lectures you about global warming. + +https:/…",293312 +@AnybodyOutThar @DonaldJTrumpJr It's climate change from global warming caused by fossil fuels. Stop spreading lies.,495182 +"RT @JaclynGlenn: So excited to have a racist misogynistic climate change denier as our next President!!! Whooo America FUCK YEAH + +kill me",896063 +"RT @UNEP: Our future crops will face threats not only from climate change, but also from the massive expansion of cities:… ",2325 +RT @TheAtlantic: Kaine presses Tillerson on whether Exxon knew about global warming in 1982 https://t.co/MZ0XXs0mL2 https://t.co/I3B2kwKrpg,795486 +RT @MichaelGerrard: Our new easier-to-use website full of materials on climate change and the law https://t.co/MneypsUczM,135329 +"@ksenapathy Yes. Evidence on pro-GMO stance. Trump's ideas on climate change, economy, & almost everything else poor. DT not proscience.",885345 +"Sebagai dampak global warming, musim hujan yang tidak beraturan lebih merugikan bagi Indonesia dibanding Negara lain.",703319 +"RT @1der_bread: Dear republicans, it was 75 degrees 5 minutes ago now it's a thunderstorm, plz tell me how global warming doesn't exist!",595781 +"RT @ClimateReality: The @Energy Dep’t doesn’t want staff to say “climate change.” You can ban words, but you can’t change reality. https://…",243128 +College's break with climate change deniers riles debate over divestment strategies https://t.co/K4BXVd3ZA6 via @HuffPostPol,589175 +I see you global warming 😏 https://t.co/w3wlDZUgWT,473007 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,145261 +"RT @Pappiness: @realDonaldTrump Yes, because the threat of climate change should be reduced to a reality show teaser.",942956 +RT @petefrt: Confirmed: NASA invented global warming by tampering raw temperature records. https://t.co/9on0KbSwnI #tcot #p2 https://t.co/6…,524966 +"Trump team memo on climate change alarms Energy Dept staff https://t.co/CLSAeA3FWi +#faithlesselectors MUST DO YOUR DUTY TO STOP FASCISM.",713766 +How can we trust global warming scientists asks David Rose https://t.co/K7w6P8yr6R @MailOnline,440834 +"@AJEnglish But the rich get richer, congratulations. You are more danger to the world than global warming",94839 +@realDonaldTrump even more so: the voice of our planet needs to be heard. Global warming and climate change are real. RESIST.,730063 +RT @nobby15: IDIOT IN ACTION - One Nation senator Malcolm Roberts asking about the connection between penises and climate change…,120270 +RT @miraschor: *This* is his idea of infrastructure & he's doing nothing to allay climate change. The man is a danger to humanity…,73612 +"This #climatechange research mission was cancelled due to #climate change +https://t.co/raDajcHDxN +#ActonClimate… https://t.co/XqWJqeAIkv",432813 +"RT @AmericanAssh0le: okay after gaining the knowledge that this exists i'm rooting for global warming. end this planet, Sun. https://t.co/5…",317254 +"@spongmai_0 da kho paky environmental use ko,, os me envirmtal engg slides katal no global warming paky raghy . ma v che yad she rata ������",149855 +Gov. Jerry Brown on the Paris climate change accord: 'Trump is AWOL but California is... https://t.co/LPheH9SY2H https://t.co/GYR3eESH06,588233 +"RT @reclaimthepower: Another reminder that #fracking and climate change go hand in hand... + +https://t.co/zqVZ8VoB4C",860852 +RT @RVAwonk: The Trump admin just removed the EPA's #ClimateChange page. Apparently they think that will make climate change dis…,762132 +"@davidgraeber I suppose, but I'm incredibly trepidatious about what Trump will do when faced with challenge. Also, climate change.",694699 +"2 hours in, climate change gone.... #Inauguration #Trump https://t.co/c0eDz3NYsz",357323 +RT @washingtonpost: This is the other way that Trump could worsen global warming https://t.co/09ocSab4B1,617071 +"So what I'm saying is, I believe that anti union folks are not racist, alt right, climate change deniers. But you should not trust them",909332 +RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,460019 +RT @NatureNews: Donald Trump should start his presidency by dropping his pantomime-villain act on climate change…,175290 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",845224 +RT @ClimateReality: Our oceans are also becoming more acidic due to climate change. That’s a nightmare for coral reefs https://t.co/68jVgLE…,77234 +"RT @SteveSGoddard: If everyone saw this video, global warming alarmism would disappear. Please pass it around. +@AtmosNews +https://t.co/bOr…",337929 +RT @PopSci: Six irrefutable pieces of evidence that prove climate change is real https://t.co/u1btqtz5s5 https://t.co/COPRxAMPvh,846396 +RT @NPR: 'We believe climate change is real.' -- Shell CEO Ben van Beurden https://t.co/MAptcRkHwe,515567 +And ya all say global warming dont wxist smh https://t.co/EIqG3RyLFS,365305 +"Hopefully, no global warming alarmists got frostbite https://t.co/FGaM5Kz8Zm via @dailycaller",410068 +"#bbcbreakfast 20secs on climate change - no opinion / reaction, 40 secs + disdain on dave worm, #weakbbc",123198 +RT @UN: 12 #globalgoals are directly linked to climate change. The #ParisAgreement is crucial to achieve them.…,287376 +It actually amazes me how some Americans still don't believe in global warming wtf lol,799250 +These politicians that deny climate change are poisonous and corrupt,744900 +Just commented on @thejournal_ie: New US environment chief questions carbon link to global warming - https://t.co/9JzXeFSA40,505135 +so Trump's apparently 'open minded' towards global warming and isn't going to incriminate the Clintons. That's interesting,380314 +#global warming sex free toons sex https://t.co/YbWAO6Lksw,272452 +"RT @AfDB_Group: 1) climate change, 2) unemployment, & 3) poverty make Africans vulnerable to extremism, esp. youth in rural areas - @akin_a…",164506 +"2016's 'exceptional' weather proves that climate change is real, say scientists https://t.co/smVpfHuZPb",825234 +Trump's pick to lead the EPA is suing the EPA over climate change: https://t.co/pNFwq2KlbJ https://t.co/MJXNtAbsca,959388 +"RT @mitchellvii: Funny, the other leaders at the G7 want to talk about fictional climate change. Why? Because it's a US wealth redistribu…",502275 +RT @UN_Women: Souhad has seen how climate change disproportionately affects women in her village. Let's take action:…,663775 +RT @GT_bd1986: The beginning of the end of the religion of global warming money machine https://t.co/LRJtbQYbaf,515364 +RT @golzgoalz: When the weather is nice out but u still believe in climate change: https://t.co/ZXfI5LP0Lu,29777 +"Actually climate change has caused poverty, that has helped recruit people to terrorism. https://t.co/JizSnJCpft",857998 +RT @NRDC: More than 70 percent of Japan’s largest coral reef has died due to climate change. https://t.co/i7Av7I0zBF via @washingtonpost #C…,930993 +"system change, NOT climate change! https://t.co/dGiaF5gxLL",225367 +".@RogerGodsiff pls publicly oppose DUP views on abortion, same-sex-marriage + climate change #DUPdeal",299046 +RT @angelafritz: Here's what the AMS has to say about Rick Perry's denial that CO2 is the primary driver of climate change. @ametsoc https:…,54060 +#EarthCareAwards is for excellence in climate change mitigation and adaption. Join here https://t.co/h3duliTBZW @TheJSWGroup,153537 +Farmer suicides have disrupted India's countryside. New findings suggest climate change is playing a role… https://t.co/iFVypH1Dlp,77959 +"@realDonaldTrump climate change is real, you are not. https://t.co/tQ5mUThHMk",238755 +RT @peta2: Meat production �� is a leading cause of ☝️ climate change �� water waste �� & deforestation ���� Stop #ClimateChange: #GoVegan,913486 +RT @DrDeJarnett: It's vital that the public health community addresses climate change- via @Climate4Health's Tabola #APHA2016 https://t.co/…,14443 +RT @AltHotSprings: Even Santa is at risk of climate change... https://t.co/y5X0eG6MA8,604691 +"The, 'world problem' of global warming is that people are sold there's global warming. #RedEye",56693 +"RT @s_colenbrander: Bankers can save the world from climate change - if only to protect share prices & asset values. + +~Roger Gifford, @SEBG…",397430 +RT @LisaBloom: We will be the only developed nation in the world led by a climate change denier. https://t.co/tR1DclGWEz,292158 +RT @ramanmann1974: Effects of rising temperatures from climate change would likely reduce #Rice yield by 10% by 2050. https://t.co/3jAhsabb…,263045 +RT @ShenazTreasury: Trump really doesn't want to face these 21 kids on climate change - Mashable https://t.co/mu6tMvYiZX,686702 +"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",111969 +Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/7o4t4C89I5 via @voxdotcom,575864 +RT @thinkprogress: What happens if the EPA is stripped of its power to fight climate change? https://t.co/NLqS5AvfiF https://t.co/PkpcJ23YKL,592714 +"Malcolm Turnbull must address the health risks of climate change, for the health & well-being of all Australians https://t.co/XOUbQY2Vkp",788130 +EPA chief doubts climate change science – Sky News Australia https://t.co/vLgrY0UzJu,283215 +"RT @ShiftingClimate: If who won World Series were climate change + +'Media bias!' +'Players given grant $!' +'Fake outcome sports scandal of c…",463455 +RT @lSABABE: goodnight to everyone except to those who don't believe in climate change,84395 +Look at the climate change data on NASAs website! @realDonaldTrump 22,111750 +"RT @nytclimate: Most Americans know climate change is happening, but then things get complicated. Climate opinion maps show splits: https:/…",930512 +RT JoyfullyECO 'Creating awareness is one of the biggest parts of preventing climate change #actonclimate #gogreen… https://t.co/cjtetBB9RO',582792 +"RT @MichelleRogCook: @SocDems I am so aware of your commitment - at climate change conf in Maynooth, @CathMurphyTD was ONLY TD in attendanc…",172215 +"RT @aravosis: Evolved? So you now don't believe in climate change or marriage, and you think Trump treats women well? https://t.co/Pic1Pael…",856082 +RT @XHNews: Will Merkel and Trump clash on climate change at the upcoming G20 summit? Follow us to find out!,788739 +RT @LIONMAGANEWS: BREAKING NEWS: After Trump cancelled global warming payment US has already saved 55 million. Do like his decision?…,509947 +"RT @YEARSofLIVING: 'Isn't it frustrating, the lack of political will in America to address [climate change]?' @iansomerhalder #YEARSproject…",407486 +"RT @BeastCaucasian: @LucasFoxNews @JLuke300 Cold War? More like luke-warm war am i right, ha global warming and what not ha",93916 +Study: Earth cooler now than when Al Gore won Nobel Peace Prize for global warming work https://t.co/7Ja2xmjfe4 https://t.co/4PYtgWBq6b,49777 +"We are all blaming the greenhouse effect gasses of provoking the global warming, when actually @pitbull is the main cause of this issue",794018 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,448173 +My salty ass is writing a 750 story on climate change rn and that shit is due tomorrow,461282 +#SNOB #Rigged #HillaryHealth #Debate #DNCLeak climate change is directly related to global terrorism https://t.co/6SoXS3kdim,44346 +"#Injecting sulfur dioxide into the atmosphere to counter global warming +#Hacker #News #Headline https://t.co/061tLkZA0X?",505510 +Pakistan ratifies Paris Agreement to fight global warming https://t.co/s4P1f16qvB,782839 +RT @Independent: Here's a new side effect of global warming that makes it even more terrifying than we thought…,104045 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,568580 +"RT @nature_org: 600 Conservancy scientists work around the world to address issues like climate change, clean water & resilient cit…",758553 +RT @NBCNews: John Kerry says he'll continue with global warming efforts until the day President Obama leaves office…,53400 +@CNN Guess what..... climate change is ALWAYS happening! I'll give you one guess as to what happens to the temperature between ice ages! ��,441214 +RT @Treaty_Alliance: Great example of what we mean when we say that climate change - and the #tarsands pipelines that fuel it - threaten…,953386 +"RT @BNONews: Fiji, most at risk from rising sea level, appeals to Trump to abandon his position that climate change is a 'hoax'…",143711 +RT @SteveSGoddard: Chicago is now officially a sanctuary city for global warming refugees. https://t.co/0zk2eATq69,120075 +"RT @MartinSchulz: You can withdraw from a climate agreement but not from climate change, Mr. Trump. Reality isn't just another statesman yo…",215972 +RT @SpaceWeather101: 'Energy Department climate office bans use of phrase ‘climate change’' https://t.co/JzIbIxx7O2 via @wattsupwiththat,439116 +@sjclt3 @washingtonpost The acceleration of climate change is the troubling part. Man is the likely factor. Promises to Noah by god are shit,186431 +TV media has failed our families in not talking about #climate change--a global threat. https://t.co/v38O9l9H6U @CleanAirMoms #debates2016,593449 +We are all breathing a sigh of relief. Can he put a word in with the Big Guy re climate change or maybe the looming fascism? #PopeFrancis,607278 +RT @NYTScience: White House budget proposal on climate change: 'We’re not spending money on that anymore.' https://t.co/3apxI63Gms,582945 +China will soon trump America: The country is now the global leader in climate change reform,922510 +Al Gore may be a scam but climate change is real. https://t.co/cpt27CS1lo,767792 +RT @voxdotcom: A new book ranks the top 100 solutions to climate change. The results are surprising: https://t.co/U6Zic2udiA https://t.co/l…,795952 +@RobertKennedyJr First require Utilities to pay Solar homeowners $0.49 Kwh for Solar to stop global warming.,944860 +"If you don't believe in climate change, how sure are you? How much are you willing to risk on that belief without any caution?",444063 +@amcp BBC News crid:499b9u ... to the shadow minister for energy and climate change. British gas say they were selling electricity ...,865922 +@cpyne it's no revelation coal contributes to climate change but ur party members bring it into parliament & have a laugh. #auspol,752668 +This is who is leading the world (and who is faltering) on climate change action in one map https://t.co/Etb4J2Ll24 …,977914 +"The US tangles with the world over climate change at G20 +https://t.co/yoApY9tJdx https://t.co/Iek0spqpwL",252208 +"RT @mattmfm: Trump doesn't believe in climate change, is taking health coverage from 24M people, and under FBI investigation, but sure, foc…",772954 +"@JuneGotDaJuice_ Jill stein Green Party she's the only one who cares about the environment, climate change and saving oil I don't believe",254837 +RT @PinkBelgium: Truth Hurts! - WATCH: Al Gore refuses to give direct answer when confronted over bogus 2006 claims on climate change https…,237616 +RT @WorldfNature: Trump's win is a deadly threat to stopping climate change. - Grist https://t.co/1t5Oza192g https://t.co/BxvfMVnrDy,371131 +RT @the_fbomb: Swedish politicians troll Trump administration while signing climate change law https://t.co/pc3QaLLZWw via @HuffPostWomen,343754 +Jack Kerwick - “Climate Change” and Fake Science https://t.co/a3QshK9Ky8 The name change from global warming to climate change is due to,449316 +RT @kamrananwar1973: Farmers know climate change bc they can see climate change. Literally. https://t.co/7ptooaBfsg,185570 +RT @floridaaquarium: How #sharks can help combat #climate change: https://t.co/8tzeJFYoKA https://t.co/k86cruhAUe,47008 +RT @nytimes: A British swimmer is enduring extreme cold waters to promote awareness of the threats of climate change https://t.co/fp00ZdAxIq,19133 +"RT @SierraRise: In 2009, the Trump family, including Donald, took out a @nytimes ad urging international action on climate change.…",375376 +RT @Jezebel: Michael Bloomberg is picking up the climate change slack & Trump is gonna be so mad https://t.co/c510q3z3oV https://t.co/uebDc…,578099 +"#worldnews: Climate talks: 'Save us' from global warming, US urged | https://t.co/siUxFtZXlQ https://t.co/67dDATewRF",763558 +"RT @michikokakutani: Harvey, the Storm Humans Helped Cause. How climate change aggravates heat waves, droughts & possibly Lyme disease. htt…",162367 +"RT @AnonyOps: Badass Badlands National Park Twitter account [@BadlandsNPS] in South Dakota goes rogue, tweets climate change info… ",690491 +"RT @DavidCornDC: Hey Florida, nice little Everglades you've got there. Thanks for voting for a climate change denier. See you in hurricane…",698617 +"RT @electricsheeple: When someone asks me to say the prayer, I just explain climate change in a steady, monotone voice like I memorized it…",620254 +"Retweeted CECHR (@CECHR_UoD): + +Morocco plants millions of trees along roads to fight climate change... https://t.co/CmEwgIBkBO",217118 +RT @JamilSmith: Trump isn't just 'destroying Obama's legacy' on climate change. He's doing the opposite of what most Americans want. https:…,232363 +A third of the world now faces deadly heatwaves as result of climate change https://t.co/fDpj3R4mna #Environment,816170 +"Over 31,000 scientists now recognize that there is no convincing scientific evidence of man-made global warming. #climate",449825 +RT @mitchellvii: Americans are even less worried about Russia than climate change.,672636 +RT @NotJoshEarnest: POTUS condemns the heinous attack in Istanbul. It's a stark reminder that we can't take climate change lightly.,179091 +"�� Memo to the Resistance 'We will Fight? Rampant inequality Costly healthcare Unjust immigration policies +Accelerating climate change + -",231038 +More fiddled global warming data: US has actually been cooling since the Thirties https://t.co/GhvCHV3BQH #tcot #teaparty #pjnet #nra #p2,291804 +".@Reuters Trump doesn't believe in global warming, CHINA is even telling him he's wrong",710495 +RT @nowthisnews: The head of the EPA doesn't think CO2 is the main cause of climate change https://t.co/TllH9Z2j01,553086 +"RT @RealMuckmaker: Badlands National Park goes rogue on Twitter, defies Donald Trump on DAPL and climate change https://t.co/80xLuyIZmx via…",323962 +#realDonaldTrump tornados. Tons of tornados. But no climate change or problems. #loser. #climatechange,581600 +"RT @edutopia: MT @NEAToday: 5 ways to teach about climate change in your classroom: +https://t.co/WGxb04TK0q. #earthscience https://t.co/bqC…",704427 +RT @AP_Politics: Energy Department rejects Trump's request for names of climate change staffers: https://t.co/kdFzOW5n3j https://t.co/FbsPW…,438734 +Wisconsin’s Department of Natural Resources site no longer says humans cause climate change https://t.co/wWoSob8j3o via @Verge,209379 +“Do you believe?” is the wrong question to ask public officials about climate change https://t.co/u3X6O106TL,415615 +The 'debate' Rick Perry wants to hold on human-caused global warming is total BS https://t.co/pOTxCMAjEA,284806 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,310499 +"RT @thefoodrush: Ever heard of a climate change farm? Well now you have :) +https://t.co/PN8knCIeyw #climatechange #farming @OtterFarmUK @…",346116 +RT @barbarakorycki: ok moving past your bigoted social views.... how can you vote for someone who doesn't believe in climate change,771257 +"I love my dad, but trying to explain basic science concepts to him makes me see why some people don't believe in climate change",129670 +RT @CatherineForNV: I believe in science. I believe in climate change. Let's protect our precious resources including the air we breathe &…,532461 +RT @GillJeffery13: Lets look after our country for the future generations by taking climate change seriously #IAgreeWithTim #itvdebate,847765 +"RT @blowryontv: So @BillNye closed re: climate change with @Lawrence by saying, 'May the facts be with you.' As if he wasn't already in ner…",541807 +"RT @LeoDiCaprio: Want to stop climate change, @UWM? See #BeforeTheFlood at your University #BeforeYouVote. +https://t.co/ubMubJMbkv",151102 +Tornado swarms are on the rise — but don't blame climate change https://t.co/dRUsZWaW4r https://t.co/hWkBZEznCf,301061 +RT @johnupton: The White House is 'actively hostile to what local governments are trying to do” to adapt to global warming.…,920481 +"In the U.S., trees are on the move because of climate change - Mashable https://t.co/pKpOBdNk6S",223008 +climate change editor vice news: This position is the chief creative voice for our climate coverage… https://t.co/70omd8WnPQ #ClimateChange,804457 +@hannahwitton global warming messing with weather patterns,577544 +RT @stevebeasant: We must fight against climate change deniers like Trump and climate change ignorers like the Tories https://t.co/laQZgLEh…,724299 +RT @TomiLahren: Liberals DEMAND President Trump accept the climate change apocalypse is science. Ok. According to science we have 2 biologi…,615253 +See climate change is is the no1 danger in the world. https://t.co/LAY0pxFKyI,414925 +"RT @MikeBloomberg: Amid shifting political winds, cities are stepping up and making bold moves to fight climate change. https://t.co/StdNQp…",905949 +Study: Stopping global warming only way to save coral reefs https://t.co/TEITKtyWay,633508 +RT @CatchaRUSSpy: Also who needs ice breakers when you have global warming. https://t.co/GmrHDy4mLQ,270235 +It blows my mind that some people truly believe that climate change isn't real,560973 +"yeah fuck the wage gap, police brutality, gun violence, global warming, presidential scandals, etc, let's focus on… https://t.co/2TEbv7gHCP",337725 +Join LeoDiCaprio as he searches for answers on the issue of climate change. #BeforeTheFlood starts now! https://t.co/F9qQbLKpAa,307063 +"#PostCab Radebe now on climate change - he says it can be felt through inconsistent rainfall, drought & excessive heat & flash flooding.",248899 +RT @RachCrane: 97% of climate researchers say global warming is result of human activity. Climate change denialist Scott Pruitt named head…,693471 +RT @AnjaKolibri: Not enough to avoid extreme #climate change!!! Only 3 EU countries pursuing policies in line with Paris agreement: https:/…,32083 +Two billion people may become refugees from climate change by the end of the century https://t.co/1pOwv54AOs,581827 +It doesn't matter if Donald Trump still believes climate change is a hoax https://t.co/BNccabWrJz #Tech #Technology https://t.co/xE7AA7nW1q,447640 +RT @Salon: The Weather Channel debunks Breitbart’s bogus claim that global warming isn’t real https://t.co/wOBz3jCBQn,862171 +"RT @DrJillStein: Trump pretends not to believe in climate change, but he's buying a wall to protect his Ireland golf course from rising sea…",263238 +"RT @techmemsye1: People often ask for clear signs that global warming — sorry, sorry ... https://t.co/Nj0yg6RT6B https://t.co/rQWZ0d28Bd",177423 +"there's this thing called climate change, my friend. not entirely surprised you don't know about it though consider… https://t.co/7Yr7KkUbMs",556777 +Stephen Hawking has a message for Trump: Don't ignore climate change https://t.co/sDUbCVxbNL https://t.co/zMDwFMVdFa,814230 +"RT @RepStevenSmith: If you take $65,000,000 from countries that produce nothing but crude oil, you're not the 'climate change' candidat…",34166 +"@GuardianSustBiz @realDonaldTrump Jesus said, climate change would happen at His return to earth to save the Jews & the Nation of Israel",355856 +"RT @Zamiiiz: 'pft, climate change isn't real though, trump said so. fuck science' +#climatechange https://t.co/ciaa8FpYxn",961882 +"RT @eazyonme: @Toxic_Fem If I ever made a Paul Joseph Watson video, I'd proly focus on his depression and climate change stances.…",762704 +"CEOs donate to Repubs who reject climate change, somehow shocked, shocked when same party rejects climate change --> +https://t.co/ZCYMYWwAcK",602494 +How climate change helped Lyme disease invade America https://t.co/9fMLaNnTIV,34702 +"I will always stan Ben & Jerry's smh they got a whole section on their website talkin about race, lgbtq issues, climate change, n more",715552 +@SteveSGoddard agree. After a foot of hail last week here in Tennessee climate change hit again last night https://t.co/DP3vvC9lfF,355679 +"Budget calls cuts from State, USAID +Proposal would scrap climate change fund, refugee assistance https://t.co/iKQGBjsohL @NafeesaSyeed",854686 +"My grandson n I have a global warming bet that, even tho it'll be 70+ all next week, we'll still have one more freezing spell by mid April.",171389 +RT @RobGMacfarlane: For 'climate change' read 'intense weather events': on the Trump administration's insidious re-namings.…,820375 +"RT @SenSanders: LIVE NOW: Join me and @joshfoxfilm for a conversation on climate change, fracking and transforming our energy system +https:…",752605 +"RT @MissEllieMae: Exxon discovered climate change in 1981, covered it up, spent $30m+ on climate denial, then factored climate change… ",923279 +RT @RichardDawkins: It’s one thing to be a denier. But an Orwellian ban on the very WORDS “climate change” in official communications? http…,150302 +RT @GreenPartyUS: There is only one Presidential ticket taking the biggest threat to our planet - ðŸŒ climate change ðŸŒ - seriously:…,444048 +RT @JacobWhitesides: I think that's global warming not christmas https://t.co/VVAzjVXH6w,772347 +RT @LizHadly: Cities are on the front-line of climate change. They must adapt or die | World Economic Forum https://t.co/9o4X1Rc5Fo,707363 +I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/Sl95BTD4Km,43036 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,31741 +Ecological networks are more sensitive to plant than to animal extinction under climate change,902354 +@iansomerhalder The land unfortunately is rebelling all the exploitation for oil global warming we should all do something thanks,732442 +"Where climate change is threatening the health of Americans +https://t.co/ZozOFxNaLI",691266 +If global warming is real why is it only 3 the grease sell see us outside❓❓❓❓❓ checkmate libreals,115042 +RT @NYTNational: Trump has called climate change a hoax. Now he has the chance to destroy efforts to beat it. https://t.co/i9hdsPig9Y,522188 +RT @PopSci: How we know that climate change is happening—and that humans are causing it https://t.co/D8Tn3W1aG5 https://t.co/n5vmLFDpqu,815935 +@rd7612 climate change is real. Unemployment is not 36%. All regs are not bad.,621337 +"https://t.co/3VYW0sVhrL scrubs climate change, LGBTQ and more from official site moments after Trump took office. https://t.co/Ar2qKY7kuf",933944 +RT @Bruceneeds2know: The Abbott/Turnbull Govt's failure to deal with clean energy and climate change will have real practical consequenc…,545889 +"RT @joshjmac: Pope Francis gives @realDonaldTrump a copy of Laudato Si', his encyclical on the environment and climate change",639168 +RT @MRFCJ: On Human Rights Day listen to why climate change is a threat to human rights. #Standup4HumanRights https://t.co/6Uj0Cgoh5g via @…,655821 +Donald Trump signed an executive order aimed at undoing climate change regulations introduced by Barack Obama.... https://t.co/v8Q7bLHlGX,217577 +RT @AnthonyByrt: Former leader of Greens charged for protesting against oil exploration when NZ about to be barrelled by climate change eve…,988338 +RT @mitchellvii: Americans are even less worried about Russia than climate change.,310934 +RT @mikefarb1: Seas are rising due to climate change and the fisherman still deny it. Was Trump a Fisherman.? https://t.co/9FHFWN2VB4,384173 +RT @ApafarkasAgmand: Anthropogenic global warming has just reached the Saudi desert ... ;-) https://t.co/Js0MlVRYTg,850427 +Climate change: Fresh doubt over global warming 'pause' https://t.co/4rCwNE7gsK,614699 +"RT @nia4_trump: Aww how cute look future DREAMers, MS-13 kids from El Salvador. Poor kids, probably just victims of climate change.…",146362 +Health threats from climate change can be better managed with early warning & vulnerability mapping… https://t.co/eZfMto5VAJ,58112 +RT @adamnagourney: “I don’t think we’re going to have to put on hair shirt & eat bean sprouts.' Who said this on climate change? Yes. htt…,466658 +RT @DeSmogUK: Sanders rips Pruitt over climate change comments | @thehill https://t.co/KVSutWNsvm,798525 +RT @JulianBurnside: Try to watch Before The Flood on YouTube. Leonardo Di Caprio shows why we have to take climate change seriously: right…,569963 +Does Perry know what the DoE does? He also doesn't believe in climate change.... https://t.co/HtzhgfG2QS,434900 +"#IWantAmerica to focus on reducing income inequality, combating climate change and to invest in a green economy infrastructure revolution",51794 +RT @riotwomennn: AG Schneiderman: Trump's Tillerson used name “Wayne Tracker” to conceal ExxonMobil emails regarding climate change https…,373733 +RT @Wokieleaksalt: This is being completely misinterpreted. They were pointing out *other peoples'* climate change conspiracy theorie…,78426 +Gore warns of climate change risks at Atlanta conference - The Gazette: Eastern Iowa… https://t.co/DX1f3eXRvv,591624 +"@therealtrizzo 1 generation has plundered social security, created insurmountable debt and denied climate change...it's not the millennials",376278 +"RT @ChaseCarbon: foxnews: 'Merkel urges EU to control their own destiny, after Trump visit, climate change decision' https://t.co/jmAm93t5ou",881145 +RT @HuffPostPol: Tillerson used email alias at Exxon to talk climate change https://t.co/mWLPjX8dH6 https://t.co/whvDp1oHN6,423932 +"RT @PriceOnIt: “I’m looking for a solution to climate change. It needs to be big, and it needs to be now' -- @NikkiReed_I_Am… ",154517 +RT @CarbonBrief: 196 countries to Trump: UN must tackle climate change | @KarlMathiesen @ClimateHome https://t.co/WJnW28bIf6 #COP22 https:/…,809256 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,592760 +RT @MikeBloomberg: We can stop climate change by empowering citizens and cities to take action today—Climate of Hope shows how. https://t.c…,326267 +"RT @TheRichWilkins: 24. @BarackObama got deals done to normalize relations w/Cuba, a bi-lateral deal with China on climate change, the Pari…",557614 +The unsung hero in tackling climate change: girls' education https://t.co/hZt4QdRlRx #membernews from @Camfed https://t.co/v1lYK0Qfxq,657699 +RT @spincities: Spin is proud to stand with others fighting climate change & proud to help cities replace cars with bikes.…,792471 +"RT @CBCPEI: 'The sea is going to win': P.E.I. must prepare for climate change, says expert https://t.co/E13FpdgMBx #pei https://t.co/N8DDMy…",687325 +RT @RealKidPoker: To any/all millennials who care about climate change but didn't vote cause 'they both suck' I hope you understand what yo…,184414 +RT @WorldfNature: Growth vs the environment ... climate change a challenge for China's authoritarian system - South China Morning Pos…,160393 +RT @ImwiththeBern: #NO BlackSnake -- Simple ways to fight for climate change mitigation https://t.co/F8YTcT2IEI,846792 +@lucas_gus_ was playing Christmas music at 12:01 AM. Well jokes on you Lucas it's 73 out rn and global warming is coming before Christmas,615738 +RT @LindaPankewicz: @Reuters Scott Pruitt is an idiot when it comes to human caused global warming But then he want's to be. It's all abo…,988164 +RT @thehill: EPA shuts down program helping states adjust to climate change https://t.co/sVFWhW69mV https://t.co/ctOa9T3gui,487047 +@ChristiChat It's 20 global warming degrees right now! 😬,469101 +#ElectionNight #Florida can't afford 2vote 4 a man w/ such hate for its population & rabid denial of climate change https://t.co/9XuFi3Zis7,804088 +"RT @MarkDiStef: Yes really, Australia’s senate set aside one hour to debate “the disputed theory of global warming' https://t.co/71ryMJkDbX",981726 +RT @thehill: Rahm Emanuel posts climate change webpage deleted by Trump administration https://t.co/JchYL2Jyfy https://t.co/SUsiLOmFDV,661325 +"RT @stubutchart: One author of our paper received an emailed death threat from a climate change denier, can you believe it? https://t.co/ZH…",395935 +Western politicians have not and will not make any genuine effort to prevent climate change - nor will the majority of ordinary people.,404054 +"@busybuk Merkel maintains growth through financial crisis, jobs, huge real wage increases. Also fights climate change. = Doomed?",336290 +RT @TreeHugger: Children win right to sue US government on climate change inaction https://t.co/ov6p4rMw7r https://t.co/GmSRBSqYlC,458596 +RT @hhill3060: I can't believe I'll be living in a country where our president and vp don't believe in climate change but do believe in con…,721106 +RT @tveitdal: Exxon shareholders back 'historic' vote on climate requiring the company to assess the risks from climate change.…,837210 +"RT @StratgcSustCons: 24hrs of climate change warnings from @guardian - get the messages out there to push for real, long term action… ",370613 +RT @thehill: California governor named special advisor to UN climate change conference https://t.co/MnjjszmOfv https://t.co/0YKYrrQ0pG,123115 +RT @ScienceNews: CO₂ released from warming soils could make climate change even worse than thought. https://t.co/47ZqWnWlWa,306643 +RT @indcatholicnews: Holy See calls for 'intergenerational solidarity' to deal with climate change https://t.co/4GGaWQiNrG,666144 +"RT @politico: Energy Department climate office bans use of phrases: +- 'climate change' +- 'emissions reduction' +- 'Paris Agreement…",108718 +If you really care about preventing climate change you've gotta reduce your meat and dairy consumption first and foremost init,319332 +A remarkable man and his work on climate change is so impressive more people need to see it... https://t.co/JtpuX9QYFv,579193 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,358166 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,141738 +"RT @NPR: Trump plans to cancel billions in payments to UN climate change programs & use money to fix America's water, environmental infrast…",260609 +"RT @immigrationcom: The idiots who rule us denying climate change || + House Contempt of Science Committee gets rolled https://t.co/vrVXLP83…",581967 +Weather Channel destroys Breitbart over BS climate change story ➡️ @c_m_dangelo https://t.co/lnop5R69A6 via @HuffPostScience,132595 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,488092 +RT @jryancollins: A climate change stress test of the financial system https://t.co/y7J0MHYd1i,392202 +RT @qz: A scientist explains the very real struggle of talking to climate change deniers https://t.co/unhACDmRAe,315476 +"@BethBehrs That smile could make global warming find a cure for itself, saving all of mankind because you are just… https://t.co/nU6hVP9OYX",205530 +RT @climatehawk1: Here's how long we've known about #climate change https://t.co/c0RmkYokAV via @khayhoe @EcoWatch #ActOnClimate…,659291 +"Suddenly, global warming sounds like an inviting prospect. https://t.co/8mm8pCFDOB",436218 +"RT @heavymetalkop: I'm all for fight against climate change.And this is in no way a rant against trees. But in my opinion, planting tr…",90685 +"RT @GCSCS_RuG: Leonardo DiCaprio reveals the complexity of climate change, and emerging resource conflicts. Watch it, seriously: https://t.…",142415 +"RT @MarkHBurton: Good so far as it goes but despite 4 mentions of ecol. challenges, 3 of climate change, nothing on #Limits2Growth (1 +https…",24934 +RT @audubonsociety: Audubon volunteers are counting bluebirds and nuthatches to better understand climate change.…,409382 +Al Gore: #climate change threat leaves 'no time to despair' over Trump victory https://t.co/0cmJLqrZgi via @guardian,920431 +RT @WGNOtv: What vanishing bees tell us about climate change https://t.co/IpKwxgNrGk https://t.co/iu1jfIeaNr,796763 +RT @LadyWhiteWalker: The real motivation behind climate change deniers https://t.co/x0g1R3hP6V,845251 +"This is why Trump won't be the president who failed to stop climate change, just the one who made the collapse ugli… https://t.co/12qeuauk21",388243 +"RT @AmyMek: Russia today, tomorrow it can be fake news, next up global warming...This is getting really old! YOU LOST! GROW UP! 😂 #Sessions",604797 +@bbcquestiontime @CarolineLucas Also supports Abortion as it's good for fighting climate change . Less people = less waste.,152641 +RT @DrMaryanQasim: Yes @SagalBihi climate change will cause even more extreme weather. We need to come up with long term solution for…,248936 +"RT @GlblCtzn: Trump's EPA deleted climate change data, so the city of Chicago reposted all of it. https://t.co/0C80q9aqDl https://t.co/VWBx…",938144 +RT @nytimes: California is holding itself out as a model to other states — and to nations — on how to fight climate change https://t.co/9a9…,424611 +RT @akari_anschluss: You know what's the best thing about global warming? Sundresses https://t.co/wFEQ3cgjc6,329124 +"RT @Thomas1774Paine: Anti-Trump actor fights global warming, but won’t give up 14 homes and private jet https://t.co/g5MzLpH2g5",665784 +Is climate change real? Let's hope not... https://t.co/4xRWFPgj8k,640825 +"@kilovh We are an organization trying to combat climate change. +https://t.co/RA0LgtbpfL https://t.co/TL1asq4LJV",163428 +RT @IFLScience: Atmosphere scientist slams climate change deniers in brilliant viral post https://t.co/IcIM4vMPtp https://t.co/Is10X01C1j,556966 +"On climate change, Scott Pruitt causes an uproar - and contradicts the EPA’s own website https://t.co/Nk4AtAv7ha",462236 +RT @van_camping: Now there is LITERALLY no hope for making an advance on climate change and the environment so enjoy moving to Mars in 50 y…,940585 +"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",836959 +"RT @BernieSanders: The stakes are enormously high. Literally, in terms of climate change, the future of the planet is at stake. https://t.c…",203375 +RT @girlhoodposts: im gonna just ignore the fact that the world is either about to end bc of climate change or nuclear war and focus … http…,254557 +"RT @MalinMobjork: Listen to @dansmith2020, @JohanSchaar and myself explaining why climate change matters for peace and security. https://t.…",980954 +Bloomberg urges world leaders not to follow Trump's lead on climate change #BellevueGazette #LatestNews https://t.co/BboPdC1Vea,24797 +"RT @LimesOfIndia: ISIS decides to go green to counter global warming, says will only kill people by knife and won't use bombs, grenad… ",281199 +Smart cities will be centers of excellence for sustainability and climate change achievements https://t.co/IGBPN1s6KW via @FSEP78,574766 +This coming from the guy who thinks climate change is a hoax invented by the Chinese. https://t.co/BQ4EtuBXNk,887404 +😅😆 DOE won't provide names of climate change staffers to #TRUMP https://t.co/juZcJAalAo,291525 +"RT @AstroKatie: In case you were wondering: no, 4 years of US-led inaction on climate change will not go well for the planet. Now is when i…",649648 +Rahm Emanuel revives deleted EPA climate change webpage https://t.co/mKsWOLvFEG https://t.co/5yZP9woio4,753473 +The yall president don't believe in global warming and he still hasn't done shit but cause havoc since he's been in… https://t.co/N82AgWnEAR,305074 +Insurers count cost of Harvey and growing risk from climate change https://t.co/rMrLJmZfqI,328063 +"RT @manofmanychins: @80smetalplayer @TrustyGordon Yep, and using 'the fight against climate change' to redistribute western wealth to the n…",567452 +RT @GoddessEm_: so y'all ready to admit global warming is an issue? winter really lasted like a week,195871 +"RT @Total_CardsMove: 'It's so warm outside because of climate change.' + +HA don't be naive. We all know it's because the Cubs are in the WS…",540520 +"RT @UN_PGA: It's official: #ParisAgreement on climate change enters into force 4 Nov. 10 countries + European Union join, see:…",875626 +RT @TPM: Democratic state attorneys general warn Trump faces litigation if he scraps climate change plan…,672918 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,17142 +"RT @sadposting: If global warming isn't real then explain why Club Penguin is being shut down + +Checkmate",644643 +RT @JinkxMonsoon: 1.) climate change is real. 2.) trans people are people (who deserve the same rights as anyone else.) - 3.) the world is…,558196 +Tell the people in london to calm down..climate change is a bigger threat.. nothing more to see here,718420 +How to immunise yourself against fake news on #climate change: International Business Times https://t.co/QS3FTP0IS6 #environment,941514 +This week's New Scientist focuses on climate change and being on the brink of change. Read more on: https://t.co/vYPiVPi1aa,142228 +RT @EcoInternet3: City initiatives are key in #climate change battle: Financial Times https://t.co/rxJ5WT64rS #environment More: https://t.…,114046 +"@CassandraRules That is funny, unicorn promoting climate change.",201727 +Some good guidance from @AGU_Eos on talking about climate change https://t.co/BwJSQfAIP0 #scicomm,432369 +"RT @MRodOfficial: I'm so tired of the climate change argument, in the end it doesn't hurt anyone to thrive for a cleaner environment, it's…",387738 +"RT @ahlahni: person: 'omg the great barrier reef & bees tho! climate change needs to be stopped!' + +same person: *still eats meat* https://t…",199691 +RT @RVAwonk: This is one of many reports documenting how climate change is creating the conditions for terrorism to thrive.…,180304 +"RT @librarian_nkem: For Africa to survive the impending drought occasioned by rise in population & global warming, we must learn to conserv…",673181 +@JohnFromCranber @ByronYork @MZHemingway @FDRLST Trump has secret island where he is making climate change accelerator!,146042 +"@Restoration 2/2 I hope you'll consider buying a copy. Two chapters explore climate change science objectively, you may like it! Best, Matt",558321 +RT @Slate: Bret Stephens’ first New York Times column is classic climate change denialism: https://t.co/u6rX7WcoBp https://t.co/4VyfISJd9m,486158 +#RRN https://t.co/Vy7M0kDUHd /u/AFineDayForScience describes a great way to change the rhetoric in America regarding climate change denial…,656852 +"@ryan_kantor @QuackingTiger Pft. I'll admit climate change is real before I believe this garbage! Am I right, guys?",746973 +"On climate change, Scott Pruitt causes an uproar — and contradicts the EPA’s own website USELESS ! https://t.co/bxFup0qkqf",443873 +@gtiso Perhaps it is intended to represent what all of Wellington will look like soon given her Party's attitude to climate change.,946854 +Al Franken shutting down Rick Perry over climate change is everything & more. https://t.co/kRQ6VcwTCD,206666 +"Animals I eat that i hate so im cool with eating them: +Cows (bad for ozone layer, global warming, desertification) +Pigs (invasive species)",329798 +RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,494754 +RT @scifri: Subjects were inoculated against anti-climate change rhetoric if they were warned that the information could be politically mot…,964787 +ã€ShanghaiDaily】 UN warns of global warming tragedy https://t.co/ObRP6qh3eq,992585 +70's in November? I officially believe in global warming,626550 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,338140 +"RT @FoEScot: New poll -> More Scots want stronger action to tackle climate change https://t.co/iMaegp651r + +Now's your chance: https://t.co/…",86710 +"RT @NatGeo: Forest loss not only harms wildlife, it’s 'one of the biggest contributors to climate change.' https://t.co/bLTRy45F33",880166 +Exercises to contain climate change will become futile. https://t.co/1GB0qZMvzD,461185 +"No, climate change is NOT a ‘natural cycle.’ +10 ways we can tell humans are affecting it: https://t.co/VXlRfpyi7u",840127 +"RT @JonRiley7: Not only is Trump not fighting climate change, he's banning agencies from even preparing for climate disasters. ��…",909823 +RT @evelyman: The kids suing the government over climate change are our best hope now: https://t.co/JnHNbZAscF via @slate,347835 +RT @maura_healey: We are prepared to act on Trump EPA on climate change. We will fight any efforts to undo or repeal needed regulation. #AG…,41851 +Environment drives genetics in 'Evolution Canyon'; discovery sheds light on climate change https://t.co/aVMOFoDwy4… [1/2],429019 +RT @josefgoldilock: PSA: Our president has ordered the EPA to delete their climate change page. The President is ordering facts to be delet…,822696 +rl feels like global warming llz,398282 +"@TexCIS Well see, proof positive of - global warming...err...climate change...err...global climate disruption. ;) Stay safe and warm.",939362 +RT @orlandosentinel: Tillerson in focus as Exxon climate change investigation intensifies https://t.co/VvmzwuqLqt https://t.co/Vlepns9dPb,44160 +RT @NatGeoChannel: One of the easiest ways to help combat climate change in your daily life is to stop eating beef. Here's why:…,193712 +RT @Greenpeace: You're never too young to change the world. This 9-year-old is suing her government for inaction on climate change…,628281 +The new Captain Planet? Bill Gates starts $1B fund on climate change https://t.co/KbPk0qRcxJ via @usatoday,489292 +The conversations we’re having about climate change are more important than ever. https://t.co/MLbMRtApuo #ClimateChange,616565 +RT @latimes: Kerry tells climate conference that the U.S. will fight global warming — with Trump or without…,347410 +@ScottWalker Polluting that air again ... still denying climate change ?? https://t.co/N4kgvq4aUJ,17963 +RT @mariannethieme: BanKiMoon:'massive waves of migration will come if we dont tackle climate change asap. We have no right to gamble with…,76228 +Harry is introducing someone to the dangers of global warming every single day,601837 +"climate change... what climate change. smh Colombia: 193 dead after rivers overflow, toppling homes - ABC News https://t.co/XLcnZsqnbp",569634 +RT @Masao_Sakuraba: 'What a powerful theory ... climate change can be averted by just increasing your taxes.' https://t.co/V2j9UIeT1n,57381 +RT @dmedialab: Scale and urgency of climate change must be better communicated - Lor... https://t.co/mRauyGIlnX via @risj_oxford https://t.…,120440 +RT @climatehawk1: Extreme weather flooding U.S. Midwest looks a lot like #climate change | @InsideClimate https://t.co/hm1FxpsCBd…,34596 +"British kids ‘most afraid of Trump and climate change’, GMB hears https://t.co/DJiXv86UFi ^MetroUK https://t.co/iC5UKeh0Sb",28256 +"Check out the new documentary at @NatGeo's youtube channel: Before the Flood. On climate change, with @LeoDiCaprio https://t.co/2SailYFiy4",499154 +"France, U.N. tell Trump action on climate change unstoppable https://t.co/D6Kwp6IZaC",352917 +RT @RVAwonk: Trump's inaction on climate change will worsen VAW. And the global gag rule will prevent victims from getting help. https://t.…,642374 +RT @NatGeo: We are really only beginning to understand many of the potential disease implications from climate change https://t.co/VOiRduE3…,597069 +"RT @maggieNYT: 'I think there is some connectivity' between humans and climate change, Trump says.",830957 +THE HILL: EPA flooded with phone calls after EPA head denies CO2 role in climate change: report … https://t.co/9ZgBJGlhks,317312 +RT @nzherald: US government bans use of term 'climate change' https://t.co/vn47N9T1jP,827075 +RT @Wil_Anderson: And I am guessing Gen Y are done with your 'racism' 'homophobia' 'climate change denial' and 'owning a home' https://t.co…,588394 +RT @sierraclub: Trump denies climate change. @HillaryClinton has a serious plan to fight it. RT if you're a #ClimateVoter! https://t.co/Bid…,706639 +3 signs that the world is already fighting back against climate change https://t.co/11NchSs4Wv via @wef,182537 +"So here's my advice to Dems: climate change goes to the bottom of the agenda, or at the very least is done in consultation w/others. 13/",16854 +"RT @stubutchart: Most ecological processes in terrestrial, freshwater & marine ecosystems now show responses to climate change…",443398 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,434602 +Trump transition team seeks DOE climate change advocates’ names https://t.co/Mjk90tfhnY,554528 +RT @relientkenny: 'your husband is killing us all because he thinks climate change is fake news' https://t.co/iTlWQ9uCA3,30214 +"RT @mahootna2: Libs lie. They lied about the wind, about coal, the NBN, Medicare, TAFE, climate change, Centrelink, the carbon price and mo…",171137 +"RT @PrisonPlanet: Leo: Hangs out with oil billionaires, flies private dozens of times a year. + +Lectures Trump about 'climate change'. + +http…",875060 +RT @CNTraveler: 11 places you need to visit before they are lost to climate change https://t.co/TJ0L0LiOLH https://t.co/tJGtF2JYSW,961114 +"RT @CraigRozniecki: 'EPA head Scott Pruitt says carbon dioxide is not 'primary contributor' to global warming' + +Ruling: False +https://t.co/…",246680 +"RT @ossoff: If we walk away from our #ParisAgreement commitments to reduce carbon emissions & help fight climate change, histor…",244205 +RT @DrJamesMercer: We are the 1st generation to feel the impact of climate change and the last generation that can do something about it. #…,552594 +"RT @GPN14: #EPA #Poll +Do you think that carbon dioxide is a significant contributor to global warming (if there is global warming)?",726305 +"If climate change really is a conspiracy created by 'the Chinese,' China just fucked up Houston and we've got a war on our hands.",354750 +Change climate change - Sign the Petition! https://t.co/WwvL2YVg9e via @Change,71830 +RT @_courtneigh_: If 60 degrees in the middle of winter in Louisville isn't enough to make people accept global warming as a real issue idk…,345645 +Kayleigh. You support and defend a man who thinks climate change is a hoax created by China. This is hypocrisy at i… https://t.co/3sdJPtaSlD,212044 +"RT @UN: Addressing climate change is up to all of us. +On #SustainableSunday & everyday be part of the solution:…",200267 +NRE 199 class working on posters for group projects on various climate change topics. https://t.co/yUMKaQ1Ol9,942846 +China drills Tibet glaciers for climate change study https://t.co/dv6qz2iHPq via @Orange News9 : Latest News,174493 +Google:A new wave of state bills could allow public schools to teach lies about climate change - VICE News https://t.co/lUlaBanpLI,333002 +RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,146187 +Tillerson led Exxon’s shift on climate change; some say ‘it was all PR’ https://t.co/M9cpMdtzkX,793908 +"RT @cathmckenna: Can't figure out if most #CPCLdr candidates don't believe in climate change or think if we do nothing, it will magically g…",496143 +"RT @NickKristof: My column & video look at a crisis linked to climate change: As Trump Denies Climate Change, These Kids Die of It.… ",966647 +"Tackling climate change will boost economic growth, OECD says https://t.co/p0sIYbiuyX",323 +"RT @meljomur: While Theresa May is selling more weapons to the Saudis, here's our FM dealing w/climate change. https://t.co/ahO9SUuzUp",803875 +"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",402047 +Mr. Ridley's scientific contributions (including being a climate change skeptic) have been questioned by many scien… https://t.co/kCBttMnJtR,534219 +"RT @BillNye: 'They' don't want you to be concerned about climate change, but @djkhaled & I want you to be. Major ��/ Major �� https://t.co/gK…",703000 +"Mike Pompeo, Trump's CIA pick, evades questions about climate change and global instability https://t.co/TPzl33TqrV https://t.co/BHYxZFpNBs",671584 +"RT @SolarScotland: Scientists issue ‘apocalyptic’ warning about climate change + +https://t.co/5c5pzM1bSx +#climatechange #renewableenergy htt…",559320 +"National Geographic asked photographers to show the impact of climate change, here’s what they shot https://t.co/CAue5T1L6W",188050 +RT @FeelTheBern11: RT SenSanders: President Trump: Stop acting like climate change is a hoax and taking our country back decades by gutting…,887516 +"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",645866 +RT @Slate: China very kindly explains to Trump that it didn’t invent climate change as a hoax: https://t.co/wqQuPCgbeH https://t.co/2bFJ4wL…,466328 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,415728 +".@TAudubon next up: Westway oil terminal, climate change, 2017 priorities, creek restoration, listing endangered species",503003 +Palm oil kills thousands of animals & is disastrous for climate change.I hope the outraged #vegans & #veges are as… https://t.co/J6DKlUqWJC,298164 +"RT @adamkokesh: It's June. It's Arizona. It's hot. It's not proof of global warming! (When you push stupid crap like that, it shows how wea…",633000 +"RT @heyjudeinbris: scaring Aussies half to death about terrorism while ignoring climate change, the biggest threat to everyone on earth +#Au…",512067 +RT @vicenews: Bill Gates and other billionaires are launching a climate change fund because Earth needs an 'energy miracle'…,235641 +Scott Pruit is a coward who would rather hide behind the forged 'uncertainty' of climate change than tackle it head on,343381 +"RT @BillMoyersHQ: Al Franken might be the best tool Ds have to fight climate change deniers in DC these days, writes Joe Romm https://t.co/…",733240 +RT @openculture: California will bypass Trump & work directly w/ other nations on climate change. https://t.co/2ddgR5JCGI #jerrybrownismypr…,136832 +@ficci_india @moefcc Mr Ranjan speech has given an envision assurance for us that India will contribute well on climate change,389026 +@d2ton what was global warming years ago? A conspiracy. What is it now? Real life.,852347 +"@NASA not to be dense (pardon the pun), is this something new, and if so, is it related to climate change?",25002 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",294027 +Spicer dodges question on whether Trump still believes climate change is a hoax https://t.co/YuRjertjyl,648266 +Makes a free movie to raise awareness about climate change https://t.co/yv8GQi36UK #9GAG,810469 +"RT @JonathanFPRose: Those who deny climate change also deny us the benefit of better paying jobs, healthier lives, and independence from g…",224435 +RT @TheBaxterBean: REMINDER: Republican Party (now controlling 3 branches of fed govt) is the only climate change-denying political pa…,952397 +RT @jmaehre: @semisexuaI @megswizzle This is similar to 'if there's ice in my drink how can global warming be real?',12004 +@Andoryuu_C effects on human health. It's also important to mention animal agriculture is the leading contributor to climate change.,185013 +RT @painhub: im gonna just ignore the fact that the world is either about to end bc of climate change or nuclear war and focus o…,486832 +RT @robmanuel: For anyone worried about their A-level results remember that it's too late to stop climate change & most of you will die fig…,86045 +RT @DrStillJein: This New Year terror attack in #Istanbul has nothing to do with Islam and everything to do with climate change. #Turkey #i…,133514 +If you think global warming isn't real you a dumb ass bitch lmao,799864 +RT @WRIClimate: Mayors and Governors many in states that supported Trump determined to continue #climate change policies and plans https://…,781356 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,866735 +"RT @SafetyPinDaily: Trump's plans to cut climate change protections are worse than feared, leaked documents show | Via @independent +https:…",788791 +But not on climate change.... yeah https://t.co/o2F0ejHsix,907298 +@WasserL @kylegriffin1 Really so him saying that global warming is the greatest threat we face wasn't truth? Please… https://t.co/WFrKUWHEiV,930620 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,580848 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,438124 +"So, Pruitt denies climate change. Does our planet have to be destroyed on the ignorance of this fossil fuel idolator?",400009 +What a joke! Yep that's right a joke. First climate change now they're going after our Natural Treasures by opening… https://t.co/THqBWBhqKT,956741 +@Antena67 @Holly4humanity @FeistyPrincess4 A Trump tornado on 11/8 destroyed deplorable candidate Clinton. That's serious climate change!,748695 +"RT @WernerTwertzog: Toxic masculinity, as we all know, is the leading cause of climate change.",831576 +"China says #DonaldTrump is the hoax, not climate change. https://t.co/9nkwjrE8Xb",683218 +RT @SenBobCasey: The time is now. We must act on climate change. #ActOnClimate #ClimateMarch https://t.co/ja3I2GVoN9,531715 +Unprecedented Antarctic expedition maps sea ice to solve climate change mystery https://t.co/7aOE3rea7c via @physorg_com,555874 +For anyone teaching about climate change and the environment! https://t.co/qITQFuHTxz,672398 +Why don’t Christian conservatives worry about climate change? God. https://t.co/6WYqchTThU https://t.co/fRIXr7YUKS,293081 +"RT @KatiePavlich: They preach to us about open borders, gun control and climate change while living in gated communities with armed g… ",506419 +CBSNews: New federal climate report shows impacts of climate change are far more grave than the White House lets o… https://t.co/L3QSkNsaMN,776853 +@NilVeritas @nopepenocry @ramzpaul @RichardBSpencer lol socialism has already done more harm to humanity than climate change will ever do.,857439 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",860763 +RT @RawStory: ‘Is that a hard question?’: Megyn Kelly badgers Trump spokesman for hedging on climate change stance…,169809 +RT @KenDiesel: I notice the same people telling us that manmade climate change is a fact are also telling us men can be women. #StepsToReve…,410150 +"RT @ShoebridgeC: Interesting article: how global warming risks release of pathogens that in some cases dormant for thousands of years +https…",776743 +RT @theonlyadult: The people of Florida elected a guy who think climate change is a Chinese hoax. I'll sit here laughing when they dr…,830459 +RT @LibyaLiberty: Empowered Muslim females AND climate change awareness? This headline would make Trump's head explode. https://t.co/6xWXPQ…,612043 +Isn't the record high in NYC for this date 68 degrees set in 1876? Was global warming driving that too? https://t.co/8zxrYN3qdk,247011 +RT @habibisilvia: Whales are doing a better job of fighting climate change than humans are https://t.co/AtIg98xnMG by #djoycici via…,404518 +they say what inspired ya i said global warming,997644 +RT @NewScienceWrld: Here’s (another) study that will give you global warming nightmares https://t.co/tFt5kQcDks https://t.co/YVZJEp9PJc,111741 +"RT @business: Stopping global warming could make the world $19 trillion richer, report says https://t.co/uNtwhg76rs https://t.co/wqhs0UWi3I",921727 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",921922 +"RT @AnjaKolibri: Toxic slime, bloodsuckers, 'code brown' & company: 8 disgusting side effects of #climate change: https://t.co/5hVhtZeCAQ v…",349946 +"For the first time on record, human-caused climate change has rerouted an entire river by @azeem https://t.co/A8YrbUTkox",632649 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,10315 +RT @MeganNeuringer: if u think pizzagate is real but climate change is fake you truly are a dumb dildo,448017 +You guys global warming is reallll ������������������ just yeasterday it was 100 degrees outside,561814 +"RT @Arauz2012: Hey, maybe this is why the Obama admin can't find any 'scientists' who disagree with them on global warming https://t.co/XGr…",88851 +@TIME Trump must be #DeSelected as POTUS-elect. Disavowing climate change is committing crime against humanity. https://t.co/2ojo7dXVa2.,317861 +RT @market_forces: Legal liability - the jolt super funds need to take climate change seriously #ActOnClimate https://t.co/zee6gkmHzg,419424 +RT @val_hudson: No but plenty of time to give a voice to climate change denier Nigel Lawson #R4today https://t.co/UboabyNpsj,185650 +"In the midst of Trump's chaos, don't forget climate change as scientists marvel at extreme Arctic warmth +https://t.co/D8t1bae55o",931895 +RT @ObsoleteDogma: That’s one way to make climate change go away https://t.co/sNoz3PJn7Q,893553 +"RT @ESPMasonU: Boosting global access to water is critical, with climate change bringing decreased rainfall, rising temperatures. https://t…",159886 +https://t.co/umvOqAWVw3 The real facts on climate change! MUST WATCH,48509 +"@condokay yep and it's going to get worse , I think it's this global warming & apprently the sea is getting hotter to",697646 +"RT @MaryCreaghMP: This article, published in a New Zealand newspaper in 1912, was one of the first warnings about climate change… ",260134 +RT @onherperiod: Only in America do we accept weather predictions from a groundhog yet refuse to believe in climate change from scientists,958366 +"Exxon knew of climate change in 1981, email says – but it funded deniers for 27 more years https://t.co/8SlvD7tGse",497671 +Or maybe it is just that the global warming nuts are being given a sign. Enlist with us at https://t.co/oSPeY48nOh.… https://t.co/mYYAHV6vj6,890683 +"Bye unions, bye new federal minimum wage of 12-15$ an hour, bye climate change, bye gay rights, bye Roe vs Wade, bye free college.",219061 +UN chief urges action on climate change as Trump debates https://t.co/k9TUHrlauf,50736 +"RT @LOLGOP: Except if it involves climate change, trans kids, adding sweet notes of coal ash to river water or anything that do…",742031 +"RT @India_Resists: End of debate. #Demonetisation was actually for tackling climate change. + +#ObjectiveOfDemonetisation",431195 +"We are winning the battle against #climate change, #fossilfuels . + +Join us. https://t.co/8BuTrwyzTE",159717 +RT @kimmelman: My series for @nytimes on climate change and global cities kicks off with Mexico City today. https://t.co/L3kpEbGTLg,641424 +RT @business: Donald Trump's win deals a blow to the global fight against climate change https://t.co/DJKduvISTR https://t.co/e6tusL6QNT,423512 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,229137 +"RT @FlaDems: In South Florida, climate change isn't an abstract issue, and definitely not a 'hoax,' despite what Trump believes…",798844 +"RT @pablorodas: Energydesk: Without the Congo Basin rainforest, efforts to tackle climate change are dead in the water … https://t.co/aiBLD…",693406 +RT @EnvDefenseFund: Red states are acting on climate change -- without calling it climate change. https://t.co/vg2MhhRaJd,371036 +@ja_herron most likely. I've yet to see a movie or play about climate change that doesn't want to make me pull my eyeballs out,211835 +"(Snows in September) REPUBLICAN: lol global warming am I right? +(60 in February) DEMOCRAT: anyone wanna fist fight bout thermometers bihtc",757133 +How climate change could make air travel even more unpleasant https://t.co/rAFnUfxhyo,937342 +Zika’s link to climate change https://t.co/EiGGMWXl3D,977747 +RT @TimWeisAB: Canada not ready for climate change: University of Waterloo report https://t.co/lHK1y5sWIz,333823 +RT @samisglam: @ghostmanonfirst more people will be starving and dying if we don't pay attention to climate change & the many problems it c…,669775 +Experts fear “silent springs” as songbirds can’t keep up with climate change. https://t.co/ZVahfAfHJY,260295 +RT @BCAppelbaum: Why are people pretending Trump's views about climate change are some kind of mystery? He's answered the question p…,677043 +@princegender Plz I remember back in high school I didn't deny climate change bc I understand how facts worked but… https://t.co/ypiGTmu0jn,477036 +RT @NYTNational: Trump has called climate change a hoax. Now he has the chance to destroy efforts to beat it. https://t.co/i9hdsPig9Y,194820 +"RT @R_opeoluwa: @DebsExtra climate change ni , Nottin more",833593 +RT @politico: The Weather Channel calls out Breitbart for climate change skepticism https://t.co/EMHfB16IDv https://t.co/lksMqakEd6,737103 +Err:501,838487 +RT @treubold: The connection between meat and climate change. Great visual explainer by @CivilEats https://t.co/DnwJRtvmtI,14362 +"RT @amiraminiMD: So much for his Al Gore meeting on climate change. +So much for his interest in'crystal clear' air & water. +So much for Ame…",433532 +RT @CreeClayton: Teachers urge $175 billion pension fund 2 flex muscle on climate change https://t.co/mfV33X8w4M via @NatObserver #Keepit…,375715 +"RT @waglenikhil: India diverts Rs 56,700 crore from the fight against climate change to Goods and Service Tax regime https://t.co/wQ5JOkxJG…",274541 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,115978 +RT @CCLsaltlake: .@SLTrib Op-ed by @DSFolland: Students take lead on #climate change because they face the consequences... https://t.co/PfR…,905000 +RT @TODAYshow: Melting glaciers are causing real damage in Florida. Is climate change the culprit? https://t.co/gORGQM2sNi https://t.co/nE7…,343053 +apart from their beauty and entitlement to life birds are a terrific barometer to climate change. they enrich our l… https://t.co/Ui44jAcda8,168437 +RT @dmeron: Finding ways to handle climate change: Israeli scientists create heat resistant fruit trees https://t.co/vT22rbYp9w,794305 +...what? The head of the EPA knows less about global warming than a highm https://t.co/XPLUKM44YK,149132 +For anyone who thinks global warming isn't real: weather does not equal climate you g'damn moron,255482 +RT @yungbarbrab: How can you ignore the signs? 'There is no scientific proof of climate change' we have a blind president https://t.co/fmyJ…,786652 +"RT @maximumleader: @JoanOfArgghh It doesn't just fight climate change, it fights so many other social ills! (Has anyone seen Logan's R…",18795 +Mapped: The climate change conversation on Twitter https://t.co/RerRDSLL90,261144 +"RT @vondanmcintyre: If we have four years of dismantling climate change research, doing nothing, adding more greenhouse gases, maybe our wo…",2575 +RT @350: 'We are now in truly uncharted territory” @wmo reports on how record-breaking climate change is pushing the planet…,477704 +"History will show @realDonaldTrump was most influential person to ignore threats presented by climate change, and was responsible for crisis",645226 +RT @WorldfNature: Warren Buffett faces down climate change in weekend votes - Washington Examiner https://t.co/cgXhiiCvvS https://t.co/loC6…,613988 +One of the most troubling ideas about climate change just found new evidence in its favor https://t.co/KnyZRU4p0b,141972 +RT @washingtonpost: Here are pictures of John Kerry in Antarctica to remind you global warming is still happening…,863542 +RT @guardian: Global 'March for Science' protests call for action on climate change https://t.co/Q3GNVsD4nz,922667 +RT @NYTNational: Trump has called climate change a hoax. Now he has the chance to destroy efforts to beat it. https://t.co/i9hdsPig9Y,419431 +@creekbear One whose highest point is about 10 feet higher than high tide. Because climate change is a hoax.,960388 +BBC World News: Badlands on Twitter: US park climate change tweets deleted https://t.co/yYrHMolsBZ,853322 +RT @Zorro1223: #EarthDay Because global warming bears can't find there food on solid ice. https://t.co/4d5GxUeVkd,622813 +@joanbehnke unfortunately there is plenty of evidence that global warming is real & that we aren't doing enough about it,785330 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,810188 +"RT @callout4: Countless scientists, decades of research. And @realDonaldTrump says 'nobody really knows' if climate change real https://t.c…",53815 +gago climate change 😂,818404 +"RT @CBSNews: Rex Tillerson grilled on ExxonMobil conflicts, Russia sanctions and climate change at Senate confirmation hearing:… ",747464 +"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",754308 +RT @SoReIatable: if global warming isn't real why did club penguin shut down,128943 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,996229 +I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/UsYkte8nKU,964585 +RT @DLCNGOUN: Main theme for #COP22 should be how #agriculture and budgets can be mainstreamed to migate climate change&encourage developme…,959469 +"RT @woolleytextiles: Can't believe how some American's, including @realDonaldTrump don't even believe climate change is a thing! Everyon…",354761 +Al Gore’s ‘Inconvenient Sequel’ brings climate change debate into the Trump era https://t.co/rBFlm7UaXL via @usatoday,102989 +RT @pauljac94662323: What effect will climate change mean for hop production in the Yakima valley #climateontap,67926 +RT @c40cities: 'Reneging on the #ParisAgreement is shortsighted and does not make climate change any less real.' - @ChicagosMayor…,122021 +RT @insideclimate: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/CO0p9PU3Fd,549342 +"RT @Newsweek: Former astronaut Scott Kelly tweets about earth, climate change as Trump pulls out of the Paris accord…",446441 +EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/z37Nk9Cb1g,196355 +"RT @ForeignAffairs: Paris will survive, but Washington’s failure to lead on climate change will hurt the United States and the world. https…",589487 +RT @theAGU: AGU's President responds to EPA administrator's statements on climate change: https://t.co/Ch3Kh9P2nZ,70611 +RT @taylorgiavasis: Do you guys actually care about climate change or are just mad Donald trump doesn't believe it's real,683684 +RT @mmurraypolitics: Reminder from April 2017 NBC/WSJ poll: A combined 67% of Americans back action to combat climate change https://t.co/2…,978725 +This climate change is no joke and us millennials will experience a future financial crisis.,13287 +"RT @factcheckdotorg: Have a question about GMOs, climate change or other public policy issues?Ask SciCheck, our latest feature: https://t.c…",809747 +"Like, the entire conservative argument against dealing with climate change is 'but God'.",838185 +World leaders duped by manipulated global warming data https://t.co/KJfYCyP6q3 via @MailOnline,647188 +Humans don't cause climate change... but the cows. It was always the cows. #cowfarts,616174 +RT @samsteinhp: FWIW. we have probably lost the battle against climate change tonight,754798 +RT @NYUWashingtonDC: 'The solutions for climate change are the solutions for social issues' @maxthabiso with @PPrettitore @WorldBank…,620739 +"@wfaachannel8 @David_in_Dallas this global warming sure is getting out of control, the celebrities, the pope, and obama are right, it's hot",644772 +"Bill Nye on climate change, his new film, and bravery in science https://t.co/pC3Saz7V8s via @nbcnews",96841 +"Asshole Leo dick-crappio made a climate change film(yawn). No one cares. Still, I put him on lifetime shunlist. https://t.co/LYYIJDsSD1",818549 +Scott Pruitt: climate change denier and bedfellow of polluter lobbyists. Reject his nomination as EPA administrator https://t.co/FYSvxdxhPk,24845 +RT @Independent: Emergency campaign launched to convince Trump climate change is real https://t.co/obbXYhFxNS,397713 +RT @JohnFugelsang: & Donald Trump wants you know this proves NASA's part of that whole Chinese climate change hoax. https://t.co/Mc7346asP1,924727 +Three ways the Tory manifesto falls short on climate change and the environment,164077 +Yellow cedar could become a noticeable casualty of #climate change: Digital Journal https://t.co/8e6OuPQ9HE #environment,442722 +"RT @rebleber: Tillerson: 'I don’t see [climate change] as an imminent national security threat but perhaps others do' +The others: https://t…",583077 +RT @Hope012015: Exxon to Trump: Don't ditch Paris climate change deal https://t.co/2g23192RxB via @CNNMoney,840571 +RT @mtavp: BBC froze me out because I don't believe in global warming: David Bellamy reveals why you don't see him on TV now. https://t.co/…,415337 +RT @nowthisnews: Bernie Sanders and Bill Nye talked about how fighting climate change can bring jobs to America https://t.co/8Hu43hSCm6,148578 +@OxfordUnion @CLewandowski_ Is it because ur an expert & have convincing facts that climate change is a hoax? U have no idea what ur saying,239214 +RT @CNNPolitics: Hillary Clinton discusses Hurricane Matthew in North Carolina: I'll work to limit damage by taking on climate change https…,521908 +RT @PicsGalleries: Here you can see who the victims of global warming are... https://t.co/VGcNpIi5Z3,947679 +".@realDonaldTrump, the US military thinks climate change is an imminent threat. Listen to them. #100Days #KeepParis",227844 +"@alexborovoy1 so basically yes, hurricanes will continue to happen like always but global warming only intensifies them.",701507 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,617736 +"RT @JeunesMacron: �� #MakeOurPlanetGreatAgain �� +Today we are determined to lead (and win!) this battle on climate change. https://t.co/kWBB…",509196 +RT @brianklaas: Man who cited 1 day of weather in 3 locations to claim climate change is a 'hoax' may torpedo Paris climate accord. https:/…,585430 +"RT @sys_capone: Me: Omg global warming is so scary. It's warm in winter. This can't be good. +Winter: *behaves like winter +Me: https://t.co/…",839425 +"RT @NRDC: Trump is deleting climate change, one site at a time. https://t.co/uRekDeg8th via @guardian",414230 +"RT @containergarden: If you believe in climate change, vote. #ImWithHer https://t.co/GwzX0SfdAo",916592 +"RT @BigJoeBastardi: Earth to Shepard Smith.No one denies climate change is real,we question mans extent Show me the linkage in the ent…",705572 +RT @herbley: Residents on remote Alaska island fear climate change will doom way of life https://t.co/v4tryrx93Z via @usatoday,282147 +@DayBlackTheGod It's gonna be too hot for people pretty soon I swear �� global warming got y'all,201741 +"RT @tveitdal: Why the research into climate change in Africa is biased, and why it matters https://t.co/SpgIbbrpjS https://t.co/vJqRMYnYYW",464689 +"RT @bpmart0: Is climate change THAT bad? So we lose FL & polar bears, would you really miss them? It's 70 in mid-Nov! #itisactuallybad #cli…",506099 +"RT @daveanthony: btw, if you’re in Arizona right now. Don’t walk your pets. And enjoy climate change. https://t.co/cKwBKZTBrS",315331 +RT @emilapedia: Could u imagine Trudeau attending the Stratford festival and get lectured by the cast on govt spending or climate change?…,258435 +"Also, organic, local & sustainable agriculture is a good alternative to current models. The thing is, due to climate change, agriculture",910541 +"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",394712 +USFreedomArmy: RT USFreedomArmy: Now we know the real reason for the climate change hysteria. Enlist with us at … https://t.co/xFbLGHqgt3,424092 +RT @NatGeoChannel: Join @LeoDiCaprio as he searches for answers on the issue of climate change. #BeforeTheFlood starts now! https://t.co/qc…,204080 +"RT @CECHR_UoD: The smart way to help African farmers tackle climate change +https://t.co/1w5OKwLo84 #foodsecurity #Knowledgeispower https://…",744870 +RT @ClimateCentral: Peru's floods follow climate change's deadly trend https://t.co/0dCEZgRab0 via @insideclimate https://t.co/b1dBEbKFoj,644004 +RT @henrikkniberg: The fact that global warming is caused by humans is actually positive. Means we could do stuff about it. Otherwise we'd…,107636 +"RT @kelkulus: Irony: Florida, a state in danger of being washed away due to rising sea levels, just elected a guy who denies climate change…",661174 +Polar bears for global warming. Fish for water pollution. https://t.co/jscxJNw7Js,19909 +RT @AdamBandt: Do we really want to be Deputy Sheriff to a racist climate change-denier? Time to ask serious Qs about how slavishly we'll f…,927163 +How will California battle climate change? A new proposal revs up debate over cap-and-trade program https://t.co/cqNrgYPmLH,358829 +"RT @CBCNews: Trump win a 'disaster' in the fight against climate change, scientists and environmentalists say…",186937 +"RT @sgphil: I'd like people to eat less meat, fish, dairy and eggs to be kinder to animals and reduce climate change…",98072 +RT @NatGeoChannel: Join @LeoDiCaprio as he searches for answers on the issue of climate change. #BeforeTheFlood starts now! https://t.co/qc…,43449 +"RT @mitskileaks: want to specify that $ is donated to orgs that work on climate change,women's rights, immigration,+other causes.in… ",996972 +Honestly whether climate change is real or not why would you not wanna take care of the earth? So much to see out there.,365705 +RT @GavinNewsom: Once again Trump proves that he believes facts don't matter by appointing a man who doesn't believe climate change is real…,27742 +"RT @Logic_Argue: Apparently global warming is going to cause problems by.. making the North Atlantic colder, what hold on, what? @SteveSGod…",165638 +RT @qz: NASA released a series of climate change images just as Trump heats up his attacks on the EPA https://t.co/asqDeb5WVd,419439 +RT @Reuters: Vatican says Trump risks losing climate change leadership to China https://t.co/efWR3ktlIl https://t.co/U6JraHOUEo,254018 +Obama is spending another $500 million to fight climate change before Trump can stop him. https://t.co/vEJtPuSIyl,980316 +RT @Independent: 11 images from Nasa that show climate change is real https://t.co/0U2eRHeEVF,849752 +@EnviroNews can't tax us for this it's not climate change,601238 +#global warming #shatter #glass #ceiling #NoWallNoBan #NoamChomsky #earth #EllenDeGeneres #traveller #with #a… https://t.co/iS3jn6pDdl,763081 +RT @ShawnaRiddle: Can we talk about climate change now? #harvey #hurricaneharvey,767129 +Coverage of new thesis: National coordination for successful climate change action https://t.co/ZCcsrDLzdz,292040 +RT @FastCoIdeas: 'Our children won’t have time to debate the existence of climate change. They’ll be busy dealing with its effects.' https:…,800470 +"Real talk England. The north used to snow at Christmas, and now it floods. It's insane to think climate change isn't involved.",408830 +RT @AP_Politics: Trump's pick for EPA chief says he disagrees with Trump's earlier claims that climate change is a hoax.…,902403 +"RT @Polish333: For someone who doesn't believe in science, climate change, etc., surprised he is doing this... https://t.co/HBVG9HSffb",495974 +RT @NBCNews: BBC series 'Planet Earth II' shines light on climate change https://t.co/Pez4UwsMym https://t.co/DyoY7OrJWs,97966 +"RT @COP22: #COP22 Action Agenda: learn why #cities are so instrumental in tackling global warming #cities4climate +https://t.co/0IRw3UTxNk",612358 +RT @nytimes: A British swimmer is enduring extreme cold waters to promote awareness of the threats of climate change https://t.co/10lOYj3L0Y,601862 +"@OOOfarmer I went to a trial where the prairie plot was losing overall C from depth. No tillage, fert but less C. They blamed global warming",484009 +World leaders duped by manipulated global warming data https://t.co/qLFQlG2pdQ via @MailOnline,24147 +"Record-breaking climate events all over the world are being shaped by global warming, scientists find https://t.co/X9S3QZmWAN",545781 +RT @NBCNews: French President Macron invites Americans to move to France to research climate change https://t.co/6fCyRmPa6P https://t.co/D7…,404273 +"RT @katzish: Apparently 'Wayne Tracker'--Tillerson's other Exxon identity--had a lot of communications about climate change, per…",459068 +RT ScottAdamsSays: I invent the term Cognitive Blindness and apply it to the climate change debate: https://t.co/XTwm6PFagP #climatechange,706804 +"RT @Earthjustice: 'We are not imagining future climate change, we are watching the rising waters.' –President Remengesau of Palau…",570687 +You are told that the world will be destroyed by global warming unless you accept crushing taxation and government control over your life.,611072 +"My latest: A closer look at how the seafood we eat might play a role in climate change, and how climate change may… https://t.co/lqoZyhYwSl",985616 +"Topics: On unity vs. division, shared goals, on climate change, terrorism, UK elections, Basic income as one of the future solutions.",164701 +RT @VanJones68: Want to resist Trump taking America backwards on climate change? Sign up for the @GreenForAll Action Network. https://t.co/…,599031 +"US: Politics, culture or theology? Why evangelicals back Trump on global warming. @SightMagazine #climatechange + +https://t.co/6JuHOgHZwJ",291016 +"Thanks. Imaginary climate change is seriously triggering to me. + +@JenaFriedman @GreenPartyUS + +https://t.co/tqvpU1dElD",871590 +"RT @NRDC: #ICYMI: Yesterday, Scott Pruitt said CO2 is not a primary contributor to global warming. https://t.co/QZxinB1dSB via @Grist",375923 +"Fighting climate change isn’t a ‘waste of money’ — it’s a good investment +https://t.co/AFiMt270IE https://t.co/MmejhjHOG6",625713 +Trump's threat on climate change pledges will hit Africa hard - The Conversation AU https://t.co/R3b3FE2oha,544267 +"Welcome to America, where a groundhog tells us if its still winter but refuse to believe scientists when it comes to global warming.",597520 +RT @sean_spicier: The President rolled back Obama's climate change regulations. You will now be allowed unlimited exhales per day. Make Bre…,201908 +RT @Vegan_Newz: Vegan in the Region: Taking real action against climate change - https://t.co/qDDOXxEykk (blog)…,779450 +"RT @CauseWereGuys: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worst https:/…",41388 +"By 2080 vector population is supposed to increase by 200% due to climate change, start taking care of Earth peeps.",324210 +"RT @azeem_tuba: Ideas on climate change +@PUANConference @PakUSAlumni #ClimateCounts @usembislamabad https://t.co/VKQiwlA8lx",527518 +RT @Reuters: Trump team memo on climate change alarms Energy Department staff https://t.co/YgMQr7tZtN https://t.co/oFaaIdKeHk,995095 +Who cares u ar a LIAR and have not really done anything for climate change.. all what u did was damage.. https://t.co/tG2XYEISEP,68508 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,645526 +"@ludichrisspeed Definitely the climate change extinction, sexy lady.",803925 +"RT @CNN: Former New York City Mayor Bloomberg: +Trump's refusal to acknowledge climate change is real is 'embarrassing'…",310865 +IMAGE: An Al Gore global warming get together... https://t.co/fGd2wLmX1m #algore #climatechange #hoax #liar #libtard #tcot,243590 +RT @e3g: It’s time to respond to climate change in a way that protects & promotes public health! @LancetCountdown…,739831 +RT @_richardblack: Some climate change advice from Lord Farage... https://t.co/4YEiTozX66,838039 +RT @ajplus: Trump picked a climate change skeptic to head his EPA transition team. https://t.co/3Odv7hO57P,93918 +RT @nytimes: California is holding itself out as a model to other states — and to nations — on how to fight climate change https://t.co/exU…,115526 +@chrisrgun That awkward moment when IQ heritability has stronger scientific consensus than global warming… https://t.co/qpUnis5ZY9,164262 +"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",727311 +RT @jennjacquelynm: Friendly reminder our next president believes global warming is a Chinese hoax & hair spray can't escape your home beca…,735220 +@MarketWatch 4/5- Pope & Obama attributed hurricanes destruction to man-made global warming & pollution: Of course… https://t.co/ougeG9ejCJ,468210 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,689122 +Massachusetts court orders ExxonMobile to turn over 4 decades of its climate change research https://t.co/Xd8afJCSwh,53596 +How prepared are the world's top coal-mining companies for the business risks arising from climate change?… https://t.co/z4xHU98BwT,799186 +RT @JulietMEvans: Can discuss with people about EU but climate change deniers are beyond the pale. https://t.co/cTh4oa8w0S,101084 +@parthona98 @ValaAfshar I have studied earth science climate change would best served by millions of trees filtering carbon in the air,30439 +"@kelownagurl @TheGoodGodAbove the scary thing Barb is that their actions take us all down! Between climate change, electing Trump, guns, etc",810252 +"Shareholders force ExxonMobil to come clean on cost of climate change +Fμ©€ Trump & RexTillerson +https://t.co/qiKZ5cZlab",821303 +RT @Seeker: Researchers are highlighting the importance of marine reserves in combatting the effects of global warming. https://t.co/zzxESB…,292964 +"RT @AbbySmithDC: Last year, Stepp ordered info on human contribution to climate change scrubbed from her department's website, causi…",302407 +"On climate change, Scott Pruitt causes an uproar — and contradicts the EPA's own website - Washington Post https://t.co/Ztnvsql2O0",271892 +"RT @PopMech: Before the Flood: Watch this riveting, terrifying documentary on climate change https://t.co/w74QbFVLnC https://t.co/lvHxUyx6om",732321 +@elonmusk I don't believe the decision was based on climate change but rather no realistic changes for good from China or India,447410 +@latimes But...but...but... climate change & global warming! Could it be @algore was full of shit the entire time a… https://t.co/hot7uELEiX,803265 +Opinion: American executives who disagree with Trump over climate change ought to stand up for what they believe https://t.co/tqyIQva72K,196513 +"Well once the ocean's conveyer belt shuts down thanks to global warming, all of north america will be covered in snow/rice. +@way2snug",365268 +"RT @Chief_Tatanka: * + +Stop +climate change +before it +changes you. + +~Tȟatȟaŋka + +* +. https://t.co/F7R1NPyyot",202213 +Global investors urge G20 leaders to stand by climate change pact .. https://t.co/GKOMctjDds #climatechange,325954 +RT @ScienceChannel: Injecting calcite particles into the stratosphere could repair the ozone hole and slow climate change.…,969878 +They cut support for public transit users. Now liberals cut climate change investments. https://t.co/S1JGujw8DF,626863 +RT @fravel: China warns Trump against abandoning climate change deal https://t.co/kX3dApg9RD,549662 +RT @jo_moir: English says Govt doesn't spend much time linking dots between climate change and recent natural events. Concentrating on mana…,583897 +Birds are victims of lethal dehydration from climate change https://t.co/nMwtB8V2fD #yourworld #globalwarming #climatechange #birds #sos,81079 +"RT @grantsamms: #Pruitt: CO2 'is not a primary contributor to global warming.' +Me: Based on what? You're oil industry payments? +https://t.…",74615 +Conservatives can be convinced to fight climate change with a specific kind of language - Quartz https://t.co/KRdGKK33t5,390771 +RT @Europarl_EN: From agreement to action: the #ParisAgreement means limiting global warming to well below 2°C. Read more â–¶ï¸…,921683 +"#Science - EPA boss: Carbon dioxide isn't cause of global warming, The incoming head of America's Environmental P... https://t.co/IdoMvUAk62",260545 +Checks the weather for global warming,746062 +RT @DclareDiane: Renowned professor exposes the money-making global warming gravy train https://t.co/d6N6yHPYp0 via @ClimateDepot,523766 +"When a geologist denies climate change, find out if he by any chance helps oil companies find oil. One use for a geologist.",369387 +"@DavidAFrench Build a wall, Muslims banned, women objectified, deny global warming, VP supports conversion therapy - sounds lovely",387902 +▶@GreenPartyUS: We need to start taking climate change seriously. It should be part of every policy discussion.... https://t.co/pBv1nAWdoW,407975 +FEDERAL COURT: Trump EPA must enforce Obama climate change rule #MAGA #TCOT https://t.co/BmVkGre8HO,843647 +RT @nytimes: Ivanka Trump will meet with former Vice President Al Gore to discuss human-caused climate change https://t.co/bQwoCembug,668518 +"According with the recent claims, the very fact from the global warming is groundless. Are there any scientific proofs for this sort of sta…",259924 +RT @guardianeco: Bird species vanish from UK due to climate change and habitat loss https://t.co/SvIyL8HMus,823007 +RT @GlobalWarming36: Antarctica's Larsen C ice shelf: The latest climate change wake-up call - Minneapolis Star Tribune https://t.co/jkVqvw…,133194 +RT @kengarex: This sculpture by Issac Cordal in Berlin is called “Politicians discussing global warming.” https://t.co/8liiF1PWul,999383 +RT @jeonglows: not to be fake deep but this vid of jungkook being a cutie reversed global warming and ended world hunger #BTSBBMAs https://…,844853 +"RT @SteveSGoddard: People keep telling me to leave politics out of the global warming discussion. +That would be impossible, because it is p…",811166 +@pickledxokra @HandsomeAssOreo It's literally on his campaign website that he believes climate change is man-made https://t.co/L7bWGmUSfC,700248 +Biodiversity redistribution under climate change: Impacts on ecosystems and human well-being https://t.co/YGh9W28MyS,312802 +RT @GOP: The attention to climate change hasn’t changed. The attention to American interests has. https://t.co/N6IxjyQLVs,703577 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,842529 +RT @krystalkaufman_: When it starts snowing but global warming doesn't let it stick,133240 +"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",637996 +"In rebuke to Trump policy, GE CEO Immelt says ‘climate change is real’ https://t.co/pC95ppds5k by #LeoDiCaprio via @c0nvey",242561 +Donald Trump's environmental protection chief Scott Pruitt 'not convinced' carbon dioxide causes global warming… https://t.co/F8ZEkW5yjg,970006 +@artstanton lol. And I was thinking global warming is now in effect,651603 +"I'm sorry for my children, they are the ones who will suffer the effects of climate change'...hmm you should doubl… https://t.co/ryQYh2zVOC",339673 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",675644 +RT @Greenwood_Pete: @GeorgeMonbiot Protestors trying to ensure we meet or climate change commitments are now labelled as extremists. https:…,793976 +RT @obamolizer: Vox - Posts | A deep dive into the Obama climate change... https://t.co/7sx1eZOWKY https://t.co/Xv0hNKVpmN,162961 +RT lorac22allen 'RT crusaderkeif: Don't tell Europe Trump was right about the climate change hoax! https://t.co/EaR6CLsKzh',469570 +RT @jen_keesmaat: A new modular tile promises to help reduce flooding in cities hit by increased rainfall due to climate change. https://t.…,681176 +@Acosta @michaelshure I bet that most americans are FOR the paris agreement on emissions and climate change. Trump… https://t.co/nFDXIEzPXS,887401 +RT @KetanJ0: Why 2℃ of global warming is much worse for Australia than 1.5℃ https://t.co/Ul73YphNsl,891406 +Minority of Americans see consensus among climate scientists over causes of global climate change… https://t.co/WQZ8d7815R,751950 +"RT @Bentler: https://t.co/asaz0Sdfhg +In challenge to Trump, 17 Republicans join fight against global warming +#climate #policy…",965377 +"@LeadingWPassion I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/5FRPWXpvU7 ?",773946 +"RT @SenGillibrand: We only have one earth, so let's keep fighting for it—from protecting our air and water to combatting climate change. Ha…",84122 +RT @JolyonMaugham: A PM desperate for a quick deal; and a climate change denying opponent of state healthcare. What could go wrong? https:/…,845066 +RT @ThisWeekABC: EPA chief Scott Pruitt's language on climate change contradicts the agency's website. https://t.co/vEkHpebYII https://t.co…,389748 +"RT @Bamafan_forlife: @MariaTCardona funny how we have evidence of global warming but they don't believe it, no evidence of wire tap but yet…",837821 +"RT @abcnews: Scientists reset #DoomsdayClock to its closest time to midnight in 64 years due to climate change, nuclear fears https://t.co/…",967629 +RT @HeerJeet: Shouldn't Tillerson recuse himself from any decisions involving climate change & fossil fuel -- i.e. everything? https://t.co…,864765 +"RT @IMDb: Watch the #exclusive trailer for #IceAndSky, the story of the scientist who broke ground on climate change research… ",266087 +#climatechange Analysis|Most Americans support government regulation to fight climate change.Including in Pittsburgh https://t.co/277vlndjoZ,41710 +"The HORROR! Chelsea Clinton blames diabetes on climate change, gets fact-checked HARD https://t.co/lzuDJNOoYs",112134 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,513080 +"RT @DrJillStein: Trump pretends not to believe in climate change, but he's buying a wall to protect his Ireland golf course from rising sea…",452254 +Bernie Sanders calls Trump climate change denying climate chief 'pathetic' https://t.co/bF40NmBg5P,564272 +@Cherlyn_Felle it is... global warming is no joke lol,876098 +"RT @ma_macneil: Stopping global warming is only way to save Great Barrier Reef, scientists warn https://t.co/5XrqaWzrL2",273845 +Grant of DKK 2.4M landed by @ASStensgaard to study climate change's effect on snail-borne parasites… https://t.co/ijG7gdhMG7,343129 +"RT @Adel__Almalki: #news by #almalki: New York, other states challenge Trump over climate change regulation https://t.co/gLIKqzXgeN",622330 +RT @ajplus: Trump picked a climate change skeptic to head his EPA transition team. https://t.co/3Odv7hO57P,296515 +RT @lOsergRrrl: happy earth day climate change is real and bad,199651 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",265010 +The head of the EPA just made another dangerous comment about global warming https://t.co/Q1FahdFe3F,124863 +"RT @WesClarkjr: US, in push for mass extinction, forces G20 to drop any mention of climate change' in joint statement #tytlive https://t.c…",619557 +The U.K. Government 'tried to bury' its own alarming report on climate change - https://t.co/TrflSk2xEt,500287 +RT @_NNOCCI: Informal science education centers are stepping up to talk climate change with guests. WE are the solution! https://t.co/NYXQT…,366450 +Eight foods you should invest in due to the White House blowing off climate change. �� #food #climate https://t.co/8bfJhjrY97,626887 +"RT @PeteOgden: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/bO9SkZynBc via @Reuters",426254 +You're not an inventor or a thought leader or anything much at all unless you invent something that stops climate change. Go. Do it.,535685 +"The curious disappearance of #climate change, from #Brexit to #Berlin': https://t.co/KwaQmACVR9 #politics #news",617761 +Rex Tillerson says in hearing the 'risk of climate change does exist' https://t.co/iLQEjMlKq0 https://t.co/9jl086Fmn0,616786 +"RT @BBCr4today: Nigel Lawson's claims about climate change are 'not true', says Met Office's @StottPeter #r4today @BBCRadio4 https://t.co/D…",863271 +EPA chief: Carbon dioxide not primary cause of global warming - Wisconsin Gazette https://t.co/geYJEZBMoG #GlobalWarming,516407 +Trump picks climate change denier for EPA team - CNN https://t.co/oZxljOWeS1,148449 +"RT @SarcasticRover: NASA Earth Science provides critical data, not just on climate change - but national security, emergency planning, agri…",849472 +@AyoAtitebi covfefe thinks climate change is covfefe... He's a big mistake,665945 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,479060 +RT @BrianKarem: So Rick Perry did not understand my question? Seriously? Is man responsible for climate change?,736724 +RT @TweetLikeAGirI: Only in America do we accept weather predictions from a groundhog yet refuse to believe in climate change from scientis…,288008 +Looking forward to a lil climate change and location switch up these next 2 days!! #RoadTrippin ✌️,638394 +RT @therealroseanne: climate change is a bullshit concept that means poor ppl bear the taxes to clean up rich people's water.,779022 +RT @Bill_Sutherland: Evidence review: climate change impacts observed in 80% of ecological processes underpinning ecological function. http…,951766 +"RT @nytimes: In a hotter world brought on by climate change, people will get less sleep, a new study suggests https://t.co/G1JzpgIDsg",535506 +#MyPresident 😍😍😍😍😍 All the man made climate change idiots: Google moraines. And how they were formed by Ice Ages. https://t.co/OEQKfokBtJ,202738 +"RT @ClimateCentral: A new, interactive map shows where climate change has affected extreme weather events https://t.co/okFZS69VdU",863224 +"RT @ChrisJZullo: #NotReallyAPartyUntil you realize we elected Vice President who believes global warming, evolution, and gravity doesn't ex…",870370 +RT @nowthisnews: Bernie Sanderrs & Bill Nye had a wide ranging discussion about climate change on Facebook Live https://t.co/mVTNQfPaTi,721194 +RT @argus27: Michael Bloomberg and Mark Carney: How to make a profit from defeating climate change | The Guardian https://t.co/JYESztYj8U,981141 +RT @sil: I like this reformulation. Not 'this damages the credibility of the climate change agreement' but 'it damages the c…,252336 +"RT @INDIEWASHERE: scientists: *have logical&valid proof tht climate change is causing extreme weather* +republicans: iT'S THe GaYS THa…",77169 +RT @therightblue: New York skyscrapers adapt to climate change https://t.co/hJJGCdEC9s,68528 +"RT @ChrisJZullo: #IWantAmerica to focus on reducing income inequality, combating climate change and to invest in a green economy infrastruc…",38903 +"RT @TalkingHeadsAfr: Why the research into climate change in Africa is biased, and why it matters https://t.co/J6aAJEvBOV",256464 +"No, Trump hasn't embraced the science of climate change. Yes, it matters. - Washington Post https://t.co/2SWQzpNV39",11425 +RT @UNEP: More and faster support needed for climate change adaptation https://t.co/we5QevbWJq https://t.co/JIP54AmY0W,898966 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,860813 +"Before you vote #GreenPartyUS remember that if trump wins we will have no path forward on #climate change, we can't lose 4yrs #actonclimate",873715 +RT @derekhandova2: How climate change will affect supply chain management https://t.co/VUJJmyO7NX @lhusiebing @hiasaelsa @pauloise14 @sanit…,81184 +RT @leahmcelrath: Trump has said climate change is a hoax created by the Chinese to make U.S. manufacturing less competitive. https://t.co/…,106630 +RT @APTNNews: The latest news on global warming for the arctic isn't good reports @tfennario It only got worse in 2016…,203802 +RT @climatehawk1: Flooding New Zealand storm due in part to #climate change - expert | @radionz https://t.co/3fWYUqLftp #ActOnClimate…,904553 +EPA chief still doesn't think humans are the primary cause of climate change https://t.co/3XzjhGNraa via @HuffPostPol,793878 +RT @IrishTimesOpEd: Breda O’Brien: breaking the silence on climate change https://t.co/bMToS5JfYG,727291 +"@summit1g ban on Muslims, deportation of undocumented immigrants, stop and frisk, doesn't believe in climate change, general ignorance",659013 +"RT @ReillyRick: If you care about climate change, religious freedom, gun sanity, women's rights + racial harmony, this is a terrifying nigh…",170414 +Bloomberg urges world leaders not to follow Trump's lead on climate change https://t.co/LDG3XQ2FWm https://t.co/uZgB1rQV2V,545030 +"Before the Flood is a documentary about climate change and global warming, narrated by Leo DiCaprio as UN's messenger of peace (not actor).",935399 +"RT @7piliers: FAQ on climate change and disaster displacement; it is not a future hypothetical – it’s a current reality; @Refugees +https://…",720843 +RT @Independent: Emergency campaign launched to convince Trump climate change is real https://t.co/obbXYhFxNS,24407 +Am I the only one that gets sad when they think about people who do not understand the adverse effects climate change has on this planet?,368110 +"RT @ScreamngEagle: From the party that believes in global warming, looks like they treated Philly pretty bad last night ! Just like Hi…",503818 +@bradcarlson_ not denying climate change lol I'm saying the weather does this every year and no reason to blame trump,556178 +"RT @PeterGleick: It's straightforward. As #climate change raises temperatures, extreme heat events become more frequent. And that's…",905326 +Machen Sie alle öffentlichen Parkplätze kostenpflichtig! Acting on climate change! https://t.co/s9yVDcSkR0 via @ChangeGER,337724 +RT @GisellaGsba: @singsingsolo. A climate change denier is not worse than someone aware of it who sells #fracking to the world.,69700 +RT @EcoInternet3: In-depth: What Donald #Trump's budget means for US spending on #climate change: Carbon Brief https://t.co/QX0MRfHylm #env…,114542 +"RT @Supreme: 2010-2017, so sad what climate change has done to the Grand Canyon... https://t.co/MWaRh3kW7o",160079 +RT @1Iodin: @Amy_Siskind Millions of Americans do not want to know USA was hacked. Similar to denying climate change. Deny so one does not…,903579 +RT @Harvard: Harvard environmental experts forecast a complex mosaic for climate change policy in the years ahead https://t.co/DNrfqB7rR9,646349 +"RT @SteveSGoddard: 100 years ago, the father of global warming said Siberia would become the greatest farming country on Earth. It is…",161942 +"RT @GhostPanther: Quickest IQ test: do you believe in man made climate change? +If no, is it because u run an oil company? +If u answered no…",598614 +RT @DeadStateTweets: Kind of ironic how Jill Stein helped elect a climate change denier.,663644 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,329622 +"RT @RahulKohli13: I love that there are people who deny climate change. I deny calories, not gonna stop me from getting tits though is it?",263883 +"RT @yo: A rodent predicting the weather is acceptable, but climate change is a crazy idea? Sounds legit. + + #GroundhogDay",296398 +Trump may not snuff out renewable energy industry despite his doubts on climate change - CNBC ☄ #vrai777 ⛱ $v ℅ #G… https://t.co/J193AmOi6P,566777 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",158516 +RT @postgreen: Trump meets with Princeton physicist who says global warming is good for us https://t.co/iVCJwDfPF1,764934 +"EPA chief Scott Pruitt doubts carbon dioxide the key culprit in global warming. +...https://t.co/Mn4D9HItOm",404621 +Trump climate change: 'He wants to get rid of a very large part of Obama's environment legacy' https://t.co/QiYkF66Mdv,803119 +RT @WorldResources: Reading - China will soon trump America: The country is now the global leader in #climate change reform @Salon https://…,610999 +"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",737690 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,312628 +@BloombergDotOrg @MikeBloomberg Yea climate change for all citizen and the world.,712615 +Kenyans turn to camels to cope with climate change https://t.co/d5H3KQYOCf via @dwnews,188749 +yay it's snowing!! even tho today had a high of 69!!! that just proves climate change isn't real!! it was all an elaborate hoax!!,814343 +RT @kvnpkrwrd: @Jackthelad1947 only global warming can save us from their ilk.,988637 +Mixed feelings about global warming bc it's nice af outside but only February,880191 +"RT @GayJordan23: I'm in full support of the phrase 'climate change is a hoax' if hoax stands for Hot, Old, Anal, X-rated & 'climate change'…",280042 +@PDChina Its global warming..,630479 +RT @BuzzFeed: There’s only one way to save the Great Barrier Reef: stop climate change https://t.co/nibV8UIdjB https://t.co/WiUItxcTkB,46849 +"@AhavatOlam18 @Nordic_Fascist @sallykohn climate change may be happening, but what % is caused by humans?",667139 +"Vulnerable to climate change, New Mexicans understand its risks https://t.co/A0OIeHo7Gm #savedfor later #feedly",445425 +RT @realDonaldTrump: The global warming we should be worried about is the global warming caused by NUCLEAR WEAPONS in the hands of crazy or…,136052 +African leaders in Morocco to unify stance on global warming https://t.co/DFxBIyqlZ5 via @Biz_Africa https://t.co/6T48BVLmes,811010 +"Facing a President who denies the reality of climate change, we need to mobilize together. Join me. https://t.co/iBchZeMj0b",170283 +"The doomsday vault, protecting the world's seeds from catastrophe, just flooded due to global warming.",900662 +It sas 70 degrees on Wednesday and it's snowing today. These climate change denying politicians really think that w… https://t.co/AOixJv1rL2,493441 +"Britain's Prince Charles has co-authored a basic guide book to the problems posed by climate change. + +The book... https://t.co/Z5NTcd2XNo",94212 +RT @climatehawk1: Eyes wide shut: Trump slashing programs linking #climate change to U.S. national security https://t.co/5f5JV25e1B…,753640 +RT @washingtonpost: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/velLNqKi…,312169 +@OMGTheMess we said no to climate change crap under Tony. What gave them the power to ignore us. It was a mandate?,202533 +"RT @c40cities: To adapt to climate change, the cities of @BeloHorizonte, @nycgov & @Paris are leading the way with innovative plan…",102614 +"RT @coreindianness: 'We must build pipelines so we can fund our fight against climate change.' + +These people run your country.",619990 +#SolarEnergy: Embracing renewable energy is the key to solving the challenge of climate change PM ... https://t.co/xSfDNMnlbD,86350 +"@realDonaldTrump I truly support and respect you, but I have one issue. You can't keep denying climate change please I'm begging you.",63121 +yesterday was a nice day and today feels like i have entered a new hell called Cold Hell. good thing trump doesnt believe in global warming,121852 +"Ignoring climate change, pulling out of Paris, more fossil fuels -- the new future? https://t.co/SGXBpj5x8A",600352 +"RT @BernieSanders: The stakes are enormously high. Literally, in terms of climate change, the future of the planet is at stake. https://t.c…",124929 +"RT @Gingrich_of_PA: Finally, a president who directs NASA to do something to prevent extinction (Hint, it ain't climate change) https://t.c…",75897 +"From Asia to outback Australia, farmers are challenged by climate change Anika Molesworth… https://t.co/EaoQicd35p",574497 +"RT @paul__johnson: Gove back in: Environment Secretary. +The minister who tried to remove climate change from curriculum https://t.co/U1VA…",24804 +There is SO MUCH more evidence for human imposed climate change than there is for your God yet you consider the latter an undeniable truth??,596222 +@BrianPaulStuart This guy needs more than erectile dysfunction drugs to survive earth's climate change we are already in,906004 +RT @CatherineForNV: I believe in science. I believe in climate change. Let's protect our precious resources including the air we breathe &…,539619 +Keeping the holiday tradition of ruining christmas twitter by reminding everyone that global warming is real,110125 +"MWASIA - China's 'airpocalypse' a product of climate change, not just pollution, researchers say https://t.co/wOxfcEXn6J",448051 +RT @termiteking: Trump doesn't care about climate change but we outnumber him. He won't do anything about it but WE will,790726 +"RT @GalloVOA: Asked whether Trump believes human activity contributes to global warming, a senior White House official says: 'That's not th…",822650 +RT @BBCWorld: Rex Tillerson 'used email alias' at Exxon to talk climate change https://t.co/xEQFCKBpmw,381243 +RT @60Mins: Casting a shadow over all this beauty is climate change & the amount of carbon dioxide fuelling the rise in air & s…,730979 +"Terror, Russia and climate change top G7 agenda https://t.co/lcuNm2hCHz via @YouTube",936649 +RT @hyped_resonance: before global warming causes sea levels to rise at an alarming rate anybody want to admit they got a crush on me ? �� ����,587095 +Investors with $2.8 trillion in assets unite against Donald Trump's climate change denial https://t.co/5G883Vd7uu via independent.…,612202 +So upset climate change is about to be ignored,429050 +RT @DavidTooveyKGL: Well deserved award for #Rwanda's climate change mitigation and adaptation efforts given to Pres. @PaulKagame.…,700694 +@donttrythis So how can you demand science be the basis for climate change proof but not the gender of a human? That's not how it works.,851416 +@LeoDiCaprio happy birthday. 😊Thank you for being so inspirational for many of us for a long time. 💋keep fighting for climate change,547091 +I emailed my pension fund manager and told them to back this historic climate change motion for @ExxonMobil's AGM https://t.co/g9DEKzblYB,51713 +RT @fivefifths: Here's a reminder that we completely blew it on climate change https://t.co/UvJYWGtzuc,125090 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",81094 +RT @CNN: The Trump team is disavowing a climate change questionnaire sent to the Energy Department https://t.co/gQKQUaQxuW https://t.co/f1S…,46987 +"@Reuters Please don't,global warming is a hoax.",10385 +Oh my. Not 'bowing to the alter of climate change'@realDonaldTrump* is a mere fraction of his crazy. He's seriously… https://t.co/jbInSNmLLh,660879 +"RT @billmckibben: Hey, a hit of good news: judge allows youth lawsuit against fed govt on climate change to proceed! https://t.co/P4Y11CEbaQ",815867 +RT @jilevin: Donald Trump to mayor of island sinking due to climate change: Don't worry about it! https://t.co/Hxv38V9Yoa,182651 +@cnnbrk Very sad for those who were impacted. This is global warming & u see it happening all around the world but WH & @GOP don't believe,13152 +RT @sasencios: Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/M1XnzzHqny,612985 +RT @sfchronicle: Gov. Jerry Brown promises to “fight” President-elect Donald Trump over climate change. via @joegarofoli…,668026 +RT @Shanghai_Metal: Trump has often said climate change is a hoax. Would Mr.Trump as President hinder the future of renewable energies? #Im…,286216 +RT @JessicaPenney_: Stating an Inuit women's personal narrative is unrelated to climate change is ignorant of Inuit conceptions of self/com…,872878 +"RT @nbcbayarea: With #DonaldTrump in White House, California will not back down from its climate change fight, @govjbrown says. https://t.c…",346203 +RT @sleepyverny: 36. did u know jisol could actually stop global warming w how cute they are https://t.co/lUcGsuuISh,717045 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",118481 +I experienced climate change yesterday one minute i didn't need a hat the next I had to put a hat on,67795 +"RT @FiveThirtyEight: If the world decides to fight climate change without the U.S., there could be economic repercussions. https://t.co/v9B…",965112 +"RT @DrMoriartyY: Effect of historical land-use and climate change on tree-climate +relationships in the upper Midwestern United States https…",942456 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",49607 +"Top story: ‘There’s no plan B’: climate change scientists fear consequence of T… https://t.co/CA8wTmEONV, see more https://t.co/bwHa7pqv9O",336321 +"RT @_AlexHirsch: Simple. I believe in climate change, a woman's right to choose, gun safety & the wealthy paying their fair share. T…",220175 +"RT @laurenduca: Today's Thigh-High Politics is on the Times hiring climate change denier Bret Stephens (folks, they pulled a Comey): https:…",218973 +"Or...not spending enough on fighting child poverty, climate change, investing in rural econ diversification, elimin… https://t.co/tJcNiCpQ5Q",458027 +RT @goIdcigs: if global warming isn't real why did club penguin shut down,932536 +RT @thehill: California governor named special advisor to UN climate change conference https://t.co/loC6WTTg0I https://t.co/iBDT0IN6R5,239165 +"RT @matthaig1: If you don't have a science degree, and think climate change isn't real, ask yourself why you know better than scie…",473283 +"@OregonWild I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/nZCxr5XRhU ?",10468 +"RT @NWOinPanicMode: Great seeing so many people awake to the con artist Al Gore. +Sequel bombs. Should of blamed climate change on Russi…",965411 +This date in #climate: 2013 - #Pakistan launched its 1st national climate change policy. https://t.co/ayqwsjTgSu,733655 +"SomeCallMeLaz: RT WeNeedEU: #Brexit is tied up with Trump, racism, tax avoidance, climate change denial, the works. It is just one front …",383468 +Trump’s innovative solution to climate change: Don’t mention climate change https://t.co/jytaXF5ebz https://t.co/6LKdsrQFcL,796762 +RT @emilynussbaum: “Baby It’s Cold Outside” is a deeply offensive song about climate change denialism.,184596 +"RT @JD_Hutton: If a PM says he believes in climate change but approves new oil pipelines, does he actually believe in climate change? + +#kin…",327092 +RT @rgatess: We are seeing similar anomalies from the oceans to the stratosphere. Rapid climate change underway as net system e…,158124 +RT @guardian: Rio's famous beaches take battering as scientists issue climate change warning https://t.co/XG5tVwjkcl,998269 +Oh global warming does not exist at ALL https://t.co/MT3ok1F9CM,332356 +RT #Could Rudolph and friends affect climate change? Reindeer grazing increases summer albedo by reducing shrub ab… https://t.co/ojMRMUSh2d,495084 +RT @YEARSofLIVING: Each problem of climate change has a solution that makes society stronger. #ClimateofHope https://t.co/hazsA5lnfR https:…,610404 +RT @DevonESawa: Just dawned on me: Trump thinks global warming is a hoax created by china. No seriously.,478417 +@Atten_Deficit @jenkiesss_ global warming real,599073 +Tennessee Wildfire is ‘Unlike Anything We’ve Ever Seen’ https://t.co/v0JToHqSV6 … via @ClimateCentral Stop climate change! #GPUSA,476278 +"RT @NatGeoPhotos: Though visually stunning, this colorful view of a snow cave sheds light on our warming planet:…",433925 +RT @MotherJones: Every insane thing Donald Trump has said about global warming https://t.co/Ok7MhCCzj4 https://t.co/qCyR49JPb3,184487 +RT @fancynancysays: @ABC @NHC_Atlantic You were saying about climate change?,899620 +Trump administration begins altering EPA climate change websites https://t.co/XUA4bAVIAl,237593 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,637818 +Glaciers for global warming https://t.co/oZH6LGNse5,487541 +Trump targets Obama’s global warming emissions rule for cars https://t.co/9F7MxyO03p,323186 +ur mcm thinks climate change is a hoax,767342 +Canada's hope to get climate change into NAFTA could prove difficult https://t.co/0Syrus5W33 via @NatObserver,897943 +RT @Carbongate: Sturgeon derides Trump over climate change.. yet takes six helicopter rides in a day https://t.co/qfGUKMBR5j,893076 +"RT @docrussjackson: Wars, climate change, gross inequality, corrupt corporations & bankers & not a single western leader will criticise…",227111 +"RT @Harlina__: @cafedotcom @tedcruz the whole POTUS is a joke . Declining education , climate change and congratulating people for being si…",484479 +RT @jed_heath: Discussing climate change. https://t.co/8x2umKZcmg,142536 +nytimes: Opinion: The intensity of this summer’s forest fires in Europe is a harbinger of what climate change will… https://t.co/2BoflibjNg,511856 +No longer can the US claim that climate change is not real. - Jean Su of @CenterForBioDiv at the presscon on… https://t.co/41ybYNxCho,486621 +RT @fightdenial: Any politician who refuses to acknowledge the reality of climate change & refuses to act is putting their constitue…,793118 +RT @miel: if you are not wanting to 'get political' consider this - trump's actions re: climate change will render this plane…,350625 +RT @TIMEPolitics: Republican congressman says God will 'take care of' climate change https://t.co/NyPvaAqIBJ via @mahitagajanan,875997 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,520873 +The Energy 202: We asked Texas Republicans about Harvey and climate change. Only one answered. https://t.co/oHNlzsf2IA,980231 +"RT @BernieSanders: Trump's belief that climate change is a 'hoax” isn't just embarrassingly stupid, it’s a threat to our entire planet. htt…",486454 +"RT @bobkopp: Unchecked, climate change will cost US economy equivalent of hundreds of billions annually by end of the century.…",790783 +RT @BernieSanders: Believing in climate change is not optional at this point. Neither is taking action to save the planet.,119066 +"RT @Labour4Ken: #FactOfTheDay +Ken pioneered action on climate change +His ambitious Climate Action Plan inspired global mayors to act https:…",795590 +RT @World_Wildlife: Protecting our forests is key to curbing climate change. Shop smart: https://t.co/rOJ1XgIa6v #COP22…,703949 +"Don't let Trump censor fact about climate change⚡️ “Badlands National Park defies Trump’s gag order, gets censored” + +https://t.co/0gwQ8MAITv",226753 +RT @shutupstephan: It sucks that global warming feels so good outside. #guilty,497219 +"Donald Trump doesn't seem to understand climate change, so we thought we'd help him out. https://t.co/Ern4VoBcFA",133965 +"RT @StFrexit: 'Hey White people, make sure you save the planet from global warming so you can get stabbed with a knife in 2050's…",108181 +@Atrectus @CNN On the very beginning. His comments are disgusting for a president. He even thinks global warming is a false Chinese's idea,574156 +@amcp Briefings - James Comey crid:45j6h3 ... decided to take direct action. The women's ... they had a climate change rush on Polomat ...,510374 +RT @WorldfNature: Film examines climate change as national security risk - The Columbus Dispatch https://t.co/Z3YBwDyiUG https://t.co/hvMAY…,547861 +"RT @winter_frost1: ë°”ì´ëŸ¬ìŠ¤ Surviving a virus +ì´ìƒ기후 Survival during climate change +ì¸ì²´ Survival in body +갯벌 Survival in tidal flat +심해 Survival in…",154116 +75 degrees in StL on last day in October. I am all for this global warming hoax!,445954 +"RT @AlexSteffen: Given what we know about climate change, plummeting clean energy prices+economy of the future, we shouldn't build another…",997533 +RT @RJSzczerba: Clever concept for pool in Mumbai that looks like Manhattan flooded to raise awareness of climate change. https://t.co/MbjZ…,624946 +"RT @NateSilver538: Americans' concern about global wamring, and belief in global warming, is at record highs. https://t.co/RlNzK6X3eN",463357 +"RT @joshscacco: Science can tell us the best viewing spots for the #SolarEclipse2017. Science also has answers on vaccines, climate change,…",912071 +RT @baublecrow: the night king just wants to end global warming you guys,789575 +RT @dmason8652: @WayneDupreeShow Guy who founded the weather channel says global warming is a hoax based on faked data. 'Listen Up'…,733504 +"People, if you want to be in the know about climate change, here ya go. Amazing journalists on this list. Thanks… https://t.co/vDxbD42fii",921494 +123 million Americans live in coastal counties' --> at risk from sea level rise from human-caused #climate change https://t.co/MHvzy2Y4tU,182771 +"Disgusted with NY Times. 'Debating' climate change? Then let's debate if the world is round. +https://t.co/40RfGCtvY4",577188 +RT @dustopian: You know the reason the snowstorm isn't as bad as predicted will be global warming.,77565 +A strong advocate @jonkerbl for climate change trying to influence @JoshFrydenberg - engage with local MPs,13576 +@sjhamp12 'global warming isn't real',850213 +• Inhabitat: Watch Leonardo DiCaprio's riveting new climate change documentary 'Before The… https://t.co/XuH1Hw8rMM,233403 +RT @thehill: White House attacks NY Times for corrected story on climate change report https://t.co/1QD5YSacxc https://t.co/saCaTyZpwq,158376 +RT @TreeHugger: Children win right to sue US government on climate change inaction https://t.co/ov6p4rMw7r https://t.co/GmSRBSqYlC,42715 +RT @EcoInternet3: Exxon ordered to hand over Rex Tillerson's secret emails to #climate change prosecutors: Independent https://t.co/v12o5ty…,125277 +@TheFacelessSpin @fahimnawroz But but Tim Flannery said our dams would never be full again. Evidence to throw all that climate change in bin,794752 +RT @jongaunt: Trump has our generation of snowflakes in a tizzy because he doesn’t believe in the MYTH of climate change - Pod 3 - https://…,738883 +"RT @Forthleft2: The outages in SA were down to extraordinarily vicious storms which are part&parcel of anthropogenic climate change. +So: mo…",646317 +"RT @ilsanglow: @soohaotwt judi is literally the hottest person to exist, the cause of global warming, the reason soohao exist",908688 +"RT @rudahangarwa: Soil, Land & Water for climate change adaptation and mitigation. +https://t.co/5GK66LkuNG by @FAOnews https://t.co/MLdOPMZ…",767328 +"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",771691 +UCSD scientists worry Trump could suppress climate change data https://t.co/OyQPrH1ua7,259880 +RT @LockedGateLancs: British scientists face a ‘huge hit’ if the US cuts climate change research https://t.co/k0IexJgXGD #WeSaidNO #frackin…,825122 +China sees a diplomatic opportunity in Donald Trump's opposition to steps to limit climate change. Here's why: https://t.co/pOrlvP5jhD,884467 +And they wonder why we don't trust them....Federal scientist cooked climate change books ahead of Obama presentation https://t.co/VMANvraVKC,787682 +Russian President Vladimir Putin says climate change good for economy https://t.co/uIh2gxH2Ol,609778 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,737682 +"RT @Dory: me: Leo come over +Leo: i can't im busy +me: my friend said global warming isn't real +Leo: https://t.co/uwSmoQsRG0",908388 +@CBSSacramento Gak! Just look around; climate change is real and we all helped.,424425 +@EricIdle So you determine who is right or wrong? Man made climate change doesn't exist... climate does change though (re: weather),323128 +RT @guardian: Farmers in Sudan battle climate change and hunger as desert creeps closer https://t.co/qkIGz896EP,628679 +To deal with climate change we need a new financial system #EmoryEE2016 https://t.co/AASFboqkSd,678862 +"A storm in March does not prove 'climate change' here in NY it happens alot, I remember the big Ice storm we had in April of '91 #thatsNY",838507 +RT @jamisonfoser: There’s a simple explanation for this: Donald Trump knows climate change is real but does not give a shit about you. http…,205713 +"@vicenews there is no climate change per sec Pruitt, throw him in!",681150 +RT @EH_4_ALL: The burden of climate change on children is worse because their bodies are still developing #ClimateChangesHealth,7572 +Definitely looks like there's room to apply to work on cultural #heritage and climate change #MerciMacron! https://t.co/ROVvBKelNe,941573 +"RT @nontolerantman: >Have fewer children to fight climate change +>'Oh no! we need migrants now, no one could have predicted this!' +>Han…",274509 +"@duckyack @100PercFEDUP End of global warming, shrinking sea level within one year +Incredible Invention: costs only… https://t.co/Vmwszd9DTO",684872 +RT @Energydesk: Siberia's growing 'doorway to hell' offers clues on climate change https://t.co/B2f5e0HrEw https://t.co/lVR5YIWFAw,370024 +RT @shazbkhanzdaGEO: Smog is dangerous.Reason is pollution.we need to act and act now.climate change is the biggest threat to the world htt…,291351 +An Inconvenient Sequel: Truth to Power review – another climate change lesson from Al Gore https://t.co/Owo2b3XVQ4 https://t.co/CMwaLCsKBv,155280 +"RT @PlanetNewsSpace: #Science - EPA boss: Carbon dioxide isn't cause of global warming, The incoming head of ... https://t.co/IdoMvUAk62 ht…",493518 +"Everyone who denies climate change should go swim in a reef while they still can, and see this magical world disapp… https://t.co/7yY5UKFnXK",955736 +@joerogan @YouTube I just don't see how government action can put a dent on climate change. We are not that signifi… https://t.co/OkZZWPjmSG,475150 +New administration's stance on climate change caused CDC to cancel conference https://t.co/sKMNJc8V7q,814784 +RT @businessinsider: EPA chief claims carbon dioxide is not a primary contributor to climate change https://t.co/78VBcvJYky https://t.co/Uo…,934550 +"RT @climatehawk1: Nearly half of Trump voters believe #climate change happening, support climate action - @YaleE360… ",236229 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,868776 +"A cool breeze on a March morning in #Mumbai, isn't good. Very bsd sign of global warming. #ElNino @RidlrMUM",724046 +RT @SkyNews: Record-breaking temperatures driven by global warming have bleached two-thirds of the Great Barrier Reef https://t.co/b8K0sTv9…,948949 +RT @CoralCoE: 'We’ve got a closing window of opportunity to deal with climate change” @ProfTerryHughes join's elite #Nature10…,383876 +"RT @KFILE: In interviews, Trump's EPA pick questioned climate change, said Obama EPA rules would be undone https://t.co/4FDGKH30sx",131974 +"@sandyca500 he also stopped Iran's nuclear enrichment program,a climate change deal was reached under him, America's reputation was restored",986064 +"RT @djrothkopf: Don't care about human rights, press freedom, democracy, alliances, global warming, diplomacy, development..it's a… ",428108 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,926841 +RT @Igbtxmen: how exactly would it sink anyways? where are the icebergs to sink it? global warming snatched all of them https://t.co/IXPWRP…,494582 +"RT @CharlesMBlow: But, but, but climate change is debatable. �� We are going to be standing in 2 feet of water in Manhattan and they s…",781163 +"RT @nytimes: On Trump's 100th day in office, thousands in Washington protested the administration's climate change deniers https://t.co/OBx…",92910 +"@johncardillo @KurtSchlichter @Scaramucci What about tomorrow, when he joins them on gun control and global warming… https://t.co/YJ7uAlqhN0",486 +@PaulCobb_OCCIAR does your kid get paid to model climate change? I want in.,491939 +RT @mashable: Stunning photos show how climate change affects our own backyards https://t.co/mjLomQzbOT https://t.co/ttyJcLu149,53227 +RT @wef: 9 things you absolutely have to know about global warming https://t.co/YIk2wbbi3m #EarthDay https://t.co/I9rqm5gOsi,800250 +RT @EricHolthaus: More than 90% of excess heat from global warming is stored in the oceans. An add'l 100+ zetajoules of energy have b…,253165 +"@MarietjeSchaake Min 40% of funding should go to renewable energy,energy efficiency &climate change mitigation… https://t.co/vRT5xCq4Rw",31100 +"Everyone should take the time to watch @NatGeo climate change docufilm with Leonardo DiCaprio, time to be about it and stop talking about it",457211 +@Pontifex gave @realDonaldTrump a book about climate change. Pope Francis is officially my favorite person on the planet,164443 +Russian President Vladimir Putin says climate change good for economy https://t.co/Qmi2hJmEk8,646128 +"@kurteichenwald If someone could convince him of climate change, enough of the country would believe it for it to matter.",26297 +RT @ClimateReality: The conversations we’re having about climate change are more important than ever. https://t.co/C0fW10XAD5,641969 +RT @Leek3seventeen: 2017... day 193 of 365 ... a state sized chuck of ice broke off a solid continent & ppl still deny global warming.…,593800 +Polar bear numbers to plummet by a third because of global warming https://t.co/TmVpLRjGOK,256579 +RT @Daniel63556494: @MrBravosBioClas Humans are a big cause of global warming 82% of human C02 emissions are from burning fossil fuel #MrBr…,805014 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,418189 +US diplomat in China quits 'over Trump climate change policy' https://t.co/6kHj1fp6ao https://t.co/7aPGssWAkj,640885 +"RT @washingtonpost: We only have a 5 percent chance of avoiding 'dangerous' global warming, a study finds https://t.co/2jvJX5T5ZI",497723 +@BreakfastNT @GerHerbert1 good old pretend global warming. All a big fad to generate more tax for the government,627483 +RT @AcostaAdella: Do you believe in global warming?,654700 +"RT @fml: Today, my country elected a man who thinks global warming is a hoax. FML",237079 +RT @EnvDefenseFund: The coming battle between the Trump team and economists over the true cost of climate change. #ProtectAndDefend https:/…,432087 +"RT @UN: Transport is part of climate change problem, #SustainableTransport is part of solution! Find out how in this new…",572031 +RT @WorldResources: Trump's #climate policies are 'wrongheaded'- even the Pentagon has called climate change a 'threat multiplier'…,962862 +Pakistan ratifies Paris Agreement to fight global warming https://t.co/vX3Tk20ZoZ https://t.co/vdDA5bJ1ht,73015 +We have BIG goals for 2017 to prevent climate change in Waltham. Want to find out more? Tweet us or email WalthamMO… https://t.co/Jv7l45jxWt,308754 +RT @THECAROLDANVERS: liberals are so annoying... have fun working to fight climate change w/ a person who believes climate change is a m…,686614 +"RT @UnvirtuousAbbey: For those who think that the biggest problems we face aren't climate change, income inequality, or health care, but im…",620529 +Earth hour tonight from 8.30-9.30.. Turn all your lights out to show support for climate change ��,342626 +@schestowitz And it seems like you're saying there was no climate change before the scientific method was described so....,875135 +RT @climatehawk1: How do we know humans are causing #climate change? Nine lines of evidence | @EnvDefenseFund https://t.co/e7nyhXgMza…,135651 +RT @latimes: UCSD scientists worry Trump could supress climate change data https://t.co/vhTEZbadUh https://t.co/0I71V4BaPl,566883 +@realDonaldTrump @foxandfriends Seriously WTF is your mental disorder? You are an enemy of climate change and the planet. You are sick.,708737 +"RT @ECOWARRIORSS: In Greenland, a once doubtful scientist witnesses climate change's troubling toll https://t.co/tX897022WE",771565 +"RT @taebeingtae: i still can't believe this gif of taehyung saved the human race, stopped global warming and watered every plant on… ",146085 +US SENT $221M TO PALESTINIANS IN OBAMA'S LAST HOURS-including $4M for climate change programs and $1.25M for U.N. https://t.co/Gt02OCVafB,713094 +"The coastline, for when we cross it, it is an early warning sign that climate change-fuelled flooding will kill us… https://t.co/M0JO1aafIW",540959 +Agriculture victim of and solution to climate change - https://t.co/eCXURF620v https://t.co/lt5cOBDIwV,824998 +"RT @JamesSurowiecki: Bizarrely, even Kim Jong-Un is more realistic about climate change than Donald Trump is. https://t.co/AVkQwiy979",387636 +"Left: climate change will kill us +Right: climate change will not kill us +Centrists: AI will kill us",6977 +the earth is flat global warming is fake ghandi is still alive keanu reaves is immortal,581176 +"RT @azprogress: Anyone who denies climate change, is not fit to hold public office. #EarthDay",272574 +Also climate change and this city drowning,312899 +"RT @GeorgeTakei: Trump's M.O. is to raise hopes to distract, then do the opposite. Like meet with Al Gore, then appoint a climate change de…",405772 +Absolute moron - #EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/Ooh2UyUZkE,423226 +RT @Pat_Riot_21: @TrumpkinT @ProducerKen @ChelseaClinton I gotta pee ... can't decide if it's because of global warming or the Russians,15617 +Is it really global warming or climate change? Antarctica has been a 'hot spot' lately... #Antarctica… https://t.co/gR5xzqIJHD,73801 +"Much caused by a climate changing, which it is, whether or not you believe global warming. +Only fools do not listen. +https://t.co/zxovz4NvbJ",581076 +RT @DHeber: New study confirms NOAA finding of faster global warming | John Abraham https://t.co/oJ8ZEecc2U,763519 +RT @risj_oxford: ‘Digital media are shaking up reporting on climate change’. James Painter on his new RISJ book: https://t.co/LpcypTnoqo @T…,916909 +Yeah larries are also the reason for global warming... what's new https://t.co/QCLPDry5HG,646077 +RT @barbosaandres: Humans causing climate change 170 times faster than natural causes https://t.co/age7bxUxct,551261 +RT @business: The U.S. has a lot to lose by not leading on climate change https://t.co/ismxnHhzpI https://t.co/0AMv4TtALJ,182472 +RT @ramadeyrao: Climate change-@HillaryClinton Taking on the threat of climate change and making America the world’s clean energy s…,180047 +"In shift, Trump says humans may be causing global warming... #News #Seattle https://t.co/3b7pqkfqAS",986479 +"RT @dangillmor: Why cable 'news' sucks, Part 35,754: who's gets to discuss climate change on TV? Not scientists. https://t.co/sV0YtnimA7 /b…",238659 +RT @VICE: This guy is walking across America barefoot to protest climate change https://t.co/eXVuKBMtfy,76266 +"RT @thenoahkinsey: First Donald Trump chose a climate change denier for EPA, then a public school hater for Dept of Ed. + +What next- Voldemo…",98479 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,177204 +RT @PopSci: How algae could make global warming worse https://t.co/CrMjm8TaEb https://t.co/bhW9IRGagH,298152 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,328729 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,297260 +"RT @hurricanetrack: Shortly after Trump signs order to unravel climate change regs, I'd like it if WH staffers turn thermostat way up - jus…",567264 +RT @erunyueng: Still cant believe America elected someone who said global warming was a hoax.,329437 +RT @businessinsider: A new study just blew a hole in one of the strongest arguments against global warming https://t.co/Aexecc5ruf,985621 +RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,789426 +RT @cnni: The kids suing Donald Trump over inaction on global warming are marching to the White House https://t.co/XH83XpBJdX https://t.co/…,246326 +"RT @guardianeco: New coalmines will worsen poverty and escalate climate change, report finds https://t.co/4EHmQn1Z3t",933736 +Clown preaches fear from the altar of man-made global warming: https://t.co/JhoNOLPXKg #climate,378617 +RT @gelliottmorris: The earth is *literally* melting and we have a President-elect that claims climate change is a Chinese hoax. That’s…,254499 +RT @kwilli1046: Guy who founded the weather channel says global warming is a hoax based on faked data. 'Listen Up' - Liberals https://t.c…,174922 +Pleistocene Park Russian scientists fight climate change with woolly mammoths https://t.co/FCSSvEIeYH and then...... https://t.co/4tUKSgACFy,312720 +RT @tjfrancisco74: 25 senior military/national security experts: climate change presents a significant risk to U.S. national security https…,568863 +Overfishing could be the next problem for climate change https://t.co/FibMSv5D0P https://t.co/70waVsLZ1b,903966 +RT @AlexCKaufman: A majority of Americans we polled disagree with the White House's hardline stances on climate change. My story:…,730989 +Trump admits 'some connectivity' between climate change and human activity - CNN https://t.co/x4fRHCezws,191303 +Venice could be underwater by the end of the century - thanks to global warming https://t.co/RfCstyItiA,261053 +"HuffPo's rendering of Dan Rather's climate change denier monument a great burial marker for journalism - +https://t.co/MTwXBKAXo3",179969 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,411209 +"RT @NationofChange: New study confirms findings of faster global warming, despite what the #GOP claims https://t.co/Te1HjrXSjr #ThursdayTho…",293338 +RT @YaleE360: NASA’s world-renowned research into climate change will be eliminated under a Trump administration.…,224041 +Green News: How a rapper is tackling climate change https://t.co/iiGvnoM6pz,627912 +"Seeing film #Lincoln sad that #Republican pty that abolished slavery now threatens earth w/arms race, climate change denial & lunatic leader",763334 +RT @jonny290: Reminder that the main anti-climate change argument has shifted from 'It's not real' to 'We didn't cause it so we d…,769155 +RT @climatehawk1: .@BillMcKibben talks #climate change battle on 'Real Time' - @RollingStone https://t.co/yXJMVR5SLp #globalwarming…,93337 +climate change is real in cannes https://t.co/BNNdg9SVr5,802385 +"In rare move, China criticizes Trump plan to exit climate change pact https://t.co/6yxcm94Xsk via @Reuters",42183 +RT @thinkprogress: Republican remains a town hall no-show as climate change claims spotlight in Virginia https://t.co/jT44WfINxP https://t.…,407596 +"RT @nay3ni: As climate change heats up, #Arctic residents struggle to keep their homes #Arctic #Arctic https://t.co/DFhKKHHrLp",368054 +"RT @tomjwebb: Can we now stop asking public figures if they 'believe in' climate change, and instead ask them whether they 'under… ",618952 +"RT @goddersbloom: The irrepressible Mark Carney has set up a Stability Board to harass businesses on 'plans for climate change' +FOR GOD'S…",648741 +"@Litsaki97 Lie: it's just bubbles; think Disney +Truth: global warming",877147 +"And you're one of the idiots as there's no such thing as global warming !!! Please resign Trump, you stink !!! https://t.co/VC0nRl6Gv6",996306 +RT @BBCEarth: Images of polar bears can only go so far to instil an understanding of the consequences of climate change (Via @qz)…,154289 +"RT @fiscal_penalty: Despite the global warming, Alaska has had very little, if any, warming since 1977 (except Barrow), as shown below: htt…",333682 +"RT @CountessMo: 'We’ve known...climate change was a threat since...'88, & the US has done almost nothing to stop it. Today it might…",746454 +RT @fuckincody: im just not alright with a president not believing in climate change and his vp believing electroshock therapy will 'cure'…,504683 +RT @velvet_rope: Ciara did not invent physics eleven years ago just for y'all to come and deny climate change https://t.co/XX1R089RrA,455348 +WHEN will the christians realise this is global warming not jesus,744762 +Donald Trump says global warming is a Chinese hoax. China disagrees. https://t.co/ozJkxQlswQ via @MotherJones,153848 +RT @ianbremmer: You know who doesn’t care about climate change? Everybody. #GetReady https://t.co/3CgxfwUGPp,429721 +RT @dwtitley: Don't suffer from a failure of imagination. Noah Diffenbaugh a leader in attributing wx events to climate change. https://t.c…,460217 +RT @SarahBaska: when ur at a party and u remember ur president doesn't believe in climate change https://t.co/N1m9PCfiEY,622753 +RT @postgreen: The coming battle between economists and the Trump team over the true cost of climate change https://t.co/PgmOwuVDbK,925836 +RT @seaintlsilvia: It's official: Americans voted @JimInhofe as the nation's worst climate change denier. RT to congratulate our #ChampionD…,140313 +"RT @RealJamesWoods: '...an alternative to cremation, which critics say causes pollution and climate change.' #ClimateNumbskulls https://t.c…",498154 +Very interesting on communicating climate change. Via @dbcuervo 'Global warming sounds scarier than climate change' https://t.co/da5O80zatr,848278 +"RT @SaysHummingbird: Trump be like...climate change is still a hoax. + +(via @trumpenings) https://t.co/7sWehgTbjL",694120 +"RT @BloombergNEF: Asset manager asks for transparency on climate change impact on business, as it is a significant risk to many https://t.c…",614569 +Drinking ICED FUCKIN COFFEE lovin life shouts out to global warming,511015 +"RT @NBCAsianAmerica: For these Pacific Islander women, global warming is an immediate threat. https://t.co/pGzsjAlHtd",56117 +"RT @americanzionism: The person who wrote this article is a member of JVP, a hateful org that blames Jews for global warming, & is try t…",97915 +Why Severe Turbulence On Flights Could Be Much Worse In The Future https://t.co/JZhTDc45Rx The practical impacts of climate change,684968 +"@malmahroof37 #ScottPruitt claims CO2 is not a primary contributor to global warming? Which is worse: is Pruitt a liar, an idiot, or joker?��",290122 +"RT @UNDPasiapac: Nepal & @UNDP begin work on new climate change adaptation proposal to reach 100,000 vulnerable ppl…",896238 +RT @megan_styleGF: Could reporters stop asking if political leaders 'believe' in climate change and start asking if they understand it inst…,105501 +The most damaging part of Trump’s climate change order is the message it sends https://t.co/J50mZhmvf8 via @voxdotcom,155182 +"RT @simoxenham: I was certain this award would go to climate change, but this has to be the scariest graph of 2016 via… ",243396 +@FoxNews @EPA @EPAScottPruitt he is smarter than the scientists that have studied global warming! Hey look it is the earliest spring ever!,425069 +RT @motherboard: The hits keep coming: Trump's choice for Secretary of the Interior thinks climate change is 'creative writing'…,3804 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,92161 +Discussion about global warming: story of Tangier Island is a reflection of the decisions we will be making over and over again. #METal,360732 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,850932 +China warns Trump against abandoning climate change deal - https://t.co/1g91ZyA9TR,20149 +"RT @SierraClub: The EPA deleted any mention of climate change from its website, reflecting Trump’s “priorities.' https://t.co/8AWJ71n51s #…",695895 +"RT @Tombx7M: Political correctness could use a little climate change. +#wakeupAmerica #tcot #ccot #morningjoe https://t.co/30fBcx0Tqp",972635 +"RT @WalshFreedom: Obama took a private jet to Milan, then drove in a 14 car motorcade to give a speech on climate change. + +Ok. https://t.co…",986282 +RT @renyuwe14: You're so 🔥 you must've started global warming. 🙊 https://t.co/MShno2y1js,568549 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,434652 +RT @CarolineLucas: The moment the Government accused me of 'lacking humanity' for mentioning climate change policy in relation to Hurr…,507521 +RT @bengoldacre: Green politicians' weird anti science thing really is tiresome and unhelpful esp given their climate change desires https:…,263473 +RT @bengoertzel: Clinton functionaries unethically tried to suppress science skeptical of climate change orthodoxy https://t.co/KWtY9v0Enu…,267646 +RT @awhtiman: LL Bean making the most of climate change https://t.co/Epxoz2zx3b,149939 +"RT @Bergg69: Exxon knew of climate change in 1981 & still funded deniers! +https://t.co/YaGNdjvYuz +#cdnpoli #onpoli #abpoli… ",274077 +RT @worldnetdaily: 'The 'climate change' mantra has always been about promoting two things – global governance unaccountable to the... http…,776304 +RT @AndyBengt: Vi ska inte glömma vem som är vice president. Mike Pence anser att homosexualitet är en sjukdom och att 'global warming is a…,370879 +@RWPUSA And climate change is a bigger threat than Russia.,404861 +RT @Recode: Elon Musk says he talked to Trump about the travel ban and climate change https://t.co/YsLRwWIGon via @Recode https://t.co/NVcV…,204227 +"RT @WhiteHouse: “Without bolder action, our children won’t have time to debate...climate change; they’ll be busy dealing with its e… ",819486 +RT @JuddLegum: Secretary Zinke told 5 lies and 1 sad truth about climate change in 3 minutes https://t.co/18QPNGtIdH https://t.co/h2qZvsMEjr,142966 +RT @SenSchumer: Tillerson won't lift a finger on climate change & won't rule out Muslim ban. I won't vote for him. https://t.co/GwBl1Aps7M,818701 +RT @annemariayritys: 'Paris Agreement 2015/Art.2: Aims to strengthen the global threat of climate change.' https://t.co/nb9jer5Vrs…,274044 +RT @ClimateChangRR: Look at all the climate change deniers vying for jobs in the Trump administration https://t.co/F0XEEEFgbS https://t.co/…,665722 +@washingtonpost Because Rick Perry doesn't actually KNOW what a human being is or what climate change is or that th… https://t.co/kyXRdNJiN2,421305 +EPA head stacks agency with climate change skeptics: https://t.co/gw2sdOspBy https://t.co/UAh9518FT3,704236 +"RT @climatestate: Christians, as stewards of the Earth, have a moral obligation to do something about climate change and the threat... http…",349774 +RT @jnthnwll: you could've hosted a cookout in Antarctica today but your President thinks global warming is a joke,635513 +"RT @Valeria_DelCC: Please watch the documentary, Before The Flood. Whether you 'believe' in climate change or not, it's a wonderful and inf…",652424 +And I'm feeling like total shit sitting here cz i just started the lesson on global warming. And how each one's bit helps. #FuckTheSystem,146233 +World leaders duped by manipulated global warming data - Daily Mail - https://t.co/SaYiwf7H1p https://t.co/TxhrwulAhL,676332 +RT @realDonaldTrump: The global warming we should be worried about is the global warming caused by NUCLEAR WEAPONS in the hands of crazy or…,696485 +"Nevermind, actually. Too many other countries have been hit harder with more drastic consequences. It's climate change y'all",474898 +@7Kiwi @GeorgeMonbiot Sounds like climate change to me,939207 +RT @csmonitor: Where did the myth of a climate change 'hiatus' come from? https://t.co/4ZshDk6izW https://t.co/ykfLDuA7JF,135234 +RT @whteverrachwant: how elected officials try to tell us global warming doesn't exist when the weather jumps from fall to summer lol,4494 +19 House #Republicans call on their party to do something about #climate change https://t.co/iHwHrot3Vn #climateresolution #climatedenial,678001 +"@EUflagmafia Rees-Mogg is climate change denier with fracking links,add Leadsom,Johnson,Farage,Murdoch,Dacre,Desmond etc,rush 2 tear up regs",505970 +RT @GeorgiaLogCabin: Nasty global warming advocates https://t.co/bnR0TFdb39 #Economy #National,656254 +RT @SenSanders: The Dakota Access Pipeline would be a huge blow to our fight against climate change. #NoDAPL https://t.co/47m6yUu4m5,552023 +RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,561933 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",885448 +RT @billmckibben: Reading climate change in the mud on the bottom of Walden Pond--thanks to @curtstager for a fine piece of science https:/…,284977 +RT @ClimateReality: Donald Trump says “nobody really knows” if climate change is real. Scientists beg to differ. https://t.co/SQvtnhVRLd,455946 +RT @wef: Can blockchain help us to solve climate change? https://t.co/ZZQrQC8cxt https://t.co/QFSE02TxJ1,891808 +#triggeredin4words climate change liberal fantasy,349787 +@obyezeks Effect of climate change is real for the region. The region has reportedly attained never before measured… https://t.co/rwgdEC7ZHY,598581 +RT @YahooNews: Bad news on climate change: Antarctica sets new record high temperature https://t.co/yrmWXgAKkN https://t.co/gjiUbnatRJ,327527 +RT @elisamich0422: .#Trump just appointed a 'climate change' skeptic. Thank goodness! Another one who attended 7th grade science & lea…,631112 +"RT @sciam: A century of global warming, in just 35 seconds https://t.co/ry7vsXAqQo https://t.co/52DRygYdAe",780626 +RT @whiteyspeak: I believe in climate change however I question if humans are causing the warming. Is that allowed comrade? https://t.co/Zj…,617439 +RT @mitchellvii: Almost tempted to watch CNN tonight just to watch them lose their minds over fact Trump just nominated a climate change sk…,778454 +"It is way to hot today, that doesn't mean man made global warming is going to kill us, it just means that I live in a state with hot weather",411141 +"We can fix climate change, but only if we refuse to abandon hope | Zoe Williams https://t.co/CynqOK8wMD",694508 +Before the Flood--Leonardo DiCaprio speaks to scientists & world leaders about climate change https://t.co/x6Hy0p4gJf #climatechange,451340 +RT @SavageJoeBiden: Me in 20 years because the Trump administration is ignoring global warming https://t.co/e0hdxnsDnP,200823 +"RT @miel: one of the BIGGEST contributors to global warming is animal agriculture, specifically cattle. you can help by reducing beef & dai…",252827 +RT @TheDailyClimate: A massive Siberian blaze is an example of how climate change has impacted the Northern Hemisphere. @EcoWatch https://t…,997245 +"RT @piersmorgan: FULL INTERVIEW: +Prof Stephen Hawking on Trump, climate change, feminism, Brexit, robots, space travel & Marilyn. +https://…",593241 +Trump really doesn't want to face these 21 kids on climate change https://t.co/Cp6v3czbYv via #enews24ghanta https://t.co/aGkZ85359L,150780 +RT @ClimateHour: California governor tells climate change deniers to wake up http://t.co/LriboR9PpA #ClimateHour http://t.co/2pch8iBC4W,701541 +RT @Tom_Francois: LIBERALS are in panic mode! Obama is freaking out! NASA proves global warming is NOT REAL! https://t.co/Yg07K3WdUc,342006 +"RT @postgreen: For the first time on record, human-caused climate change has rerouted an entire river https://t.co/Ct4aWdBHYM https://t.co/…",182752 +RT @BBAnimals: The Great Barrier Reef was pronounced dead today......... Do you guys care about climate change yet https://t.co/PMXt9Ly6XU,597528 +"RT @hrtablaze: Potus destroys fake global warming advocates . �� + +Troll level 5000 + +#EarthDay https://t.co/8Ts1Esh4J5",979212 +To deal with climate change we need a new financial system https://t.co/hKF4SFmPFB,730965 +Bill Gates and investors worth $170 billion are launching a fund to fight climate change through energy innovation https://t.co/YDHh0FJ18c,705732 +"@SenatorWicker If you can #FindYourPark after a few years of legislated climate change denial under tRump, you let… https://t.co/rlIYLIMlRi",852885 +"RT @CECHR_UoD: New study confirms NOAA finding of faster global warming +https://t.co/HTEvK0MBTy +#climatechange https://t.co/SzM7uroBdD",567968 +RT @JerryBrownGov: Gutting #CPP is a colossal mistake and defies science itself. Erasing climate change may take place in Donald Trump’s mi…,58159 +do u ever have a good day and then remember that trump is president elect and that climate change is gonna destroy us all because me too,485485 +RT @NASA_Rain: TODAY @ 10am ET on Facebook Live join @NASAEarth as we discuss the impacts of climate change on NYC and Rio…,270505 +RT @TheLastWord: EPA chief Scott Pruitt says carbon dioxide not a 'primary contributor' to global warming https://t.co/XTVsVCePGq https://t…,221568 +RT @WorldResources: People are the primary driver of #climate change and government officials know more than enough to act…,261639 +"Your experience in climate change is how I feel about dog training & behavior. Science denial is real, and exhausti… https://t.co/zddVs9lUoM",493242 +"RT @nytpolitics: The Times reviewed an alarming draft report on climate change by federal scientists, who fear Trump will suppress i…",988625 +"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",127890 +"RT @nathanTbernard: .@realDonaldTrump Scott Pruitt, climate change denier as the head of the EPA? Not good, Mr. Trump! https://t.co/fTFbNjN…",582873 +RT @sunlorrie: Not if Trump pulls the plug: Enviro Minister McKenna says global movement to fight climate change ‘irresistible’ https://t.c…,596848 +"RT @Meb7777i: Trump and the guy who invented the global warming hoax meet in Mar-a-Lago. Awkward, huh. https://t.co/shPQQECPo7 via @motherj…",653100 +Paul Kelly on climate change. #qanda https://t.co/1Tc3b0dHkW,681574 +RT @giseleofficial: “You may be surprised by the top 100 solutions to reverse global warming. ” https://t.co/YQJ5KXVCLN https://t.co/X2ghnR…,228139 +"Will Trump purge climate change scientists? - CNN - God, I hope #Trump cleans house in every federal agency. https://t.co/hkprgdP0P3",121922 +RT @newsduluth: New study says several northern forest tree species like fir and spruce won't be able to keep up with climate change https:…,941781 +RT @guardianscience: New study confirms NOAA finding of faster global warming | John Abraham https://t.co/0dKQagDWTo,169175 +RT @EJinAction: To slow climate change and speed up environmental justice https://t.co/ZGXbQk74oE via @HuffPostGreen,253167 +"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",715413 +@RogueNASA @BI_contributors What's that some fake picture showing fake climate change 🤣🤣🤣???,15656 +RT @politicalmath: This is a big problem w/ climate change solutions: the professional class is rich enough to shrug off the costs so…,825086 +@metoffice Surely this is evidence of climate change and not something to celebrate?,207315 +RT @thehill: Rex Tillerson signs declaration recognizing danger of climate change https://t.co/bwCpnug3uA https://t.co/fN7IdIkqqH,823519 +RT @350: 'Just four years left of the 1.5C carbon budget' -- we have to act NOW to prevent catastrophic climate change:…,369940 +RT @EcoInternet3: The continent that #climate change has not forgotten: Stuff https://t.co/4cMxg2zHMG #environment,359076 +"Things that won't be priority under Drumpf presidency: women, blacks, hispanics, lgbtq, climate change, immigrants, etc cuz they're not real",802295 +Bill Gates and investors are launching a fund to fight climate change through energy innovation https://t.co/7TYWX6Kayd via @qz,44252 +RT @datGuyKOFO: Dumping of industrial waste is also killing the earth's rivers & global warming is causing massive environmental di…,230042 +RT @peter1fahy: Globalisation and climate change damaging so many rural economies in Africa driving more to cities and on to Europe,663144 +RT @IslamAndLifeOFC: Prophet Muhammad ﷺ predicted global warming in a single Hadith & he warned us of our duty to strive to preserve the ea…,235342 +"RT @patagonia: If our elected leaders fail to approach the environment & climate change as serious issues worthy of urgency & action, it wi…",948529 +"RT @ClimateReality: Globally, women are often more vulnerable to the effects of climate change than men https://t.co/TouOd4AGyZ…",649033 +"RT @WestWingReport: President, who also calls climate change a 'hoax,' may not know that Syria's civil war also has roots in just that htt…",622688 +RT @voxdotcom: Latest on the Ezra Klein show: award-winning author @ElizKolbert says we've locked in centuries of climate change…,500735 +RT @Helvetas: We work with local communities to foster biodiversity and mitigate climate change. Learn more:…,295382 +RT @Jackthelad1947: Trump to sack climate change scientists & slash Environmental Protection Agency budgets #auspol #standupforscience htt…,982200 +RT @shuvi: And global warming with Chilli powder https://t.co/yqe9zEqzns,349178 +"RT @NYTScience: Gag order, schmag order: The Badlands National Park Twitter account went rogue with tweets about climate change https://t.c…",395381 +"RT @Sierra_Magazine: It's Monday, and ICYMI, Trump admin tells climate office not to say “climate change,' like weather is Voldemort.…",544107 +RT @ClimateCentral: More and more park rangers are talking about climate change https://t.co/nQZ0mFgvwC https://t.co/K8o6IsyBIe,538241 +RT @Seasaver: If everyone who tweets about halloween tweeted about genuinely terrifying things like climate change & overfishing…,591984 +RT @ClimateChangRR: How does climate change compare to other security risks? https://t.co/uR5eL1FUc7 https://t.co/cZ3vsQzzuN,45181 +RT @SenWarren: Dozens of incredible kids at Clarke Middle School wrote letters to me about climate change – here's my message back…,708342 +"World´s first museum of polar lands opens in France - PREMANON, FRANCE: As global warming reshapes the Arctic a... https://t.co/JB74yLlsNX",950412 +"RT @SierraClub: World has three years left to stop dangerous climate change, warn experts https://t.co/CiixSZzwiT (@guardian) #ActOnClimate",118586 +Adding climate change to the list of things I can't talk about with my sister. #denialist,833509 +"Voter suppression, economic inequality, anti monopoly laws & climate change (break up media consolidation). https://t.co/RAKhpAlZ6w",694880 +"So now you have national agencies, asked to delete tweets about inauguration crowd, climate change etc bcoz it doesn't fit Trump's opinions",501069 +climate change is coming for our necks https://t.co/MWfakbhJTV,537327 +RT @pt: They're really going all in on this global warming hoax. https://t.co/eG9Pbbrgva,736909 +"RT @GlblCtzn: While you weren't looking, President Trump just disbanded a federal panel of climate change experts.…",777838 +There was one big elephant in the room at the UN climate change meeting https://t.co/Ps50kSqDbw https://t.co/9bh1ycJe1E,14607 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,198247 +"RT @hemantmehta: Don't worry, everyone. When President Trump does nothing about climate change, Florida will be the first to go.",532727 +"RT @insideclimate: In Trump, U.S. puts a climate denier in its highest office and all climate change action in limbo: @mlavelles…",971954 +"Trump attaccato per aver detto quello che già molti pensano, ossia che il global warming sia una balla inventata per interessi!",506983 +RT @Independent: On the frontline of climate change in the South Pacific https://t.co/804Nt6Wws3,740265 +RT @EnvDefenseFund: Don't let the Trump administration destroy our environment. Join us to fight climate change today! https://t.co/M2qV0Sf…,628974 +"RT @planetesh: Pls @SenatorCardin and @ChrisVanHollen, vote NO on this,: Senate energy bill would fan the flames of climate change https://…",273978 +RT @NatureClimate: Australia ratifies Paris agreement on climate change https://t.co/wylQ2KaQHh,890446 +@MikeBloomberg @LeoDiCaprio why aren't you vegan? meat industry contributes GREATLY to climate change and deforestation!,555626 +"@jakejakeny But if you like, let's reallocate whatever we're wasting on defense to fight an actual problem like climate change! 2/2",266376 +"RT @kylegriffin1: Pope Francis gave Trump a copy of his encyclical on climate change during their private meeting. +https://t.co/mPaGnL8GSE",555259 +RT @USFreedomArmy: It requires even more lies to support the global warming lie. Enlist in the USFA at https://t.co/oSPeY48nOh. https://t.…,605751 +RT @UberFacts: Should you care about climate change? This nifty flowchart will tell you: https://t.co/C6aQyOPNhX,642647 +Questionnaire to Energy Dept targets climate change conversations & shows a push to commercialize dept lab research: https://t.co/esifOquzwG,8695 +RT @gossipgriII: if global warming doesn't exist then why is club penguin shutting down,288654 +Kerry says he'll continue with anti-global warming efforts https://t.co/m0kpc8Drqv,420856 +"Arrogant Rep. Dave Brat ignites overflow Virginia crowd with climate change denial, ACA repeal talk https://t.co/vCAZBDh3iC",822637 +RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/ig8sxJGw2f https://t.co/eo85j1GK7j,495623 +RT @LordofWentworth: And played a key role in electing a climate change denier who will fry the planet. Well done Julian. https://t.co/zI2…,444782 +RT @Heritage: Did America’s NOAA publish exaggerated global warming to influence the Paris agreement on climate change? https://t.co/ymBljl…,598329 +RT @milesobrien: Did climate change make recent extreme storms worse? https://t.co/SGNKOHSLkg via @MOBProdScience,581704 +"RT @kylegriffin1: Energy Dept climate office has now banned use of phrases 'climate change,' 'emissions reduction' & 'Paris Agreement' http…",274996 +People really believe that global warming isn't real��,185975 +@Abdulghani72 climate change denial e.g. retaining supreme power over saving our planet. I admire what you guys have done. Admirable.,6500 +"We only have a 5 percent chance of avoiding ‘dangerous’ global warming, a study finds https://t.co/IPRkBn6ryW",4922 +RT @petefrt: Confirmed: NASA invented global warming by tampering raw temperature records. https://t.co/9on0KbSwnI #tcot #p2 https://t.co/6…,314724 +RT @davpope: 'Malcolm once endorsed common sense positions on climate change. Then he became prime minister' #marchforscience…,864689 +"RT @NPR: Some key figures from the Dec. 12, 2015, #ParisAccord, a global agreement on combating climate change. https://t.co/dNjlE9tfB2",890303 +"RT @Ragcha: Joe Heck voted to repeal Obamacare, defund Planned Parenthood and block measures to combat climate change. Wrong fo…",298217 +RT @ClimateHour: California governor tells climate change deniers to wake up http://t.co/LriboR9PpA #ClimateHour http://t.co/2pch8iBC4W,58759 +Why Pruitt's dynamically dumb approach to climate change? Peddles Junk Science pushing Trump’s Anti-Climate Agenda https://t.co/73hjWH7mMs,665061 +"RT @Earthjustice: Even as the Great Barrier Reef weakens from climate change, Australia pursues a climate-polluting coal mine… ",711365 +@cntraveller @Ray_Mears @Baglioni_Hotels Do you have any concerns over global warming?How do you justify your own carbon footpitrint?Flying?,53886 +"@realDonaldTrump fascist, misogynist holocaust & climate change denier liar #notmypresident under criminal investigation constitution2Trump0",639109 +RT @japandamanda: Never would have seen @BadlandsNPS's tweets about climate change if the government hadn't censored them. #thankyoutrump,955199 +Ita-Giwa hails Buhari on climate change agreement https://t.co/rZId8x3jRp,56403 +RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,986454 +RT @Qafzeh: Most Adaptive Species - Constant climate change may have given Homo sapiens flexibility https://t.co/BNQy8YYnWk https://t.co/hn…,725929 +RT @superdeluxe: Makes sense that an administration full of people who look like they died yesterday doesn't care about climate change,308560 +RT @Newsweek: Rex Tillerson used an alias to discuss climate change at Exxon https://t.co/DRz71A6WvJ https://t.co/h2hBzwCFaa,63259 +RT @factcheckdotorg: EPA's Scott Pruitt said CO2 isn't 'a primary contributor' to global warming. Scientists say it is: https://t.co/2TvR64…,893580 +"RT @saul42: Finally, Paris climate change agreement designed by crooks- #Trump is not buying this crap https://t.co/XVro1ojcAt",910594 +"RT @Oxfam: Last year, 190+ countries signed the #ParisAgreement promising help to those worst hit by climate change. Promises…",635622 +#Russian #President #VladimirPutin says humans not responsible for climate change -... https://t.co/ZWWTM9y6XL https://t.co/HRej7dVsPv,332270 +He makes no sense. A climate change denier for EPA? Not to mention everyone else is a bigot and incompetent! https://t.co/1GeCIETjj2,230361 +RT @ClimateCentral: National Parks are perfect places to talk about climate change and more and more rangers are doing it…,970928 +The nice thing about global warming is we won't ever have to wear coats. (Because we'll be dead.),987005 +"RT @CBSNews: As ice melts and temperatures rise, Alaska is fighting to stave off climate change https://t.co/2ihNIxJQg9 https://t.co/j9ZjPh…",599243 +"@Cuckerella Google 'Paris Agreement'. There is universal agreement that climate change is a real threat. This is not my opinion, it's fact.",415291 +RT @Independent: Donald Trump's views on climate change make him a danger to us all | @CarolineLucas https://t.co/6F0cIH9OSY https://t.co/f…,353090 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",571695 +RT @ClimateCentral: No one gets climate change more than weather presenters. Watch their forecast → https://t.co/s6uVtz6YWz #2020DontBeLate,442038 +"RT @CanadianGreens: Instead of taking action, we're STILL arguing about whether or not climate change is even real. + +the longer we wait…",766968 +RT @fryan: Serious question: What happens to Florida's electoral college votes when global warming puts it under water?,572932 +"climate change may have been accelerated by the terrible whale culls of the 20th century, #OpWhales https://t.co/QCPsO9SSU2",770249 +RT @thehill: Sierra Club calls for investigation of EPA head over climate change comments https://t.co/2du2KJM3IF https://t.co/eb5z7Hx73s,380515 +President Trump disbands federal advisory panel on climate change https://t.co/PwaciSbn4z #ff #tcot,308454 +RT @hinhtam: @valerielynn730 climate change got me fucked up bruh,870967 +"@jrsalzman @claseur Solar cycles are the cause of climate change I believe, human activity not. Global warming is f… https://t.co/uYBlTxIvPg",35630 +A NASA scientist told us why Trump — his new boss — won't stop him from studying climate change - Business Insider https://t.co/CTAOy18zjv,809561 +RT @ChelseaClinton: Hi Karen- thank you for asking. Sadly: ⬆️global warming➡️ ⬆️displaced people➡️ ⬆️risk of child marriage. See…,51932 +"RT @OregonZoo: A polar bear researcher's 60-second explanation of climate change: +#PolarBearWeek https://t.co/ZMTz9DO9Z8",937854 +RT @PetraAu: Amazonians call on leaders to heed link between land rights and climate change https://t.co/bc38tu04NU,845936 +"$8bn pipeline rejected in 2015 for threat to climate change, 0 sustainable benefit to economy; less than 50 permane… https://t.co/Rtc1fE72SL",48136 +RT @THECAROLDANVERS: everything in the world is depressing... my life... climate change... politics... penguin on penguin violence... ci…,337375 +Application of statistical method shows promise mitigating climate change effects on pine https://t.co/pVonoR7jMq #science #health,129260 +"RT @AltNatParkSer: The @USGS has a full list of US agencies running climate change programmes. Could they ALL be wrong, Mr President? http…",651061 +"RT @StillBisexual: 'In other words, bisexual men are like climate change: real but constantly denied.' https://t.co/PQRfuKhaIJ @Fusion @SLA…",949433 +RT @CivilEats: Is modern agriculture cultivating climate change? https://t.co/s7akNTme99,38474 +@CBCNews just like a bunch of lemmings...about to go over the cliff...to propogate the climate change 'lie'.,780400 +RT @NRDC: We are inseparable from the natural world. Help us fight climate change: https://t.co/gvTpolr1W7 #NoPlanetB https://t.co/8qusfFs7…,900148 +"Few things will fight poverty, climate change and food security better than improving India's small farms. One Indi… https://t.co/3yCGXN1Zq3",717361 +اسم المادة information technology for the health professions ' ' ' global warmingالـ ش ك و ؟؟؟,315768 +RT @jswatz: American Meteorological Society writes to EPA head Pruitt that human-caused climate change is 'indisputable':…,1094 +@RickeyLane14 global warming will do it to you,371575 +"Google is being very odd, we know they manipulate search results, but I woke up to a climate change documentary loaded up on YouTube...(1/2)",334703 +RT @kt_money: A petition to help keep climate change denier Ebell away from the EPA. Please sign and share! https://t.co/Y4dcA7hmFe,347301 +"RT @yahya_sarah: Remember, job insecurity, housing unaffordability, pressure, climate change etc impact young people and their health. #qan…",333023 +RT @BelugaSolar: Traditional power generation pollutes the air and is a leading cause of U.S. global warming emissions. Help reduce…,760539 +RT @chrisconsiders: make 2017 the year we fight against climate change. Eat vegetarian one day a week. buy one less pack of water bottles.…,986393 +Read how entrepreneurs in the Philippines are tackling climate change: https://t.co/L5oQyXZyNq #GEW2016 https://t.co/UvfdJTMLFv,113410 +RT @drvox: A rare sight in US politics: someone who understands climate change grilling someone who's trying to BS about it. https://t.co/9…,533841 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,646375 +"#NHL season still going on in mid summer. Predators had better win the Stanley Cup soon, before global warming melts the ice.",208765 +RT @CNN: Kids are taking the feds -- and possibly Trump -- to court over climate change https://t.co/oGw21W7Skw,874552 +"RT @FoxNews: .@MeghanMcCain: 'If you're on the left, climate change is a complete and total religion.' #Outnumbered https://t.co/illicC5dyF",581056 +RT @JonathanCohn: .@BernieSanders calling out media for largely ignoring issues like climate change and our broken health care system.,564133 +pretty sad really how much the earth is being destroyed by humans and climate change #BeforetheFlood,238576 +RT @petras_petras: First good news in 2017- UN declared the Baltic States as Northern European countries. Political climate change! https:/…,771517 +RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,569298 +RT @middleageriot: The same people who reject climate change think the Flintstones are historically accurate. #TrumpTransition #ScienceMatt…,362439 +RT @NinjaEconomics: A climate change economist sounds the alarm https://t.co/m3Hw5TYpFG,313524 +RT @redsteeze: Guys we can't ignore global warming anymore. This February is by far the greatest on record.,453646 +RT @NewsHour: MIT accuses President Trump of misusing its research on climate change in yesterday's announcement to leave the Par…,267618 +RT @JohnnieOil: @brianlilley @Banks_Todd well the Heath ministers should've went disguised as 3rd dictatorships looking for climate change$…,552103 +RT @SustainBrands: 64% of Americans agreed it was key to elect a @POTUS who understands that climate change is real... WHAT HAPPENED?? http…,922833 +What @realDonaldTrump presidency means for climate change action: https://t.co/KYVzylsE64 https://t.co/gpPr5TKuYD,161548 +RT @Rigel9000: The USDA has been instructed to use the phrase 'weather extremes' instead of 'climate change' https://t.co/RbTmO2V7ae,547728 +alertnetclimate: 8 in 10 people now see #climate change as 'catastrophic' risk -and are ready to act on it https://t.co/iELx4wcyML,882173 +RT @pablorodas: #CLIMATEchange #p2 RT California Gov. Jerry Brown defiant on climate change. https://t.co/7rLtNH5UZl #COP22 https://t.co/hK…,196745 +RT @peterdaou: Sometimes you just have to laugh. Pence isn't sure why climate change is such a big issue. https://t.co/69EkFhri3b,329376 +RT @AnitaAnimalkin: @iainbyrne @DianeRedelinghu I certainly think climate change is playing a big part in the yearly weather patterns.…,561279 +"RT @foe_us: 84 percent of people now consider climate change to be a 'Global Catastrophic Risk.' + +https://t.co/xf2anukbQ3",152362 +Ill start believing in global warming when it stops being cold as hell late march,577289 +#UAE #environmentalists say fight against #climate change must continue. @TheNationalUAE https://t.co/ZQDCKFwSks,569331 +RT @WSCP2: Obamas fiddled global warming data: *Shamelessly Manipulated* - https://t.co/YerkoubZAh #ClimateScam #GreenScam #TeaParty #tcot…,797033 +"RT @ClimateDepot: Spencer mocks: 'Normal people call it weather. More enlightened people, in contrast, call it climate change' https://t.co…",697697 +Can combating climate change coexist with increased US oil production? https://t.co/gkEByfGUnG https://t.co/kNRFydem3I,705751 +Is it climate change or global warming? https://t.co/3Whq0DTY8r,780961 +RT @KKelseyBITCHH_: Polar bears for global warming https://t.co/8JsbiG0TfP,607260 +RT @BBAnimals: The effects of global warming https://t.co/twFnLF4XNw,56078 +Wearing shorts in the middle of November. Seems like a global warming thing. @realDonaldTrump,233570 +RT @vicenews: Bill Gates and other billionaires are launching a climate change fund because the planet needs an 'energy miracle”…,900516 +"@BillMeck @JonahNRO Nah, just more climate change denial from those not qualified to deny",526766 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,950781 +"Lol 'climate change is serious guys' + +Do something about it",445119 +"RT @ChrisBarnes1994: I'm more certain climate change is real than certain OJ did it... and I'm pretty certain OJ did it. +#TuesdayThought",299523 +"RT @xpaddycake: *Earth goes through extreme climate change way before humans civilized* + +Yeah that's right + +'10 degrees hotter' + +Fucking hu…",700364 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,638191 +More proof that liberals are morons about climate change https://t.co/bVnfsgI5mX https://t.co/tWEyn4PxEe,746929 +RT @sierraclub: Ready for flooding: Boston analyzes how to tackle climate change https://t.co/WG2ts59T9l (@SJvatn @arstechnica),585971 +RT @ClimateChangRR: Marrakesh sends out strong signal on climate change https://t.co/KBo0RaHutM https://t.co/VdPf3LWs0z,568079 +"RT @DavidCornDC: Hey Florida, nice little Everglades you've got there. Thanks for voting for a climate change denier. See you in hurricane…",102283 +"RT @AmericanPapist: Since cold weather can never be a proof against global warming, according to you, why is warm weather always a proo… ",154483 +8 in 10 people now see climate change as a “catastrophic risk” – survey via /r/worldnews https://t.co/IhF4sOI4Dv https://t.co/ecnVZ8lbPZ,870534 +"@juliegoldberg a leading climate change scientist, and works to spread the word. He's written brilliantly how the r… https://t.co/EmOa9pLWan",367520 +We can still keep global warming below 2℃ – but the hard work is about to start https://t.co/VX6H9JJwSV via @ConversationUK,483579 +RT @Hannnuuuh: I cry for Mother Earth. The environment is going to die. Trump doesn't believe in global warming. He delegitimizes Her sickn…,846473 +"âš¡ï¸ “The Paris Agreement on climate change comes into actionâ€ + +https://t.co/f20AGAOSSn",863386 +Tillerson says US won't be rushed on climate change policies https://t.co/iQnpJAcNwh via @KSNNews,448491 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",879144 +RT @JasonLeopold: Harvard study: Exxon 'misled the public' on climate change for nearly 40 years. https://t.co/TSymtM9ovT,661533 +@BoneySRL global warming is a real thing and it might have an impact but shit happens anyways hey so difficult to say for sure.,778544 +"RT @peta: Meat production is a leading cause of climate change, water waste, and deforestation. If you're concerned about our…",26334 +"Scots energy firm more transparent over climate change risks after complaint, claim lawyers https://t.co/aavZpQNiqj",568606 +"@featherbeds I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/5FRPWXpvU7 ?",694622 +RT @MikeLevinCA: The G19 reconfirmed the Paris Agreement and a global strategy to deal with climate change. Trump reconfirmed his lack of…,176767 +"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",787826 +QUARTZ: China got 30 countries to take a stand on climate change and protectionism—mostly tiny ones https://t.co/tkwGMHAwuT,765977 +"Existential by reports' - hey, this approach could work for climate change, political realities, etc! #Xkcd… https://t.co/IN9xBUHUWv",79002 +"you and your friends will die from old age, and i will die of climate change' + +DEVASTATING",628012 +RT @ZachWWMovies: Conservative America is literally stealing your jobs by denying climate change and renewable energy.,468570 +"@ASterling I’m creating a think tank for independent thinkers to solve climate change, would you post also at https://t.co/3nG3t7oJZI",989146 +Thank goodness for #AngelaMerkel Merkel to put climate change at centre of G20 talks after Trump's Paris pullout https://t.co/A0G0n10mpu,458415 +"RT @SamJamesVelde: It's 90 degrees in early November in Los Angeles, but you know ....according to Trump global warming and climate change…",677605 +"RT @TheDailyEdge: Well done if you voted Green. You helped elect a President who doesn't believe in climate change, loves coal and wants to…",896052 +"RT @NYTScience: How Americans think about climate change, in six maps https://t.co/WgRfWXnAEW https://t.co/y9FTSfDbI7",689114 +RT @yvezayntIaurent: when you're out enjoying the 70 degree weather in february but then remember it's all thanks to global warming https:/…,743964 +RT @climatehawk1: When #climate change starts wars | @johnwendle @NautilusMag https://t.co/rRMqd0EoqE #globalwarming #ActOnClimate…,562549 +"Sanders, Perry spar over climate change https://t.co/oZVaVWU8YT",609521 +المطر اللي حصل امبارح ده من علامات the global warming كفاية تخاريف ��,769546 +thorul means luthor so lena is basically trying to save the planet from global warming. protect this nerd,936010 +@kylegriffin1 @mcspocky The money would be better spent on funding for research and climate change. Also for zika r… https://t.co/KEHlYvW9Qr,28321 +RT @kylepowyswhyte: “Colonialism is essentially climate change”: Understanding the North Dakota pipeline struggle NITV @SEI_Sydney https://…,907350 +"RT @jamespeshaw: ...As well as a farmer, a refugee-turned war crimes prosecutor, two new Pasifika leaders and a climate change negot…",15176 +RT @Connect4Climate: Cities are leading the way in the fight against climate change. Join @Sustainia for a chat on #Cities100 solutions:…,619727 +RT @BitsieTulloch: Happy 💀🎃🕸! Want to see something truly scary? @NatGeo & @LeoDiCaprio made a great documentary about global warming: http…,755696 +"RT @TheRoadbeer: Nice try, pal: Michael Moore’s climate change alarmism hits logical snag https://t.co/QNdkibPWoV via @twitchyteam",659339 +Lawmakers move to protect funding for climate change research - The Hill https://t.co/V9PCRVhA3A,868242 +@RobSilver @sunlorrie Goldstein apparently thinks that climate change is a sellable product. Who knew?,878577 +"Well the weather outside is frightful +But the fire is quite delightful +Cos climate change is here +Oh dear! +#DuttonsChristianXmasCarols",27645 +@g7 Letter from @CANIntl to the @g7 sherpas https://t.co/8wwr0M7ahg. Make climate change a priority,94375 +RT @THECAROLDANVERS: everything in the world is depressing... my life... climate change... politics... penguin on penguin violence... ci…,96253 +@pinstripealley 'Brett Gardner thinks global warming is fake news',106662 +RT @savingpltravers: i almost want emma thompson to call back trump and say 'climate change is real' and then hang up,927688 +"RT @elongreen: just to note: Republicans have done everything possible to accelerate climate change, and news networks refuse to s…",174681 +"RT @HarryXmasToYou: muggles like: huh, a cloud shape like a skull... must be global warming.",5808 +"Ok, @Joy_Villa wore a #MAGA dress. #GRAMMYs So what!! She is a vegan and a feminist who believes in climate change. Not a Trump supporter",562069 +"RT @VillaltaEmily: Anybody that doesn't believe in climate change or global warming can go outside right now , remember its January and stfu",697588 +Bill Gates: global warming & china 🇨🇳 hoax. Via @yournewswire https://t.co/CeQMcseGiF,323681 +It’s time to respond to climate change in a way that protects & promotes public health! @LancetCountdown… https://t.co/5369bbqXlB,767676 +RT @nowthisnews: Donald Trump is putting a climate change denier in charge of the environment https://t.co/70mznCfRTz,23872 +@stephensackur can you interview more climate change profiles.Just watched before the flood @LeoDiCaprio @YouTube government needs to act!,901914 +RT #LookingForNews.>> USA TODAY #US China to Trump: We didn't make up global warming https://t.co/kRvCDc7KGH... https://t.co/GI3SWoKrTC,940000 +"@x_krystin_x it's not that people don't believe in climate change, it's more that they don't believe it's man-made",152867 +RT @benandjerrysUK: Did you know that eating pizza can help stop climate change... Find out how here > https://t.co/R3EorJcPIZ https://t.co…,174045 +RT @IJNet: Nepal is one of the countries most affected by climate change. Here's how its journalists are conveying the crisis:…,952247 +RT @Time4Depression: The bad news is that an incompetent hate monger is our president. The good news is that climate change will end humani…,420045 +RT @CJRucker: No shame: Weather Channel propagandists create video manipulating young kids to push ‘global warming’ fears https://t.co/AEn…,219993 +RT @WMBtweets: #2020DontBeLate: 'We have three years to act on climate change': https://t.co/pj2QhhkHRz https://t.co/h63owQxETt,384450 +How globalization and climate change are spreading brain-invading worms by @AdrienneLaF https://t.co/EGXuMmKp0s,284022 +RT @tashavanderbilt: Damn you climate change. https://t.co/SRXVPwZxCu,281768 +"In rare move, China criticizes Trump plan to exit climate change pact https://t.co/81uSvku4Yk via @Reuters",969999 +@awildrooster @ShahZaMk No we got a narcissist who doesn't believe in climate change and who just set us back for decades. Wish I was wrong,692396 +Scott Pruitt: climate change denier and bedfellow of polluter lobbyists. Reject his nomination as EPA administrator https://t.co/0Ybe3G38ID,566712 +RT @lizbatty: @ehorakova I am pretty down on the monarchy but if Charles wants to disrupt every state visit to talk about climate change I…,397080 +"RT @bennydiego: Trump has spouted misogynistic, racist, xenophobic & climate change-denying views every step of the way. I do not wish him…",400965 +Labor secretary who is against raising the minium wage. Dir of EPA who doesn't believe in climate change. What else have you got for us?,553873 +"RT @SenSanders: Mr. Trump may not know it, and his cabinet may not know it, but the debate about climate change is over. https://t.co/yRBBb…",314655 +RT @postgreen: Reports on climate change have disappeared from the State Department website https://t.co/Y6Cz1EW3fR,210043 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,66392 +"World has three years left to stop dangerous climate change, warn experts https://t.co/0ax53a05Q4 #climatechange #sustainability #cop21",888438 +RT @scifri: Next on #SciFriLive: How to talk persuasively about climate change. https://t.co/mzU0LaEmck,42015 +@katearoni2 @NolteNC NOAAs global warming data IS a hoax,155936 +"Cutting funding for climate change research, HUD, and meals on wheels.",456964 +RT @danichrissette: Can y'all believe donald trump actually believes climate change isn't real??? and there's people that agree with him???…,100619 +"RT @capbye: .@EricIdle +I think denying climate change should be considered a mental illness since climate has been changing since beginning…",165244 +RT @NatGeoPhotos: Here's what happens when an astronaut and an actor start a conversation about climate change:…,918091 +I'm scared of climate change and deforestation and war...basically of humans...,225368 +RT @Oddeconomics: Not adressing emergency preparedness would lead to an economic cost comparable to climate change if there is a glob…,809620 +"RT @1followernodad: ok a climate change denier heading the EPA is AWFUL, but what's that shade of lip stain my dude https://t.co/w8BKE4wZ3s",543287 +"EPA head Pruitt said CO2 wasn't primary cause of climate change, EPA received massive influx of calls & its voicemail reached capacity",858075 +#Seoul to introduce new car scoring system to fight climate change and air pollution: https://t.co/30khmEHKN6 #http://Cities4Airpic.twitte…,342041 +"RT @igorvolsky: Trump made sure to mention Melania's QVC jewelry line on WH site. + +Stripped it of climate change, AIDS policy ment… ",501333 +"RT @Bentler: https://t.co/sMXk4zLKAg +Record number of Americans see climate change as ‘serious threat,’ accept it is real…",688842 +"RT @fivefifths: The American South will bear the worst of climate change’s costs, @yayitsrob reports. https://t.co/KXxAHgxI3Y",259862 +"RT @ForeignAffairs: Under Trump, expect an end to U.S.-Chinese cooperation on climate change. https://t.co/Bq4rdMB5Gh",844239 +"RT @scifri: When trying to convince a climate change denier, try focusing on solutions. #DayOfFacts https://t.co/IdUpF3fP9D",939482 +RT @BarnabyEdwards: When are we allowed to say that oily little climate change deniers who associate wind farm advocates with paedophil…,851282 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,782419 +RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,156502 +"https://t.co/GrbC36YNJP +“Do you believe?” is the wrong question to ask public officials about climate change… https://t.co/0rIVzc3TQx",411451 +RT @tveitdal: Bird species vanish from UK due to climate change and habitat loss https://t.co/lC9YCf3CAB https://t.co/7tyFL6IB2F,778098 +"RT @mcspocky: Trump bans Punxsutawney Phil for refusing to spread his anti-global warming propaganda. +#GroundhogDay +#Orwellian… ",748621 +RT @voxdotcom: How progressive cities can lead the climate change battle https://t.co/GTk7C41wTk (via @Curbed),991104 +"RT @DanielH85442891: @Franktmcveety @breakinnewz1 @Steemit The Star wants Trudeau to demand action on labor rights, climate change in a rev…",429100 +We can still keep global warming below 2℃. Here's how https://t.co/M2wVbjTElZ #climate https://t.co/CWlqpAX84A,242868 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,383918 +RT @CarbonBubble: #ShellKnew: 1991 film made by oil giant warned of the dangers of climate change. https://t.co/tWih3nnOH4 https://t.co/16C…,665976 +RT @NatObserver: Support reporting on #animals and climate change. Pledge & get @Linda_Solomon @mikedesouza to speak at your event!…,464303 +"RT @lrozen: RT @clparthemore: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/FZgRmCMOkN via @Reuters",136987 +#Agribusiness #Kenya #Africa.A new innovation to cure climate change $encodedTitle. https://t.co/Bcq49nmvdy,210063 +What global climate change may mean for leaf litter in streams and rivers https://t.co/Ufx8e4oI6C,931052 +RT @theheatherhogan: My choice is: two chill people riding effective public transit or a racist police state that denies climate change?…,726315 +RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,430258 +RT @ConversationUK: NASA has transformed climate change communication – cutting its climate funding would be a huge mistake…,366927 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,303238 +RT @imcarolanne: my heart says nice weather but my brain is saying global warming https://t.co/zzObGqpmzA,485960 +RT @Caesar_Cheelo: @ZiparInfo says Zambia should consider coal as alternative energy given climate change & reduction in hydro-power produc…,300485 +RT @MarianneMugabo: I'm an #actuallivingscientist working on the effects of climate change on a host-parasitoid system and I also happe…,486143 +"RT @edstetzer: So today Trump sees climate change, won’t prosecute Clinton, disavowed the alt-right, and is against torture. + + I’m calling…",487258 +"RT @DepressedDarth: Dear Earth, + +This is the global warming you really need to be worrying about https://t.co/zJct20ywhL",86791 +Minister for clean technology in mitigating harmful impacts of #climate change: Dispatch News Desk https://t.co/evO32cpNXg #environment,483979 +RT @montaukian: World's biggest fund manager in 'Darth Vader-style' warning to company directors who deny climate change https://t.co/RWBKO…,557002 +RT @Wisethedome: If you believe in climate change why aren't you vegan?,651130 +RT @phaninaidu1: Many more happy returns of d day @LeoDiCaprio â¤ðŸ˜ hope you'll succeed wd ur efforts on climate change @vishnupspk_fan @sha…,240130 +They also have a song about global warming and how we should take care of our planet because we give it to our children,854919 +"RT @c6eth: Theresa May voted: +Against measures 2 prevent climate change +Voted FOR culling badgers +Against smoking ban +Against fox hunting…",126330 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,959514 +"RT @ThomasPogge: To avert climate change, it's necessary, & sufficient, to restructure the global economy. Personal virtue won't do. +https…",669369 +"Finally this guy is doing something right. I don't want to fund climate change! +https://t.co/0UocnkvZBv",906463 +"RT @NatGeoPhotos: Though visually stunning, this colorful view of a snow cave sheds light on our warming planet:…",251017 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,17936 +RT @AdamsFlaFan: The Paris Agreement on climate change has some surprising new supporters: the coal industry https://t.co/adWA3iR0pN,275097 +RT @nytimesbusiness: Trump questions the science behind climate change as “a hoax.” America’s top coal producers take a different tack. htt…,973737 +RT @Jackthelad1947: The Guardian view on climate change: Trump spells disaster #auspol https://t.co/XdtngUxBN5 https://t.co/gguIM5NAXL,398175 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",549419 +"there's so much snow outside when will it stop, global warming where u at",830932 +"RT @_probablysarah_: I now have a president who thinks climate change is a hoax, and is willing to watch our plane die around us and not do…",62153 +@DJSPINtel Fighting global warming does require starving. Get your data from science not right wing propaganda,836743 +RT @ClimateHome: Corporate America is uniting on climate change https://t.co/y2VgzTauPF via @axios,688979 +RT @frontlinepbs: Proposals that would influence how climate change & evolution are taught in public schools gained traction in 2017…,467710 +#Reindeer are shrinking on an #Arctic island near the north pole as a result of climate change https://t.co/J85HHYjeib,786829 +how can u be so dumb and think that climate change doesn't exist,475922 +RT @physorg_com: New York skyscrapers adapt to climate change https://t.co/7kfNvTeMpY,756330 +A climate change skeptic is leading Trump's EPA transition — but these charts prove that… https://t.co/B0HfdCRtNk,129546 +"RT @kenklippenstein: As we prepare to spend the next 4-8 yrs debating if climate change is real, China just invested $361B in renewables ht…",283112 +Oh yeah there's no climate change *sits through day 5076 of rain with no forecast end in sight*,177141 +"RT @Kloppholic: Imagine trying to convince yourself that global warming isn't real and instead a conspiracy. Wake up, before it's t…",27227 +RT @TonyLaramie: headass this climate change means we all dying soon,991302 +RT @adamcoomes: Trump administration begins altering EPA climate change websites https://t.co/i1pjSTpfG9,769041 +RT @wef: The cleverest countries on climate change – and what we can learn from them https://t.co/El6Q3wnJMK @apoliticalco https://t.co/WnJ…,982553 +"RT @PhuckinCody: *watches a show about global warming* +Yeah whatever, doesn't affect me. + +*watches a show about bear attacks* +Would I be ab…",882621 +"RT @ReutersChina: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/hUihq4qxTa",953530 +#earthquake let me guess liberals will say it is caused by 'climate change'.,834944 +@LiamPayne what do you think about global warming? 😅🌏 #askliam,561470 +RT @SeanMcElwee: More well paying jobs while saving humanity from catastrophic climate change. Sounds awful. https://t.co/DOqydrrFIj,384297 +https://t.co/Q81kKsILwl DeCaprio furthering lies of climate change! meets with our Trump! DeCaprio is a deceitful liar!. Tell him so!,521834 +This shouldn't come as much of a surprise. 45* rejects climate change so backing out of Paris Accord should be expe… https://t.co/hLjQp9oXDJ,878776 +Chicago mayor Emanuel posts EPA’s deleted climate change page https://t.co/rxSRbZrJSF by #politico via @c0nvey https://t.co/rRHDtzVLn4,800561 +RT @chriskkenny: except that global warming is global - and only global - so your argument is inane https://t.co/5wIbtC3SZp,332192 +RT @btenergy: The public & private sector must work together on climate change. @richardbranson is helping lead the way:…,626665 +"RT @BBnewsroom: New EPA chief continue to deny the facts of climate change +https://t.co/L0x1KZpphh",720978 +"RT @tribelaw: Fallacious to look for 1:1 correlations. Causation isn't linear but stochastic. Over time, global warming --> more…",471603 +SARRC states urged to cooperate on climate change - Daily Times https://t.co/SgZobs2oz5,840316 +RT @Salon: Americans plan to fight climate change with or without the federal government's help https://t.co/YFUq3hcYlw,270413 +"RT @cooperhewitt: Tomorrow 6:30pm, meet 3 designers whose collaborative projects address social, economic & climate change challenges…",666499 +It just absolutely blows my mind that in the year 2016 there are still people who don't believe in climate change. How can you be that dumb?,934904 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,750005 +RT @GlobalGoalsUN: Protecting people & planet are at the heart of the #ParisAgreement on climate change. @UNFCCC's @PEspinosaC explain…,370595 +"RT @Jamienzherald: How did climate change ever become a 'Liberal' issue? Storms, drought & ocean acidification can't really distinguis…",93511 +"RT @Dick_Trenchard: 'Whenever you produce better for less...that is climate change' Feeling inspired by Martin Frick, FAO's climate head @c…",389325 +die everyone yall useless piece of crap causing global warming dogs are better,285464 +"RT @PeteButtigieg: When the EPA head does not understand climate change, it endangers American communities--not just on the coasts, bu… ",537960 +China to Trump: We didn't invent climate change and it's no hoax https://t.co/M2wfxrfUbl https://t.co/MxIAnpvfxG,523402 +RT @nytimesbusiness: Hundreds of American companies are pleading with Donald Trump not to abandon gains made to mitigate climate change.…,453346 +RT @ChristopherNFox: 'China has already wrestled the mantle of leadership on #climate change from the United States' https://t.co/MIcq0BVaT…,286755 +"RT @IGG_NL: UN climate change conference COP22 is kicking off in Marrakesh, Morocco - it's #ActionTime! Follow the Dutch delega…",735544 +RT @matthaig1: I think if people want to ignore the science of climate change they shouldn't have access to the science of nuclear weapons.,737829 +RT @alessiacara: someone put my song on a spotify playlist called “global warming is real… let’s dance.” dance for a cause amiright https:/…,866869 +"In interviews, Trump's EPA pick questioned climate change, said Obama EPA rules would be undone… https://t.co/zS8Z1hG6NU",887135 +"RT @steph93065: Angela Merkel characterized climate change talks with Trump as “very unsatisfying.” + +The fact that she is not satisfied is…",539693 +RT @Achapphawk: Money won't matter here when the United States is under water due to climate change. https://t.co/xQmwg05Zm6,912791 +"RT @evanasmith: New study says if zero done on climate change, TX will lose up to 9.5% of its GDP per yr beginning in 2080 https://t.co/3nf…",32937 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,607228 +RT @austincarlile: Maybe all of you that don't think climate change is real will disagree with this one too: https://t.co/qYAyKysi84,678005 +New global database of #trees affirms: greater protection of #forests is needed to slow the pace of global warming. https://t.co/wgwriN47I7,547998 +@GOP Keep Denying Climate Science. #Idiots. Did climate change intensify Hurricane Harvey? @yayitsrob reports: https://t.co/hFSCeoY4u3,111384 +RT @ngadventure: This photographer spent most of his life watching Arctic climate change. Here's what he's learned. #MyClimateAction https:…,135862 +RT @GreenpeaceUK: World's biggest oil firms announce plan to invest basically no money in tackling climate change…,585961 +"@hockeyschtick1 Failed theories; the greenhouse effect, global warming, and climate change. The computer models don… https://t.co/DM4XkJNQPW",851295 +RT @IoneIy_night: just bc the US is in ruins doesnt mean god is coming. we aint the center of the universe. focus on climate change.…,876430 +@elliegoulding your music sucks and global warming/ climate change is a myth,161949 +"RT @ProgressOutlook: Scott Pruitt, who heads the EPA, doesn't think carbon dioxide emissions contribute to climate change.",265741 +"@RealJamesWoods Nah. Love her, but she's a global warming believing feminist.",469560 +RT @jne0908: @LIBShateSARCASM the scientific community that climate change is increasingly ruining the environment. Species are dying off a…,625147 +#GlobalBusiness 11 ways to see how climate change threatens the Arctic https://t.co/4VkHoaTuKy #HubBusiness #WEF https://t.co/zC5SDjgy96,843557 +"Humans causing #climate change up to 170x faster than natural forces, scientists say https://t.co/uWqeKhCYfS #anthropocene",246532 +"RT @DrJillStein: The #GreenNewDeal: +👷ðŸ¾ Jobs for all who need work +☀ï¸ 100% clean energy +🌎 halt climate change +✌ðŸ¼ wars for oil obsolet…",397532 +RT @thehill: Conway attacks CNN anchor for bringing up climate change during hurricane relief effort https://t.co/36rwEsEJIs https://t.co/m…,363915 +RT @csmonitor: How climate change dried up a Canadian glacier river in a matter of days https://t.co/l04LNgtYL4 https://t.co/EE4e4YdzOh,535584 +"RT @perfectsliders: Scientists Changing Temperature Data to Make It Hotter, adjustments responsible 4 the global warming shown by 3 separat…",195696 +"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",432742 +RT @NPR: Internet outcry after new policy action items replace topics like climate change & LGBT rights on White House site https://t.co/oR…,45471 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,147931 +Neenah boycotted global warming and is staying under 30 degrees in protest,351920 +List of excuses for ‘The Pause’ in global warming https://t.co/DRKPhClB66,728240 +Rick Santorum: I have ‘concerns’ about Rex Tillerson over climate change https://t.co/XdOcOr6Ghu https://t.co/momQijOvYR,15379 +RT @DavidPapp: China may leave the U.S. behind on climate change due to Trump https://t.co/rEB0oyEdVt,138964 +RT @Patbagley: Cartoon: If the media covered climate change the way it covers Hillary's email https://t.co/B93ZlKMkrp via @fusion,406562 +"RT @vanbadham: 'The meaningful issues Trump ran on.' + +Like claiming climate change is a hoax perpetuated by the Chinese? + +The Gree…",673979 +EPA head Pruitt: Paris climate change agreement 'all hat and no cattle' https://t.co/sYMAD0NlNm,6599 +RT @vicenews: Donald Trump’s unlikely climate change foe: corporate America https://t.co/PaCuRTkF8R https://t.co/lmWHU1xLmO,3316 +"RT @Acclimatise: Source of Mekong, Yellow & Yangtze rivers drying up - what is the role of climate change? https://t.co/pWx5AvPzFR https://…",963207 +"RT @SafetyPinDaily: “Wayne Tracker”: As ExxonMobil CEO, Rex Tillerson used an email alias for discussing climate change | @taylorlink_ +htt…",292792 +"RT @Brunothegrape: For the first time on record, human-caused climate change has rerouted an entire river https://t.co/CQkY1HCq8T https://t…",715826 +To me that would interfere in climate change for the worst. This is probably what climate change monies r all about… https://t.co/hZgfFQqjeD,901330 +"RT @nytimes: World leaders are moving forward on climate change without the U.S., declaring the Paris accord “irreversible” https://t.co/nb…",658591 +"David Attenborough on climate change: 'The world will be transformed' + +https://t.co/noj8qaAM63",700745 +"RT @ABCPolitics: .@realDonaldTrump vows to cancel 'billions' in climate change funds to UN, adds 'I'm an environmentalist' https://t.co/P1H…",684686 +@KaldrKate @OathKeepersMO @AVestige1 @lsarsour Ahhh ... more 'corrected' data? You do the same with climate change… https://t.co/qdAe2c2nih,585044 +"RT @dsquareddigest: Like climate change, there's no 'debate'. There's no interesting questions, it's just that some people don't like t… ",72912 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,292080 +"RT @tveitdal: With Trump as president, China—China!—will be the world’s biggest champion of fighting climate change…",775106 +"RT @SenSanders: Yes Mr. Trump, climate change is a 'hoax.' It was just a haphazard occurrence that that 13 of the 15 hottest years… ",429183 +"Global climate change has already impacted every aspect of life on Earth + https://t.co/sEqCQ9s6N3",79809 +RT @SallyDeal4: #EPA #Trumplies #EPA #ClimateChange Why Trump's EO on climate change won't help coal miners. It's abt OIL! Conjob! https:/…,710041 +"Trump’s chief strategist is a racist, misogynist, #climate change denier. We must #StopBannon. Sign on & share: https://t.co/3qnpAmN7DH",359322 +"Putting climate change deniers aside for now — even if you say after Trump’s over they can sign again, the momentum will be lost.",558178 +"RT @SenSanders: We need a cabinet that will take action to combat climate change, not deny that it exists and is caused by human ac… ",883974 +it's 7:07am and i have been crying for 25 minutes about polar bears losing their habitat because of global warming... happy thursday,796425 +Now Hollywood understands the impact of 'Climate Change' ....As we wait for those low budget movies on climate change ..,792125 +We are screwed if we don´t stop climate change,603149 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,412743 +RT @TheDemocrats: Trump's nominee to lead the EPA thinks his opinion on climate change is 'immaterial.” https://t.co/IEF2mC5LX0,899120 +The Muslim Mayor who said climate change is a bigger worry than ISIS. The same mayor who said big cities just have… https://t.co/d8elZ1NKHW,77176 +"RT @PopSci: If you live in the South, climate change could kill your economy https://t.co/JERitlWhug https://t.co/N23dWj0w6x",48054 +"RT @rvlandberg: In break with Trump, his pick to lead the Interior Department says climate change is no hoax https://t.co/CmcQGwrN9u via @b…",744133 +"RT @miel: one of the BIGGEST contributors to global warming is animal agriculture, specifically cattle. you can help by reducing beef & dai…",792380 +RT @CAFODSchools: 'I have seen with my own eyes the realities of climate change.' Here's Sophie's new blog from Ethiopia:…,450463 +"RT @mitchellvii: Phoenix just broke a heat record set in 1905! OMG, climate change! But wait, so it was just as hot in 1905? Sounds more l…",923478 +RT @brhodes: Some of us have children who live on planet Earth and would like it to not be ravaged by climate change https://t.co/q8nM0Kd1Df,825217 +@BigJoeBastardi This past week the left have been on a rampage over climate change. A full stop campaign. I wonder… https://t.co/KWKFecDjkW,92054 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,455204 +"@jenniferx007 Exxon has known about global warming since 1960's and part of their plan is to have genocide which + M… https://t.co/p9ub94Kfs2",166549 +RT @PatriotForum: Global warmists brace for snow dump on climate change narrative - #News https://t.co/uiTFZAahs9,864815 +RT @guardian: #GlobalWarning: 97% of academic science papers agree humans are causing climate change https://t.co/3n8F5fS2EE https://t.co/O…,736961 +When will people understand this about globalism & not global warming. Enlist ----> https://t.co/rRZgBcCxBO. Act!! https://t.co/sQACOxm7kl,495799 +"RT @whomiscale: ahem, ahem, [coughing on smog] sorry. anyways, global warming isn't real",988766 +"RT @verge: Fighting climate change isn’t a ‘waste of money’ — it’s a good investment +https://t.co/NtdNw19oRZ https://t.co/jMjkrzk0ko",440864 +@IkedaKiyohiko What would it be if there's anything we should be more concerned about the earth other than global warming?,7273 +Know anyone in need of a climate change denial “vaccine”? Hint: initials are DT https://t.co/nq90dd85vT https://t.co/tC5KFs4rsx #ClimateC…,114016 +"RT @impressivCo: @SenSanders Let's not forget that climate change is real, no matter what we hear in the media. Save our planet! https://t.…",713565 +@tinycarebot what if u afraid that nature is getting fucked up by global warming,713129 +"RT @UberFacts: President-elect Trump has selected Myron Ebell, a climate change skeptic, to lead his Environmental Protection Agency transi…",681654 +@tzeimet21 sounds depressing. 8/10 would recommend taking a 3hr class for a month about climate change bc we gotta save earth but also hw://,633587 +"RT @summerbrennan: Graham openly supports climate change science, and is vocal about defending it. https://t.co/V1hhU9578q",489731 +RT @SenSanders: Join me tomorrow on Facebook Live at 11:30 a.m. EST for a conversation about the movement to combat climate change…,71236 +RT @Fusion: 'Do what you can.' Actor and climate change activist @MarkRuffalo gives tips on how to become an engaged ally: https://t.co/2uc…,954902 +"America’s youth are suing the government over climate change, and President Obama needs to react - Salon https://t.co/z41TXOysfW",608676 +RT @Vaptor365: @GDamianou @ccdeditor It's not climate change. It's global warming. Or maybe it's something else now? Like huge BS?,841621 +@StJohnsTelegram It's amassing that anyone can remotely entertain the idea that we do not need to sit up and pay attention to climate change,938387 +"At the DOE's climate office, words like climate change, emissions reduction and Paris agreement are not welcome… https://t.co/dhzQgtows0",96791 +"RT @joanjuneau: Despite Trump’s threats, Obama administration announces bold plan to fight climate change https://t.co/4juWMHxTob via @Huff…",336255 +"RT @GaryLamphier1: It's not about climate change, it's about $: Vivian Krause on the US players who fund the anti-oilsands crusade: https:/…",654234 +RT @Varneyco: Eminent Princeton physicist says climate change scientists are 'glassy-eyed cultists'.. who will potentially harm t…,568095 +RT @nytclimate: The NYT obtained a draft federal report on climate change that sounds the alarm on warming. Will Trump release it? https://…,297199 +RT @NRDC: 'Our children won't have time to debate the existence of climate change. They'll be busy dealing with its effects” —POTUS #ObamaF…,63520 +Corals tie stronger El Niños to climate change,146672 +"RT @ardenrose: I can't believe anyone thinks climate change isn't real. You have to be either very stupid, or in the pockets of big busines…",156613 +RT @NPR: Honduras ranked No. 3 in the world on the list of countries most affected by global warming between 1996 and 2014. https://t.co/wE…,209688 +"What do you think? +George Monbiot suggest we say 'climate breakdown' instead of ''climate change'. We've been... https://t.co/ftWRXGTzUo",233240 +"RT @etonmessuk: You can draw a Venn diagram that links anti-feminists, climate change-deniers and people who voted for Brexit #nomoreboysan…",635250 +"RT @iansomerhalder: VOTE VOTE VOTE!!!! +;) VOTING for a candidate that believes climate change is a hoax is the… https://t.co/kaLLCio8eo",818370 +"RT @Tomleewalker: its not like 'oh, my grandma doesn't believe in climate change'- the man in the highest position of power in the globe do…",250804 +RT @WorriedCanuck: Hey Al Gore what the hell happened to global warming? We're going into an ice age U lying prick. How much R U worth…,472432 +RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,526619 +RT @petefrt: Confirmed: NASA invented global warming by tampering raw temperature records. https://t.co/9on0KbSwnI #tcot #p2 https://t.co/6…,932140 +RT @OCTorg: Fed court has ruled rights of @octorg youth threatened by climate change. Help them proceed to trial!…,678223 +RT @Dali_Yang: U.S. cedes global leadership role to China on fighting climate change. https://t.co/clLImNOHQ2,499800 +RT @hfairfield: China's coastal megacities — which grew from small towns in the last 30 years — face megafloods from climate change…,94093 +"Some customer: The weather outside is so weird!! It's hot!! +Me: yeah, climate change has affected us +Them: Maybe + +The fuck?? Maybe?? No BIH",975989 +Rise in Arctic Ocean acid pinned on climate change https://t.co/7NvfHCXgli,546488 +RT @kaatherinecx: we need to do more about global warming �� https://t.co/xMvskSJUXK,823328 +It's 90 degrees and dry as your skin leather bound skin @realDonaldTrump . This ain't no hoax this is global warming,83230 +RT @libbyliberalnyc: Explain to him there is no such thing as climate change. https://t.co/wQ8AotlL4Y,613657 +RT @ReutersUS: JUST IN: EPA chief Scott Pruitt disagrees that CO2 is primary contributor to global warming: report https://t.co/bVPVRkaYpY,465639 +RT @hockeyschtick1: In light of recent events – a possible United States climate change action plan https://t.co/Kd83HwgkGX,37735 +RT @vikramchandra: After a complete 19-1 isolation on climate change? #MakeAmericaAloneAgain. https://t.co/AMycDZOZUi,508126 +Please RT #health #fitness Is it too late to reverse global warming&quot; This is what scientists have to...… https://t.co/OPo688QxBs,338723 +"RT @SenBobCasey: 300M children breathe highly toxic air per @UNICEF report, we must act on climate change - https://t.co/KtIX5FdAN2",216769 +"RT @faaitthhhhh: Facts: There are 2 genders, global warming is made up, the pay gap isn't real, women have equal rights, guns save lives &…",924616 +"RT @SenWhitehouse: How do we know climate change is real? Just take a quick, 5-minute look at what’s happening in our oceans. https://t.co/…",128444 +Who knows what Trump could mean for global warming 😱😰,781378 +@realDailyWire @DineshDSouza 'Do as I say but NOT as I do' seems to be the theme for these climate change lovers #Gore #mattdamon,161766 +RT @CloudN9neSyrup: if global warming isn't real then explain this https://t.co/VSrczpUQKs,629937 +RT @AnonyOps: CDC’s canceled climate change conference is back on — thanks to Al Gore https://t.co/KadaCwSWEr #resist,448114 +RT @MikeBloomberg: #ClimateofHope is out today – read the preface to see why we're optimistic about the fight against climate change:…,337455 +"You want climate change? +I will melt the earth. +You want love? +I will melt your heart.",928110 +RT @Reverend_Scott: how can climate change be real when we still have ice cubes?,348665 +RT @vegan_mum: 'Trump’s position on [climate change] is disgraceful…totally ignorant…we’ve got to make him change'—Bernie Sanders https://t…,925085 +"@KimHenke1 @EPAScottPruitt Al Gore made millions of dollars on Ozone fear, now it's global warming; Al Gore want more money, carbon Credit!",350345 +RT @NRC_Norway: We hope to see concrete actions to reduce loss and damage associated with climate change from the #COP22…,255901 +RT @brevamo: The world turns off the lights for Earth Hour to raise awareness of climate change #EarthHour https://t.co/iUaCsQlsAw #earthho…,798119 +"RT @Bentler: https://t.co/5TvARPUmgh +Meet 9 badass women fighting climate change in cities +#climate #women #women4climate https://t.co/1Y2A…",649555 +Has anybody seen Before the Flood? It's really good. Leonardo DiCaprio Documentary about global warming/climate change. 👌ðŸ¾ðŸ‘ŒðŸ¾,678457 +"RT @ClimateChangRR: Schwarzenegger and Macron team up to fight climate change, troll Trump in video https://t.co/mKwQXIHFwS",127945 +"RT @GreenPartyUS: There's only one political party calling climate change what it really is. + +An emergency. 🚨 + +#VoteGreen2016✅ https://t.…",306053 +"@jaimessincioco Sad to say, Caribous are starved to death in the environment that are being effected by global warming of recent years.",429997 +RT @9GAGTweets: Solution to global warming https://t.co/zhELRBsDYC,84686 +"RT @12voltman60: @fernando_carm @newburnb @VICE +That's nice. Before the libs branded it climate change it was better known as weather.",178031 +@POTUS Why is your administration curbing efforts to prevent climate change regulations? I'm dumbfounded at your decisions Mr. President.,433817 +"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",727081 +#TAKE2forVic – I've pledged! - All Victorians can TAKE2 to act on climate change. https://t.co/zfnB0JY2yS So Children Can Breathe. Please,92555 +RT @karstnhh: https://t.co/xnx3XpxLxv Squid are being drawn into UK waters in large numbers by climate change--similar phenomenon reported…,736073 +RT @350: The only hope to save the world's coral reefs is to take immediate action to stop climate change:…,684291 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,208436 +Why do people trust the government to manage climate change when they couldn't even manage the national debt?,631966 +SpaceX will launch a satellite for NASA to monitor climate change in 2021 https://t.co/oajivdbsNt https://t.co/3wK4sBXUdL,632170 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,552169 +RT @anhz00: 'if global warming isnt real then why did club penguin shut down' https://t.co/jsDSPBYrQF,700411 +RT @climatelinks: Limited access to clean water as a result of climate change is among the greatest threats to human health in #Jordan http…,398682 +#Science #Cool New research suggests a carbon tax is the most economic way to tackle climate change. https://t.co/AxdMCzUE1R #Tech #Retweet,864408 +RT @afreedma: EPA chief says more 'debate' is needed before concluding CO2 is main driver of global warming. Uh....…,791122 +"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",311939 +Coalition of 17 states challenges Trump over climate change policy | The Guardian https://t.co/jP1bE9o2hi,212992 +RT @pewinternet: Many Americans expect negative effects and life changes due to climate change https://t.co/wWU4tRqkZa https://t.co/0riYM8D…,439770 +RT @iyadabumoghli: The map that shows who climate change really hurts https://t.co/zUZfeHk3AN,888670 +RT @IfHillaryHad: DAY 73: Signed new climate change legislation. Told McConnell to fuck all the way off. Sent Bill out to tend to the White…,246648 +RT @PaulEDawson: The science of climate change is leaping out at us like a scene from a 3D movie. #climatechange #KeepItInTheGround…,52909 +"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",185340 +"RT @ddale8: Former Trump advisor Stephen Moore says on CNN that the election was a referendum on the global climate change agenda, which is…",954861 +RT @ISETInt: Mapped: How climate change affects extreme weather around the world | Carbon Brief https://t.co/uKsOSldnKF https://t.co/DZrOuo…,312141 +"RT @NRDC: Sorry President-elect, climate change is not a Chinese hoax. #ActOnClimate https://t.co/WGpX51ooBB",779676 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,501230 +Sea levels 'could rise higher than a three-storey building due to climate change' https://t.co/ECDkFEtUFr,655913 +RT @thebradfordfile: EASY TOM: There's only one Al Gore! He's got cashing in on 'climate change' down to a 'science.' �� https://t.co/fXC24E…,869690 +"RT @Trvmpepe: If global warming was real it woulda sank my shitty state by now. Yet, CA is still here + +#thefive",692291 +RT @ajplus: Arnold Schwarzenegger has lots to say about climate change and President Trump. https://t.co/f8CENxjfXR,7733 +RT @papiwilber: what the fuck is wrong with people and not believing in global warming,323305 +"RT @wurlyburgh: Theresa May now keeping company with Trump's notorious climate change denier Myron Ebbell + +https://t.co/Q8PabM7Bsv",522534 +Someone tell @realDonaldTrump to get busy. Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/RJCiqWWOPx,255257 +RT @idiskey: So most farmers are facing failed crop this season. Irrigation in light of climate change should be a national agenda.,342294 +Probably the scariest thing you'll watch this Halloween. Leonardo Di Caprio's climate change documentary https://t.co/yOYFB5Oi2P,336712 +If only climate change voted. https://t.co/orQRpawt7m,847143 +New post: Computer models show how ancient people responded to climate change The findings could help us de https://t.co/Ik7ZX6JPPY,958883 +"RT @SimonBanksHB: 3 years into LNP's energy & climate change policy, what have we got? +* higher prices +* more blackouts +* less investment +*…",32011 +@cristinalaila1 @AlwaysRedPillin global warming being caused by humans is a hoax. Lol the rainforest make up 90% of greenhouse gasses.,645444 +RT @Imusually: @PolitiBunny @smartgirls4gop @PersianCeltic too fn funny. Ahole macron blames terrorism on climate change. ice cra…,591370 +RT @KevinHurstLIVE: Y'all want climate change but yet most of you chomp down on the number one thing causing pollution...meat!,921487 +"RT @GovInslee: The West Coast will continue to lead on stopping climate change, and more clean power is a big part of our efforts. https://…",213184 +"#WorldNews Half the melting Arctic sea ice may be due to natural weather cycles not global warming,…… https://t.co/1Y0qSeUOfR",191035 +RT @wef: Why China and California are trying to work on #climate change without Trump https://t.co/TR0b9sg1ck https://t.co/7NIMEcsgRE,486019 +RT @chicagotribune: EPA Administrator Scott Pruitt denies climate change science and angry Americans are flooding him with phone calls…,967576 +"Architects in Florida aren't debating climate change. They're debating how to build for it. + +We don't have time... https://t.co/bG8LUmYQwB",485397 +RT @latimes: Another consequence of climate change: A good night's sleep https://t.co/JX3JPjfgr0 https://t.co/Kicscs4La4,274091 +One thing that is scary is Trump doesn't believe in climate change.....is not a belief it's a fact,971373 +RT @earthhour: Your photos hold the power to tell inspiring stories behind our fight against climate change. Join our Photo Quest:…,80530 +"Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges… https://t.co/sN0TaTXrn2",441388 +A century of climate change in 35 seconds https://t.co/bSSowB62Sd,219687 +I’m joining millions of people to show my support for action on climate change. Join me and sign up #EarthHourUK https://t.co/q4qzhSIbUJ,589095 +RT @roche_casey: @1401bonniek @SteveRattner @nytopinion disbelief in global warming and overall personality.,717337 +Mashable: Stephen Hawking has a message for Trump: Don't ignore climate change https://t.co/SGca3gKY1V,309919 +RT @allyjworthy: some still wanna say global warming is a hoax 🤔🤔🤔 https://t.co/NAfeDE4f4I,624761 +"RT @hale_razor: One hurricane proves climate change is a threat that will kill us all, but a 12-year gap since the last major one h…",538959 +"RT @wilw: Trump's gonna accelerate Earth's destruction by climate change, but a few jobs in a dying industry will temporarily come back, so…",933506 +RT @Voice_OT_Orcas: Overfishing could be the next problem for climate change - commercial fishers in jeopardy https://t.co/w3uVwVT3uo http…,255735 +RT @IOM_ROSanJose: 2016: IOM meets the people of the Carteret Islands clinging to their homeland affected by climate change.…,960885 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,547227 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,955114 +RT @PrisonPlanet: Trump to pull U.S. out of anti-western Paris climate deal. Good. Man-made global warming isn't a thing.,490235 +#Teens sue United States over #climate change; ask for Secretary of State’s #Exxon… https://t.co/QqIZNBQdWr https://t.co/E2jrLIwj08,30625 +nytimes: A majority of people agree that climate change is harming Americans. But they don't believe it will harm them.… …,344466 +"RT @dougsimply: Two great legends coming together, to inspire the masses about climate change. Terrific. +@zachbraff @BillNye…",352351 +but..... how................. the fuck do you deny global warming? HOW ARE THE BEES DYING MOTHER https://t.co/ftxa7hdmVA,91361 +RT @SierraClub: Trump’s EPA pick recently called climate change a ‘religious belief’ https://t.co/bYMG7NCdFw (@ngeiling) #pollutingPruitt,644448 +45 is undoing everything President Obama to protect our environment. He thinks climate change is a hoax It's not. H… https://t.co/QqW6A7DeZh,321910 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,294122 +Storms linked to climate change caused more than £3.5m worth of damage to UK cricket clubs… https://t.co/9LUrHklaXq… https://t.co/CIVkBoBd0Z,502744 +@ezraklein @MichaelEMann Scientists don't 'believe in' global warming. Can we say they recognize it? Acknowledge it? Discovered it?,450547 +@SamSeder i guess we should just give up on climate change now since we're not even gonna try. its over. the world is done.,952430 +"RT @TheEconomist: Some environmentalists now see businesses as allies, rather than adversaries, in the fight against global warming https…",917415 +RT @WWF_Australia: Scientists discover coral species that may be resistant to climate change-induced bleaching: https://t.co/oXXJtNSoak Via…,546639 +"RT @annetrumble: Civil rights, climate change, and health care scrubbed clean from White House website. Not a trace. https://t.co/Nc9zNIyN3d",498408 +RT @RealMuckmaker: EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/oRBKk3Pagk,19737 +@kylegriffin1 @thepoliticalcat EPA top priority is scrubbing 'climate change' from its website and documents. Super… https://t.co/vcsaNs7t2p,89008 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,401448 +According to Taylor apparently global warming is entirely my fault,117558 +"RT @bradplumer: Even before Trump, we were falling far short of stopping climate change (or anything close to 2°C). So any deceleration is…",713838 +RT @ClimateChangRR: Experts list out challenges in agri sector due to climate change https://t.co/OoKC7N2heP https://t.co/XvPfRsw8i2,52888 +RT @violentkittie: @nicmyhipsdntlie @neiltyson Other countries ackn climate change & are greener than US. But US is one of top CO2 polluter…,692934 +"With climate change, Trump may send the USA on a one way ride to true and permanent decline.",211232 +"@mgurri + #navydronechina +#SouthChinaSea + +#China cures global warming + +https://t.co/LHcq2AKiTF + +@realDonaldTrump +#gotthecodes +#MAGA",738012 +RT @nytpolitics: Trump has called climate change a hoax. Now he has the chance to destroy efforts to beat it. https://t.co/xLSRpq99zr https…,430717 +"RT @iansomerhalder: VOTE VOTE VOTE!!!! +;) VOTING for a candidate that believes climate change is a hoax is the MOST dangerous person to…",429013 +"Niggas asked me what my inspiration was, I told em global warming, you feel me? #Cozy",622733 +"Re-imagining energy supplies', but not a word about global warming - utter lack of vision https://t.co/PqVQscZib5 via @BBC_Future",175296 +EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/FliJkNboaB 😞,208540 +"RT @DrCraigEmerson: Until youse people at the ABC point out the positive side of racism, bigotry, sexual assault & climate change denia…",341637 +RT @thehill: Scientists to Trump: You must act on climate change https://t.co/ZGtSAkC9IM https://t.co/9eFdqg7fAi,980407 +RT @bridgietherease: Seeing a lot of people confused re: #OrovilleDam & climate change. Drought in late summer + flooding rain in spring wi…,747972 +The world will fight climate change with or without the U.S. – Kofi Annan https://t.co/whnHXlViGt https://t.co/UmKNdJbdbP,10675 +"RT @VanarisIV: If global warming isn't real, why did club penguin shut down?",413483 +"Westpac's new climate change policy is bad news for Adani's Carmichael mine in Queensland #noadani +https://t.co/iPiLo10YYt via @abcnews",492601 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,440868 +"RT @SteveSGoddard: 3 different civilizations were wiped out by climate change in Greenland, over past 4,000 yrs +https://t.co/aluNa551Wk htt…",179308 +Idk what global warning is but global warming is real https://t.co/3DUQsUvdrh,850302 +@CNN there's a link between climate change and BS ��,994884 +"There will be no funding nor discussion of climate change in the Drumph administration. Meanwhile, #Trujillo, Peru… https://t.co/o8aYUjwlq6",280069 +"#dumpTrump ... by denying climate change, Donald and his team of Delusionals have declared themselves the enemies... https://t.co/fPPiCnOJB4",225213 +RT @TR_Foundation: Is climate change driving #childmarriage in Bangladesh? How can we fight back? https://t.co/PvMWW94OnG #climate…,383465 +"#Manifest US investors, companies back Paris climate change agreement. Read Blog: https://t.co/3d6jNVT1gu",495245 +"RT @TIME: The U.S. is already feeling effects of climate change, report says https://t.co/RYNdA1xfYs",457142 +The case for optimism on climate change https://t.co/keP9ltqDXf,918082 +RT @ICRW: Great read: #Indian farmers fight against climate change using 'secret' weapon: Trees https://t.co/nLuRIhOQ2p,850665 +"RT @timkaine: If Scott Pruitt rejects science on climate change, I suspect he will ignore other science as well. I will oppose hi… ",119798 +@Garrett_Love Damn global warming causing snow!!,197624 +RT @lologarcia1047: @willpbassett you think global climate change is pretty?,419286 +RT @nature: Endangered African penguins are at risk from overfishing and climate change #ResearchHighlights https://t.co/d07jZUBcVM,66539 +RT @nijhuism: The nat'l parks and climate change photos by @keithladzinski for @NatGeoMag are haunting + freaking gorgeous…,937594 +Geez: the question about hacking was okay but apparently @TeviTroy needs 'more evidence' about how serious climate change is as a disaster.,458056 +"RT @AntisocialJW2: Postmodernist gender studies journal publishes hoax 'The Conceptual Penis' blaming penises for climate change +https://t.…",391586 +"Today, one assures client that global warming is just a hoax used as a ponzi scheme to line Al Gore's pockets! MORE PROOF EVERYTHING IS FINE",537905 +RT @GadSaad: Oh yes. @billnye & @sensanders having a chat. Let me summarize: All ills are caused by climate change. Everything s…,940773 +RT @spaculor: President Trump 'dangerously wrong' on climate change: @JeffDSachs https://t.co/HV16CHKHPe,63636 +White House calls climate change funding 'a waste of your money' – video https://t.co/COb0bThso8 https://t.co/MPEhzYRqVs,350290 +"Fuck if climate change 'is real'; glaciers are melting, water level is rising. If this is occurring naturally, we're still all going to die.",399262 +RT @Dory: Literally every state knows this struggle it's called global warming https://t.co/07hzXOZI4R,879570 +next you're gonna blame oil companies for global warming!' 'yes because they are to blame' @caroisradical https://t.co/qN3UUEZpKA,242644 +Obama administration gives $500m to UN climate change fund https://t.co/LLX77PQg3p,360419 +"@icarustrash and he appointed someone who does not believe in climate change, planned parenthood AND funds conversion therapy for LTBG+",702569 +"RT @SteveSGoddard: - @NASA has tripled global warming since the year 2000, during a time when satellites show no temperature increase.…",195816 +"RT @Realityshaken: Trump doesn't understand, or care about, climate change, Paris Agreement, or the future. #parisclimateagreement +https:…",757711 +"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",927763 +RT @NRDC: Scientists say that human-caused climate change rerouted a river. https://t.co/WdOSrwiGzF via @grist,709644 +"I know the @WhiteHouse deleted pages pages on civil rights, LGBT rights & climate change today, but who deleted the… https://t.co/mF5DRzgnHN",713965 +"Help scientists understand how cicadas are responding to climate change. +https://t.co/Fa9oOs3QJY",645834 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,917740 +"RT @NannanBay: Still in chaos. + +Wife of Liberal Party powerbroker quits over lack of action on climate change https://t.co/d8GNkVWKmp via…",102859 +"Professor examines effects of climate change on coral reefs, shellfish https://t.co/K67r7v7mWB",302987 +@exxonmobil how about climate change study suppressions / misinformation what about that?,533731 +RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,989796 +"RT @evanhalper: Trump seems ready to fight the world on climate change, and it could cost the U.S. https://t.co/FNH9fYR3FA",998974 +"Business as usual then? +EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/8QGUcg8aZ0",238041 +UN: Paris deal won't be 'enough' to avoid worst effects of climate change https://t.co/r1aQSSGZQU via @HuffPostGreen,849413 +#College Academics urge Trump to endorse Obama climate change policies https://t.co/36XuQivadC,277751 +"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",42975 +RT @LFFriedman: Trump reportedly taps Rep. Pompeo for CIA. For a sense of whether he will consider climate change a national securi…,243718 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,993297 +"RT @SkipperClay: Hey Florida, if you go trump, and trump ignores global warming, and the ocean EATS YOU, YOU HAVE NO ONE TO BLAME BUT YOURS…",162328 +"RT @hboulware: To be clear, if you lecture me about the dangers of climate change and then deny a human fetus is human I’m going to mock yo…",341635 +RT @andrea_illy: Coffee must adapt to climate change and requires industry wide coordination. https://t.co/RvbFcU3cR8,650311 +RT @CarnegieEndow: Join us in DC on June 21 for a discussion on combatting climate change through innovation: https://t.co/laeHNDc3IZ…,244956 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,203918 +RT @BroHumors: if global warming doesn't exist then why is club penguin shutting down,474921 +@missdanascully we're all gonna die bc of global warming i need to drop school and travel,111066 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,706768 +"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",701078 +RT @PlanB_earth: @GeorgeMonbiot See it and believe it George - Trump demands action on climate change for humanity and the planet: https://…,469942 +RT @SenGillibrand: The @EPA must be our first line of defense in protecting air and water and combating global climate change.,396077 +".@NeilGrayMP Congrats on being elected. Please don't let the DUP call the shots on sectarianism,abortion, gay rights climate change #DUPdeal",930734 +RT @mailandguardian: Fynbos and climate change: A relationship where South Africa's famous ecosystem is losing out.…,769160 +@carriecoon And there is just a general bias problem because these scientists NEED global warming to exist in order to get their funding.,324 +RT @ClimateRealists: Christopher Booker: It’s the facts the BBC leaves out about climate change that are important…,685392 +@Artistlike @BenSaunders @DrJudyStone Much like climate change! People don't think it's real until their standing in the Tsunami! Stand Up!,195255 +I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/FQTRmp06h5,132265 +RT @JuliusGoat: I hope we're all getting used to the idea that climate change is real and real challenges are worth facing together.,232617 +I love how some petitions on https://t.co/Dme1CozA7L r like 'fight climate change' & others r like 'bring back my fav Panera sandwich!1!!1!',671491 +"Growth rings on 500-year-old clams reveal 'hugely worrying' evidence of #climate change +https://t.co/Lz8MqYnX6J… https://t.co/flNEs8WLYf",24200 +@samsheffer Oh you know a little thing called global warming.,670870 +"Imagine the 8th grader learning about climate change in science class, and asking the teacher how the government is fighting it.",187081 +RT @thinkprogress: Repeat after me: Carbon pollution is causing climate change https://t.co/9OsnNl6nGe https://t.co/pNxMXvRzB5,740680 +RT @VoxNihili86: @annepearl1 @CNN @AKimCampbell Pervasive willful ignorance. They think God would never allow climate change as a co…,183014 +"@the_geographer I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/5FRPWXpvU7 ?",1002 +Yep. The exponential phase of climate change starting to show. https://t.co/qTrKuNMVy3,437581 +I swear global warming is gonna make pale-skinned people go extinct!,13562 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,525771 +"RT @Colorlines: POC who live through climate change-induced disasters can suffer from alcohol & drug impairment, traumatic stress &…",484704 +How can we trust global warming scientists asks David Rose https://t.co/siJAOSrj1c via @MailOnline,435190 +"RT @GirlPosts: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worst https://t.co…",563240 +RT @nytimes: Most of Donald Trump's cabinet and top staff have doubted that climate change is caused by human activity https://t.co/8R1mim0…,980945 +@brandonkam_3 global warming 😂😂😂😂😂😂,71688 +RT @JustinTemplerSr: @luisbaram & neither will 'fix' climate change. Closest thing that has any potential ATM to replace fossil fuels is nu…,43993 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,674237 +"RT @sugarbbnick: Happy #EarthDay from Paris Hilton, advocate for global warming https://t.co/aoMYoWKrgE",609692 +Military experts warn of 'epic' humanitarian crisis sparked by climate change https://t.co/VRo802np6O,994995 +"RT @BernieSanders: The stakes are enormously high. Literally, in terms of climate change, the future of the planet is at stake. https://t.c…",17950 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,660705 +RT @Env_Pillar: UCC Biochemistry professor William Reville calls for the media to reflect the 95% majority view on climate change…,488065 +"RT @NatGeo: In recent climate change news, an advisory panel studying the health risks of coal mining sites has been disbanded https://t.co…",718541 +"@GiannoCaldwell I mean you have to honest tho Gianno, his climate change denier pick for the EPA is literally a danger to every American",789782 +"there's literally no snow in anchorage, ak & some ppl believe climate change ain't real... https://t.co/oz8DqT6kLL",774504 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,942387 +No offence to climate change skeptics or whatever but it is way too hot. #LoveIsTheAnswer,913856 +RT @350: A new study shows over 1 million people have been forced to move by climate change and millions more will be soon:…,68822 +RT @pewresearch: Polarized views on climate issues stretch from the causes & cures for climate change to trust in climate scientists…,498872 +@nattbratt67 @ShaunKing and thinks climate change is a hoax,282396 +"RT @UN: There is optimism in the fight against climate change, but the best time to act is now. @WMO chief explains more in…",607114 +I'm waiting for Trump to appoint a climate change denier as head of EPA... oh wait @AGScottPruitt https://t.co/8CpyvPkfKu,293524 +@ajplus can this be contributed to by climate change and global warming? I think this has a direct correlation.,67727 +RT @ClimateReality: You don’t have to be a super activist to act on climate change. Here are four ways that anyone can make a differenc…,926215 +"RT @davrosz: Abbott/Turnbull policy on climate change and energy caused current mess, writes John Menadue https://t.co/ycqVl7YRt4 @Indepen…",237135 +RT @AbeRevere: What assholery to treat action on climate change like a cliffhanger on a 2-part episode of Apprentice. He's a moron…,13937 +..current #climate change is not abnormal and not outside the range of natural variations..' #yyz #onpoli #uk #yeg https://t.co/LdSuXnIbXx,105223 +EPA chief: Trump to undo Obama plan to curb global warming https://t.co/YMhk0bAjxf,989572 +"Stopping global warming is only way to save Great Barrier Reef, scientists warn https://t.co/0HbKWyshve",548324 +A new vision for architecture: How the Heal-Berg would be set to counter climate change https://t.co/uf1mpeWZp0 via @Pionic_org,565886 +RT @pippa_pemberton: Excellent panel on putting climate change heart of political agenda @WalesGreenParty agm @WWFCymru @centre_alt_tech ht…,319852 +RT @jb1148: Don't ever think climate change deniers are stupid.They know exactly what they're doing.Taking the money to ignore science. Pro…,958100 +RT @thinkprogress: Trump's EPA pick recently called climate change a 'religious belief' https://t.co/JOeH6LmJJ7 https://t.co/06YnhJAL2i,343719 +RT @Mariselenee: If you don't believe in global warming don't talk to me,731863 +RT @CelsaCKIC: @ClimateKICspain #CKCIS2016 rolls-royce highlights the importance of new competences addressing climate change,603466 +"RT @MelissaA_Ward: Hi, I'm Melissa! An #actuallivingscientist studying climate change in the ocean and potential solutions! Oh, and I… ",119608 +Weird how we got WWE announcer Howard 'The Fink' Finkel to write a report about climate change,692785 +RT @MarkLandler: Donald Trump at the NYT: Says he has ‘open mind’ on climate change accord https://t.co/hPSBiI6Vba,764412 +"RT @mmfa: From the Iraq war to climate change to sexual assault, the NY Times' new op-ed columnist is a serial misinformer:…",853757 +#DailyClimate Trump victory deals blow to global fight against climate change. https://t.co/xpHDbw8NxR,822612 +"RT @aliotta_joe: Dear climate change suckers! You are the butt of a worldwide joke. @realDonaldTrump + +MUST WATCH. + +https://t.co/kq4yCO0wRq",400706 +RT @EnvDefenseFund: Scientist goes at it alone on climate change to save his state. https://t.co/g48dsRH06c,506377 +"BP calls for tougher action in #climate change, e.g.carbon tax https://t.co/lt7GGCXOku",676465 +@StJohnsSE19 climate change comments from #candidates2017 https://t.co/B9z2XxgXoS,528708 +I'm loving all this sunshine and warm weather but like global warming? Lol,426419 +"RT @Greenmetrics: The curious disappearance of climate change, from Brexit to Berlin | Andrew Simms https://t.co/WnA4EQCcxC",540054 +RT @zapdawn: please hire camila cabello it will stop global warming @CalvinKlein https://t.co/vqZqhc855v,912100 +RT @guardianeco: Maine lawmaker seeks discrimination protection for climate change deniers https://t.co/Hg5jnbjEhw,274630 +Strong defense of the numerical climate models that are crucial for projecting future climate change & impacts https://t.co/KbbILrzBWZ,554174 +Donald Trump on some nut shit if he think global warming not real,905680 +RT @AJEnglish: 'Protecting the Earth's lungs is crucial if we are to defend the planet’s biodiversity and fight global warming.' https://t.…,418450 +RT @morganewill: Transformers 4 (which you probably didn't even see) cost almost 6 TIMES more to make than the actual EPA's climate change…,418141 +RT @ezralevant: The electric car 'charging stations' at the UN global warming conference are fake. They're not even connected to an…,307012 +Focuses on climate change and current events. https://t.co/qpMhiVFyYV,890324 +RT @Independent: Emergency campaign launched to convince Trump climate change is real. Failure risks 'planetary disaster' https://t.co/Vwyl…,682705 +Judge orders Exxon to hand over documents related to climate change https://t.co/O32wUaWH2t #WYKO_NEWS https://t.co/3UhSLwLvhZ,379783 +Republican who reversed his position on climate change thinks Trump will too https://t.co/tq7etbkEvq,843593 +"RT @_mistiu: The curious disappearance of climate change, from Brexit to Berlin + +https://t.co/uVBDQDMvxY",22034 +RT @Michell52640560: @dcar205 @Kimberlygmack His bank account told him to scam people with global warming!,616085 +RT @sciam: Trump's defense secretary cites climate change as national security challenge https://t.co/PGLooPiWx9 https://t.co/uzWaLPIR7s,672236 +"RT @House_Kennedy: Trump supporter: Give him a chance! + +Trump: chooses creationist and global warming denier as Secretary of Education + +No…",440264 +"RT @SydesJokes: The curious disappearance of climate change, from #Bre ... https://t.co/GjFM7jcjD0 #CleanTech #Environment #Green…",162520 +Another great animated chart of global warming up to the new record high: https://t.co/ySvkyLmccG,571452 +Rogue Twitter accounts spring up to fight Donald Trump on climate change https://t.co/s96NDOj1tp,178299 +I was like do you believe in global warming,187726 +Lots of fruitful discussions had today at the EC JRC on future directions for research into climate change risks to… https://t.co/XVBGn65JZ2,162956 +"RT @qz: With Trump as president, China—China!—will be the world’s biggest champion of fighting climate change https://t.co/vBOS2lxk6u",650239 +RT @morgfair: Scientists just published an entire study refuting Scott Pruitt on climate change https://t.co/EtNh3v8jPX,285695 +@mmfa Is there evidence that climate change regulations hurt higher economies? What about helping the third world? Is that intent or effect?,62508 +Opinion: McKenna has few allies in Washington for the climate change battle - Edmonton Journal https://t.co/SjT0OlmSSu,601101 +"RT @tattedpoc: Everytime Namjoon breathes, he slows down global warming. He re-aligns the Earth. Animals recover from extinction. Deforesta…",888833 +RT @tramarie: Donald Trump's pick for EPA Admin is a climate change denier. He's picking destroyers of our future not leaders.,452911 +"Now that Trump is gutting what little climate change regs we had, media is actng like they care. Theyve hardly coverd climate change AT ALL.",532091 +"RT @williamlegate: Is it just me, or are the climate change marches today way YUGER than Trump's inauguration? https://t.co/g63AsFsvCQ",647934 +@resisterhood read all the papers that prove global warming is real!,205997 +"RT @shannonrwatts: Experiencing the fallout from climate change in Boulder this morning. One canyon over, the #SunshineFire fed by zer…",376530 +RT @rharris334: Arnie @Schwarzenegger & Labor leader @billshortenmp to chew the fat today on renewable energy & climate change https://t.c…,491158 +"RT @umairh: US should be debating 21st century issues. Basic income, climate change, etc. Instead, rewinding to Dickens met Orwell via Leni…",670340 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,63710 +RT @statesman: REPORT: Lamar Smith visits Greenland with lawmakers to see climate change effects up close https://t.co/RrM7BHuozg https://t…,373166 +"RT EconomistRadio: Listen: Poverty, health, education or climate change: where should governments spend their mone… https://t.co/B4GHiOrXWi",123762 +RT @GRI_LSE: Mass migration could become the ‘new normal’ due to climate change warn senior military figures https://t.co/XKDqxxHP8t Via @d…,949504 +"How's is they a whole in the ozone, but the ozone is holding is all these emissions, heat & etc causing global warming?",282697 +RT @KEEMSTAR: 2017 the end of global warming. https://t.co/nzetMkYfL9,796241 +"RT @derektmead: Not only does climate change screw over the poor, it's making MORE people poor: https://t.co/MKdxy2KZgt",968995 +RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,114369 +"Prepared for the worst': Bolivians face historic drought, and global warming could intensify it https://t.co/GmHN8E8k4s",505454 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,804838 +RT @PolarBears: Action on climate change is important to polar bears and people too! #VoteForClimate in every election:…,254338 +Trump administration dismisses climate change advisory panel - CNN https://t.co/Cw3CtvPj5G,357839 +Why Greenland matters: Rapid climate change on world’s largest island will affect us all https://t.co/WiJtBlLn6e via @scroll_in,356216 +"RT @GreenpeaceAu: The Adani mine, Big Oil companies in the Bight, & non-existent climate change policies. The future appears bleak… ",27874 +RT @GenAnthropocene: So they say you can't use the words 'climate change'... We have a solution! | https://t.co/hQbdbYesai…,985071 +"If a climate change report falls in the White House, does anyone hear it? https://t.co/FouEiukFNH",718353 +"@GigaLiving @KTHopkins and the old chesnut climate change theres no ice for the polar bears, theres ice 3 miles thick by several miles long",10863 +RT @CNN: Exxon has been ordered to turn over 40 years of climate change research https://t.co/pnQPtncGd2 https://t.co/3DYO35wf78,519963 +"RT @ericgarland: How am I so confident of that? + +I'm a strategic intel analyst. Ten years ago, I was running scenarios on global warming f…",398011 +RT @CiccioRatti: @beppe_grillo Quindi non volevate le trivelle ma esultate per uno il cui vice presidente afferma che il global warming è u…,858431 +RT @voxdotcom: Only 13% of Americans know that more than 90% of scientists believe in global warming. That’s not good. https://t.co/4ecMm9M…,781976 +@RogueNASA Mickey Mouse would be more qualified. Jim Bridenstine doesn't believe in science or climate change.,647740 +News: Bangladesh struggles to turn the tide on climate change as sea levels rise | Karen McVeigh https://t.co/27DvGvMOxR,509315 +RT @IndianExpress: Eiffel Tower lit green in honor of Paris climate change deal https://t.co/zsA5cNDiGV https://t.co/gGCVrw8xB4,180805 +Ermagerd it's 70 degrees. Ermagerd it's December. Ermagerd winter wtf ermagerd global warming,153440 +"In Kansas, politics make it hard to talk climate change. “People are all talking about it, without talking about i… https://t.co/28dCsafuNt",721700 +RT @openinvestco: American Meteorological Society advises Scott Pruit to not 'mischaracterize the science' of climate change - https://t.co…,665905 +Climate denialism in action: President’s budget takes strike at those hit hardest by climate change https://t.co/v2GZseYzF6 @OxfamAmerica,425155 +RT @MSchleifstein: Are human-caused carbon emissions contributing to climate change? https://t.co/h4XsXaK76I,592618 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,604000 +"@realDonaldTrump Check out this amazing TED Talk: + +We need nuclear power to solve climate change",706419 +RT @batoolaliiii: global warming is catastrophic and needs to be taken more seriously!! that being said i wouldnt mind a snow day tmrw👀,626332 +@NolteNC @WesleyLowery @nytimes subscribing to The WaPo and NYTimes also causes global warming through cut trees and vast amounts of hot air,675525 +RT @Circa: Trump's EPA pick says his personal views on climate change are 'immaterial' to the job https://t.co/1jB10Q6xKZ via…,35335 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,879999 +"It s/n b a crime 2 discuss global warming strategies bc u don't believe they exist! Obama & Libs want it 2 b, but i… https://t.co/Mo9q7l5JWw",695422 +"Finally, Paris climate change agreement designed by crooks- #Trump is not buying this crap https://t.co/XVro1oANs1",282559 +RT @styIesactor: Polar bears for global warming https://t.co/G2T62v5YXD,347486 +"RT @kentwelve6: If you don't believe in global warming at this point, kys",237897 +Bakit parang lalong tumatangkad yung mga sunod na generation. May kinalaman ba rito yung global warming.,83693 +"RT @CNN: Polar bears will struggle to survive if climate change continues, according to a new US government report… ",434463 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,936349 +RT @simon_reeve: Even Bangladeshis – hugely threatened by climate change – search google for ‘Kim Kardashian’ in English more than 'climate…,467990 +RT @DRUDGE_REPORT: UPDATE: 'NOAA cheated and got caught' on 'global warming'... https://t.co/S3CMlsDXgl,339981 +"RT @theSNP: First Minister to sign climate change agreement with California +https://t.co/mLuHbg0IkW",998342 +RT @EcoInternet3: RFK Jr. issues warning about #Trump's #climate change policies: CNN https://t.co/0w5ltsmIvG #environment,769234 +"RT @RachelleLefevre: Pollution is the Night King, climate change is the white walkers & if we don't stop waging war against each other to f…",812406 +if climate change is real then why is it cold in my room??!!?!?! #WOKE https://t.co/48NGxQbZH6,325242 +RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,274653 +Don't listen to these liberal scientists who believe in climate change. Look up and experience this wonder for yourself #MAGA,141806 +When is the last time climate change held a title belt? https://t.co/czkjeFL0by,239144 +RT @ABC: EPA head Pruitt expresses doubt as to whether carbon dioxide from human activity is main cause of climate change.…,537273 +RT @people: .@MRodOfficial talks about the ‘ecological disaster' of climate change and how it’s affecting baby seals…,147807 +Could geoengineering be the key to curing climate change? https://t.co/4tIIGV6OXi,207974 +"Bangladesh did not cause climate change, so the country does not need “aidâ€; instead it needs compensation for the… https://t.co/ecGXgRNROP",357314 +@yywhy @LiberalJaxx @realDonaldTrump Another climate change kook speaks.,789590 +RT @climatehawk1: North Pole above freezing in sign of 'sudden' and 'very serious' #climate change | @Independent…,752831 +"RT @Alex_Verbeek: How climate change is already dramatically disrupting all elements of nature + +https://t.co/6Ltvl0Ok5i #climate…",719483 +RT @reviddiver: @DVATW @heather_venter I remember when climate change was called weather.,717031 +Great conversation on climate change and the science behind it. Pretty eye opening. https://t.co/tSWnRdypYj,744804 +RT @jp91306: @ChangeTheLAUSD @realDonaldTrump We have whoever called it 'global warming' to thank for the confusion. It is increasing weath…,912022 +"@RCheeBunker I can see you're smarter than the average bear ;-). w/ climate change, the winters here are 6 mos. lon… https://t.co/kVJVeQxU66",541124 +And people thought we would die by climate change or nuclear war... PSYCH! It's #Trumpcare!,999263 +"@mattmfm So should I defend the intelligent woman they called a prostitute, +Or the climate change deniers at @DailyMail ? +Tough one",986822 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,397991 +RT @vikramchandra: This @nytimes article is the perfect answer to Donald Trump's rant against India on climate change. India is doing…,819649 +"@enjohnston @nytimes today, sustainable development is a top major at Columbia... cool kids know climate change is real",917021 +#videos of big bootty sexy girls having sex global warming sex https://t.co/rdmnKE2N2G,742017 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",68689 +You elected someone who doesn't even believe in climate change you know how stupid you have to be to not believe in climate change,233448 +RT @Grantham_IC: Can we still limit global warming to 2 degrees C? @Grantham_IC's Prof Sir Brian hoskins and Prof Jo Haigh comment: https:/…,391815 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,625916 +"RT @rcooley123: What Can Donald Trump Do to Screw Up the Planet? | Bring back big coal and keep denying climate change. +https://t.co/WprqF…",602874 +"New trending GIF tagged 2016, world, global warming, run away, josh freydkis, on fire, globey, current news, set m…… https://t.co/4rqP0RoLVh",384242 +"RT @nytpolitics: Within moments of Trump's inauguration, the White House website deleted nearly all mentions of climate change https://t.co…",248317 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,597775 +RT @ajplus: Is this deal to fight climate change too late? 😕 https://t.co/e76UJNCYN8,505736 +"Save the bears.... & humans. +Without action on climate change, say goodbye to polar bears https://t.co/fmR8Xjrke6 https://t.co/BfibdZDKL3",830762 +RT @Uber_Pix: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/RcvwDVlYO2,268977 +"RT @FoxNews: Federal scientist cooked climate change books ahead of Obama presentation, whistle blower charges https://t.co/gZcWlk2XFs",169209 +The island is being eaten': how climate change is threatening the Torres Strait https://t.co/ph8tzb6Phg,674056 +RT @HattMall_69: I don't see how someone could honestly not accept that global warming is an immediate problem https://t.co/XD614FJtU3,303834 +"RT @SarcasticRover: Going to try a calm, reasonable rant about carbon and climate change for a minute… look away now!",893012 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,950264 +@SkyNews Not global warming cannot be so. Trymp says it a con.be advised https://t.co/yIhtSG1jK1 that is where fox… https://t.co/9CAzoprRI6,155098 +"@sierraclub No poltician can solve the inferior tech issue of climate change using a different, yet clean inferior… https://t.co/J8HpSJrCJt",643801 +"RT @Independent: Mar-a-Lago could be submerged by rising sea levels, thanks to climate change https://t.co/ckC91JnJJi https://t.co/73wdK16a…",37382 +RT @darkwave_duke: Snow men for global warming https://t.co/ZtSMgXtf47,239109 +How a rapper is tackling climate change - Deutsche Welle https://t.co/f1AG2sY6nj https://t.co/bM4ZydbASv #Bluehand #NewBluehand #Bluehand…,811745 +RT @Jackthelad1947: Government facing legal action over failure to fight climate change | The Independent criminal negligence #auspol https…,307324 +@nytimesworld @maggieNYT And according to 'Predisent' Trump they invented global warming.,651589 +$V #TreeH:Here's one effective solution to climate change: Put a price on carbon. https://t.co/S2T7O5IPBT https://t.co/HLJfx8XYkO,728961 +"@darshandtaxes Is climate change real? Debatable. If it is, can my super cum fix it? Definitely.",995965 +Stopping climate change is now the only way to save the Great Barrier Reef https://t.co/unH21MrCv8 via @mashable,32617 +I hate this global warming talk. It's all so doom and gloom' -Farmer I met in Manitoba- https://t.co/MrxzH4SBrQ,345264 +RT @DeanLeh: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/sJgFxxC16C,670510 +RT @greenpeaceusa: Did you miss the premier of @LeoDiCaprio's climate change documentary #BeforeTheFlood yesterday? Catch up here >> https:…,187322 +RT @SSludgeworth: Yeah...about that 97% human cause global warming Consensus...not so much https://t.co/Ror6XQiTni,643839 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,656403 +😑😑 Of course this idiotic cheeto puff thinks global warming is a hoax. #trumpisanidiot https://t.co/zZMtLtpvQP,407063 +"RT @davidmweissman: My response to climate change, Summer, Spring, fall and winter, any questions? https://t.co/hUT09x7Ohr",456801 +EPA chief Scott Pruitt doubts carbon dioxide the key culprit in global warming https://t.co/zhAiTgtxaC #breakingnews https://t.co/2BkKCWZMMm,279241 +RT @BelugaSolar: The complex world of climate change governance: new actors; new arrangements https://t.co/kflzE5JNKz,173656 +"RT @Sustainable_A: #ClimateChange #GIF #New #earth, weather, planet, vote, climate change, environment, climat… https://t.co/QmxXD5zbC0 htt…",140144 +COP22/OceansDay/Mauritius: Africa needs to develop ocean economies and factor in climate change impacts #envcomm #cop22_ieca @theieca,695410 +RT @ClimateCentral: Here's how climate change will affect sea level rise (and flood cities) as the world warms https://t.co/btLitj44uU…,342379 +"RT @EricHolthaus: Do you live in Kansas—and worried about climate change? What's your hope for the next 30yrs? What changes, what remains?…",904821 +RT @ETGilmour: Why would a government supposedly committed to fighting climate change cut the transit pass tax credit #budget2017,102149 +@tomfletcherbc I am getting tired of shoveling snow. When is that global warming choose to kick in?,315058 +"RT @ChiOnwurah: Popped into new #gimmeshelter exhib @tynesidecinema exploring linking migration, war & climate change. Highly recom…",443380 +"Not, say, climate change. How the Japanese PM’s convoy merges onto highway.",328359 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,822742 +RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,363827 +"RT @WWFCanada: This #EarthHour, let's shine a light on climate change. https://t.co/PfMFZoEbwX #ChangeClimateChange https://t.co/sMQ0DE3ht7",369444 +RT @COPicard2017: Hey @EPAScottPruitt we are affecting climate change. 202- 564-4700 is the number we will keep calling to let you kn…,15004 +World leaders duped by manipulated global warming data https://t.co/LYvwIY1AJN,425757 +RT @ReutersUS: Teens suing U.S. over climate change ask for Exxon's 'Wayne Tracker' emails https://t.co/RydtxYesfU https://t.co/CM2dfyj3vx,795670 +RT @TheWiseBook: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/ngoqtGVVA1,994106 +RT @nobarriers2016: .@HillaryClinton is the only candidate with a plan to combat climate change. https://t.co/eVXkpYxiut #ImWithHer,521233 +@molly_knight @seanhannity Liberals ride around in jets while whining about global warming! Just like you a lying l… https://t.co/uw24GMR2Na,629606 +Prediction: Republicans will soon shift from denying human-caused climate change to endorsing its continuation. https://t.co/4UInk4024C,428345 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,376182 +RT @AMZ0NE A SciFi author explains why we won't solve global warming. ▶https://t.co/YsvIEkLWWA https://t.co/UtilSIpZdM #amreading,557421 +RT @SRehmanOffice: For how long is the govt going to ignore the threat of climate change? #ClimateChangeIsReal https://t.co/884wFJh5sc,351678 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,566520 +"If you still don't believe in global warming come to Michigan for a week, it's supposed to be spring rn but IT'S ALSO GONNA SNOW FUCK",951080 +Global climate change action 'unstoppable' despite Trump https://t.co/Snz9N0ooDf https://t.co/Ql2vBJPZv4,431383 +RT @iangwalters: Allen leading the discussion on climate change resilience and response #FSB2017 @Ethical_Partner @SLCPropertyUK https://t.…,164681 +RT @Liz_Wheeler: Why can't climate change scientists answer THIS question? #MarchForScience https://t.co/obzLHSZFQk,711690 +RT @jonkudelka: Oh FFS nobody cares what the IPA thinks about climate change you are a right wing think tank not a science faculty. #qanda,487536 +"RT @riyasharma266: climate change is another way to screw money from the poor suckers the whole thing is a hoax +#climatemarch",12892 +@DRUDGE_REPORT @KurtSchlichter What do CNN and global warming have in common?,93856 +There's a link between climate change and immigration. https://t.co/J0dAntyxp2,616594 +RT @NYMag: EPA removes almost all references to climate change from its website https://t.co/V2WIwvRbWZ,55340 +"RT @emmkaff: Scientists: Don't freak out about Ebola. +Everyone: *Panic!* + +Scientists: Freak out about climate change. +Everyone: LOL! Pass m…",977890 +"RT @Greenpeace: Tropical plants & animals are most affected by climate change, and almost half have experienced local extinctions… ",767055 +RT @esterlingk: @oren_cass changed the way I view climate change with his latest piece in @NationalAffairs https://t.co/gHjkm2UO01,449932 +"When water is lapping at the doorstep of Floridians, the Republicans will suddenly become environmentalists and proponents of climate change",916728 +RT @TheEconomist: Can Europe carry the Paris agreement on climate change forward now that America has left? https://t.co/kY9AUqgVFr https:/…,116029 +RT @GNNGoodNews: #GoodNews #Environment Bill Gates launches $1 billion clean energy fund to fight climate change…,385866 +climate change isn't real' 'bitch tell that to the weather',560183 +"RT @leepace: At #COP22 to take a stand against climate change. +Stand with me. Take @ConservationOrg’s pledge. +https://t.co/Irgg87dNWj +#Eart…",264529 +"RT @JonRiley7: Pence says climate change is part of a 'liberal' agenda. No Mike, everyone IN THE WORLD but y'all think we must act. +https:/…",410097 +"RT @wwf_uk: BREAKING: Polar bear on a Scottish island, showing the real effects of climate change https://t.co/H7GrMd0uhv…",759381 +RT @planetmoney: Why rats love global warming. https://t.co/oqex8zkmMD,846166 +@FoxNews Well climate change has been proven with factual science that its real & is not 'horribly wrong'. Take he… https://t.co/Pss0cUcUAA,975978 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,73908 +Walmart: This was our 'ah ha' moment on climate change https://t.co/2pMyj29Em3 #EnergyNews,564366 +RT @davecclarke: The Trump administration just disbanded a federal advisory committee on climate change https://t.co/SSggVio65i,218212 +"We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. Trump, you are dead wrong.",774290 +"RT @nottsgreenparty: We'd love to hear from more local organizations involved with human rights, climate change, social justice and democra…",468930 +RT @SwiftOnSecurity: What if global warming is a conspiracy by the solar panel industry to make the sun come out more 🤔,692526 +RT @AIANational: We understand that buildings contribute to climate change and architects play a vital role in combating it:…,425303 +RT @davidsirota: It’s almost as if both parties & DC media will do anything to distract attention from stuff like climate change and the ec…,907670 +Congrats to those who voted for Trump&got the results they wanted-Scared what his presidency will mean for the fight against climate change,345212 +"AIA urges architects, federal government to tackle climate change - Curbed https://t.co/Hp4EGvd763",686682 +"RT @Radio702: It's official! Inequality, climate change and social polarisation are bad for you! For the latest from #WEF2017 -… ",130895 +RT @jamestaranto: Trump turns out to be much more knowledgeable about 'climate change' than anyone was giving him credit for. https://t.co/…,78847 +"RT @ReillyRick: If you care about climate change, religious freedom, gun sanity, women's rights + racial harmony, this is a terrifying nigh…",813529 +RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,512340 +"RT @CollinRugg: Dems fight 'climate change' + +Repubs fight Radical Islam + +Climate doesn't run over innocent people in the streets of London…",643621 +RT @CherMarieSmith: Biggest #climatechange threat to #health = #FoodInsecurity. Project will study food systems & climate change: https://t…,492385 +The Guardian view on climate change: bad for the Arctic | Editorial https://t.co/38gfJ17Q9F https://t.co/hCLiddFKyi,105981 +.@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t.co/tZ0uJH8oKZ,106267 +"We did it, America. We beat global warming. https://t.co/BbZqC4J6zF",395551 +RT @AP_Interactive: Immerse yourself in a #GlobalWarming #360video experience on how the green house effect impacts global warming.…,133092 +RT @CatherineForNV: I believe in science. I believe in climate change. Let's protect our precious resources including the air we breathe &…,62304 +Bill Nye is roasting Trump so hard that he finally might believe in climate change #billbillbillbill,773877 +"What does a community orgainizer from ganstra Chicago, know about climate change ? Surely he'll donate fees to Gore. https://t.co/waxSHN75VM",261474 +Radical realism about climate change https://t.co/SbqnmIs7no,2066 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,880642 +"RT @GlblCtzn: Obama rejected the pipeline, saying it would diminish the global leadership of the US in fighting climate change. https://t.c…",168822 +@Taxpayers1234 @NortonLoverPNW @SteveSGoddard Say goodbye to the raptors of Maui. They must be sacrificed to the god of climate change...,291414 +RT @nybooks: An Exxon scientist warned that “hard decisions” would soon need to be made about global warming. That was in 1978. https://t.c…,518500 +RT @CNNPolitics: Donald Trump meets with Al Gore on climate change https://t.co/8RuTHy2stv https://t.co/lSLFK2ozrS,474278 +"RT @KTLA: Ralph Cicerone, former @UCIrvine chancellor who studied climate change, dies at 73 https://t.co/M9naFI4aqm https://t.co/bl1nOMdpJd",250041 +RT @livingarchitect: Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/6afuPcUouS,369792 +"RT @chrstphr_woody: First that sinister request for info on Energy Dept staffers who worked on climate change, now this. https://t.co/c8dar…",549105 +RT @IrvineWelsh: Putting a climate change denier in charge of environmental policy is like putting somebody who believes the Earth is flat…,735919 +"RT @H2AD: Renewable energy with or without climate change #renewableenergy #wednesdaywisdom +https://t.co/SwTklbNGRv",415660 +New study points to ‘global cooling’ on Antarctic Peninsula contrasting fears from climate change hysteria https://t.co/1wf4vd3mBZ,390548 +@michaelmocciaro @kurteichenwald Its about climate change.,586365 +"@cnni Trump did not say climate change is a Hoax, it was a trade agreement where china is exempt from climate rules that he was pointing out",801663 +"China’s ‘airpocalypse’ a product of climate change, not just pollution, researchers say https://t.co/ktxUyb2zSs",21444 +RT @ClimateCentral: Here's how climate change could flood cities (and states) as the world warms https://t.co/YDgShYKusq #BeforeTheFlood ht…,429715 +So apparently what global warming means for me is spending a lot of time being furious that it's warm & sunny #iwantFALL,485778 +RT @WernerTwertzog: The very rich will be able to hide from the most dire consequences of human-made climate change for generations.,353052 +RT @SenWhitehouse: WATCH & RT: Dark money -- funds that can't be traced -- is the reason Congress is failing to act on climate change. http…,39102 +Looking forward to #ssnconf16 tomorrow? Us too! Get in the climate change mood with our new newsletter MORE >> https://t.co/k1W3mpTM0G,874377 +RT @Independent: Emergency campaign launched to convince Trump climate change is real. Failure risks 'planetary disaster' https://t.co/Vwyl…,582519 +Kids are taking the feds -- and possibly Trump -- to court over climate change https://t.co/NR5VgjZ66h by #CNN via @c0nvey,714029 +RT @hannaseidel: it's 80 degrees in the middle of february but 😊 global warming 😊was a hoax 😊created by 😊the chinese 😊 right 😊,562887 +"global warming is real, and caused by humans",161206 +RT @weshootpeople: Leonardo DiCaprio is on a mission to fight against climate change. 'Before The Flood' [whole film] https://t.co/R1vioIia…,242518 +@_mackenziemaee @FieldNigra @Southergirl76 polar bears for global warming,333341 +RT @Reuters: Secretary of State Kerry urges countries to treat climate change as urgent threat despite uncertainty he says creat…,526794 +"RT @amywestervelt: List of things removed from WH site as of 11:59 last night: climate change, civil rights, LGBT rights, various mentions…",862925 +RT @SydPeaceFound: . @jessaroo If we want peace with justice we can't ignore climate change #sydneypeaceprize,964831 +RT @UberFacts: A study found having a teacher who believes climate change is real is a strong positive predictor of students' belief in glo…,141282 +RT @sciam: The U.S. electric industry knew as far back as 1968 that burning fossil fuels might cause global warming https://t.co/TkGxR5Dn2q,642970 +Humans are set to witness ‘dangerous’ consequences of global warming in this lifetime https://t.co/BzLkrXtJin,437390 +Sounds like climate change! Archaeologists Investigate Eroding South Carolina Shell Mound - Archaeology Magazine https://t.co/fd8bEJGYbe,251594 +RT @LWV: The EPA deleted any mention of climate change from its website. This is unacceptable. #DefendClimate https://t.co/aR3qGxQ0Cp,3947 +RT @DavidWohl: It could rain for a year straight and they'd say the same thing. It's all tied to the politics of global warming…,782071 +"RT @opurra: What climate change deniers, like Donald Trump, believe https://t.co/GoA7JTPANg",876155 +Expert on climate change policy she held position of the country manager of the BMU CMD/JI Initiative #TEDxMICA #Panorama,518691 +RT @realamymholmes: This is *real* commitment to 'global warming': Leonardo DiCaprio sunning himself on a 450ft. superyacht in Cannes. http…,571034 +@GhostPanther Facts: 'man made' climate change is the hoax. No macro evolution only micro. Sexual identity developed between ages 3-7.,57352 +RT @CNN: .@SecretaryRoss on budget cuts for climate change research: “My attitude is the science should dictate the results” https://t.co/m…,444558 +RT @ryanlcooper: Donald Trump will take office at the worst possible time for climate change https://t.co/EvlNz9L8Uc https://t.co/RW9RRrJsC0,44613 +RT @ForecasterEnten: College educated GOPers are most likely GOPers not to like Trump. They're also most likely to think climate change eff…,583126 +"RT @World_Wildlife: Irresponsible food production drives climate change, which drives more irresponsible food production. Time to break…",516278 +RT @ReutersWorld: China still committed to Paris climate change deal: foreign ministry https://t.co/XlADjomFIa,599097 +"@spacebull4000 @TradrofTheNorth lol, another propaganda sponge. Your religion is climate change, and it’s fucking pathetic.",144626 +climate change deniers blaming the sun. Say what?! https://t.co/okONWpzdaB #hocus #potus,362282 +"#morningjoe +#msnbc +Don't worry #Heartlanders the coastal blue bubble will fall off into the ocean with climate change + +Ahaaa aaaaaaaaa",465505 +"Indigenous rights are key to preserving forests, climate change study finds https://t.co/wMLlp1LAap",781993 +RT @teroterotero: LOL people in Louisiana swampland don't think global warming will hurt them https://t.co/smkBpiA1Qs,840724 +RT @WenonahHauter: Some hope for the future. Judge rules youth can sue over climate change. #NoDAPL #BanFracking https://t.co/2lpXTE2S4k,385584 +"RT @theblaze: Anti-Trump actor fights global warming, but won’t give up 14 homes and private jet https://t.co/183dh8BYBh https://t.co/HSvBv…",332709 +RT @EnvDefenseFund: Scientists say these 9 cities are likely to escape major climate change threats. Can you guess where they are? https://…,913766 +RT @Ede_WBG: Master plans that help #buildresilience need to consider uncertain futures due to climate change: ROBUST designs https://t.co/…,49767 +"#DailyClimate As Trump heads to Washington, global warming nears tipping point. https://t.co/5uqTbY7uuC",416908 +RT @postgreen: These stunning timelapse photos may just convince you about climate change https://t.co/kmiKMejHiw https://t.co/BA8OAE8Gy8,607640 +"RT @pewglobal: Europeans say ISIS is top threat, but worry about climate change & economic instability too https://t.co/mv0Rlbfr9X https://…",642312 +We got your climate change right here @realDonaldTrump @VP https://t.co/T20ehlcllW,66809 +@BBCWorld Merkel wanted it to be about 'climate change'. Trump used it to talk about important issues. And stole the show.,55451 +"RT @Alex_Verbeek: Polar vortex is shifting due to climate change: extending winter + +https://t.co/MB3jpJY3Mn #climate #weather…",776252 +RT @RacingXtinction: Today may be one of the largest protests in history asking world leaders to act on climate change…,146193 +RT @climatehawk1: Economists agree: economic models underestimate #climate change https://t.co/0VmQxA6ish via @drvox #globalwarming…,839366 +"RT @KimWeaverIA: #StepsToReverseClimateChange Vote out climate change deniers like @SteveKingIA who says, climate change is more 'a…",579210 +@dailykos But there is no global warming. Ha!,597687 +"If Smash Mouth believe in global warming, how can people doubt that? It was in a song! Has to be true https://t.co/0uA7kCoHdb",619476 +"RT @thehill: GE CEO vows to ignore Trump, continue to fight climate change: https://t.co/NyKPM34zwY https://t.co/4V9XGapy7M",414013 +RT @BhaskarDeol: Watch this beautifully articulated film on why we must act on climate change: Three Seconds https://t.co/VGBFk4pC1c,380700 +How do you save Lady Liberty from climate change? https://t.co/3dXgrrhl3D via @climate @ladylibertybook,896367 +"RT @s_rsantorini630: Apparantly Bill Gates (who doesn't listen to GOP geniuses who deny climate change) starts $1B fund to combat it + +http…",334698 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,314624 +RT @davidsirota: WOW: “You and your friends will die of old age and I’m going to die from climate change.â€ https://t.co/tFswYjwczQ,991473 +RT @jilevin: Is climate change a massive hoax or not? Which makes more sense? #green https://t.co/7TEqYEJr2t,549413 +"RT @IndieWire: Watch Leonardo DiCaprio's climate change documentary #BeforeTheFlood for free online +https://t.co/g3iUV8yU0u https://t.co/L…",242209 +"From heatwaves to hurricanes, floods to famine: seven climate change hotspots https://t.co/Ki5IIY15Ip",969368 +Obama talks social media and climate change in final address - Engadget https://t.co/whCIbgTXdD,348883 +World leaders duped by manipulated global warming data https://t.co/1NGvTMliIt via @MailOnline,418492 +RT @missxeroxes: Do you believe that global warming is a hoax?,470540 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,458378 +RT @teague: only in America do we accept weather predictions from a groundhog yet refuse to believe in climate change from scientists,109266 +Report helps scientists communicate how global warming is worsening natural disasters | John Abraham… https://t.co/94mCqWxBSL,796016 +RT @TeamTrump: .@realDonaldTrump will cut taxes & cancel billions in global warming payments to the UN so we can use that money to…,146189 +Why the Democrats need to get radical on climate change https://t.co/LCNyr2lZuD,908598 +RT @cbxhuns: people blame exo for everything. your faves losing? exo's fault. global warming? exo's fault. the world ending next month? exo…,305829 +RT @davidsirota: How does the NYT write a story about Tillerson's appointment and not even once mention the term 'climate change'? https://…,150626 +"This new movie on climate change is well done, and now free online for a couple more days https://t.co/Mn52WUoDL9",314295 +@Megancats Maybe climate change will take us all out first. 😢,785092 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,349953 +"Stop the madness: the plight of climate change, the responsibilities and hope for change @YebSano #Greens2017 + +https://t.co/0EHMwmZ3VE",315604 +Theresa May admits climate change is not on the agenda as she meets Trump at G20 https://t.co/uQMsBdhA4f,719053 +RT @guardian: Finland voices concern over US and Russian climate change doubters https://t.co/MyyFMFZPMr,625475 +"RT @IOMchief: Mary Robinson’s call to action that climate change must inform the Global Compact on Migration +https://t.co/StEPM803KL",904281 +"RT @Alex_Verbeek: �� + +New coalmines will worsen poverty and escalate climate change + +https://t.co/SA7laCEPv7 +#climate #coal…",864899 +RT @deathyeezus: Desiigner learns about climate change �� https://t.co/O545iDuXV1,98191 +"RT @ClimateReality: Globally, women are often more vulnerable to the effects of climate change than men https://t.co/TouOd4AGyZ…",393935 +@ScottAdamsSays isnt 'climate change' @ broadest level a checkmate of confirmation bias: temp up = confirmation. Temp down = confirmation,976682 +@UNICEF A solution for poverty and global warming https://t.co/htrWOJws1K in less than 30 pages,115902 +@cnn its v worrying that science must find a mechanical way to pollinate flowers & fruit trees. Pollution & climate change 😔 killing bees,714477 +@AchmarBinSchibi @anagama #DonaldTrump and #HillaryClinton need to get the message that the answer to global warming is not nuclear winter!😆,904871 +RT @JacobWhitesides: I think that's global warming not christmas https://t.co/VVAzjVXH6w,40002 +RT @MatthewACherry: What climate change? https://t.co/QC0yIrbVpo,196167 +Is there a link between climate change and diabetes? https://t.co/sUekMB3vux #awesome,876677 +RT @first_affirm: Public-private partnerships key for cities to invest $375B over the next 4 yrs to avoid catastrophic climate change https…,639041 +Palau: on the frontline of climate change in the South Pacific https://t.co/Fj8fA4rMIE,658238 +RT @DontBlowItTrump: The biggest threat to mankind is NOT global warming but liberal idiocy👊🏻🖕🏻 https://t.co/UDEt6fs9gr,118538 +RT @adetigoal1: @ukblm biggest load of rubbish climate change does not look at colour or creed numbskulls just for your info city airport i…,585684 +RT @thehill: EPA spokesman: No plan to take down climate change webpages https://t.co/2wLV2DRc1W https://t.co/nxQp9A16SI,212373 +"RT @ajplus: 'You might as well not believe in gravity.' + +Leo slams climate change skeptics. https://t.co/kdzZbcZHCL",439871 +RT @AJEnglish: 'Protecting the Earth's lungs is crucial if we are to defend the planet’s biodiversity and fight global warming.' https://t.…,372248 +RT @BernieSanders: Some politicians still refuse to recognize the reality of climate change. It's 2017. That's a disgrace.,808291 +"If global warming isn't real , how do you explain Club Penguin shutting down?",740677 +RT @Gizmodo: Donald Trump: Maybe humans did the climate change after all https://t.co/yZcprfdjBH https://t.co/XPUoMGs0to,286600 +This is just plain nuts: 50 minutes spent on talking about climate change by Networks. Watch @NewsHour… https://t.co/SWTQRKE7UH,39137 +"RT @GeorgeBludger: Economy stalled, NBN ruined, climate change policy non existent, emissions up, debt doubled with nothing to show fo… ",242134 +RT @rebleber: What does a climate change denier wish for when everything seems possible? https://t.co/7ysDMUSFEy,789533 +RT @RogueNASA: NASA is defiantly communicating climate change science despite Trump’s doubts #resist https://t.co/b1bhtvnYsN,974607 +Care about climate change? Sign up for the Speak Up Week of Action now! https://t.co/u3bBTydNkI #speakup,121892 +RT @hblodget: 73% of Americans believe climate change is real https://t.co/bTMTETlPgI @danbobkoff,925466 +On the list of least surprising things to learn about Philly sports figures: climate change deniers https://t.co/PDAE399pym,659381 +@Agriculture_Neo #watertable please share ideas to bring up ground water level and reduce global warming,71947 +RT @BioSRP: GMO super plants will save us from global warming says German scientist! (No mention of ordinary plants. Like trees) https://t.…,619589 +RT @DhakaTribune: #Trump's win #boon for climate change #sceptics? https://t.co/HXthlbYivl via @DhakaTribune #DT #World #Climatechange,538261 +RT @DebDay1958: @marcorubio #blockPruitt. He is a climate change denier unfit to head EPA.,401624 +RT @WIRED: What a Trump presidency means for the global fight against climate change: https://t.co/JhDmByNpNP,592687 +Watch Phoenix's @MayorStanton discuss how mayors of cities across America stepped up to fight for climate change po… https://t.co/58C8TGf8PN,770681 +Harry is introducing someone to the dangers of global warming tomorrow,655254 +"Important conversation here, not just on science of climate change but on its rhetoric: how best to convey/dramatiz… https://t.co/5s5Rv8kYFK",803295 +"Pope, Orthodox leader make climate change appeal to 'heal wounded creation' https://t.co/wr1gUxK4TR",770982 +RT @nytimes: President Trump’s proposed EPA cuts go far beyond climate change https://t.co/WmNMC9MtQm,841939 +Macron teams up with Schwarzenegger to troll Trump in climate change video https://t.co/XeJ4B06zvo https://t.co/0AdvG1wGLy,773430 +"RT @YungKundalini: Also the owner of #Coachella, Philip Anschultz, actively supports anti-gay and climate change denying groups.",910369 +"RT @sandiesvane: climate change is real, lgbtq+ people deserve human rights, racism has no place in politics, and donald trump is a piece o…",529946 +Scientists just published an entire study refuting Scott Pruitt on climate change https://t.co/IVW5y17TmZ https://t.co/m9DDZcFoKo,453960 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,199412 +@MrsBrandhorst REI frames their story around global warming and how it's in our hands to make sure our votes protec… https://t.co/6ycPkWO0eZ,928138 +RT @climatehawk1: Here's how #climate change is making Americans poorer | @Sojourners https://t.co/Z0kesnHZVs #globalwarming…,89026 +"@washingtonpost Like global warming regulatory crap, increasing the poor's expenses by $2,700/year?",936076 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,48194 +"A cyclone has been ripping through Queensland, Australia. It's not due to man-made climate change -- Queensland has always had cyclones.",543968 +@telesynth_hot @Earth10012 you don't debate liars. Deniers are idiots that know SFA about climate change,428811 +#BreakingNews Weather Channel storms at Breitbart over climate change video - CNET https://t.co/hJ9I1e4WF9,199176 +Or maybe global warming???? Lmao https://t.co/nBvNU1nJoy,308647 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,472164 +RT @washingtonpost: Trump says 'nobody really knows' if climate change is real https://t.co/FQZAhTMLM4,14347 +This is why we are rightfully scared of Trump. First a climate change denier as head of EPA and now this guy go do… https://t.co/7MW3HedFV8,792863 +"‘Stop lying to the people,’ on #climate change, Schwarzenegger tells Republicans: Sacramento Bee https://t.co/i23YyoEeGq #environment",730475 +@JoyVBehar SHUT UP joy....climate change is a hoax & if ur dumb enuf believe its a problem...ur really stupid #ClimateChangeHOAX,302030 +RT @susannareid100: Brighton's @ivanka responds to President-Elect mistaking her for @IvankaTrump by advising him on climate change (wh…,729730 +"American fears about climate change hit record high, poll finds https://t.co/gYUvM5cwWB # via @HuffPostGreen",355810 +"Save water,grow tree than less global warming",520559 +"@Harlan @LouiseMensch This is all because of global warming. Methane blast from Soros's donkey ass. $50,000,000. Ouch����",116986 +"If scientists can't convince the US that climate change is real, how can its citizens convince eachother to change?",242175 +@eoghanmcdermo @Dermiemac That's ME!! I'm mad into climate change these days. I'm thinkin of starting a club,214431 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,627510 +Germany tells World Bank to quit funding fossil fuels | Climate Home - climate change news https://t.co/CQwzUzbUW0,372797 +Investment key in adapting to climate change in West Africa https://t.co/zJ3pozUcvx,821047 +RT @latimes: How will California battle climate change? A new proposal revs up debate over cap-and-trade program https://t.co/vJgcgoGpqF,859883 +RT @UNHCRUK: How many people are already displaced by climate change? Check out our climate change FAQs for these & more answers…,184039 +@NewDay @MarshaBlackburn How does CNN find these Blonde Bimbos. She is living proof of climate change. Mind is polluted with Trumps Farts,575649 +"As Alaskans head to the polls, climate change is threatening to transform all aspects of life https://t.co/1TRjwSXtcc",406507 +"RT @CBDNews: New data: 'Long-distance migratory patterns of #birds follow peaks in resources', disturbed by climate change @UPI… ",208568 +"#Science - Nuclear warhead could trigger climate change, The researchers from the Univer... https://t.co/wLUkreSGzf https://t.co/AunUZI3lRq",371985 +"“Trump, Putin and the Pipelines to Nowhere” by @AlexSteffen +Delay addressing climate change is their game. +We lose https://t.co/XfDqIVjGpg",440835 +Are these the innovations that will save us from climate change? https://t.co/WuaXpTMoWY via @wef,647629 +Ngl global warming kinda made me forget about snow,897754 +EPA boss says carbon dioxide not primary cause of climate change https://t.co/VykSCZEry3 https://t.co/AiWMIbHsRr,802877 +RT @IndyUSA: Scientists explain apocalyptic effect of Trump pulling out of the Paris climate change agreement https://t.co/7opo7NhjjD,254620 +RT @anylaurie16: The kids suing the government over climate change are our best hope now: https://t.co/0sX7TfRgSy,306648 +"RT @iyad_elbaghdadi: Trump's CIA pick is Mike Pompeo, who is pro-NSA, pro-guns, pro-Gitmo, pro-GMO, a climate change denier, and staunch…",80762 +"RT @nycjim: In Florida, Trump pledges to stop sending money to the United Nations aimed at fighting climate change. https://t.co/G7kNkbrNM8",65253 +How embarrassing will it be when the non-science-challenged foreign leaders have to deal with how @realDonaldTrump perceives climate change?,221872 +The fact that we are all enjoying global warming 😫 it's 55 degrees in MN in November,655251 +RT @TheSocReview: How a Swedish biologist is forcing people take responsibility for their own part in climate change https://t.co/nAdhycXb…,400521 +"RT @ClimateCentral: February’s record warmth, brought to you by climate change https://t.co/cWuMQk8e23 https://t.co/k2RJ7ItxC1",899111 +"Climate change is happening now – here’s eight things we can do to adapt to it + +https://t.co/iTyQnCgnkG + +Adapting to climate change.",213627 +RT @nytopinion: China and India are doing more to fight climate change than they promised in Paris https://t.co/1QpwWV5RCW https://t.co/8M6…,32882 +"@longwall26 Hell, with Antarctic ice shelves breaking off due to climate change, a Titanic fate would be an irony none too rich!",127013 +.@johniadarola This is turning into the left-wing version of climate change denial-and it's equally dangerous. THAT… https://t.co/TfuNAggdGw,296021 +RT @emmalherd: Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/9kfxJZCbEH,246508 +RT @charlescwcooke: Writing “none of this is to deny climate change” and describing “human influence on that warming” as “indisputable” mak…,881303 +"@marie_dunkley arseholes couldn't predict tomorrows weather in a 4 month heat wave, yet we trust them on climate change! narrr",877621 +RT @WhyNomii: Have a stake in businesses that would profit off of global warming 💁 https://t.co/KNBpW8y4e2,913736 +"Supreme Court, building on healthcare, climate change...#ButHillarysEmails",28168 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,616816 +"RT @Bwdreyer: You'd think POTUS could take a moment to call for calm & peace in his own country? No Obama, talks climate change.…",337927 +RT @ReutersPolitics: Trump to roll back use of climate change in policy reviews: source https://t.co/dqiy3y0GNP,60850 +"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",382625 +RT @ChadBown: Scientists from 13 federal agencies draft a report concluding Americans feel the effects of climate change right now https://…,306424 +"Trump's pick to head EPA is climate change denier. Good job, Florida voters. Hope u enjoy being under water. https://t.co/HWkzf7Sydl",125916 +US Defense Secretary says climate change poses national security challenge https://t.co/KifAMJ5roa https://t.co/j21Bvs3tHk,887268 +PENELITI: Pemakaian hot pants berkontribusi besar pada dampak global warming,646241 +"RT @Mikel_Jollett: The Entire Scientific Establishment: Save the planet from global warming! + +Some Random Reality TV Show Host: nah.",833300 +RT @Watchdogsniffer: Fossil fuel use must fall twice as fast as thought to contain global warming - study | Environment | The Guardian http…,640993 +RT @davidsirota: WOW: “You and your friends will die of old age and I’m going to die from climate change.â€ https://t.co/tFswYjwczQ,185928 +RT @ClimateCentral: 'Trump is wrong — the people of Pittsburgh care about climate change' https://t.co/RtNZBMfb03 via @voxdotcom,723717 +RT @Keylin_Rivera: Not surprised they (Donald's EPA appointees) forgot to take down the Spanish climate change page https://t.co/kYJeJtmkWX,161924 +Rethinking cities 4 the age of global warming suggests 2 replace 'sustainability' with 'survivability' https://t.co/yHwxKFvxxp #architecture,653426 +So u say climate change is hoax? Here is a picture from Saudi desert this morning. https://t.co/AePzbKJAG7,326871 +"RT @Independent: Earth's worst-ever mass extinction of life holds 'apocalyptic' warning about climate change, say scientists https://t.co/I…",23219 +RT @KHayhoe: I couldn't agree more. What's one of the best things we can do about climate change? Talk SOLUTIONS. https://t.co/zY9qjyheU6,694941 +RT @PopSci: How we know that climate change is happening—and that humans are causing it https://t.co/8Z9EhVR2eM https://t.co/fzljpWBfGF,511624 +"RT @Greenpeace: Sorry deniers, climate change hasn't slowed down this decade https://t.co/13IBWRSeN4 https://t.co/lxhfQsYTqE",713841 +"End coal by 2030 to meet Paris climate goal, EU told | Climate Home - climate change news https://t.co/afckM4lu5T via @ClimateHome",757148 +RT @paulkrugman: The climate change story just keeps getting more terrifying https://t.co/6YNcdKhcUQ https://t.co/rasgN6NOZd,233609 +RT @asamjulian: Angela Merkel seems more offended over Trump disagreeing on climate change than she's ever been about terrorism in her own…,481699 +RT @washingtonpost: Meet the rogue Twitter accounts created to fight Donald Trump on climate change https://t.co/jGKyNMlK0y,788178 +What are they smoking? Green Party blames World Series rain delay on global warming https://t.co/OEPjDMdgp2 via @twitchyteam #climatecon,258840 +"RT @Energydesk: Without the Congo Basin rainforest, efforts to tackle climate change are dead in the water https://t.co/Z7A0F0hKxu https://…",180910 +"And for their win, Va Tech gets the black diamond trophy, which is an ad for coal. Includes black lung and global warming for everyone.",143846 +RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,397187 +"RT @agripointglobal: To curb climate change impact to farmers, knowledge and intelligence is key. @CICCA_CSF @SDGsClimate @weathernetwork @…",735956 +"Anybody want to tell @washingtonpost that being against global warming doesn't sell well in WI, PA, MI, IA, OH in J… https://t.co/stjXT5eQXf",697066 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,398754 +RT @NRDC: Trump’s denial of catastrophic climate change is a clear danger. Here's why: https://t.co/ig2noyUP1x #ActOnClimate,159756 +@jonlovett I'm terrified. I work for a DOE contractor and know global warming is real. Just waiting to see my name on a list come January.,583833 +RT @brady_dennis: Paris accord nations resolve to push ahead on climate change goals — with or without the U.S.: https://t.co/JTyUGSuecf,347170 +"@washingtonpost Oh for Christ's sake, why not say border walls will make climate change worse? For cryin' out loud report on REAL NEWS?",840626 +"2016 warmest year in UK since 1850 https://t.co/9r2QUN9WUC global warming at alarming rate, cooperate everyone",976083 +RT @Slate: China very kindly explains to Trump that it didn’t invent climate change as a hoax: https://t.co/wqQuPCgbeH https://t.co/2bFJ4wL…,936082 +It's going to be 81 degrees today...in the middle of November... and Donald trump still doesn't believe in global warming,707118 +People who don't believe in climate change are the scariest types of people,230817 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,647480 +"RT @SteveSGoddard: Your SUV was causing disastrous climate change in the 1870s too +https://t.co/8noB4LSkEm https://t.co/3kr6qcfPlG",886880 +RT @NBCNews: U.S. Secretary of State Rex Tillerson used an email alias as Exxon CEO to talk climate change…,669722 +Why land rights for indigenous peoples could be the answer to climate change https://t.co/krvS2D7ACJ,89211 +RT @COP22: In 4 days the most ambitious climate change agreement in history enters into force. Have you read……………… https://t.co/KqFyyWF8uD,965203 +RT @cbcasithappens: ICYMI What a Trump presidency could mean for climate change: https://t.co/cEFRJAPVT3 https://t.co/4bHJgk6R7p,205053 +"RT @CNN: From urbanization to climate change, Google Earth Timelapse shows over three decades of changes on Earth… ",792494 +@chweaver96 Omg sometimes I hate being home bc I got in a fight with my dad earlier bc he tried saying global warming isn't real ����,810157 +RT @FAOclimate: 'We need a Gender & #ClimateChange Strategic Plan' @UNFCCC gender/climate change negotiator Winnie Masiko https://t.co/kJl2…,244378 +"#CredibleElectionsKE @AfricaTrees Grow trees, make cash as you help improve climate change https://t.co/eAiY2j1D47 https://t.co/EiRi0rmuMK",953700 +@realDonaldTrump A 2012 report by the Union of Concerned Scientists found that 93% of global warming coverage by Fox News was misleading.,823363 +"RT @realJakeBailey: Since Trump proposed the Solar Wall, the Democratic Party has started to systematically deny climate change- they now s…",643295 +RT @DclareDiane: World leaders duped by manipulated global warming data https://t.co/rgLBJEBwdh via @MailOnline,844388 +"RT @HashtagJones1: Treat climate change as the biggest threat facing the world today, because it is. #StepsToReverseClimateChange https://t…",111866 +"RT @ConversationEDU: 20 million climate change refugees? It may even be far more than that in the future: +https://t.co/LLPcLfVyDN #qanda",891158 +"RT @Independent: Manhattan Project-sized effort is needed to prevent 'catastrophic' climate change, say scientists https://t.co/Hv1rcW0Djq",658186 +President Trump's rollback of environmental protections leaves China poised to lead fight against climate change… https://t.co/BvvGLAfGfb,376161 +"RT @michaelwinn7: As it snowed in Denver, Alynski Marxist Coloradans stood around w/ global warming placards toking state weed https://t.co…",733882 +RT @timkaine: Tillerson for Secretary of State! What's next -- climate change deniers for EPA & Energy? Oh wait....,524949 +@travisjnichols @realDonaldTrump Here dumbass here's the truth Read It and Weep you climate change little bitch https://t.co/0kIKpIoQkk,754796 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",747068 +"thats alarming for the climate change alarmists .... +(see what i did ?) +the worlds lungs were created to use up c02… https://t.co/wGKGB33Nk5",260344 +"What will kill us all first? Trump/WW3 or global warming? + +Idk but I'm gonna double down on enjoying life as much as possible, Just in case",341280 +RT @OG_Threee: It was nice as shit out today thank you global warming,833793 +RT @jurtice: How long before climate change deniers and flat earthers take a stand against trees for causing allergies?,456224 +"RT @supertaschablue: On climate change, Scott Pruitt causes an uproar - and contradicts the EPA’s own website https://t.co/O4PCRy0a1g",942777 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,813648 +"RT @9HUrne5nPVQ7p5h: Because of global warming, their habitat is decreasing. https://t.co/lkLPAy6axb",703664 +RT @EnvDefenseFund: 5 ways climate change is affecting our oceans. https://t.co/ejLx0v5j7D,454700 +"@glynmoody @guardian It's ridiculous, even if you put global warming and killing off the planet aside, it still doesn't make economic sense",774633 +RT @ProfTimStephens: Study: the Paris carbon budget to avoid dangerous #climate change may be 40% smaller than thought https://t.co/uaYaE7l…,713981 +Donald Trump repeatedly publicly stated he believes climate change is a myth invented by the Chinese. What 'side' d… https://t.co/VsHgOeR0Uz,439771 +RT @StevePasquale: 99 percent of the world's climate scientist agree. And climate change doesn't give a fuck what you think. https://t.co/f…,877051 +"If you're looking for good news about climate change, this is about the best there is right now https://t.co/sMOthWDGDF",557810 +RT @achimdobermann: Barack Obama on food and climate change: ‘We can still act and it won’t be too late’. https://t.co/wPcnv1qvct,999361 +Six -#irrefutable pieces of evidence that prove #climate change is real | Popular Science https://t.co/QC4Jg8MCv9 via @PopSci,541390 +RT @FlyOnTheWallPod: NEW POD--check out episode 2 of #FlyOnTheWorld a convo w/ @AmbWittig of @GermanyinUSA on climate change! LISTEN HERE h…,843489 +RT @tan123: Name one person who has ever lost a job because of CO2-induced climate change https://t.co/wIAJrAIL6o,864943 +RT @Sierra_Magazine: Republican state senator Scott Wagner suggests that climate change is caused by humans’ “warm bodies.” https://t.co/gw…,624938 +RT @ABC: Sec. John Kerry becomes highest-ranking U.S. official to visit Antarctica; he's there to learn about climate change…,672160 +"Laying here at 4:30am wondering if nuclear winter will fix global warming. +Cause even my insomnia has a bitchy, smartass side.",651084 +RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,657393 +RT @CommonWhiteGirI: Only in America do we accept weather predictions from a groundhog yet refuse to believe in climate change from scienti…,730399 +"RT @CSLIT_TCDSB: 'You can't stop climate change on your own. But, you can take a chip off of that concrete wall, that is climate cha…",507652 +Hey let's leave science to the scientists while we completely disregard scientists and science' - GOP on climate change,836399 +Indian Ocean’s widening current to impact climate change | https://t.co/4SfgKkWEOx,231 +RT @TrueFactsStated: The incident at Trump's rally was an assassination attempt in the same sense that climate change is a Chinese conspira…,141372 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,67600 +"RT @afreedma: Remarkably, Trump never once acknowledged reality of global warming in his Paris Agreement speech today https://t.co/5Fwa9E4X…",486188 +RT @Soniasuponia: Octopus in the parking garage is climate change’s canary in the coal mine #tentacleloveclub https://t.co/Zld0QrmsFR https…,788413 +Everyone's caught up with North Korea and Trump. Dead silence on dangers of unregulated A.I and climate change lately.,163707 +RT @nowthisnews: These women are leading the global fight against climate change https://t.co/tELaEsa0jk,175537 +RT @pewresearch: A minority of the U.S. public sees consensus among climate scientists over the causes of global warming…,899924 +@Patbagley you forget the no climate change.,387467 +RT @FastCoIdeas: This machine just started sucking CO2 out of the air to save us from climate change: https://t.co/byIGbX4kWO https://t.co/…,300294 +RT @jorgiewbu: This is climate change. This is the struggle island communities have been facing for years. This is what's to come…,263648 +"RT @TheScarceFiles: 2010-2017, so sad to see what climate change has done to the Grand Canyon �� https://t.co/0lwReM2k8k",546601 +RT @thehill: CO2 levels in atmosphere hit new high as EPA head denies its role in climate change https://t.co/It24SxLeq7 https://t.co/QoCo6…,208409 +"RT @steven94117: he did...said man is NOT responsible for climate change! ... in so many words! no Texan will ever, ever admit oil i…",988785 +RT @WIR_GLOBAL: GOP candidate for Pennsylvania governor thinks climate change caused by Earth moving closer to the sun https://t.co/EOwYyhd…,460408 +"@erikvandenwinck I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",596290 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,152927 +Too late now to stop climate change. @TheOnion absolutely nails it: https://t.co/VPXYfBSvLc,330596 +RT @CBSNews: Bernie Sanders: 'What astounds me is that we now have a president-elect who does not believe climate change is real…,813049 +"RT @rileyisokay: Actually—my uncle, Dr. Jonathan Patz, co-winner of the Nobel Peace Prize for his work on climate change, DOES know.… ",29924 +"RT @inafried: In contrast to Mnuchin and Trump, @benioff says climate change and AI actually big deals, require societal shift. +https://t.c…",966487 +RT @VickiGP1: Global warming data FAKED by gov't to fit climate change fictions #ClimateHoax #FakeNews https://t.co/q4cmkCRj9y https://t.co…,211780 +RT @insideclimate: New climate change evidence could affect legal fight over Trump’s revived #KXL permit https://t.co/xtfZOu5W5G,934971 +@PropertyBrother @MrDrewScott @MrSilverScott @hgtvcanada ' r u climate change Denier',396644 +RT @kmac: Australia just ratified Paris Agreement on climate change,389863 +How will Trump administration treat climate change? Why it's so hard to know. https://t.co/GtQdGcR4ob https://t.co/FIy4tLRUG0,151900 +Nothing worse than a climate change explosive device. Enlist with us at https://t.co/GjZHk91m2E. Join our patriots. https://t.co/bgnuD35fvk,529295 +Trump falsely claims that nobody knows if global warming is real https://t.co/pTeU8xZewZ via @Mashable,197911 +Climate change sceptics suffer blow as satellite data correction shows 140% faster global warming. https://t.co/MTI8ZqZBn2,795755 +I sat next to two Penn frat brothers last night at a climate change forum and the one guy was reading Taylor Swift/Zayn Malik gossip.,826090 +‘Bombshell’ climate-change study could totally dismantle the claim humans are causing global warming https://t.co/5yM3wP3qrm,10291 +RT @YEARSofLIVING: Celeb-packed 'Years of Living Dangerously' wants to make climate change a voting issue https://t.co/JLCns044m3 via…,827586 +"RT @business: Stopping global warming could make the world $19 trillion richer, report says https://t.co/cqwRZTGYSF https://t.co/jIVmFcrPyD",342303 +"RT @RiffRaffSolis: While you're in those booths today keep in mind one thinks climate change is a hoax, the other acknowledges it's reality…",467556 +"RT @bomani_jones: climate change has a factual basis that one side tends to ignore. which...yeah, not ideological. https://t.co/1T69ZLR029",237893 +Americans are even less worried about Russia than climate change.,182715 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,523321 +US budget broadside on climate change https://t.co/Z1av64FY05,363106 +RT @RedShiftedOne: @Seasaver PLEASE EXPLAIN how Canada's seal hunt contributes to biodiversity loss and climate change? Best to point to ev…,23004 +"Despite fact-checking, zombie myths about climate change persist - Poynter (blog) https://t.co/r9e2apdFDF",928252 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,391847 +@AbbakkaHypatia But govt does subscribe to the idea of climate change. And that idea says that you have to incentiv… https://t.co/poeagsLjRY,675665 +RT @citizensclimate: It's about security: The White House doubts #climate change. Here's why the Pentagon does not…,348827 +It is suggested by American officials the climate change has to be considered when thinking about instability. #4corners #ujelp17,729449 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,232059 +One relatively undocumented consequence of climate change - the impact on political parties https://t.co/taXusDIqxq by @murpharoo,171354 +RT @SciForbes: Think Trump is right and climate change is a hoax? It's time to have a serious discussion about this:…,161420 +RT @SheilaGunnReid: TFW the spenducrats take cabs to the climate change meetings while telling you to walk to take the bus https://t.co/aUv…,920419 +#Moraltime Pacific countries advance regional policy towards migration and climate change https://t.co/SFAJE0wEFn… https://t.co/Fk8pDi3k3x,125728 +RT @GartrellLinda: Gore & his money making scam of global warming is now known as climate change. The 70s warned of coming ICE AGE. YE…,529144 +RT @CDP: Want to be $19 trillion richer? Then start acting on climate change. It makes business sense says @BloombergQuint https://t.co/RG6…,38443 +CityConnect shows you how climate change will impact your own home https://t.co/m4TFu2aBFQ #disneyworld #Broward… https://t.co/s81Z63iPOp,923595 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",281501 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,755722 +"RT @HuffingtonPost: Why so many Americans don't 'believe' in evolution, climate change and vaccines https://t.co/pYQW8pv63k https://t.co/4G…",34877 +"RT @DennisvBerkel: How climate change battles are increasingly being fought, and won, in court @tessakhan https://t.co/FrVRS6epzV",948297 +"Any of these people who take private jets should never, ever complain about climate change !!",655292 +RT @VanillaThund3r_: Where's good ol global warming when you need it?,624662 +What a Trump presidency means for the global fight against climate change: https://t.co/jV7jDVsOhq by #WIRED via @c0nvey,617813 +Scott Pruitt may sound reasonable on TV — but Trump’s EPA nominee is essentially a climate change denier… https://t.co/fOc4CoV8SG,872665 +RT @Aquanaut1967: What can robot shellfish tell us about climate change's impact on marine species? https://t.co/sqo7opKShj via @Smithsonia…,251854 +RT @CalumWorthy: A5. Those who deny climate change. There is no debate. Denying climate change is like denying 2+2=4. https://t.co/sOGmhT…,836359 +RT @washingtonpost: Analysis: Here’s just how far Republican climate change beliefs are outside the global mainstream https://t.co/PQqSPiDg…,798768 +RT @archpaper: This company is designing floating buildings to combat climate change disasters: https://t.co/1cMOL1Plb7 https://t.co/YsaWUo…,922488 +A farm in Mexico is growing a solution to climate change https://t.co/Tq8Gz1ftPH,446131 +"people always talk about how asteroids or global warming, etc will destroy the earth when in reality, it's mankind doing all the damage",711942 +@ProfBrianCox If you want to convince people of climate change just show them the unnatural toxic molecules being produced.,132672 +A trillion-dollar investment company is making climate change a business priority https://t.co/lJWFRdCq2D,117315 +RT @Plfletch: The left and right agree: Fox News destroyed EPA chief Scott Pruitt over climate change https://t.co/bBEQNLNPBj,786925 +Yay yippe trump fan ur big boy gonna make everything great again but what about global warming ! :O,88937 +RT @business: The climate change skeptics are taking over https://t.co/P5Dy8BVyQB https://t.co/XGOb0HwyKv,841709 +RT @jewiwee: This is what global warming has done to polar bears. https://t.co/zJh17H72eY,764509 +RT @astroehlein: Good to see public outrage forced a retreat here - but what about Trump's gagging of EPA & climate change info? https://t.…,263838 +@_wintergirl93 Sally Krohn is not qualified to make climate change policy,903611 +RT @yiffpolice: the new bill nye tv show is getting me all riled up about global warming. we have the technology to stop using fossil fuels…,135121 +RT @HuffPost: Federal scientists leak their startling climate change report to keep Trump from burying it https://t.co/83cZF2aLkl https://t…,144821 +https://t.co/S9ioOOk9jW Do aliens exist: Martians may have been wiped out by global warming on Mars #mars,632162 +@adroops46 @POTUS I don't believe in fake global warming.,360173 +EPA removes climate change information from website https://t.co/o6Jpl63eAR,448103 +"Ecumenical Patriarch blasts ‘disgraceful’ inaction on climate change, says ‘survival of God’s creation’ is at stake https://t.co/uWT8BhHUk1",678866 +"RT @JaredWyand: Steve Bannon means bye bye to the climate change scheme we're spending $22,000,000,000 a year on for 'research' + +https://t.…",415234 +RT @ChristopherNFox: Great to see National Association of Corporate Directors tweeting about #climate change - sharing new…,724647 +RT @kykymcd: yet you side with someone who denies the legitimacy of climate change,665309 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,957065 +"Acknowledging the growing impact of climate change on the nation, https://t.co/lFKKgRQ9Pe",224939 +RT @WSCP1: U.S. & Europe tried to get climate scientists to downplay lack of global warming over last 15 years https://t.co/AWaEHPeKJ5 #tco…,133760 +"If you are a Christian stand for the truth of climate change, God wants us to protect and save creation. Stop being ignorant",402953 +Bản in : Mekong Delta seeks climate change adaptive techniques for rice farming https://t.co/FIUxFUgb04,647958 +I do not understand how people still don't believe in climate change,973496 +"RT @Carbongate: Physicist - CO2 does not cause climate change, it RESPONDS to it - Video #climatechange #environment +https://t.co/lySZb7gClh",211487 +RT @GeorgeTakei: Even the Pope is calling on Donald to acknowledge the reality of climate change. When the Vatican is telling you to get wi…,970549 +RT @whitneykimball: Michael Shank's cold open: 'Can we just start by agreeing that climate change is real?' *huge applause* town hall #Bro…,322361 +RT @ClimateReality: Idaho has dropped climate change from its K-12 science curriculum. Science class should teach science. Period…,758055 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",34105 +RT @see_thereverse: i do not understand how people can totally dismiss climate change but then wonder why it's 70 degrees in Wisconsin in N…,684967 +"RT @Middleditch: Just to be clear, the president-elect of the United States of America @realDonaldTrump doesn't think that climate change i…",167784 +"RT @AdamBaldwin: “Skeptical Climate Scientists: Here’s to hoping the Age of Trump will herald the demise of climate change dogma…” +https://…",645719 +"RT @AynRandPaulRyan: Other conspiracy theories not about Obama: +❌ Vaccines cause autism +❌ 3 million illegal voters +❌ climate change a ho…",183603 +RT @ClimbCordillera: The Peruvian Andes on the front lines in the fight against climate change #projectcordillera #inspiredbymountains... h…,644988 +"RT @femaleproblems: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worst https:/…",417921 +"Effects of climate change, fourth water revolution is upon us now https://t.co/ygdqaGipc0 https://t.co/V8wnWzI5H7",634015 +RT @SVChucko: How a professional climate change denier discovered the lies and decided to fight for science https://t.co/q46AxMBWLL by @fas…,855655 +This is just the tip of the denied melting global warming iceberg. https://t.co/xeHfcbDEcs,364166 +"RT @highimjessi: If you're even more worried about climate change after Trump started destroying efforts made to fix it, don't suppo…",818184 +RT @WarariJK: Good to know that global warming hasn't affected July,637913 +LMAO global warming ��������������,584433 +RT @wherami: https://t.co/dzAq5VvqZa - now the SWISS get it. global warming was a scam,54701 +"RT @ItalyMFA: Today is #WorldEnvironmentDay��| #Italy stands #withNature to protect the environment,mitigate climate change,promot…",417381 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",883513 +EPA chief clings to his own fantasy by denying overwhelming evidence on CO2 and climate change via /r/worldnews https://t.co/P0sxAJI8Md,518360 +RT @LangBanks: Sad!... Donald Trump signs order undoing Obama #climate change policies https://t.co/g9AyVjEst3 https://t.co/bEcwFxDXyI,599938 +We can limit global warming to 1.5°C if we do these things in next 10 years https://t.co/cTA9aLguJb #feedly,638621 +RT @RachelAzzara: @realDonaldTrump because you irresponsibly deny climate change and threaten the regulations that protect us and our plane…,961715 +"RT @skywalkertwin: this picture alone just added 50 years to my lifespan, cleared my skin, bumped up my grades, cured global warming a…",697302 +ILoveBernie1: RT rachy36: And why are Labor and the greens not supporting Liberals that are trying to get action on climate change?? #Krist…,167532 +The Sundance Film Festival created an entire section of climate change films https://t.co/uq0lwPzUeL,65065 +"In order for us to meet the threat of climate change; we want action and legislation passed at the federal, state, and local level- Joel",872916 +WATCH: Al Gore refuses to give direct answer when confronted over bogus 2006 claims on climate change https://t.co/wcejO0CdGI,199128 +"RT @SolarAid: “Human-caused global warming continues at a dangerous pace, and only human action to slash carbon can stop it.”…",977732 +Satellites help scientists see forests for the trees amid climate change https://t.co/hPoBLqQO2F,387630 +RT @PopSci: A comic-book cure for climate change https://t.co/w8l51nB9ce https://t.co/vRc2RrMVTE,42462 +RT @marykissel: Slippery language. No one disputes that climate changes. The dispute is over manmade impact (if any) and complex mo…,349811 +Dr Kaudia the environment Secretary and MBA alumni taking the Agri MBA students through climate change. @E4Impact https://t.co/kSL428dOxD,534173 +David Letterman turns global warming reporter https://t.co/xnoj4ji0uB via @Newsday,785799 +Great Barrier Reef just the tip of the climate change iceberg https://t.co/SyMUCx1wkd,403726 +mashable : Weather Channel shuts down Breitbart over 'misleading' climate change story https://t.co/LOtTju98pU … https://t.co/6ZqvxSn9Js,504476 +"âš¡ The Paris Agreement on climate change comes into action + +https://t.co/JDM8RQQynw",32252 +RT @PiyushGoyal: World Bank recognises that India is a now a global front runner in the fight against climate change.…,440593 +my science teacher is a woke king he told us gender is fake and climate change is real,892685 +RT @mlcalderone: Journalists getting to interview Trump keep failing to ask about climate change and actions damaging the environment https…,536460 +RT @thehill: 'Business must lobby Congress in order to get action on climate change' https://t.co/0fgkHYy67E https://t.co/cUa7csXfBF,806307 +RT @SenKamalaHarris: I wholeheartedly disagree. Exiting this deal to combat climate change would truly be a “bad deal” for generations o…,670875 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,681122 +RT @micahdjohn: youre a dumbass if you dont believe in climate change. this shit is happening fast unless this generation does something ab…,781879 +"RT @LOLGOP: The risks of taking climate change too seriously include better public transportation, cheaper power & less funding for feudal…",247068 +RT @lilflower__: If u aren't vegan u don't have a right to complain abt global warming/endangered animals bc if u aren't vegan ur a part of…,112810 +Importance of climate change emergency prep work https://t.co/0KqhUtei3u,603763 +"RT @NewsHour: A big finding of a major new study, @milesobrien reports, is that 'climate change will hit different socioeconomic…",340383 +RT @LoveOceanMtnSun: @tenajd @Cyndee00663219 so global warming is good for Exxon?,401550 +Knowing that your hometown is teaching climate change in school makes this struggle of spreading awareness totally worth it,397696 +RT @jpbrammer: poor communities and communities of color are dealing with the ramifications of climate change in the present. it's a 'right…,292460 +"RT @nytimes: In the Netherlands, climate change is not a hypothetical or a drag on the economy. It’s an opportunity. https://t.co/LY3B69zh8n",46055 +"11/3/17,mark the date when media will tell us,how punjab results wil impact global warming and politics worldwide @rahulroushan @mediacrooks",922725 +"RT @stevesilberman: 50 years from now, if we're lucky, people will look back at this statement on climate change by Trump to @nytimes a… ",420119 +RT @cnnbrk: Judge orders ExxonMobil to turn over 40 years of climate change research. https://t.co/qFDBZ5w3cG https://t.co/TyyQ2uo3Dv,345844 +"RT @RISETogether_NC: Tweets from @BadlandsNPS , which they were forced to delete. @EPA can't tweet about climate change anymore. What's… ",495305 +@ABCPolitics So Hawaii will send Billions to the UN to bribe China and India to address climate change by 2030? Mahalla,575462 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,353591 +"RT @Rich9908: Discussions about Messi being best ever remind me of climate change arguments. It's not a debate, it's not up for discussion,…",697999 +@CTVNews so what do u all think about climate change now. Nothing more then tax grabbing. Trump truly is smarter then the Punk and Premiers,645309 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,775388 +"RT @JoshNoneYaBiz: I guess CNN considers #Gatlinburg to be fake news. You know if it was caused by 'climate change' and not an arsonist, th…",616411 +RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,137885 +RT @4everNeverTrump: The USA is the ONLY country where global warming is still being 'debated' and is subject to partisan chicanery https:/…,451960 +How are there really people who don't beilive in climate change.. Like what they think is going on????,789115 +Children win right to sue US government on climate change inaction (Video) https://t.co/WiUA8ffrur #DSNGreen,477120 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,471531 +"RT @NYGovCuomo: With or without Washington, we're working to aggressively fight climate change and protect our future. https://t.co/aoGdPrb…",643397 +RT @HuffPostCanada: Trump set to kill Obama's climate change policies: environmental chief https://t.co/7D8AliQCYM https://t.co/yekmwQPRQy,981119 +@KevinJCoupal1 @b_ashleyjensen I guess we should leave climate change to Arm chair scientists like yourself?,905720 +"BBC - Climate talks: 'Save us' from global warming, US urged https://t.co/2IZuHJfzlk",527327 +RT @EricIdle: I think that denying climate change is a crime against humanity. And they should be held accountable in a World Court.,214262 +RT @Tristan_Kidd: Titanic wouldn't sink in 2016 because there's no icebergs to hit (thanks global warming) https://t.co/q2cCwZdhfl,764356 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,285265 +"RT @NPR: Trump will roll back climate change policies today. In a symbolic gesture, he'll do it at EPA hq. +https://t.co/ZMavwtrcfB",109031 +RT @monkeybeach: Electing a fascist is terrible enough. But putting a climate change denier on the throne now literally threatens our survi…,889920 +Beware a zombie Paris Agreement: Stopping climate change now depends on trusting Donald Trump - https://t.co/eomCTBAB1K,918544 +"RT @Attitudega: Stop global warming, the animals are melting! ภาวะโลกร้อน…เป็นเรื่องจริง ร้อนจนละลาย ภาพจาก: reddit/bwt2017/varric…",345862 +Who gets the climate change risk? The Navy! Ray Mabus shows how businesses can learn from its steps to mitigate risk https://t.co/t3DyCQzV7u,626861 +@ClarkeMicah That strike me as misguided - to prioritise the economy is to ignore the expert consensus on the reality of climate change.,407425 +Students shoot climate change video for PBS project - The Daily Citizen https://t.co/6RCjnmY2EW,112891 +@ryanpendleton @winterlongone @MinoltaXKUser lol im not saying I believe in that or that global warming is fake. Just saying other views,892965 +RT @BraddJaffy: Trump budget director on climate change funding: “We’re not spending money on that anymore. We consider that to be…,500622 +RT @JohnStossel: Trump’s election won’t stop deceitful climate change propaganda: https://t.co/KDfK3N97AD,359206 +RT @ThePatriot143: #AndThen =>German Chancellor Angela Merkel characterized climate change talks with Trump as “very unsatisfying.” https:/…,132398 +How can people still deny climate change?,141932 +General Keys: The military thinks climate change is serious https://t.co/bYudpxm6D8 https://t.co/62PHi1sjTP #ClimSec2016,27158 +@robpertray thats the definition of climate change. there is no difference on that info graph that says its worse now than 1000 years ago,312699 +RT @heynottheface: How does San Diego manage to dodge any major impact from climate change? https://t.co/1hHDINpLPc,641045 +@LeoDiCaprio 'Before The Flood' opened my eyes to the horrors of global warming. Keep making these documentaries until the world is aware,548793 +"Unfortunately the global warming hysteria, as I see it, is driven by politics more than by science. + -Freeman Dyson +.,",614023 +RT @jilevin: Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/1hgEfWhO8j https://t.c…,195809 +RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,462314 +@davidaxelrod So true but @realDonaldTrump is a climate change denier. He is doing everything he said would to the environment.,505590 +RT @TomFitton: Great speech by @RealDonaldTrump. Calls out climate change corruption and cronyism.,475827 +"RT @realJakeBailey: Mankind's impact on climate change. What say you? + +Vote and Retweet",347787 +High level #climate change adaptation panel discussion ongoing. Prof Shem Wandiga says no 'silver bullet for adapta… https://t.co/ONjfzrgTi8,246778 +Man has no significant effect on climate! Hence the name change from global warming hoax to climate change hoax! https://t.co/7G1rtaES9H,974119 +RT @audubonsociety: Nearly half of all North American birds—314 species—are severely threatened by climate change.…,585186 +The Groundhog is a Hollywood construct used to teach young snowflakes about climate change and healthy school lunch… https://t.co/N1v6RZ5d0Q,76203 +RT @CNN: Sanders: I agree with 'overwhelming majority of scientists who believe that climate change is real' #SandersTownHall https://t.co/…,637597 +"If you know where someone stands on abortion or masturbation, you'll know where they stand on climate change' @Brooks_Rob #nswwc",999983 +"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",465780 +@brianstelter @jimsciutto what does climate change have to with CIA - ZERO just another piece of Corrupt News Network dishonest & fake news.,735013 +"discursive use of climate change to justify the provision of new +military hardware and advanced biofuels' https://t.co/74YQJXL4FW",290151 +"RT @nytimes: The U.S. used to push China to meet climate change goals. After Trump undid Obama's policies, the roles may reverse https://t.…",347870 +.@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t.co/OeFVESAcju,446311 +"socio- media is key in addressing climate change #JustWrite @ ceackenya @paulakahumbu @vcuonbi .It affects us all, let us fight it jointly",408612 +Beautiful #dataviz by @nytimes on future of climate change under trump. https://t.co/7GIxk6maAj #eabds,196509 +@StefanMolyneux dude u think climate change is a chinese hoax. that's all you need to know about yourself,129739 +RT @BetsyRubin: Tune to @WBEZ at12:40pm (Central Time) to hear scientist Michael E Mann who boldly stands up to climate change deni…,624840 +People don't believe in global warming because it's more convenient for them to not take responsibility for their actions😊,806364 +RT @jamestaranto: I blame global warming. https://t.co/tN1jnNYS3P,616197 +RT @ABC: Biden urges Canada to fight climate change despite Trump https://t.co/a55uP6ouFh https://t.co/1RDuWYS7yt,376651 +7 things NASA taught us about #climate change https://t.co/DHIPMK4QT6 https://t.co/gqy6g9Kk8t,568226 +RT @thehill: Trump set to dismantle Obama climate change agenda: https://t.co/PSQmZCn8YQ https://t.co/OTUFU6bAXB,51453 +RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,646773 +"RT @arguertron: global warming is real, and caused by humans",462459 +"RT @telesurenglish: To curb climate change, we need to protect and expand US forests https://t.co/hSXtGqqdNN https://t.co/Egl5whkrDi",932633 +RT @USFreedomArmy: Or maybe it is just that the global warming nuts are being given a sign. Enlist with us at https://t.co/oSPeY48nOh.…,420183 +RT @Medact: Record-breaking climate change pushes world into ‘uncharted territory’ - WMO figures released today https://t.co/LkQz47uxB2,992903 +"RT @narendramodi: Talked about issues such as avoiding conflicts, addressing climate change and furthering peace.",968742 +RT @CNN: Judge orders Exxon to hand over documents related to climate change for probe into whether company lied to public…,345859 +@destiny_113 @GMA Crazy for believing in the truths of climate change and the lasting repercussions?,890862 +@marcusbrig But what do they have to help repel fascists? Does bug spray work? Do solar panels work on climate change deniers?,674121 +RT @ajplus: Indigenous activist Xiuhtezcatl Martinez is suing the federal government to demand action on climate change. https://t.co/PnjHO…,268219 +RT @kurteichenwald: Conservs can keep pretending climate change is a hoax but other countries arent gonna be putting up with it anymore. ht…,7655 +RT @wef: Are these the innovations that will save us from climate change? https://t.co/Ll3k7tYxKy https://t.co/Yctc9jcCiR,497236 +@JennyForTrump - Aren't these the same folks always yelling about climate change and protecting the environment?? LOL,186163 +Everyone should go watch Leonardo Dicaprio's documentary 'before the flood' it showcases extensive research on climate change,706987 +@Newsday he should walk to German. I guess he doesn't give a f*<k about carbon footprint and global warming.,128531 +Trump's energy staff can't use the words 'climate change': https://t.co/CDkCs7vf7L,315675 +@RY_dinDiiRtY some people are color blind 😳😳 (I believe in climate change btw),746780 +RT @rosellaphoto: Ignore global warming & we're ALL FIRED #marchforscience #marchforsciencesf https://t.co/ohDYQfvdUc,968654 +"China eyes an opportunity to take ownership of climate change fight https://t.co/Vfw0rrinFZ #itstimetochange #climatechange, join @ZEROCO2_;",252133 +RT @KirstySNP: DUP MP says their climate change position is in their manifesto. There's no mention of climate change in their manifesto...,53344 +RT @relatabledinahj: Dinah with puppies could cure global warming https://t.co/6sNyzvHJF8,933095 +"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",161392 +Unamshow awache kujinga na iko global warming https://t.co/mhIflU7M1X,694317 +RT @yourlru: Our next president is a rapist that steals money from children with cancer and thinks global warming is made up :),682757 +@BlackPsyOps did you know Rothschild stole $67 trillion from Barack Obama climate change in 2012.JEWISH MAFIA ROBBED ALMOST 50% OF U.S.,583969 +Join @Ecotrust this Thursday to learn about Paul Hawken's plan to reverse global warming! https://t.co/kRAIRLk1gt https://t.co/SHBJy1HUD0,230320 +Some Trump supporters just went back in time and caused global warming making this Samurai sweat https://t.co/INGLJCzJH4,927233 +Australia's military has been training for climate change impacts for years. Conservative politicians denying clima… https://t.co/l0OmXcTAm5,702609 +RT @guardianeco: Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/nalBHXyaKY,449579 +Now 'climate change' blamed for causing PTSD... https://t.co/JxEp87XY42,52493 +"RT @Education4Libs: The only climate change there is, is the climate that has changed in Washington. We now have a President who is putting…",275488 +"Catastrophic storms, once rare, are almost routine. Is climate change to blame?: LA Times… https://t.co/IUk0FWbv9x",308521 +RT @jjvincent: trump's position on climate change will kill the planet (faster) https://t.co/U5jiKHXZkQ,960368 +RT @NewYorker: The U.S. government’s meaningful participation in the fight against climate change appears to be at an end:…,275530 +Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/bv4ov9FWZc,833217 +"if global warming doesn't exist, HOW AM I STILL ABLE TO WEAR A TANK TOP AND SHORTS WHEN ITS ABOUT TO BE DECEMBER ???!!?!!!!!?!$)!!?):&&3:929",800449 +Washington Post editorial board has it right: There’s no conserving nature without tackling climate change… https://t.co/mCxpUgcSTt,244138 +RT @WhipHoyer: Alarmed by questionnaire from Trump transition team seeking names of civil servants wrking on climate change policy…,642606 +RT @altNOAA: The Bernie Sanders/WV town hall on MSNBC this evening was interesting. Coal miners extremely concerned about climate change. G…,370237 +"For the first time on record, human-caused climate change has rerouted an entire river https://t.co/z1O54kD0xm",36966 +".@Juliansturdy Please don't let the DUP call the shots on abortion, gay rights or climate change. #DUPdeal",12748 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",465047 +RT @USFreedomArmy: Man-made global warming is still a myth even though they now call it climate change. Enlist ---->…,688977 +RT @TheNewThinker: I just wanted to post this and remind everyone that we are putting a climate change denier in the White House https://t.…,843598 +Even Donald Trump will not have the power to change the laws of physics. He will have to accept climate change.'#COP22,790157 +"When POTUS does not believe that climate change is real, it is very chilling. Pun intended..#ParisAgreement https://t.co/0KUnioO68V",242160 +#OurWild can’t wait while Washington denies climate change. Join the #ClimateMarch April 29. https://t.co/rZ08IdlY0N https://t.co/SBLPEUZMPS,628826 +This photographer is documenting the unparalleled beauty—and effects of climate change—in America's national parks https://t.co/eZF4TmcsRB…,446288 +RT @thelollcano: Your MCM denies climate change despite empirical evidence,322424 +630 of America's biggest companies are pleading with Trump to give up his climate change denial https://t.co/CJyvdWMHKr,803087 +"RT @thinkprogress: Trump's latest proposal eliminates all spending on clean energy and climate change +https://t.co/yAWZ3sdxwT https://t.co/…",634079 +some law prof. from UMich tried to tell me that climate change was an 'elitist problem' & that 'real people aren't… https://t.co/V7ZmRd8BGq,825627 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,961667 +"RT @PattyMurray: I'm very concerned w/ the nomination of Rick Perry to lead the Dept of Energy w/ his past statements on climate change, ti…",33808 +"RT @Conservatexian: News post: 'Trump scrubs climate change from https://t.co/w7krTPN3Nl, replaces with 'America first energy plan'' https:…",198272 +"$XOM: New York, probing #Exxon on climate change claims, says Sec. of State Rex Tillerson used alias as @APBusiness https://t.co/0Tezwxo8bP",990123 +"Two major conferences on corporate governance, climate change to be held https://t.co/jCulaA5zmj",469488 +"THE INDIPENDENT - Unsung heroes of 2016: An escaped sex slave, an LGBT rights campaigner and a climate change poet https://t.co/BOVJpcIXpU…",463957 +"Trumps head of epa, Mr pruit, doesn't believe in global warming so why is vw paying anything in damages in america,",880361 +"RT @Water: 'water security is closely linked to migration, climate change risk, and economic development' https://t.co/pC2buYcMpB via @circ…",584773 +RT @GadSaad: I hope that @BillNye will soon weigh in on the #manchesterattack & explain how it is plausibly linked to climate change & sola…,374553 +@theblaze The global warming crowd are the same people who deny that an unborn baby is a human being so science and… https://t.co/vRrdU39XtW,183275 +"RT @Renee_Brigitte: Crippled Atlantic currents triggered ice age climate change +@j_cherrier #bc_ocean2017 +https://t.co/GwQOz55nqX",113375 +"Physicist - CO2 does not cause climate change, it RESPONDS to it - Video https://t.co/lySZb7gClh",190844 +My riding's MP is giving a talk at my school today on climate change. Such a joke. This ocean protection initiative is just a distraction.,795230 +"RT @PeterGleick: Some don't like scientists talking re #climate change during disasters, so before #Irma strikes: Caribbean water te…",444102 +"RT @decentbirthday: [camping] + +me: why can't i find any animals + +wife: the wildlife is very conservative here + +deer: climate change is a my…",259635 +"RT @SteveSGoddard: To be fair, @algore has made a fortune pushing his global warming scam. Leo may be on to something. https://t.co/k2MK56w…",497056 +"RT @BoF: The world has 3 years left to act on climate change, say experts. How could this impact fashion? https://t.co/VmMKE71LwZ",205201 +Philippines' Duterte signs Paris pact on climate change - Reuters https://t.co/gMWQynpVt2,830570 +"Weber-Davis environmentalists group hopes to encourage citizens to push Congress for action on climate change. +https://t.co/hPWpeSbLoG",177632 +Switzerland wants to save a glacier from global warming by literally throwing cold water on it https://t.co/xtezxfITfC,874661 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,204768 +RT @tweetskindeep: Do you work in food and climate justice? We want to hear from you about the impact of climate change on out food cu…,426709 +@LucasHadden i'm saying the new york times saying climate change is a leftist idea is.,666101 +I swear if y'all could blame LeBron for global warming y'all would,728666 +RT @WorldfNature: Bloomberg urges world leaders to ignore Trump on climate change - Chicago Tribune https://t.co/28bqezZV9B https://t.co/j3…,622683 +Vice president Al Gore at NetRoots 2017 talking climate change https://t.co/c5Hee9QnNG,539304 +"@CurleySueView Indeed,due to global warming...! ��",490246 +RT @anipug: If you don't believe in climate change please unfollow me,862832 +"Duterte:After much debate, 'yung climate change (deal) pipirmahan ko because it's a unanimous vote except for one or two. (via @ABSCBNNews)",91092 +"RT @ImranKhanPTI: President Trump's decision to pull US out of the Paris Accord on climate change reflects a materialistic, selfish & short…",629284 +Glad more of the coast can be swallowed up by coastal flooding as we allow our environment to deteriorate further and deny climate change 🙃,581779 +@ichiloe @KHayhoe scary. just scary when large masses of people cannot understand simple things like climate change,767922 +RT @FijiPM: PM invites President-Elect @realDonaldTrump to visit Fiji and see effects of man-made climate change for himself…,207825 +RT @YEARSofLIVING: Scientists highlight deadly health risks of climate change via @CNN https://t.co/X1IYWkUy6D #ClimateChangesHealth,488877 +RT @MsMagazine: Women of faith are mobilizing for renewable energy and environmental protections that slow climate change:…,290673 +"meanwhile, climate change https://t.co/MmCMZQvBlM",587933 +Here's what President Trump's climate policies could mean for global warming https://t.co/9Wzl3vzVKc https://t.co/S1inc66aZV,12343 +RT @businessinsider: National Park deletes factual tweets about climate change amid Trump crackdown on agencies https://t.co/uGpirOjEjn htt…,991667 +RT @bertieglbrt: this evening's activities: i tickled my girlfriend while pretending to be leonardo dicaprio explaining climate change,366178 +"RT @alfonslopeztena: Even @FoxNews is ripping into Trump's EPA chief for denying the basic science of climate change. +Watch—> +https://t.co/…",990370 +China takes more of a lead with climate change efforts in the Pacific .. https://t.co/rWcDCrqRSC #climatechange,345018 +RT @RaheemKassam: World leaders duped by manipulated global warming data https://t.co/Lx7phvN17F,900182 +RT @Crof: Oh boy: Trump’s Climate Contrarian: Myron Ebell Takes On the E.P.A. https://t.co/JhAxWaoQos #climatechange? What climate change?…,23133 +Fabulous! Leonardo #DiCaprio's film on #climate change is brilliant!!! Do watch. https://t.co/7rV6BrmxjW via @youtube,813652 +"The issue offers our liberal shepherds no opportunities for virtue signaling on capital punishment, global warming… https://t.co/1zob4zK6Bz",155474 +RT @backpackingMY: Negara paling rendah di dunia adalah Maldives. Dijangka akan tenggelam kerana global warming pada suatu hari nanti. Jom…,265814 +"Tens of thousands #marchforscience, against Trump's threats to climate change research https://t.co/B1gDFMLzBo via… https://t.co/XTzNBTmpWP",976781 +"Exxon played us all on global warming, new study shows https://t.co/F2pin7rUn7 #media #articles",853893 +RT @Greenpeace: 7 things you need to know about climate change: https://t.co/yvrSubXBk2 #ClimateFacts https://t.co/9Nu2HRvSNj,125784 +"RT @PublicHealth: How climate change affects your health, in one graphic: https://t.co/Bd4DfhRUww #ClimateChangesHealth https://t.co/99j3W0…",722067 +"RT @actionskills: Communicating climate change: Focus on the framing, not just the facts @ConversationEDU + https://t.co/iECoV6FOMI https:/…",203641 +"Chilling: +1. Trump wants to divert NASA $$$ from climate change to space exploration +2. Thiel wants to colonize space for libertarian utopia",455687 +pls don't tell my global warming isn't real when the high today is pushing 90 degrees 🙃,21780 +"RT @APWestRegion: California Gov. Jerry Brown & predecessor, Arnold Schwarzenegger, hail climate change plan while condemning Trump…",739736 +RT @PakUSAlumni: How does climate change affect economies? Debate underway in @ShakeelRamay session #ClimateCounts #ActOnClimate…,663336 +@IvanTheK I did get duped into climate change denial twitter... never going to do that again!,669160 +"For the first time on record, human-caused climate change has rerouted an entire river - The Denver Post… https://t.co/yKV9cIFWwh",99220 +RT @PolticsNewz: Donald Trump actually has very little control over green energy and climate change https://t.co/wVzo7RzD1Z https://t.co/OT…,736519 +"After 4 great talks at #AfricaIn2017, Q&A begins. Regional cooperation, role of cities, and consequences of climate change discussed.",162533 +"RT @VABVOX: Yaass queen. + +Ivanka from Brighton sends climate change reply to Donald Trump https://t.co/MgpVFt7iZf",272392 +RT @jimsciutto: .@JustinTrudeau mentions US-cooperation on climate change - perhaps a subtle message to new POTUS?,809568 +"RT @AMKlasing: El Niño on a warming planet may have sparked the Zika epidemic, scientists… https://t.co/9p8NmcKPgP",408446 +"RT @washingtonpost: Steps to address climate change are 'irreversible,' world leaders declare in Marrakech https://t.co/ca9MfMSnXO",293618 +RT @BobTheSuit: Adult me must concede that a major contributor to global warming was kid me leaving the front door open and heating the who…,614427 +"RT @postgreen: In Greenland, a once doubtful scientist witnesses climate change's troubling toll https://t.co/1opgXzLdch https://t.co/cvSL6…",448949 +RT @Picswithastory: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/rgj37bMaRQ,434123 +Australia PM.s adviser: #climate change is #UN #hoax to create new world order https://t.co/EMrSUJPoOu #global #warming #NWO #newworldorder,694186 +RT @austincarlile: Maybe all of you that don't think climate change is real will disagree with this one too: https://t.co/qYAyKysi84,480120 +"AI will make farming immune to climate change by 2027, say Microsoft researchers https://t.co/bMARTDx9yI https://t.co/gTdHHTnA2m",343589 +@patrick_winderl I just heard just now that Trump has named a climate change denier from Oklahoma as head of the EPA. Name is Scott Brewer--,595575 +@chaamjamal When eco-warriors blame Bangladesh flooding on climate change they fail to recognise part played by cut… https://t.co/6yNFMCVUqx,880717 +RT @THEHermanCain: Slipped into unrelated story: AP labels Trump EPA choice Scott Pruitt a 'climate change denier'…,302744 +"RT @robreiner: Stops Nat'l parks from informing on climate change,lies about the election. DT is a sick childish embarrassment destroying o…",631761 +"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",706535 +"RT @antonioguterres: I call on world leaders, business & civil society to take ambitious action on climate change. https://t.co/wl19gZYecm",121619 +Sea levels 'could rise higher than a three-storey building due to climate change' https://t.co/Hee8NeKOtl,177940 +"RT @ClimateTreaty: Without action on climate change, say goodbye to polar bears - Washington Post https://t.co/8C3JHS7v9m - #ClimateChange",94004 +"RT @ClimateRevcynth: February’s record warmth, brought to you by climate change https://t.co/Gz7cVqOOSA @ClimateCentral https://t.co/Hh4Lrc…",300637 +RT @Lisa_Palmer: A new app helps you make connections between NASA satellite data and global warming in your backyard. https://t.co/IndG7EQ…,324458 +Sadly my parents are those people who think climate change isn't a problem and voted for trump,336980 +@GolfDigest I'd love to see Trump 'scuffing' at global warming! #golf #proofread,3151 +RT @HuffingtonPost: China to Trump: climate change is not a Chinese hoax https://t.co/3DVlIwAqjb âž¡ï¸ @c_m_dangelo https://t.co/y1ZqEW8Hcv,390611 +@guardian The failing of renewables will boost the finite unrenewablies contribution effect on climate change bigly. Enjoy @realDonaldTrump,336024 +"RT @CulinarianPress: This is how technology can help us fight climate change + +Swedish supermarkets replace sticky labels w/ laser marking h…",811013 +"RT @jasonnobleDMR: Make no mistake: this is a tough crowd for @joniernst. Many of her talking points on health, climate change are being me…",920143 +"RT @StopTrump2020: However, since Trump tells us climate change is just a #ChineseHoax I guess I don't have to worry #LiarInChief… ",824716 +"RT @CECHR_UoD: An ingenious solution to climate change - turn CO2 into fuel +https://t.co/L5woHlHLjO HT @zeekay15 https://t.co/FgRduedKLa",453544 +Ice age climate change https://t.co/7WWPUQQ6Lf,368830 +@sendboyle @realDonaldTrump nuclear war is a bigger danger than climate change https://t.co/8rY6PJxQci,556824 +"RT @MLCzone: 'France, U.N. tell Trump action on climate change unstoppable' - https://t.co/y6AR72MDvw",744397 +@RogerPielkeJr ... seeing what you have gone through in the climate change world has been eye-opening and disheartening,647697 +"climate change deniers, young earth creationists #madasaboxoffrogs https://t.co/oaM1aEBlxb",539985 +"The new normal of weather extremes On World Meteorological Day, DW provides an overview of how global warming is…… https://t.co/4oJ5aYhKUq",399389 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,715168 +"RT @jonaweinhofen: Reminder- eating meat means you fund animal cruelty & slaughter & deforestation, global warming, species extinction…",784741 +NY Attorney General uncovers email alias used by Rex Tillerson to discuss climate change at Exxon https://t.co/Ne9HWaYFE9,117318 +"Estados Unidos: Elite US universities defy Trump on climate change, , https://t.co/L81zn0aS3B",568817 +I still have a hard time understanding that some people do not believe climate change is a thing,377392 +RT @Fusion: Peru is suffering its worst floods in recent history—and some scientists say global warming is to blame: https://t.co/y2yJcShEOl,111643 +RT @LanaDelRaytheon: ⠀ ⠀ ⠀ �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� howdy. i'm the climate change sheriff. yo…,8723 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,262101 +Sure doesn't feel like global warming out there today.,551225 +"By 2030, half the world’s oceans could be reeling from climate change, scientists say https://t.co/heH1nBMhE4",377121 +RT @JGale363: Thomas Stocker technology is necessary to solve climate change- CCS is one of those technologies #GHGT13 #ccs https://t.co/8m…,388278 +RT @GlblCtzn: The mayor of Paris has a simple solution to ending climate change – put women in charge. https://t.co/tI44nqnudE,387855 +"RT @HarvardChanSPH: Watch live on February 16 as @HarvardGH, @ClimateReality discuss climate change and health https://t.co/M7sIJxu3k0… ",396758 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,821375 +"@DemocracyNow Correct!!! +How many ideas on combating climate change been offered from either of these poor candidates? +Neither Dares Address",307577 +Amazonians call on leaders to heed link between land rights and climate change - The Guardian… https://t.co/OcuiDZ38IF,11874 +RT @BraddJaffy: 'You and your friends will die of old age and I'm going to die from climate change.' https://t.co/Yl2oSriNbs,152947 +physorg_com: New research predicts the future of #coralreefs under climate change https://t.co/GVM16vPpAE,373196 +"RT @GeorgeTakei: 1 day before the #climatemarch, Trump administration removed climate change pages from the @EPA website. + +This is y…",681799 +RT @Destroyingvines: When you accept climate change and move on with your life ⛷️ https://t.co/8MvqkGySHc,195033 +& the ones who care about all of these mass animal extinctions/global warming/world hunger yet won't do the one bes… https://t.co/IT02GFQ1FK,470515 +"@DC_Resister_Bee @realDonaldTrump Kind of like 'nobody really knows for sure' if climate change is real. + +Welcome to the world of #LowT.",542193 +Invention News(6)-New virtual Reality Games/Nose shaped/Mushrooms/global warming...Must watch: https://t.co/wi6CG2hUT9 via @YouTube,786188 +Scientists in search for 'Goldilocks' oyster to adapt to climate change https://t.co/UXTDEA7dZ9 via @ABCNews,952036 +@ClimateReality @KHayhoe I agree but your framing is bad. Saying clim change is fact only reinforces the 'truth question' of climate change.,782706 +RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,232723 +RT @FreeFromEURule: @onusbaal2015 @can_climate_guy Dear climate alarmists. The sun is the driving force of climate change.always has be…,443670 +RT @motherboard: New simulations predict the United States' coming climate change mass migration: https://t.co/DkxlOtgNlk https://t.co/pY4J…,685079 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",276015 +RT @TLDoublelift: if global warming isn't real why did club penguin shut down,373750 +"@doncollier predjudice? That he feels that Brexit, climate change and lack of privacy are bad? Where's the predjudice there? @arusbridger",956265 +"RT @MichelleBanta3: @attn @billmaher It's global warming that the Republicans think doesn't exist , yet they believe Jesus made blind men s…",847491 +RT @Pete_Burdon: Trump given short shrift over climate change threat https://t.co/nkOHA1dEu4 via @FT #COP22,511736 +This whole winter weather debacle is only further proof that going with the name 'global warming' was a very poor branding decision. #pdxtst,301549 +RT @RheaButcher: People who think climate change science is a hoax out here screaming about biology-defined sexes,491260 +Biodiversity loss shifts flowering phenology at same magnitude as global warming #ResearchAndDevelopment https://t.co/KBWWgiIwCy,502197 +Was super excited about the @BillNyeSaves series but turns out it's just his soapbox for political views and climate change. #Disappointing,972927 +RT @Davidxvx: Great to hear @jacindaardern describing #climate change as this generation's equivalent of the fight to go nuclear free. Trut…,740869 +"RT @siddharth3: Do you have any questions on energy and climate change that you'd like answers on? I'm compiling questions for writing. RT,…",519113 +Trump names climate change skeptic and oil industry ally to lead the EPA https://t.co/AhStZnMVcz #ImWithHer,573875 +RT @MrAlan_O: @GeorgeTakei @attn @GeorgeTakei Trump will get global warming when his ice cream melts faster than his hot dog cool…,858962 +"RT @LindaSuhler: Left loves Everlasting Gobstoppers like climate change they can tax/regulate in perpetuity. +Bad water in Flint? Eh. +It too…",528969 +"I don't like this whole global warming thing. If you're going to destroy a planet get a Death Star and do it, don't make them suffer. +-Vader",570551 +RT @KHayhoe: Has Trump made people care more about climate change? This May @ecoAmerica survey suggests the answer is - MORE! https://t.co/…,883034 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,169392 +Jerry Brown: California 'ready to fight' Trump on climate change https://t.co/fYEHB86b5u,269695 +RT @EnvDefenseFund: Is global warming real? A 30 second answer. https://t.co/dNGbBcBk6Y,47454 +"I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood +https://t.co/NGGY8jVtVC",391822 +"#Wisconsin people, climate change is real Vote #democrat Stand against @PRyan and show him actions speak louder https://t.co/sic6JdCyTw",628083 +"RT @washpostbiz: Record-breaking climate events all over the world are being shaped by global warming, scientists find https://t.co/LNTDTh8…",644328 +RT @pferal: That's his most palatable quality! He's a hunter pal of the Trumps who denies climate change+is a glutton for oil d…,436950 +Trump poised to undo Obama actions against climate change https://t.co/yVnAcyMH2J,26551 +RT @FAOstatistics: Norway to boost protection of Arctic seed vault from climate change https://t.co/6fvmfH8JcD,647139 +"Record-breaking climate change pushes world into ‘uncharted territory’ + +https://t.co/3Yem7OZjIO",179680 +@marcherlord1 Bird shit and tree sap is global warming?,363692 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",483048 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,540983 +@TheFacelessSpin Both carbon emissions and non-climate change air pollution drive health impacts. Both of which are… https://t.co/ekev462Wgo,788092 +What global climate change may mean for leaf litter in streams and rivers: … greenhouse gas… https://t.co/xw6kRtO6zs,205106 +RT @wittier: 'Where should you live to escape the harshest effects of climate change?' https://t.co/fFNVgTIF4m #SCIENCE @cindyc… https://t.…,785011 +@pestononsunday @jeremycorbyn Do you think Climate Change is our biggest challenge? What should UK's role in tackling climate change be?,33426 +"RT @BethR_27516: LOL!! 😂😂 +Hint: if u don't get the joke, u should STFU about climate change being a 'hoax'. And take a damn physics… ",338299 +RT @thehill: Energy Dept. tells employees to stop using the phrase 'climate change': report https://t.co/YWH82assdW https://t.co/ARsk0LFF2g,240223 +"RT @Ch2ktuuWX: Majority of Alaskans believe climate change is happening, according to a Yale report. Check out the interactive map…",514220 +"@realDonaldTrump Please reconsider your view on climate change. Global warming is a serious issue, and cancelling our deal with 160 other(1)",767021 +RT @MotherJones: Donald Trump's interior secretary pick doesn't want to combat climate change https://t.co/GfdXNzADYl,458376 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,871950 +RT @TheMarySue: The EPA has apparently been ordered to pull climate change data while their gag order is in effect. https://t.co/QzVufTpmjE,648034 +RT @thehill: California signs deal with China to combat climate change https://t.co/IL7NU32w0H https://t.co/eVDR3t5XdS,302254 +"New head of the EPA is disputing climate change scientists over the cause of climate change. +The head of the EPA +Who denies climate change",638987 +RT @FastCoDesign: Donald Trump can deny global warming; cities can't https://t.co/LgvHdgL1cI #cityoftrump,543051 +Koalas don't like water but they're being 'driven to drink' by climate change https://t.co/tj3NDWFHr1,518964 +RT @EricBoehlert: fighting climate change has become the new background check bill: everyone supports it except GOP members of Congress,205963 +"BlackRock to put pressure on companies to focus on climate change, boardroom diversity https://t.co/Md35lKtODL",895438 +RT @HuffingtonPost: Swedish politicians troll Trump administration while signing climate change law https://t.co/zGy9jrVL6c https://t.co/n9…,838812 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,396598 +RT @Picassokat: Rex Tillerson's ExxonMobil is planning for global warming but he will do everything humanly possible to stop his country fr…,9385 +Is this what global warming feels like it's the middle of dec where's the cold? it's 75 out wtf mate #globalwarming,53503 +"We don't need a wall, we need actual...maybe walls around Houston, to make sure that climate change doesn't swamp it...!!!' @JamilSmith ☝��",857881 +Nature-based solutions (i.e. managing watersheds) can provide ~30% of the solution to limiting global warming to 2°C https://t.co/3zQVTaWD2A,899149 +RT @savmontano: Our president doesn't believe in global warming so we're all doomed regardless,983942 +"RT @EnvDefenseFund: If you’re looking for good news about climate change, this is about the best there is right now. https://t.co/ludJsGUlJm",717325 +business: Bison returned from the brink just in time for climate change https://t.co/QNMtfnjrWv via climate … https://t.co/h7bEu2GEGb,193613 +But global warming isn't real right? #fools https://t.co/3Ru7Cts5Id,287333 +@catrincooper @leahmcelrath climate change is affecting us NOW and I fear the president elect doesn't take any of it seriously.,242144 +"RT @stillawinner_: - why are you naked? +- global warming",966042 +@plough_shares You should buy Honest Howie Carbon Credit to stop global warming,167148 +i will shut up about climate change once we stop electing anti-science politicians,3451 +...it's ok don't worry @realDonaldTrump says climate change is not real! https://t.co/LDDEYPuBs8,223188 +RT @jimalkhalili: Global mean sea levels have risen 9cm in my children's lifetimes. But probably just some climate change conspiracy…,571929 +"If you're looking for good news about climate change, this is about the best there is right now - Washington Post https://t.co/Mt8V1ksRZs",484537 +That's global warming for you! https://t.co/Cn7BpMnzoy,261371 +"RT @Snitfit: @TIME mag's 51 climate action suggestions in 1977 were so effective, they caused global warming in 40 years. �� https://t.co/jm…",333480 +RT @World_Wildlife: Saving forests is crucial to fighting climate change. WWF's Josefina Braña-Varela blogs for #BeforetheFlood: https://t.…,717182 +"RT @CECHR_UoD: Eating less meat essential to curb climate change +http://t.co/J3gbSv5HDU not veggie - just less will do http://t.co/jakVKabE…",18369 +"@lisaschroder21 considering science unanimously agrees that climate change is happening, that's a ridiculous and baseless statement",239212 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,713047 +"@karengeier @DolanEdward @IzzyKamikaze Well ACTUALLY Paul I think what's more concerning is run away global warming, rising sea levels and..",896499 +"Google, Amazon, Facebook, Microsoft and Apple all commit to Paris Agreement on climate change -... https://t.co/ysh23Plfub",19234 +RT @WorldfNature: Great Barrier Reef is A-OK says climate change denier as she manhandles coral - Mashable https://t.co/BfBSalv3bF,576063 +RT @DebErupts: California is a global leader on environmental issues. While other states debate whether or not climate change is real. #Cal…,865976 +RT @NYTScience: This is one effect of climate change that you could really lose sleep over https://t.co/aVFdK0MvFc,865858 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,214133 +"@Jrhippy @VP @POTUS @GOP and even if climate change were a hoax, do we still want the pollution that an upsurge in coal will bring?",7500 +RT @thehill: JUST IN: Trump admin refuses to sign international climate change pledge https://t.co/IMyC8QCbky https://t.co/pbTshtz1ru,461792 +and Trump doesn't think climate change is real!!!!!!!! https://t.co/ukUycBkpBS,909060 +RT @thehill: Trump EPA chief calls for televised climate change debate https://t.co/1CfnpHuwXB https://t.co/hDfSNgUSMA,896636 +@ciccmaher @AbbyMartin Number of people screwed by climate change - -9 billion+,923236 +I support the fight to prevent climate change disaster. Will you join us? https://t.co/i6qbH0kQ0b via @nextgenclimate,363209 +RT @UWE_GEM: Talk on 15 June - Society vs the Individual: focus on air pollution & climate change. Book tickets here https://t.co/Eg1Kfnvzm…,943350 +RT @PolitiFact: Energy Secretary Rick Perry wrongly downplays human role in climate change https://t.co/n5Zh144CPa https://t.co/GHxyIgjnnO,23718 +@stevebloom55 me too I 'm in panic about climate change then I m searching for consistent market driven solutions… https://t.co/cLzHkCmeCe,732753 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,436406 +Did a “landmark paper that exaggerated global warming” trick 195 governments into signing the Paris climate deal? https://t.co/R7WW2b3KyA,226552 +"RT @JamesMelville: Pro fox hunting & death penalty +Denies climate change +Opposes gay marriage & abortion +Paul Nuttall: Poundshop Trump htt…",995707 +"RT @tomgreenlive: This sucks - In executive order, Trump to dramatically change US approach to climate change @CNNPolitics https://t.co/9wD…",860633 +I'm genuinely concerned that we let a man into office that doesn't believe in global warming and thinks it's a Chinese scam??????,283389 +RT @EBAFOSAKenya: #Ebafosa through #InnovativeVolunteerism is changing Kenya's climate change adaptation & economic landscape by inve…,828750 +@HealthRanger the earth is flat and climate change is not real and does not matter.,750985 +RT @NRDC: He claims the planet is cooling and questions climate change. Who is...our next energy secretary? https://t.co/h5aTqEFbUg,10691 +RT @newscientist: Trump could land fatal blow to the fight against climate change https://t.co/zPo0wntgIb https://t.co/FBIaQwPsur,968989 +"RT @erasmuslijn: You can't dispute science. We know for a fact that: +- global warming is real +- trans people exist +- the proletariat will b…",283169 +RT @Anthony1983: A poem I wrote for @TheCCoalition on climate change. Directed by Ridley Scott Associates with @Elbow & Charles Dance https…,479441 +"RT @BadAstronomer: Deniers gonna deny, but new research puts the last nail in the coffin of the global warming “pause”.… ",49000 +"While global warming has affected the whole planet in recent decades, nowhere has been hit harder than the Arctic. This month, temperatures",895112 +RT @KimKardd: We have to face the reality of climate change. It is arguably the biggest threat we are facing today.,89198 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,731498 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,873492 +RT @harvestingco: Adapting agriculture to climate change https://t.co/J10Z89ebfZ @FAOclimate https://t.co/2cAdYghyZb,748686 +RT @guardianeco: Shareholders force ExxonMobil to come clean on cost of climate change in 'historic' vote https://t.co/AG77Gz1dbG,493732 +"RT @LloydDangle: I was honored to do two days of scribing about climate change for @InstituteatGG, #teachclimate! http://t.co/D2fkAxis5w",666504 +Thick girl weather damn near nonexistent thanks to global warming,291794 +"RT @SeanMcElwee: Everything is on the line in 2018. DACA, climate change, voter suppression and healthcare. + +Turnout rate in 2014 by age: +1…",591070 +RT @ringoffireradio: Did @Scaramucci really just compare believing in man-made climate change to believing the earth is flat?…,399545 +"RT @MattLax21: That's why global warming isn't real, it's just distracting us from the love of Christ - kb",898448 +"RT @prageru: What do scientists actually believe about climate change? #ParisAgreement +https://t.co/46dSJuTPmK",655033 +https://t.co/VYDzfKDQUr China delegate hits back at Trump's climate change hoax claims - CNN https://t.co/NSVR794ZMq,653524 +"RT @AgorasBlog: Nigeria, Biafra, Shi'a, expect this from Buhari & APC: + +Ibrahim Zakzaky, Nnamdi Kanu, climate change and too much rain cau…",933765 +"Well at least climate change is really, really pretty. https://t.co/SdhcmIdlv4",98740 +RT @rawstory: These photos force you to look the victims of climate change in the eye https://t.co/nGWMHaRCZc https://t.co/dUlBydx5gx,701254 +@Orwelldone @thefinn12345 @Toure @nytimes That's why it's called climate change?,460181 +New research points out that climate change will increase fire activity in Mediterranean Europe - Science Daily https://t.co/rv49wquzJ0,750030 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,745890 +"Coral reefs may yet survive global warming, study suggests - https://t.co/O3YYGB0fvs",633094 +RT @JamilSmith: A climate change denier is now in charge of the @EPA. It’s worth noting what employees there did to resist. https://t.co/n8…,885609 +When someone behind doesn't want to go to class because they might 'talk about something stupid and controversial... Like climate change',642211 +RT @AndrewLSeidel: Same guy who said we don't have to worry about global climate change bc in the bible God promised Noah he wouldn't…,893929 +RT @KevinJacksonTBS: So #Obama hid $77B in climate change funds! https://t.co/KAAr0mw7vW #TeamKJ #tcot #teaparty,233330 +RT @PakUSAlumni: Hunzai shares how GB practices collective action for climate change #ClimateCounts #ActOnClimate #COP22 https://t.co/sI72A…,187583 +@matthaig1 @realDonaldTrump climate change doesn't exist.,1778 +RT @Dayofleo57: if global warming isn't real why did club penguin shut down,468742 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",757706 +"@Nonya_Bisnez @wildscenery @iamAtheistGirl LOL, that's not fucking climate change, you simpering baboon.",197401 +"RT @UberFacts: President-elect Trump has selected Myron Ebell, a climate change skeptic, to lead his Environmental Protection Agency transi…",145207 +RT @SeanMcElwee: Here is the column Stephens wrote denying global warming. He should either retract it or NYT must rescind its offer. https…,969010 +Badly misinformed lawmaker thinks our 'warm bodies' may cause climate change https://t.co/P8SLdG6L6e via @HuffPostPol,93645 +We're joining @ClimateEnvoyNZ to hear his presentation on NZ's climate change action. #NZpol. Livetweeting from now.,262801 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",874333 +BBC News - Prince Charles co-authors Ladybird climate change book,593952 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,874815 +RT @BBCParliament: New Labour MP for Leeds North West @alexsobel talks about climate change in his maiden speech. #MaidenTweets…,792528 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,96606 +"RT @UNICEF: Inaction is not an option. We need to act NOW on climate change. RT if you’re with us. #foreverychild, a safe plane…",104081 +RT @MetalcoreColts: Hey its november and its 83 degrees. Continue to tell me that climate change is a myth pls,951844 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,240191 +"RT @MatthewDicks: @POTUS Your action today will pollute our rivers and steams, poison our air, and accelerate climate change. You’re like a…",741518 +@jack_thebean I'd look into @MobilizeClimate. A lot of scientists estimate earth can't sustain 4 years of climate change denial. Scary shit,490704 +RT @skgjnr: A president who sends family members to represent kenyan meteorologists at international climate change forum in Pa…,787476 +"RT @jon_bartley: ‘Flash’ cash for Hinkley, HS2 and Heathrow but not to keep people safe in their homes in the face of climate change: https…",356997 +"Whether or not you believe global warming is real, don't you think we should be taking better care of this beautiful planet we inhabit? 🤔",804006 +RT @UNEP: #DYK about 80% of Greenland is covered by the Greenland Ice Sheet which is rapidly melting due to global warming?…,873876 +RT @tmsruge: Thing is: climate change doesn’t care wether you believe it or not. It’s not a religion. It’s going to happen. Nay.…,623346 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,987897 +"Trump picked Scot Pruit as head of the ENVIRONMENTAL PROTECTION AGENCY this guy doesnt believe in climate change, our planet is fucked",914419 +My latest blog - U-S fossil fuels trumps climate change debate - https://t.co/uZZ0B15Ww8,412157 +RT @TheZachJohnson_: Mugs asked me what my motivation was I said global warming,2028 +"RT @TimBuckleyIEEFA: Fiduciary duties of directors & trustees post Paris COP21 ratification re climate change, a clear legal risk https://t…",605102 +RT @Gizmodo: We're finally going to learn how much Exxon knew about climate change https://t.co/KMum8qmRPf https://t.co/SzORKaDgKg,749238 +"Hear about how youth are leading the fight to prevent climate change at Climate Outloud, Saturday at 2 pm https://t.co/CYQ4zrWJUp",307392 +"I do not believe climate change is a hoax,' Pruitt said. https://t.co/QElh8HsO4c #news #carbondioxide #carbondioxide",397422 +"Canada, let’s fund an archive of Inuit knowledge to help communities adapt to climate change https://t.co/vjUBylZ4Xr https://t.co/WhpV0V9mUb",338237 +RT @4for4_John: Today I argued about the existence of climate change with someone with “skinfluteâ€ in his Twitter handle.,80541 +@billmaher Just watched #Before the Flood...on climate change. Invite Leo DiCaprio on your show.,449512 +"RT @MattBracken48: Next, the libtards will blame too much rain in Cali on man-caused climate change. +It's a religion to the Social... https…",294833 +Heatwave in India due to human induced climate change https://t.co/YbuEE2BJJl!,413620 +"RT @AstroKatie: If you were going to be a single-issue voter, not making global warming even worse would be a good issue to choose. https:/…",387693 +RT @GCCThinkActTank: 'Nobody on this Planet is going to be untouched by the impacts of climate change'. ~ Rajendra K. Pachauri…,450373 +@globeandmail This climate change agenda is being sponsored by the very oil companies who they seek to harm - cap and trade taxation scam,589886 +RT @wef: 7 things @NASA taught us about #climate change https://t.co/Vbwazfhx12 https://t.co/8XA0Yz5WUQ,516932 +"RT @satanicpsalms: Vatican believes humans contribute to climate change: scofflaw exorcists whose pact with Satan raises global temps +https…",581483 +"RT @GYFHAS: @CanadianPM #cdnpoli Isn't @georgesoros the guy who used climate change fear mongering to devalue coal mines, then bought them?",346955 +@donaltc @BirbEgg @mary_olliff @BernieSanders It's from solid state physics. Man-made CO2 causing global warming at… https://t.co/DtV0ycH5D8,734933 +RT @K_Phillzz: I'm baffled by those who consider climate change to be a 'political debate' and not a legitimate concern,288357 +RT @TheGladStork: Maybe baby boomers would take global warming seriously if we told them it was like letting a millennial control their the…,303455 +RT @edwardcmason: Another tremendous @FT piece from Martin Wolf. We need these reminders of seriousness of climate change threat & ur…,224575 +"From Trump and his new team, mixed signals on climate change https://t.co/nc5NuuZc6L",576795 +"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",15284 +RT @EU_Commission: #COP22: EU strengthening efforts to fight climate change in Marrakesh https://t.co/SEko1T0KcC https://t.co/XDP6ejti18,573941 +If global warming continues at the current pace it will change the Mediterranean regi ... #Tattoos #Funny #DIY https://t.co/w2MCVii09L,919384 +I cannot believe that in this day and age there are still people denying that climate change is a reality. #BeforetheFlood,719494 +RT @WIR_GLOBAL: 630 of America's biggest companies are pleading with Trump to give up his climate change denial https://t.co/ANl7SdKcXy,24551 +"RT @UN: In Lake Chad Basin, Security Council hears of Boko Haram terror + survivors' needs, sees impact of climate change… ",183366 +What does Trump believe about climate change? @CNNPolitics https://t.co/HVLOyyHMwd,336178 +RT @JuddLegum: 2. The argument boils down to: Hillary Clinton lost so climate change might not be a big deal. Excuse me?,634250 +RT @sunlorrie: Remember: We can only save our planet from global warming by giving our governments hundreds of billions of dollars…,609196 +The left and right agree: Fox News destroyed EPA chief Scott Pruitt over climate change https://t.co/guGttj9fm3,974078 +Energy Department climate office bans use of phrase ‘climate change’ https://t.co/4Xukxp67fR,839965 +"RT @millennialrepo: With lots of talk on climate change, our contributor brings up some good points. +Trump on Paris Climate change https://…",232062 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",924312 +@ruairimckiernan try @ThinkhouseIE who did @BenandJerrysIRL climate change college campaign,575336 +"RT @350Mass: 350 Mass MetroWest Node 'gears up to fight climate change' writes @metrowestdaily #mapoli #peoplepower +https://t.co/JBIgO7entL",124851 +"@CNN @VanJones68 he is still accelerating global warming, pollution & amimal extinction we are screwed",806164 +I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/y2AvcGqy11,732761 +Why climate change is material for the cotton industry - GreenBiz https://t.co/IlshqGsY1J,500599 +THT - Radical energy shift needed to meet 1.5C global warming target: IEA https://t.co/KmN2x9bRgp https://t.co/zaxwtJt67v,412117 +"RT @thebriancrowe: President Trump just set climate change and clean energy back 30 years. Coal is NOT the future. Shame on you, Mr. Presid…",906349 +RT @sadier0driguez: climate change https://t.co/8ZYUBlwCuT,913803 +If both lower CO2 sensitivity and net positive up to 3 degrees of warming were correct then global warming is not net bad until 2080 to 218,393406 +"RT @RexHuppke: A climate change denier leading the EPA? Finally. I say we can't let a little extinction stop economic progress! + +https://t…",189856 +Reducing climate change with a healthier diet. New study shows... https://t.co/OTwfb1AbKM,310554 +Trump boosts coal as China takes the lead on climate change https://t.co/xNHwgsD4KL,919892 +RT @iamgtsmith: Graham Thomson: Alberta's wildfire seasons to get worse thanks to climate change https://t.co/txpGGgOS4H #wildfire,569801 +"RT @usatoday2016: Ivanka Trump and Al Gore to meet, discuss climate change https://t.co/6FP1Sj5eld via @elizacollins1",817363 +RT @Independent: 11 images from Nasa that show climate change is real https://t.co/0U2eRGX447,440342 +"@POTUS U think climate change regulations kill jobs? Well climate change will kill people, so jobs won't be needed I guess. Do some reading",720834 +Europe getting their ass kicked by terrorists ---at least their doing something about global warming. #LondonBridge #realdonaldtrump #merica,406014 +RT @theintercept: Trump's pick to the run the EPA has led litigation efforts to overturn the EPA's rules to address climate change. https:/…,142478 +RT @CarbonoFinanzas: guardianeco: Paris climate change agreement enters into force https://t.co/r8XBsOU7J0,759688 +RT @GlobalWarmingM: Polar bears and global warming for kids - https://t.co/lmO2CdnbeB #globalwarming #climatechange https://t.co/sl8JGxY4lW,371839 +Michael Gove abandons plans to drop climate change from curriculum https://t.co/vwvw3xXbBJ https://t.co/PYDtaDLAeW,628608 +@kkfla737 I don't think Rubio is gonna lose although I'm not afraid to say he doesn't have my vote. 2017 and still denying climate change👎,488708 +"Beyond believers and deniers: for Americans, climate change is complicated https://t.co/a0MVuXkbgn",498562 +"RT @Murunga_Josh: Watu wa Twitter wanajua kila kitu. Muziki,Michezo,Siasa, Journalism,Comedy,relationships na hata global warming.",43007 +RT @IUCN_Water: Heads above water: how Bangladeshis are confronting climate change https://t.co/LznYccKNq8 via @positivenewsuk #MondayMotiv…,466461 +"@conndawg I’m creating a think tank for independent thinkers to solve climate change, would you post also at https://t.co/3nG3t7oJZI",103442 +"And w/o seeing it: who pushes global warming: Clinton, media, NPR, Colbert, Olympic Committee, and I should trust them? #standupforscience",685532 +RT @brennan_anne_: Please don't forget that climate change is not just an environmental issue. It's also a social justice one,488405 +@SenTedCruz What's G's legal understanding of inequality and climate change THE 2 key issues of our times? The rest of us want to survive,681057 +@jordantcarlson @cblatts did you read the article in question? author acknowledges anthropogenic climate change as… https://t.co/Ceudl2gp94,353092 +"@LiamLy @guardian That should have been climate change, not image change! Doh!",284569 +Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/sFonJ3S2VV,395034 +"RT @randyprine: Trump names Scott Pruitt, Oklahoma attorney general suing EPA on climate change, to head the EPA - https://t.co/9DS39zAmgZ",366099 +"RT @Greenpeace: “I know about climate change. When #climatechange in this place, we are not happy.” Bangladeshis on the frontline:…",577799 +"RT @WalshFreedom: All I want for Christmas is for the Democrats to keep talking about climate change, transgender bathrooms, police brutali…",854121 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",264258 +"This is where changing the term 'global warming' into 'climate change' is helpful. So, CO2 causes colder winters .… https://t.co/garMnnSjzh",349261 +RT @NicoleCorrado16: Court orders New York AG Schneiderman to turn over climate change secrecy pact - Washington Times https://t.co/JcgUcPr…,122095 +"RT @Dazed: Vivienne Westwood lays into Trump over climate change +https://t.co/c7xzYe9XVS https://t.co/1L6Kf6i9y2",910800 +Tillerson may be questioned in probe into whether former employer Exxon misled investors about climate change impa… https://t.co/IYD67VOO3l,638147 +RT @the_jmgaines: Jane Goodall calls Trump's climate change agenda 'immensely depressing' https://t.co/XqrPRM237h,101951 +"@deathpigeon Jack D. Ripper, but for global warming.",309070 +"The economic impacts of climate change will precede and outpace the physical impacts. + +The Carbon Bubble parallels… https://t.co/nYin4ZpWCF",570235 +.@VernBuchanan breaks with @realDonaldTrump & many other Republicans on climate change #ParisAgreement https://t.co/Oo0GnXiZDo,59157 +RT @bani_amor: + *and* contributes to climate change. The Shuar of the Ecuadorian Amazon have been resisting colonialism for centuries. Wil…,669686 +"@BLegendl @Bamanboi this video is bad, it doesnt talk about limited resources and global warming which are actually the biggest problems",558941 +RT @foe_us: Rolling back regulations that address climate change: lowest level of agreement & highest level of disagreement.…,51268 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,991319 +RT @Neo_classico: Let me tell you my view point on global warming considering the #smog show in Delhi recently.Do read and spread this thre…,514870 +RT @BarrySheerman: Green Energy targets are a serious commitment in our bid to tackle climate change is this Govt giving up on fight to sav…,52275 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,44216 +RT @DavidPapp: Kerry says he'll continue with anti-global warming efforts https://t.co/orVqtfN28X,326352 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,930456 +In just a matter of years global climate change has completely eroded the neutrality of conversations about the weather.,837886 +RT @greglovesbutts: If God didn't want us to cause global warming He wouldn't have put all those fake dinosaurs in the ground to test our f…,425286 +"The costs of car dependence, from climate change to fatalities from car accidents https://t.co/0YQbXwzHKo",354627 +"We only have a 5% chance of avoiding 'dangerous' global warming new study suggests... +https://t.co/1Uy0VrGNZb",590555 +not for nothing but timmy turner invented global warming,540462 +"RT @EcoInternet3: #Climate change 'pause' does not exist, scientists show, in wounding blow for global warming denialists: Independent http…",981998 +RT @Slate: The kids suing the government over climate change are our best hope now: https://t.co/uM8hgVKop6 https://t.co/JGJfI28Huh,135020 +Rudroneel Ghosh: Get Real: Why Donald Trump must heed Morocco’s King Mohammed VI’s COP 22 speech on climate change https://t.co/0dbJIkOtNM,981661 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,805343 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,776590 +"@zach_wagz1515 denying climate change, repealing national marriage equality, threatening to ban an entire religion from being here.",700547 +RT @PopSci: Four things you can do to stop Donald Trump from making climate change worse https://t.co/V6o9QJSdVl https://t.co/L34Nm7m1vV,575771 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",810435 +"BBCBreaking: UK government signs Paris Agreement, world's first comprehensive treaty on tackling climate change https://t.co/weKWsyQzHh #C…",107181 +Obamas fiddled global warming data: *Shamelessly Manipulated* - https://t.co/xxfCa8CWeg #ClimateScam #GreenScam #TeaParty #tcot #PJNet,122281 +BREAKING: I just found out that the famed hockey stick graph represents my friend's wife's weight gain and not global warming. Sorry. ��,556956 +"RT @Eric_John: Trump’s budget plan for NASA focuses on studying space, not climate change https://t.co/rz9JhLhSn7",77126 +"If cruises to Alaska stop in October, how real is global warming?",290670 +"RT @KamalaHarris: Let’s use this victory and keep showing up on so many other issues, including climate change, women’s rights & criminal j…",517369 +RT @EnvDefenseFund: These 3 charts show how climate change is the world’s biggest risk. https://t.co/PeQsIFq2EF,808687 +"RT @pewresearch: Science knowledge influences Democrats', but not Republicans', expectations of harm from climate change…",114203 +"If cities really want to fight climate change, they have to fight cars https://t.co/GVOFhgBYAK #itstimetochange join @ZEROCO2_",15842 +RT @AdamsFlaFan: “Trump fools the New York Times on climate change” by @climateprogress https://t.co/o5QSkLVWll,102935 +SecNewsBot: Hacker News - Report shows efforts to fight global warming paying off in the biggest way yet https://t.co/41uhWaheDS,23002 +RT @EnvDefenseFund: Experts fear “silent springs” as songbirds can’t keep up with climate change. https://t.co/ycqDV2R1BV,404865 +RT @BadHombreNPS: Just like you cannot properly run the @EPA if you're a climate change denier who has a hard-on for fossil fuels (Ah…,567081 +Analysis of Exxon and their stance on climate change under Sec State nominee Tillerson. It isn't very encouraging! https://t.co/yXS67ZFJqE,211891 +@AstroKatie You might mention that Hilary Clinton strongly endorses science and believes climate change is real.,619002 +"RT @DavidCornDC: Hey Florida, nice little Everglades you've got there. Thanks for voting for a climate change denier. See you in hurricane…",684757 +"@davidharsanyi @ThomasHCrown It's all they've got. That and climate change, and there you have it. The complete liberal play book.",179146 +RT @pongkhis: *presidents that believe in climate change >>>> 😍😍😫😫😫💯💯👌🏽,935520 +Yeah and Al Gore just said there's no global warming. https://t.co/VDXEmsRm4T,824330 +"We’ve read the Pope’s encyclical on climate change. In case Trump skips it, here's what it says… https://t.co/8JYKQ5Kl7d",150637 +RT @market_forces: Ian Macfarlane sounding like a tobacco exec: 'no direct link between coal mining & climate change' ��‍♂️ #StopAdani https…,119377 +"RT @LosFelizDaycare: White House has deleted LGBTQ page and all mentions of climate change from its website, so we deleted all mention of w…",768227 +RT @ajplus: The White House says climate change funding is “a waste of your money.” https://t.co/XEtr8zRci6,149919 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,669199 +@wonderingwest @Anna_MollyD @X_BrightEyes_X With the climate change of flooded world then maybe? Also how about a love dodecahedron?,185722 +RT @LosAngKorner: Trump could pull America out of climate change deals https://t.co/YREd8K08Dz,336736 +"Polar vortex shifting due to climate change, extending winter, study: +- 'idea...controversial' +https://t.co/2J4RlkU7cd",544432 +when you see the severe effects of global warming and remember you can't swim to save your life https://t.co/6Hona0ejoX,461608 +David Hempleman-Adams urges climate change action after Arctic voyage https://t.co/ThTia6JJdf,543004 +"@Konamali1 @TIME Here is a website which will answer your every misconception about climate change +https://t.co/N739sblyWz",34682 +cuz climate change https://t.co/LSundnw9dY,92880 +RT @AnnCleeves: Terrific. Now Trump has appointed a climate change denier to head up the US environmental protection body.,215890 +BBC News - EPA chief doubts carbon dioxide's role in global warming https://t.co/SOYiNbcBeJ,888835 +RT @alanaarosee: @JulianaaBell that's why we gotta build a wall to keep all the global warming in America and away from Mexico,181401 +"RT @NRDC: This #WorldRefugeeDay, let's remember the victims of climate change. https://t.co/bzkyAOLU4T via @Colorlines",189154 +RT @SkyNewsAust: .@rowandean says climate change 'lunacy' is destroying the natural gifts Australia has #outsiders https://t.co/m6bbqwU9jS,872090 +From 2.30 we'll be live tweeting from the @scotparl debate on Scotland's climate change plan @sccscot #scotclimate,845259 +"nytimes: 'Engineering the climate' may be necessary to curb global warming, portereduardo writes … https://t.co/X5oGTitPPD",218304 +"RT @jorgiewbu: KNOW how the food you buy influences climate change, the products you buy and where you throw them afterwards. Please, resea…",567409 +RT @JTHenry4: I got over the fact that we elected Trump and then I remember that he thinks climate change is a Chinese conspiracy and I los…,399514 +RT @THECAROLDANVERS: liberals are so annoying... have fun working to fight climate change w/ a person who believes climate change is a m…,672209 +"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",4403 +I helped fight climate change by donating to offset 225 pounds of CO2! https://t.co/x1Eo5R4Svl #climatecents via @climatecents,445740 +I keep doing things like cooking and playing with the kids and reading books and then I remember. I think about climate change.,464276 +RT @genemurry: @wallydebling @hockey_99_11 You forgot climate change. He sent billions to countries you can hardly find on the world map!,886163 +RT @BlessedTomorrow: Is it too late to act on climate change? @KHayhoe explain how you can make a change! https://t.co/z97sbN0sko @KTTZ…,187666 +@kayleighmcenany oh here comes the conservative who care about the environment when most of you don't believe in climate change,160670 +The DUB genuinely say climate change isn't real hahahahahaha they are just Twitter conspiracy theorists,285723 +remember when south park had an episode making fun of al gore for thinking climate change was real,272753 +RT @350: Environment Defenders face the biggest threats when fighting climate change. And they are doing it for all of us: https://t.co/nsq…,170877 +"RT @helenzaltzman: TM: 'We'll bond over our dismissal of climate change and human rights!' +DT: 'In real life she's a 4, but in politics, a…",698764 +"RT @NGRPresident: PMB: We cannot succeed alone. Addressing climate change is a shared responsibility, as its negative impacts are universal…",132467 +RT @TheTruth24US: EPA chief's language on climate change contradicts the agency's website... #D10 https://t.co/pTWwJbqJT9 https://t.co/2rDP…,39110 +RT @KurtSchlichter: The death of the climate change scam is just more icing on the cake. @RadioFreeTom @Dmilanesio,606934 +"RT @IsabellaLovin: Watch, please! 150 years of global warming in a minute-long symphony – video https://t.co/g3toq433FX",17095 +"RT @Greenpeace: Observing clouds is key to understanding climate change. ☁☁ + +Happy #WorldMetDay! https://t.co/jIbBxSHyrM https://t.co/gtRve…",13523 +I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/iH7nDgh3pc,462723 +NIOZatSea-blogs: #BlackSea2017 #Pelagia studying microbial communities and past climate change… https://t.co/CkzOIPOh0y,389239 +COP22 host Morocco launches action plan to fight devastating climate change | Global development | The Guardian https://t.co/8JsmZ1ZGTD,587505 +Scientists tell Trump to pay attention to climate change https://t.co/v9Hct7wpUz https://t.co/EerEHFpSXG,690523 +RT @WorldfNature: Trump took down the White House climate change page — and put up a pledge to drill lots of oil - Vox…,253146 +"https://t.co/LN7lPFrfpJ +We need all hands on deck to fight those who deny climate change and profit from killing our future generations.",167461 +@AltNatParkSer @NASA I believe in climate change & am extremely proud of youz for finding a way to get the word out. Please stay strong!!,716193 +RT @brianklaas: Citing snow in mid-December as evidence against global warming shows a truly amazing level of scientific ignorance. https:/…,754194 +‘Shell knew’: oil giant's 1991 film warned of climate change danger https://t.co/YmikA747Cg,937593 +@HillsHugeBeaver @sean_spicier @mariclaire81 Love this. Does climate change cut people's heads off??,795201 +RT @blusuadie: When you're trying to enjoy the 70 degree weather in January but you know it's because of global warming https://t.co/xG8zaU…,941129 +RT @fatalitiess: S/o to my bitch global warming https://t.co/D0TNnpmns0,951756 +5 movie classics to inspire your inner climate change activist over the festive break 📽 → https://t.co/Aq9v1TPMBR,541050 +"RT @Impeach_D_Trump: The Energy Department climate office bans the use of the phrase ‘climate change’ + +https://t.co/nsmcKo7KD4 + +RETWEET ht…",676119 +RT @joh_berger: Diet & global climate change https://t.co/ldi52gwGsZ via @ScienceDaily https://t.co/ai7LL4jUoy,383346 +@HillaryClinton the science confirms that global warming and climate alarming are unscientific. Your party is anti science,318732 +RT @DannyZuker: Alt-Right doesn't believe in climate change but has no problem believing in this. #CoolPartyBro https://t.co/5th8ltDsML,177261 +Scott Pruitt preparing a team of climate change skeptics to attack sound science at the agency. @EPAScottPruitt @EPA THIS IS TERRIBLY WRONG,374551 +@CdnEncyclopedia global warming. Oh I'm sorry we changed the name cuz there is no global warming.,335242 +But it's snowing for the first time in 37 years in the Sahara so climate change must be a hoax! #sarcasm… https://t.co/TwpjXMwBP1,669156 +"سچی مچی #KPRisesWithKhan +Billion tree tsunami project, an excellent project by KP government which can reduce pollution & global warming",147257 +"RT @BloombergTV: Trump to drop climate change from environmental reviews, source says https://t.co/VqZFH34Nv4 https://t.co/QTFq62KjxE",631258 +RT @ScariestStorys: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/BOeDIqfVKR,577768 +RT @collinrees: Tim Kaine is demolishing #Tillerson over the fact that #ExxonKnew & lied about #climate change. Rex refusing to answer ques…,556221 +"RT @PCRossetti: .@djheakin Explains that there are good solutions to #climate change, but environmentalists are blocking them. https://t.co…",172964 +"RT @SierraClub: Grizzly bears taken off the endangered species list, despite signs that climate change is threatening their survival https:…",767518 +@_SpectrumFM_ and I'm worried marching Earth Day will activate people's partisan identity wrt to climate change and alienate some 2/,905221 +@DailyCaller @GAAnnieLonden If humans had caused a global warming it would be impossible to stop. As geography goes… https://t.co/g4EfzYrOE9,937706 +Infinite challenge got us so emotional lately. When they went to north pole to keep the polar bears. Proving that global warming is serious,676551 +I knew if it warmed up that someone would pull that climate change shit... Not saying it doesn't exist but come on,411028 +RT @mlcalderone: NYT edit board has cited “rock-solid scientific consensus' for 'swift action' on climate change…,968883 +@mericanshetpost @rolandscahill @KellyannePolls @FLOTUS They only trust science when it comes to 'climate change'.… https://t.co/PGpserj3CH,65085 +"Dr. Tim Ball, climate change skeptic, met with Trump's transition team https://t.co/iwKBosxdbO #YouTube #RebelMedia",974176 +UN climate change agency reacts cautiously to Trump plan https://t.co/rORgxqz7Kz,281304 +RT @CNNSotu: Trump has characterized climate change as Chinese hoax. But @SecretaryRoss says NOAA will follow science (which could mean col…,860156 +"RT @grahambsi: The overpriced Dail Express is furious again. But never about poverty, racism, climate change, lack of social care.… ",885791 +"@interUNFAO @chrissyvalentyn @ski_jett @BellaFlokarti +Stop quoting pro global warming groups +Their scientific analysis just doesn't hold up",174569 +"RT @chrismelberger: the world: most of our coral reefs are dying due to climate change + +trump: we will build a greater & better coral reef",674895 +RT @c40cities: 'The decision taken by President Trump will not mark a setback in the fight of #Milano against climate change.” -…,70824 +@genewashington1 @BrianCoz if he was tweeting about global warming or gun control it would get him in faster,604290 +"RT @MikeCarlton01: Most Australians: +Are happy with 18c +Are happy with SSM +Believe in climate change +Want a royal commission into the banks…",927676 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,731245 +Who do you think may have a better understanding of climate change? https://t.co/AZVhoosUZv,143452 +"Scorching heat from this 'artificial sun' could help fight climate change + +https://t.co/qDArYhFIYr",342692 +"RT @bpolitics: Trump may dismiss climate change, but Mar-a-Lago could be lost to the sea https://t.co/P3HWhuxgc3 https://t.co/8UApKW2zER",871087 +@realDonaldTrump climate change is real like tbh,761613 +".@rubiginosa @jlperry_jr @HG54 Back up your man-made global warming rhetoric with hard, empirical evidence or go away.",798311 +Desde CODEX: #DYK How climate change is influencing #FoodSafety? Salmonella spreads due to extreme heat and precipitations events #ParisAgr…,635795 +"I feel like ending world hunger, saving animals from extinction, solving our climate change problem, and reforming our judicial system today",700014 +"RT @TheTheodoreKidd: I just want to give a massive shoutout to global warming on this heated, fine ass day! #sydney #australia #weather #ho…",791049 +RT @TomSteyer: Read @MichaelEMann on how climate change supercharges deadly storms like Harvey. This is science. https://t.co/H046ATmtjw,279700 +"RT @predictability3: Check out our latest blog: Carbon Capture & Storage, Big Oil, climate change mitigate and ... how to turn a profit. +ht…",507646 +@Cane_Matt It's bad but sadly not new. In recent years the Senate has refused to pass HoC legislation on LGBT rights and climate change.,444407 +@bhandel58 climate change is not the only thing of importance going on in the world. Role of govt is not to try to be the sun.,465916 +RT @kushNdiamonds: I'm gonna try to enjoy this weather even tho global warming is well and alive. Sigh.,134834 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,852541 +"Africa's soils are under threat, especially from climate change. So now what? https://t.co/6CVeBrclWD @cgiarclimate… https://t.co/zn1sqlOHjl",962364 +"RT @1followernodad: ok a climate change denier heading the EPA is AWFUL, but what's that shade of lip stain my dude https://t.co/w8BKE4wZ3s",176463 +"RT @thinkprogress: If you want to solve climate change, you need to solve income inequality https://t.co/1dZyIh41CF",992510 +This how we stand to fight the climate change issue #COP22 #UNFCCC #ITKforClimate ##IndigenousPeoples #IIPFCC https://t.co/q9gZR5HxJn,975849 +RT @MintRoyale: He's already solved climate change! https://t.co/MsYPI8fruL,420299 +RT @Emlee_13: #AHSS1190 How do you plan on convincing citizens that climate change is real & an important issue @JustinTrudeau @cathmckenna,704863 +"RT @EnvDefenseFund: If you’re looking for good news about climate change, this is about the best there is right now. https://t.co/EKUYWsPDF2",421447 +Climate champion Carney to stay at the Bank of England | Climate Home - climate change news https://t.co/BbHxwaKAV3 via @ClimateHome,935240 +RT @shadesof666: how can global warming be real when rihanna got this much ice https://t.co/mPFRFeLTEV,461836 +RT @A24: Nothing says climate change like @moonlightmov https://t.co/rOcRLRZJz7,819440 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,419330 +RT @DRTucker: Conservatives elected Trump; now they own climate change | John Abraham | Environment | The Guardian https://t.co/dp21SOqwiP,535890 +"@Sanchordia We really don't have time to play politics with climate change, we need to start hurrying it along.",841407 +RT @KSLibraryGirl: Imagine how much better/cleaner our world would be if people believed in global warming & recycling as much as they beli…,826224 +"RT @XHNews: 2016 is very likely to be the hottest year on record, sounding the alarm for catastrophic climate change…",546860 +"@SFCFinance Hey! We have a new board for bouncing ideas on climate change, are you interested? https://t.co/LTVC09rfhf",624360 +RT @TeoLenzi: I just backed an Arctic Serengeti to fight climate change on Kickstarter! Let's make it happen!!…,587419 +"RT @AnnCoulter: We're hectored to be like the French on adultery & global warming. Why can't we be like the French on hiring large, strong…",389504 +"On climate change, Scott Pruitt causes an uproar &#8212; and contradicts the EPA’s own website https://t.co/PDqWww4BHj",860824 +RT @stevelevine: Bloomberg scoop: Trump singling out Energy Department employees working on climate change. Reindoctrination? Firing? https…,793887 +RT @Mohaduale: Climate change mitigation and adaptation measures are necessary to avert global warming and man made disasters…,945522 +"RT @_mistiu: Want to fight climate change? Have fewer children + +https://t.co/bMwkhQtRQ5",436399 +"@JolyonMaugham The Trump entourage is filled with paranoid fears of other people and yet, paradoxically, is blind to climate change warnings",797196 +RT @350: 'This is a huge stride for human civilization taking on climate change' #100by50 bill launched by @SenJeffMerkley a…,642292 +World heat shatters records in 2016 in new sign of global warming https://t.co/r39GFUjgBL https://t.co/Q1lzSkQLzP,258901 +RT @politico: Badlands National Park climate change tweets deleted https://t.co/4E1maHwiJy https://t.co/VO7Loe0IFc,233757 +U.S. EPA chief unconvinced on CO2 link to global warming https://t.co/VDxUbqBPiJ,875599 +"For the first time on record, human-caused climate change has rerouted an entire river https://t.co/LaUrdR44In https://t.co/b6JvSEd65J",860413 +RT @KathyFoley: Beyond horrified at this toadying. Human rights and climate change (and general decency and respect) matter to Iri…,922066 +RT @poetastrologers: All signs know that climate change is real,719718 +@JunkScience @realDonadTrump 194 countries also support Paris Accord. Trump is the one major world leader denying climate change.,667210 +RT @GregGutfeldShow: Have you seen the trailer for Al Gore's new film on climate change? Well you're in luck! Check it out! #Gutfeld https:…,954662 +"I get why people may not understand global warming but wouldn't you want to do what it takes to save the planet since y'know, you live on it",593300 +"RT @CNN: After previously calling it a 'hoax,' Trump said there's 'some connectivity' between climate change & human activit… ",491493 +@SallyNAitken encourages @ubcforestry graduating students to take on global challenges such as climate change. https://t.co/hw819zSdur,943128 +"RT @techvestventure: Carbon credits are a fake currency for a fake correlation of CO2 to fake global warming fears, just cost shifting a…",670317 +RT @1solwara: Australia's inaction on climate change set to dominate Pacific Island talks - The Guardian https://t.co/KsNQJhCB2w,550089 +We should really stop global warming come on guys #DoItForDave he's been telling us about the melting glaciers for ages now #planetearth2,152533 +Trump's stupidity on climate change will galvanize environmentalists @Smth_Banal,725903 +RT @ArchRecord: Help @ArchRecord with research on attitudes toward climate change by completing this survey:…,685530 +"For you, @hjroaf: We're featuring books about ice and climate change here: +https://t.co/4u1sZlYU8P",679978 +@ZeitgeistGhost climate change is a hoax to line the pockets of the degenerates in Washington. Trump is draining the swamp! #maga,247717 +Trump team memo on climate change alarms Energy Department staff - CNBC https://t.co/wQHwZqjSWW,803475 +"@BillBillshaw yes indeed, why don't we like the Dutch take the Govt to court about the lack of appropriate response to global warming.",776944 +"RT @SirThomasWynne: Despair is not an option when it comes to climate change + +https://t.co/nQN3qRClwd",232693 +"Tech's biggest players tackle climate change despite rollbacks +https://t.co/TQXL2lhFS8 https://t.co/qojt9wWbuR",752730 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",526205 +RT @SarcasticRover: DID YOU KNOW: You can learn about climate change without making it about politics or opinion… because NASA FACTS! https…,831699 +The Guardian view on climate change action: don’t delay | Editorial https://t.co/OD7XBiV8jB - #Climate #News procur… https://t.co/9zbYKcAvdZ,739965 +RT @DrConversano: happy earth day. just a friendly reminder that climate change is real & our planet is a precious resource that deserves t…,251342 +RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,718512 +"Science strives to make climate change more personal, economically relevant to Americans - The San Diego… https://t.co/ToNFh9biYE",816966 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,903146 +RT @ally_sheehan: trump denying climate change is like cornelius fudge vehemently denying that voldemort had returned,891315 +"RT @PeterFrumhoff: Messenger: When water recedes in Houston, debate over climate change and flooding must rise https://t.co/hAlMxn8Ura via…",787078 +goddam global warming...❄️�� https://t.co/kBZw4PuxQR,21589 +The findings come 2 days before the inauguration of a... president who has called global warming a Chinese plot...' https://t.co/27HWfGIUKZ,322283 +We need nuclear power to solve climate change https://t.co/FGeKzyTliH,867456 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,22847 +RT @guardianeco: ‘Moore’s law’ for carbon offers a clear map to defeat global warming #climatechange https://t.co/VPlN0InCoU,520018 +@wrightleaf i dumped his albums in a field to let climate change destroy them. (the very nerve of demanding that B… https://t.co/npGcOmYufC,767439 +RT @mashable: Enough global warming is in the pipeline to melt all Arctic sea ice in summer by 2030s https://t.co/PVJnl2ADoB,808874 +@amcp HARDtalk crid:40tej6 ... of global warming. Scott Pruitt - a known climate change sceptic - has been accused of ignoring decades ...,257679 +"This is what climate change looks like: https://t.co/bjgDZa9OE4 +#environment",635476 +@SafetyPinDaily @Independent The new French President had issued an invitation to climate change scientists to come to France.,336477 +RT @FoxBusiness: .@realDonaldTrump: 'We will also cancel billions in global warming payments to the United Nations.' https://t.co/HxeORNHL5p,398328 +@KTLA @NOAA well thay say global climate change is not a thing..but who do you believe science or trump,386898 +RT @CFACTCampus: Don’t blame climate change for extreme weather https://t.co/IF3xM3ARpy via @BostonGlobe,559407 +#SelfSufficient Human-caused global warming contributed strongly to record 'snow dr.. https://t.co/FIYvOnYrVY https://t.co/Lp2oWkz59L,658452 +"@tdichristopher @altUSEPA +I currently don't believe Scott Pruitt, so we're even. +Ironic that statement implies he does admit global warming",64700 +RT @mikeandersonsr: I agree brother. Ask any kid today what he thinks about man made climate change? 30 years of #liberal education. https:…,636423 +"RT @CopsAndRoberts_: Just because you don't believe in climate change does not mean it doesn't exist. We need action, not denial.",906223 +Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/wtN7EL0AeE #KeepCalling,773709 +"RT @teddygoff: Fun fact: if elected, Donald Trump would be the only leader of any nation on earth who denies climate change. https://t.co/9…",441850 +"RT @nadabakos: 6. POTUS might tweet – the sky is not blue, therefore the climate change scientists are only providing FAKE NEWS",133043 +RT @SuperAaronBurr: @GlomarResponder Yes this is an official result. I used the same method climate change believers use to prove their…,553119 +RT @guardian: There’s another story to tell about climate change. And it starts with water | Judith D Schwartz https://t.co/J468H1FWsO,632138 +Q4: Should the US do more in combating climate change? #LHSDebate,320905 +RT @dabigBANGtheory: global warming making shit fuck all up. https://t.co/lB0V5P2bkS,975115 +RT @Colvinius: Reminder: Trump intends to cut NASA's funding to measure climate change effects like this. https://t.co/xtPImGZ0s8,38430 +"RT @1o5CleanEnergy: World has three years left to stop dangerous climate change, warn experts https://t.co/rnNFNQrQt2 #1o5C via @FoEScot",733245 +A story of intimidation and censorship: The great global warming swindle https://t.co/P8ueKqvc0y @YouTube #ClimateScam #tcot #PJNet,384813 +Experts to Trump: climate change threatens the US military https://t.co/xUEkHuDF50 via @voxdotcom,464528 +"RT @iansomerhalder: VOTE VOTE VOTE!!!! +;) VOTING for a candidate that believes climate change is a hoax is the… https://t.co/kaLLCio8eo",786000 +RT @realDonaldTrump: The people that gave you global warming are the same people that gave you ObamaCare!,684182 +"This hirokotabuchi look at how Kansans talk about climate change without saying 'climate change' is exceptional https://t.co/lApdfh2mzN + +—…",221073 +RT @Surfrider: Join us at the #ClimateMarch on 4/29—send a message that climate change is impacting our ocean & must be addressed!…,965970 +"RT @newsbusters: Al Gore is SO concerned with climate change, but he uses private planes ALL the time. Total hypocrite. https://t.co/5IYY89…",691400 +RT @EnvDefenseFund: Scientists say these 9 cities are likely to escape major climate change threats. Can you guess where they are? https://…,691422 +RT @FoEAustralia: Record global warming in 2016 as oppn block Vic govt moves to strengthen Climate Act: https://t.co/GgQTVJQDoy…,63149 +"But hey, climate change is a hoax anyway so the world totally won't be devastated before the end of the century, guys. Right? RIGHT???",94816 +RT @winnersusedrugs: boy we liberals are gonna look really stupid when nuclear winter cancels out global warming,613499 +"RT @KurtSchlichter: I support global warming. +I am glad Don Jr tried to get evidence against Hillary. +You are the sex you were born. +Libera…",910979 +RT @sadserver: I suppose a nuclear winter would be one way to reverse climate change.,50617 +RT @_gabibea: Researchers in China find a 'clearer' connection between climate change and smog. But the sky remains murky... https://t.co/s…,529874 +"RT @janet_ren: @climatehawk1 @theage Solutions are suggested by Ian Dunlop. Australia, deep in #climate change's 'disaster alley',…",144763 +Clouds are impeding global warming... for now https://t.co/qLzIqQ3a7E @Livermore_Lab,477049 +"RT @ArmyStrang: Lol, the military has already declared climate change a security threat but I guess what the fuck ever, let's burn… ",718864 +-Trump administration trying to halt landmark climate change lawsuit that could thwart changes at the EPA https://t.co/XNwK7JFemY,799336 +RT @CatholicClimate: New photo essay on climate change: https://t.co/11ZgoATNrg,429124 +RT @rickygervais: The Whitehouse is being filled with creationist climate change deniers. But on the plus side God will give your grandchil…,16399 +RT @ITCnews: #ParisAgreement enters into force today! Trade can play an important role in combating climate change:…,389891 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,803662 +"RT @causticbob: Scientists have warned that 260,000 Muslims could die as a result of global warming. + +On a more serious note my dog's got…",45923 +RT @adamhudson5: This entire thread about feeling despair over climate change is really important & worth reading https://t.co/bTcnBW8bxF,260020 +RT @washingtonpost: 'Trump can’t deny climate change without a fight' https://t.co/ZK2gC8qbxS via @PostOpinions,780749 +"World Trade Center, right now, we need global warming! I’ve said if Ivanka weren’t my enemies tell the other parts of the",618441 +Shut the fuck up. The Bible is a fucking novel. Scientist predicted this shit too. It's called global warming. https://t.co/S1nvL3qmDq,139969 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",723808 +RT @johnpodesta: A breath of clean air on climate change. https://t.co/rl4Gqi1Hxq,188951 +RT @ClimateNexus: The House Science Committee claims scientists faked climate change data—here's what you should know…,609927 +RT @aviandelights: Record hot summer max temps in ACT/NSW ~8 times more likely because of climate change. Hot summers will be more frequent…,98321 +The threat of climate change helped seal the Paris Agreement early https://t.co/kexlBkvuNt #climatechange #ParisAgreement,513818 +"A must-read. Welcome to Pleistocene Park, where Russian scientists want to fight climate change with woolly mammoths https://t.co/mS5SBsjfDJ",943916 +"RT @EmmaVigeland: #Trump appointed climate change denier, Scott Pruitt, to the head of the @EPA. @HillaryClinton would not have done that.…",847508 +RT @EDFbiz: Methane Detectors Challenge: An unlikely partnership to scale affordable technology to fight climate change -…,425538 +"RT @EcoInternet3: Hey anti-science @realDonaldTrump Arctic is 36 degrees hotter than normal and above freezing, still think climate change…",231808 +How can people be so ignorant when it comes to climate change #ClimateCounts @PUANConference @PakUSAlumni #COP22,618984 +"RT @PrisonPlanet: Hey guys, I just checked and global warming isn't a thing. As you were. 🤗 #SnowStorm",810170 +RT @HesselKruisman: Barack Obama on food and climate change: ‘We can still act and it won’t be too late’ https://t.co/67CCMDO2Or,952783 +"@SenatorMRoberts the pollution senator. Never mind climate change, you're promoting long term pollution.",310439 +RT @cr0tchley: never realised republicans are immune to global warming!! https://t.co/0A3JoD6lmh,955627 +UfM representative: ‘Obligation’ to protect Mediterranean from climate change https://t.co/xTQTmgFYs3,201714 +"v upset on this, the most beautiful day of 2016, because a) I didn't bring my camera to campus and b) climate change is terrifying",253507 +#BeforetheFlood is an absolute must-see. It's scary that China is doing so much more than the US to stop climate change.,336728 +#climatechange DailyO 5 climate change challenges India needs to wake up to DailyO In the… https://t.co/xQ64C5gAe2… https://t.co/1O9vV1VJjM,739980 +"RT @larsy_marrsy: PSA: to anyone who doesn't believe in climate change. +Also a PSA: to everyone else that does believe. https://t.co/69aNG…",652034 +RT @katyaelisehenry: If you don't believe in global warming u r a dumbass,786046 +RT @DavidPapp: Trump takes aim at Obama's efforts to curb global warming https://t.co/BrluzB43gi,338331 +"At premiere of 'Inconvenient Truth' sequel, Gore predicts 'win' over climate change https://t.co/Q3Oiz08yqf https://t.co/RgEwIWaeN5",978337 +@AlexWattsEsq good job environmentalism is a sham and climate change is fake,559940 +"RT @RyanMaue: Exactly -- John Kerry's Antarctica trip was selfish, wasteful and against his preaching on climate change. He shou…",930566 +"RT @afenn11: Exxon backs ‘serious action’ on climate change. Motive unclear, progress nonetheless. https://t.co/iCFHdY0f0I",619635 +@POTUS I hope u understand that a majority of Americans know climate change is real & not a hoax! But your policies show u don't give a damn,44405 +"RT @NPR: Rosling had a knack for explaining difficult concepts — global inequality, climate change, disease and poverty — us… ",436944 +"RT @stuart_begg: Increased cyclone intensity and frequency �� global warming �� coal �� galilee basin �� #LNP & @QLDLabor �� numbskulls +#ausp…",609023 +Metro already under threat from effects of climate change - study - https://t.co/udMEdd4N2r https://t.co/gQR4WSyFYI - #ClimateChange,888451 +"RT @bmf: The reality is, no matter who you supported, or who wins, climate change is going to destroy everything you love, much faster than…",565182 +RT @PeteButtigieg: Last year's flood disaster was likely South Bend's first serious taste of climate change. More will come. Pulling out of…,230971 +"RT @_AlexHirsch: Simple. I believe in climate change, a woman's right to choose, gun safety & the wealthy paying their fair share. T…",966471 +RT @NatGeoChannel: One of the easiest ways to help combat climate change in your daily life is to stop eating beef. Here's why:…,633801 +"RT @ClimateChangRR: Scandinavia's Sami struggle with suicide, worsened by climate change https://t.co/SsIpfGIEn6 https://t.co/DKMizjFFBk",596337 +4 things you can do to stop Donald Trump from making climate change worse. https://t.co/yhB5Jp2ENE,434014 +"RT @tveitdal: For China, climate change is no hoax – it’s a business and political opportunity https://t.co/oJmspezGed https://t.co/ytyB8eN…",876617 +@MicheleATittler Nothing you say can change the facts. Human activity is now the primary driver of global climate change. Fact.,60545 +Trump to roll back use of climate change in policy reviews: source https://t.co/eZiTGnfmAO https://t.co/os04EXfHjy,971322 +RT @realscientists: Finally people have asked how climate change could affect insects. So that's what this last thread will be about. (…,634921 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",851954 +"@_Milanko I’m creating a think tank for independent thinkers to solve climate change, would you post also at https://t.co/3nG3t7oJZI",717758 +#climate #p2 RT Vatican says Trump risks losing climate change leadership to China. https://t.co/GXcWtGJAkk #tcot… https://t.co/kbcnAACJoi,421679 +"Have you noticed an amazing event?You hang something in your wardrobe in winter,come summer & it's shrunk 2 sizes!....Bloody global warming!",890281 +Talking about how states are marking out the path of the eclipse next month. States that deny evolution and climate change. Yeah...,665551 +RT @tristanreveur: raise your hand if you believe in climate change https://t.co/l0IiDICgMM,356135 +Trump names climate change skeptic and oil industry ally to lead the EPA https://t.co/CCP6v6MnnQ,963332 +"The comments here are disgusting. Even if climate change isn't man made, why is it bad to protect the earth? https://t.co/CA7V50582T",574829 +"RT @ChristopherNFox: In race to curb #climate change, cities outpace national governments https://t.co/0aALAqJyG3 via @alisterdoyle @Reuters",81371 +RT @TheDreamGhoul: my inner thigh chafe is responsible for global warming,603906 +RT @foodtank: Obama sees new front in climate change battle: Agriculture: https://t.co/ySy3oIYB5u @SEEDSandCHIPS @nytimes…,468076 +RT @MotherJones: Now Donald Trump says there's 'some connectivity' between humans and climate change. https://t.co/vdtJiNW8Wn https://t.co/…,659606 +RT @cathmckenna: 'We believe climate change is one of the greatest threats facing Canadians and the world and it ... needs global so…,97195 +Latest: Kids sue Washington state over climate change https://t.co/C9v6pOeAha,493580 +This forest is being pumped full of carbon dioxide to mimic future global warming https://t.co/tfTXqY41FT via @HuffPostUKTech,880721 +"@libertytarian @BigRichTexasPam There will be climate change, man made global freezing of crops",96026 +RT @OmanReagan: Wildfire is an important part of ecosystems. But fires are increasing in severity because of climate change. https://t.co/f…,252046 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,856130 +Global warming and climate change are not man made. https://t.co/lJKF2PbqBZ,472832 +Obama fires scientist for being “too forthright with lawmakers” regarding global warming sham-science. https://t.co/bx9IcHr65U,209090 +RT @jkaonline: China warns Trump against abandoning climate change deal @FT Against the wishes of the whole planet!,609183 +RT @DailyMemeSuppIy: Unbelievable that Club Penguin is shutting down yet people still deny the impact of climate change on our planet,514259 +"RT @WSJPolitics: In rebuke to Trump policy, GE's CEO says 'climate change is real' https://t.co/cLM1bc2z2o",681249 +Bigger hail might pummel the US as climate change gathers more force https://t.co/v6qEhEdHqg,25872 +RT @France4Hillary: EPA chief Scott Pruitt says CO2 isn't a primary contributor to global warming. The Trump administration doesn't car…,408169 +Trump picks climate change denier for EPA team - https://t.co/uQFPF2hQ8R https://t.co/TUKP0nz09R,905925 +#Blockchain ready to use for climate change / global warming fight https://t.co/6ziqWqFOko,459544 +"From ocean conservation to tackling climate change, @richardbranson’s highlights of the Obama years… https://t.co/n04zt5esoA",913419 +RT @bo_novak: Animal lover? Concerned about climate change? Want to be healthier? #GoVegan for Jan! Lots of support at…,71764 +RT @miel: if you are not wanting to 'get political' consider this - trump's actions re: climate change will render this plane…,92104 +"RT @TheEconomist: Fighting climate change may need stories, not just data https://t.co/ks8WX359mb",74545 +"If the two scripted disasters never gained much, climate change wouldn't find the best answer cybercrime.",870533 +"RT @p_hannam: New coalmines will worsen poverty and escalate climate change, report finds https://t.co/9g7iVLtMjf",393229 +RT @MickKime: Heres a breakdown of Twiggys $400 mill donation. Not one brass razoo for climate change research. Is he taking the…,686549 +RT @NRDC: Scientists just published an entire study refuting Scott Pruitt on climate change. https://t.co/fkEvsNy5PV via @washingtonpost,299868 +@BillNye what the hell though how are 2 of those most brilliant minds on the planet about to munch into the number 1 cause of climate change,725140 +"RT @LouDobbs: G7 leaders agree to do more to fight radical Islamist terrorism, divisions remain on climate change. @EdRollins joins #Dobbs…",661441 +Weather Channel condemns Breitbart for misrepresenting their climate report and climate change data in general https://t.co/aSG2kMQItm,474203 +"@WhiteHouse Even though climate change forces us to abandon fossils, the new energy regime will be cheaper and even cheaper. Forward!",242949 +"RT @PacificStand: From our partners at @highcountrynews - Endangered, with climate change to blame https://t.co/elvvivhhNi https://t.co/BYl…",179621 +Noam Chomsky: Donald Trump's election will accelerate global warming and humanity's 'race to disaster' https://t.co/3efZBbFacy,537577 +RT @alifrance5: Why have a climate change authority when u ignore their expert advice. This resignation will b the 1st of many.…,847478 +"RT @YouSeemFine: no idea why you'd need something like that to respond to climate change, you're right",884263 +RT @HotWaterOnIce: Not your average Monday: chatted to @elliegoulding about ice shelves and climate change! Head to the @wwf_uk Instag…,793221 +RT @SratLifeDaily: Patagonia is a company that strongly believes in climate change so sorry frat boyz you better find a new sweater to wear…,819944 +"RT @kurteichenwald: In full page ad in NYT in 2009, @realDonaldTrump called for urgent action on climate change. Which does he believe? htt…",490010 +"Wa Gov Inslee appeared at the UN on March 23 to address the effort of the West Coast on climate change action. + +https://t.co/kKucZQDc2t",939135 +"RT @lkimjongin: not to be dramatic but kyungsoo's smile can light up a whole town, stop global warming, bright up anyone's day, cur… ",323575 +I'm enjoying the climate change �� https://t.co/fMaPlCBXdJ,893288 +Weather Channel video uses young kids to promote ‘global warming’ fear mongering https://t.co/jHUn0hkE4N https://t.co/LFzn3VKokO,116830 +RT @AskAnshul: Banning cow slaughter has become a major outrage issue in India but US researchers says #beefban can reduce climate change &…,362231 +RT @Bipartisanism: Ask the GOP about climate change & they say 'I'm no scientist.' But with abortion they are all doctors.…,471844 +@Afrotastic21 you got climate change and people ruining the world & you got old men in power who refuse to see what's right in front of them,176547 +They tell me global warming will kill us but Coats are trending…,565202 +RT @brianklaas: The senior Trump administration official who briefed the press about climate change policy is not familiar with bas…,329502 +"Report cites national security risks from climate change via #WIkiLeaks, #WikiLeaksParty #WikiHackersLeaks... https://t.co/Lg3Bhzea2M",638907 +RT @ClimateCentral: This is who is leading the world (and who is faltering) on climate change action in one map https://t.co/8U2CGri1ce htt…,614055 +"RT @climatehawk1: On the Colorado River, #climate change is water change — @WaterDeeply https://t.co/KAccZaDEDS #globalwarming…",51534 +"RT @Rare_Junk: When the weather is A1, but it's really global warming https://t.co/Y7dx2fLpDn",945333 +I liked a @YouTube video https://t.co/ueZz4VYEbT Al Gore thinks God spoke to him about global warming...,122940 +"Everyone's an idiot these days. I'm telling you man, global warming is screwing with your brains.",469138 +RT @FortuneMagazine: Watch: Obama addresses climate change at the 2017 Global Food Innovation Summit https://t.co/bN0Jwki9WR https://t.co/P…,880749 +"♥The Taiwan government should apologize to the whole world, making air pollution caused the global warming. + +https://t.co/PM48Wxg3BD",778694 +@AntagonisticArt @chuckwoolery climate change is anti science,104364 +Why shouldn't Prince Charles speak out on climate change? The science is clear https://t.co/0MCLVjAl5M,368719 +RT FT : Untested waters: Miami Beach and climate change https://t.co/DxNKIRA8sM,193727 +RT @Greenpeace: Denmark's politicians are going vegan to tackle climate change https://t.co/Nv6gf3n1Mb #MeatFreeMonday https://t.co/7F7SHN3…,665192 +RT @jacquep: Leading climate scientists urge Theresa May to pressure Trump on global warming https://t.co/z3heSpImu6,565739 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,343223 +RT @TheDailyShow: .@algore dissects the argument that developing countries don't have the resources to fight climate change.…,279885 +"RT @AaronBastani: There is no 'both sides' of 2 degrees global warming, or technological unemployment, or a crisis of geriatric care.…",892105 +We won't get rid of the right for a women to choose AND will keep some of the toughest climate change laws.… https://t.co/p8b6Z0LvYI,140680 +RT @ClimateCentral: This quiz will help you decide what park you should visit before climate change takes it toll https://t.co/sjNfOhGZ6G,790521 +RT @starax: SAD!!! : EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/olND1I7m1p,412336 +Conference in Morocco on climate change affecting tourism https://t.co/swdNdAaHfH,445997 +Radical thoughts on how climate change may impact health https://t.co/LSlhxDmKIE,779795 +RT @CityLab: Start treating climate change like a public health crisis https://t.co/U0QFTSfuo4 https://t.co/JzM4BPBPh2,681616 +Leading scientists urge May to pressure Trump over climate change https://t.co/SJkdcCkgMD #afmobi,367686 +"RT @jeffnesbit: On climate change, Scott Pruitt causes an uproar - and contradicts the EPA’s own website https://t.co/wW7VTe28tt",506370 +Indigenous Canadians face a crisis as climate change eats away island home https://t.co/C801BGv0Ll https://t.co/bF3hkmaT61,132168 +RT @tiredhan: did u just say...... that someone being gay.... is more likely to cause a hurricane............ than climate change https://t…,759108 +"RT @RanaHarbi: So Assad is to be blamed for Syria, far right white supremacists in the US, food insecurity worldwide, climate change, dinos…",607329 +THE HILL: EPA chief says CO2 is not a 'primary contributor' to climate change despite scientific consensus:… https://t.co/XYLtORnhwA,833214 +RT @GdnDevelopment: Watch our video featuring the late @HansRosling explaining population growth and climate change #hansrosling https://t.…,989639 +"@MayNer4Life @dmoodymayz Yeah..dahil yan sa global warming.. +Sa summer at fashion.. +MAYNER BraverAndStronger",381419 +RT @voxdotcom: Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/cjiuP9xDIy,152267 +"Yes, climate change is inevitable, but we're the only species accelerating it by the odd millennium. (Some say cows' arses,too)",84283 +RT @FluffyRipple: @IrisRimon Isaac Cordal's sculpture of Politicians discussing global warming. https://t.co/MAHx9EMsUR,983881 +RT @HenriBontenbal: EU to lead fight on climate change despite Trump: https://t.co/UMt9tMcZq8,657049 +A new study just blew a hole in one of the strongest arguments against global warming https://t.co/JuUCLpR8oG https://t.co/5l9UfGmMah,460356 +"@boxun @MikeinusaGB @YouTube Could it be more evidence of global climate change? Sad. +https://t.co/rIyBUb6CZ0",700177 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,724623 +"RT @WhyEuropeORG: .@EU_ENV preserves forests for our grandchildren. #biodiversity; #forest-based industries, against #climate change.…",269340 +RT @elliegoulding: Really cute that Trump doesn't think climate change is real. Sooooo cute. You wish mate! Poop emoji #ThoughtOfTheDay,535460 +RT @AFP: Alarmed scientists say freakishly high temps in the Arctic are reinforced by a 'vicious circle' of climate change…,552058 +RT @AP: The Gulf of Oman turns green from algae twice a year in what scientists are calling fallout from a warming planet.…,163554 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",243130 +Yet another scary thing to come out of climate change/global warming. https://t.co/6Lp3uDyW8v,943320 +"RT @EcoInternet3: Reindeer becoming smaller due to global warming, research finds: Telegraph https://t.co/H5g50gDRED #climate #environment",931056 +"RT @williamlegate: If you reject the science proving global warming, then please burn your cell phone as well bc it must be powered by witc…",574005 +RT @johnredwood: The BBC loves running endless Brexit and climate change stories. There is permanent anti-Brexit bias in many scripts and q…,321998 +RT @lifeaseva: Taking shorter showers and buying reusable bottles won't stop global warming. It's the main result of our agriculture demand…,313038 +RT @TIME: Goldman Sachs' CEO explains why his first tweet was about Trump and climate change https://t.co/SMgMboycrU,651974 +"RT @savski: When ppl call deforestation, global warming, mass slaughter, abuse, disease, and human anatomy 'views and opinions' https://t.c…",744160 +"RT @richardhorton1: So the G20 fails to include a pledge on climate change, contrary to past practice. America's undermining of multilatera…",911544 +Dumb guy I went to school with posted something about global warming being fake and people tore him apart https://t.co/WAx1dYPvKU,28314 +Plants appear to be trying to rescue us from climate change https://t.co/wXJkO330zi,420118 +"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",865942 +"RT @CECHR_UoD: Indian farmers fight against climate change using trees as a weapon +https://t.co/rMz1xbJJ0P #Agroforestry gaining t…",782992 +RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,175154 +RT @OmegaMan58: End to global warming scam in sight. https://t.co/UjK0Hrxv3P,65902 +Stephen Hawking has a message for Trump: Don't ignore climate change https://t.co/Q0XvBki7pu,787883 +@JeffVeillette is there any media coverage about Norm being a climate change denier? Or those other issues? I had no idea...sneaky Norm.,791692 +RT @HannahKennison1: Is Trump going to purge the government of anyone who accepts climate change? Maybe! https://t.co/5apNXB5CgP via @slate,207757 +RT @nowthisnews: This is what happens when climate change deniers gain power https://t.co/039stRCh8N,976442 +RT @masondenning1: I'm not saying climate change is real but I'm in shorts in January .,758755 +Please vote 4 Hillary on Tuesday. She's the only 1 who can beat Trump. Trump will ruin the US & Earth (he doesn't believe in global warming),867625 +RT @AudreyEveryDrey: Complaining about global warming isn't going to change the fact that it exists. So stfu and enjoy the god damn nice we…,607007 +Theresa May admits climate change is not on the agenda as she meets Trump at G20 https://t.co/dr4uhwpq9z,938596 +When will people realize that nothing monumental will be done about climate change until there 0 chance to fix it,994970 +RT @KekReddington: There is no significant global warming https://t.co/ChVG2EN0uG,528695 +RT @KolbyBurger: When people dont believe climate change is real but its 65 degrees in feburary..... https://t.co/eBZ1kzDYLp,534510 +"RT @GlobalEcoGuy: California has been leading the fight on climate change in America. + +And we know will double down on this in the co…",661942 +RT @robert_falkner: Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/4pLBkn3XiJ,715352 +Wis. agency scrubs webpage to remove climate change https://t.co/Xnr7rfMsnI via @USATODAY,786120 +"RT @DavMicRot: GOP made science political long time ago & it is not just climate change: evolution, social science funding, women'…",840591 +RT @JohnFugelsang: & Donald Trump wants you know this proves NASA's part of that whole Chinese climate change hoax. https://t.co/Mc7346asP1,649191 +RT @pettyblackgirI: Your president literally doesn't believe in climate change. https://t.co/hQu220KC9l,229841 +No one understands 'climate change' . . . sounds too wishy washy. https://t.co/rgQgBLcm3j,783682 +RT @Imthiyazfahmy: Thank you pres @MohamedNasheed & VP Al Gore and all the international champions for action against climate change 👏…,218198 +"@realDonaldTrump +Please visit Greenland to see climate change firsthand. We all need a decent place for our future generations.",446581 +"From Trump and his new team, mixed signals on climate change https://t.co/RNpRVkXq0M https://t.co/AeYwiYALm5",936827 +"Aside from wether u want to deny climate change or not, it makes economical sense to invest and shift to renewables https://t.co/mxWfXy91HQ",152582 +"RT @tveitdal: America’s youth are suing the government over climate change, and President Obama needs to react https://t.co/GigjqEByB8",728227 +Trump tries to keep 21 kids' climate change lawsuit from going to trial https://t.co/P2hLNngZDz,11920 +Cersei not joinging the fight is as frustrating as people who don't believe in climate change. #gameofthrones #got #thronesyall,622280 +Bc it has been. Every time we have a nice day the next day we get hit with a storm �� global warming is fucking real. https://t.co/NyqwmOXXnm,735540 +"RT @LeoDiCaprio: Want to stop climate change, @UWM? See #BeforeTheFlood at your University #BeforeYouVote. +https://t.co/ubMubJMbkv",9279 +"RT @JennyEda: Baby Boomers and Gen X out here complaining about us, but we understand climate change, know to vaccinate our kids, and tip s…",757282 +RT @midnightoilband: How come everyone believes scientists about #eclipse but some people don’t believe them about climate change? https://…,904522 +RT @ZaibatsuNews: Prehistoric climate change caused three mass extinction events in a row https://t.co/1wEPQg4Mk9 #p2 #ctl https://t.co/glg…,347211 +RT @hfairfield: Trump’s proposed cuts to the Energy Department could affect climate change more than his Paris accord decision. https://t.c…,820479 +RT @jamisonfoser: There’s a simple explanation for this: Donald Trump knows climate change is real but does not give a shit about you. http…,756206 +"RT @SenSanders: LIVE: Join me and Bill Nye for a Facebook Live conversation on climate change: +https://t.co/TAMzOIo32g https://t.co/JQNVUPi…",678920 +South Sudan launches UNEP-supported national action plan to tackle climate change,440259 +RT @NancySinatra: From the WP headlines: One of the most troubling ideas about climate change just found new evidence in its favor https://…,559157 +RT @Independent: Trump's defence secretary has a terrifying warning on climate change https://t.co/P5dFpOrTku,406889 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,388681 +Reindeer are shrinking because of climate change - The Verge https://t.co/eD0PbHZk43,88041 +"RT @guskenworthy: WTF America? You really want an openly racist, sexual assaulting orange monster that doesn't believe in climate change to…",854980 +"RT @SenatorMRoberts: Al Gore has another fictional movie coming out soon about 'climate change'. + +Let's revisit 'The Inconvenient Truth' h…",922520 +RT @TheEconomist: Donald Trump has promised to rip up the Paris Agreement on climate change https://t.co/LQ9VoOi3iM,213898 +"RT @Frazzling: Irony: + +Those who complain re govt debt hurting next generation are fine w/leaving climate change for that generation to de…",145369 +RT @michikokakutani: 'Energy Department climate office supervisor bans use of phrase ‘climate change’.' via @politico https://t.co/puILDZC…,860687 +Cost: $70 mil How much money do they charge to rent a room here?What about global warming? Which foreign bond count… https://t.co/LUWDy6Y8hI,680519 +"RT @SamJamesVelde: It's 90 degrees in early November in Los Angeles, but you know ....according to Trump global warming and climate change…",321220 +"RT @IISuperwomanII: PSA: I do believe in global warming. + +Obviously...there's so many eggplant emojis being used.",882331 +Step 1 when it comes to addressing climate change is acknowledging the scientific consensus on what's causing it. #ActOnClimate,907463 +RT @TomFitton: Clean house at EPA over fraud by climate change alarmists. https://t.co/P726yLMLgN,335976 +"RT @chrisconsiders: between anti-vaxxers, climate change deniers, and the sudden rise in flat-earthers I'm just waiting for people to stop…",622805 +The Latest: Trump says climate change decision next week https://t.co/l9ize96oCv https://t.co/JY9UX2HMJH,349122 +Agriculture victim of and solution to climate change https://t.co/x5gmd3Qe1A,324368 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",581146 +RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/ig8sxJGw2f https://t.co/eo85j1GK7j,455964 +"Martins said 2014 law he backed requires pub. works projects to consider climate change under SEQRA, but that law d… https://t.co/KSi7kvyfha",160166 +@thehill 'wayne tracker' tillison is about to be indicted on charges he hid climate change evidence for years with exxon...,580239 +"RT @omgofinternet: To those of you that don't believe in global warming, what is your honest reason?",18671 +"Amid climate change, small-scale farmers find merit in traditional techniques - Christian Science Monitor https://t.co/Uk9Mgrpx5Z",716376 +Does anyone think global warming is a good thing? I love @fentymoonlight . I think he's an interesting artist.,979435 +"RT @spaikin: 'Conservatives want a credible plan to tackle climate change,' says Michael Chong. #cpcldr https://t.co/aw4lv8xucX",252476 +Koalas don't like water but they're being 'driven to drink' by climate change https://t.co/AtM97l2Lkc via @YahooNews,838635 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,846835 +"RT @EmmaGomezzzz: As long as we're marching for life today, let's support policy to protect refugees & people from climate change. Most pro…",981163 +Lisbon will likely be in the middle of a desert by 2100 if we don’t mitigate climate change https://t.co/7NZnFmUABs via @qz,236535 +"getting pregnant is a pre-existing condition +ISPs are selling our data to the government +global warming is being ignored + +all within the…",927987 +Wait so people are mad at Bill Nye for saying that climate change deniers are bad,710593 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,610576 +RT @ChancellorChopp: I'm committed to leading DU’s effort to mitigate climate change & foster a sustainable future. More on my website: ht…,758414 +Most wood energy schemes are a 'disaster' for climate change https://t.co/3KiK6Q3aJo ^BBCBusiness,18822 +@mtlblog This is called climate change or global warming or whatever,424206 +"RT @mrntweet2: Anti-Trump actor fights global warming, but won't give up 14 homes and private jet https://t.co/6UmolLhyTt",154236 +"1 more week to #EarthHour, join churches across Scotland to show support for strong action on climate change https://t.co/pjquTHBavr",729958 +RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,407521 +"RT @cnnbrk: Trump will sign executive order to curb federal regulations combating climate change, reversing Obama-era legacy.…",824810 +Santa’s reindeer are getting smaller and you can thank climate change https://t.co/gudZU7gwXj by #diamondsforex via @c0nvey,554576 +@ggreenwald is Trump skeptic on the global warming or on the current political which handles it ? #globalwarming #politic,996125 +RT @UN: 12 #globalgoals are directly linked to climate change. The #ParisAgreement is crucial to achieve them.…,508149 +RT @wef: 9 things you absolutely have to know about global warming https://t.co/TESPXixFH7 https://t.co/K8C7PieM3Y,280895 +RT @kurteichenwald: How will 'climate change is a lib fraud' propagandists explain that 100 large US corporations have stiffed Trump & comm…,110710 +@Logic_Argue @seal_1988 @guardian Sorry what part is gibberish? Hasn't Trump appointed a climate change denier to head EPA?,583480 +"RT @OmanReagan: In the North, it's spring - summer is coming - so here's the deal with dress codes, air conditioning, and global warming.",667841 +"2 lessons I have learned from this video: +1.I'm gonna die bc of climate change +2.Weston is in love with Alfie +@Wes10 +https://t.co/fnajPZ3AsG",949978 +@whoebert @NUnl Misschien aardig om dit kader ook de #docu #channel4 The great global warming Swindle te noemen #kijktip,396471 +We gonna die from global warming https://t.co/I102Zi5bGh,837179 +@EPPGroup @ManfredWeber Especially when a climate change denier fills the most powerful political office.,737124 +RT @INCRnews: Bill Gates warns against denying #climate change https://t.co/n8ZtzHd84x via @usatoday,294524 +"RT @nytimes: In China’s Pearl River Delta, breakneck development is colliding with the effects of climate change…",641827 +"RT @SteveSGoddard: As I have been saying all along, climate change is 97% religion, and 3% science. https://t.co/IwRqnjdjK2",416947 +📷 frankunderwood: tfw you’re having a good time and then remember the ravages of global warming on our... https://t.co/uTdBVDMoHV,515505 +China still committed to Paris climate change deal: foreign ministry https://t.co/elNEj70uYe https://t.co/alZ4T6wfUA,588319 +@realDonaldTrump Of course now he'll say its NOT about climate change..������eal facts happening right now!! #flooding… https://t.co/q0xYAyCHko,604614 +@TheDaiLlew Well at least the impending nuclear holocaust will save us from the coming climate change catastrophe.,446458 +Donald Trump: Get Elon Musk to meet with Donald Trump and discuss climate change and renewable energy https://t.co/92RktdclNk via @UKChange,37360 +"RT @RedTube: If global warming isn't real, why am I able to walk around naked in February?",704078 +RT @YahBoyCourage: you a mf corndog if you think global warming is a myth https://t.co/rbXSy8lHd1,544705 +RT @TreeHugger: Architects finally are taking climate change seriously. Sort of. https://t.co/tfa6SKL8l0 https://t.co/EH1SyMU17R,63842 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,901931 +RT @agrifoodaid: #Climatechange? What climate change? Some #farming communities in #Nigeria still not being reached on awareness.…,269577 +RT @Mathius38: Anyone who thinks today's rate of climate change is unprecedented REALLY needs to read this: @tan123 @EcoSenseNow…,138417 +Cities are throwing out “climate change” in favor of “resilience.” #climatechange https://t.co/95wxvbEm8Z,426497 +"RT @TimotheusW: Harrowing read about the relentless pursuit of #CSG in #Australia - 'Australia isn’t “tacklingâ€ climate change, we…",674947 +RT @tveitdal: From best global warming cartoons: https://t.co/46v4Xq6ka5,247478 +"RT @Saltwatertattoo: I just a reminder, The Leader of the Free World said global warming is a hoax invented by the Chinese. That is all, ca…",209270 +"Last chance' to limit global warming to safe levels, UN scientists warn https://t.co/jDwL1pOkhI",992108 +RT @MikeDrucker: Let's not forget that Trump/Pence are anti-science and believe climate change is a myth. https://t.co/gEjAFtocV6,255923 +Why do global warming deniers is really a scam?,972520 +Can we apply 5p bag strategy somehow? #SDG12 Million bottles a minute: plastic binge 'as dangerous as climate change https://t.co/fuSHQt2KbC,942975 +@amrellissy Lawyers: nations obliged to protect heritage sites from climate change. UNESCO must call to account… https://t.co/YokVoZWJY2,664932 +action4ifaw: Urge POTUS to make climate change a priority! https://t.co/1sFGBd23Ci https://t.co/StlTuu795X,799405 +RT @WorldfNature: Computer models show how ancient people responded to climate change - Treehugger https://t.co/FCPkGlGfio https://t.co/unI…,937887 +Scientists call for more precision in global warming predictions @Nine_Banal,173729 +Two days ago it was 60+ degrees and today it's snowing but somehow there are still people that don't believe in climate change 🙄,485359 +Mike Pence gets buried for pretending he can’t understand the importance of climate change https://t.co/K1JDL2QHut via @PalmerReport,134379 +"As Trump enters White House, California renews climate change fight https://t.co/j3wWR3iSNS",760079 +"Tories must 'loudly disown' Trump's #climate change denial or pay electoral price, conservative think tank warns https://t.co/EUDBc94EXQ",398627 +"RT @IvankaToWorkDay: Non-scientist, oil co. shill and questionable human, Scott Pruitt believes CO2 doesn't cause global warming.…",32929 +RT @hellbrat: Growing algae bloom in #Arabian Sea tied to climate change. #TRUMP #Budget #epa #noaa #climatechange https://t.co/Mrp6lBSEtp…,299783 +"RT @ChrisJZullo: If by being #liberals you mean we care about our education system, climate change and wealth/income inequality; I'll wear…",44735 +RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,728497 +"RT @cnnbrk: As marchers protest President Trump's actions on the environment, EPA removes climate change info from website…",183312 +"RT @chloeonvine: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worst https://t.…",94753 +Due to pollution and climate change no doubt https://t.co/tZZ0MrgruE,14623 +Highlighting the important role of #tidalmarshes in climate change mitigation and adaptation in #Australia… https://t.co/CWPlSAkAZK,353731 +@shoshally *sighs in global warming*,297818 +Trump is like okay you know nothing about climate change? You're in charge! You know nothing about education? Job is all yours!,713609 +RT @Slate: Trump will be the only world leader to deny climate change. https://t.co/thTQM5qEy6 https://t.co/0WvubdXUqu,362414 +RT @NydiaVelazquez: I believe that climate change is real & the future of our planet depends on what we do NOW to address it. Retweet if yo…,34025 +RT @adamjohnsonNYC: Reminder there wasn't one question in any of the Presidential or VP debates about climate change https://t.co/wMnIuccRha,704233 +RT @EJinAction: Trumpcare and climate change will have the same victims - Are 'You' one of them? https://t.co/6rpd6DrCkc via @grist,579173 +RT @MotherJones: Badlands National Park's viral tweets on climate change just disappeared https://t.co/KPsZIzoD0t https://t.co/vgnPNIiKcG,591696 +RT @PeterAlexander: New WH comms director on climate change & guns. https://t.co/mLHApfPY9m,315835 +@sunrisedailynow the share of climate change and human activities for Lagos incessant flooding is not 50-50. It is 90% human activities.,270023 +"RT @FistFullaHits: Over 50 bands. Fist Fulla Hits an album to end gerrymandering, restore voting rights, fight climate change and hel… ",926733 +We can't beat poverty and injustice unless we beat climate change' - @PaulCookTF on @ChristianToday… https://t.co/gpINPQjz6J,30642 +RT @YaleE360: First large-scale survey of microbial life in sub-Saharan Africa may help protect ecosystems from climate change.…,665957 +"RT @truthout: Noam Chomsky on #DonaldTrump, climate change and our accelerating race toward disaster. https://t.co/4YImHl6lNv #climatechange",28337 +"RT @ezraklein: In this podcast, @ElizKolbert gives the clearest explanation of global warming science I've ever heard: https://t.co/9MlkSSL…",417278 +"RT @James4Labour: The DUP: +- anti-abortion +- anti-LGBT rights +- climate change deniers + +Disgusting that @theresa_may is buddying up with @d…",50742 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,358351 +Bruce causes climate change with his vape #carboncredits,200711 +@ImranKhanPTI @nytimes It is not only climate change but sadly behaviour of own ppl From KP toKarachi streets full of filth clean them first,389793 +"So now we're going to have a US president, house and senate who believe climate change is a conspiracy by the Chinese. Frigging great.",454424 +"RT @Bentler: https://t.co/QNpwe3vktQ +The nation’s freaky February warmth was assisted by climate change +#climate #recordbreaking… ",717217 +RT @LEANAustralia: Brandis uses US climate denier 'I'm not a scientist' line to peddle climate change doubt. Not a proper QC either (7…,294907 +"RT @latimes: CA's governor is defiantly standing his ground on climate change, health care and immigration in the face of Trump… ",198716 +RT @thehill: National Institutes of Health removes references to climate change from website https://t.co/vxopWSVycJ https://t.co/xMpxdMTtvC,606121 +RT @ClimateCentral: California governor pledges US climate change leadership https://t.co/iffosR8su5 via @climatehome https://t.co/HLdFCElV…,970000 +RT @globeandmail: Does Earth Hour have value in the age of climate change denial? https://t.co/NPRXoICp0c #earthhour2017 https://t.co/O4Ka…,398295 +"How to kill a government. +Trump's transition team crafting a new blacklist—for anyone who believes in climate change +https://t.co/b9QJkhJl9W",849951 +"Survive this end of world global warming disastrous situation on your own!! I frankly, Don't give a Dam, about your state!!",971806 +Scientists just published an entire study refuting Scott Pruitt on climate change - The Washington Post https://t.co/a0KGRGMfFZ,500923 +"RT @ReutersScience: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/rGRaEOqkKV https://t.co/12IQZ3cPDC",307702 +Now I Get It: The hot debate over the Paris Agreement on climate change https://t.co/eQBj13Z2wG https://t.co/M2huwt5BGb,960324 +RT @PREAUX_FISH: Fishes were thought to be tolerant of climate change because of studies on adult eels-but larvae/juveniles much mor…,645317 +"RT @NYTScience: How Americans think about climate change, in six maps https://t.co/l5TMk2I88u https://t.co/Ff3ofxt5YD",29213 +RT @SenSanders: To say that President Trump's position on climate change is pathetic is a huge understatement.,477346 +I don't know if I believe in global warming.,299162 +RT @ZeddRebel: Trump 'Hiding the truth about climate change' may indeed be a more effective message than Trump merely 'ignoring effects of…,544515 +"RT @LOLGOP: The birther who said climate change is a hoax & Cruz's dad may have shot JFK can't imagine Putin doing a bad thing. +https://t.c…",880298 +User error is as big a myth as global warming 😂,612332 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",766985 +"@RepJudyChu if we do not stop climate change, civilization will collapse. The only thing more dangerous is large scale nuclear war",361680 +Chicago (IL) Sun-Times: Trump takes aim at Obama's efforts to curb global warming,302664 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,200394 +"RT @Mig_Zamora: Talking about economic sustainability for coffee farmers - yields, price, climate change #WorldCoffeeProducersForum…",447949 +RT @FT: The effect of climate change in the US will be devastating for agriculture. https://t.co/lUKY1OjOb3 https://t.co/0KThR50AOU,99648 +"RT @PauLeBlanc1: @KFILE Here's a list of what Clovis said about birtherism, climate change, and women in his own words: +https://t.co/m0KBuu…",928859 +RT @hondadeal4vets: If we smoke enough blunts and buy enough Hondas I believe we can stop global warming before 2016,83796 +"@xeni @chrislhayes Nah, probably just a symptom of unchecked #climate change…",925802 +"On climate change, Scott Pruitt causes an uproar — and contradicts the EPA’s own website https://t.co/rHgbqXzSp0",294633 +RT @thehill: Rahm Emanuel posts climate change webpage deleted by Trump administration https://t.co/D6OJmiNFHt https://t.co/KMBKT71FAJ,303648 +Trump team memo on climate change alarms Energy Department staff https://t.co/PkWdoB3exS via @YahooNews,314580 +RT @CNN: Former President Obama is giving a keynote address on food security and climate change. Watch live on Facebook:…,572088 +RT @cjwerleman: My column on the nexus between climate change and terrorism featured in 47th edition of Green News https://t.co/FcFFrm9c7l,200392 +"Apple, Google, Microsoft, and Amazon will continue to fight climate change despite Trump’s order https://t.co/U1Ya6cfWBB",641822 +@CNN Yes climate change bolstered this catastrophic storm!,385091 +"@algore +Your theory is FUCKED-UP!! +I have 'bout ELEVEN INCHES of your 'global warming' on my deck nr @CityRochesterNY!! +YOU'RE AN IDIOT!!",556789 +RT @GCroker9: @AustinJimenez @Tonyveron69 'It's cold therefore global warming doesn't exist' 'My floor is flat therefore the Earth isn't ro…,203724 +Are chemtrail/global weather modification conspiracy theorists safer or more dangerous than climate change... https://t.co/M7remdjDgY,296730 +RT @NatGeoChannel: .@iansomerhalder & @NikkiReed_I_Am are headed to the Bahamas to understand what effect climate change will have on…,916865 +"RT @SierraClub: Psychologist @reneelertzman on how to talk about one of the hardest topics out there: climate change + +https://t.co/MdXZco1R…",435206 +RT @MyT_Mouse76: It hasn't gotten cold enough for cuffing season. We can continue our summer dating patterns. Thank climate change.,797442 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,586862 +RT @washingtonpost: You can’t deny climate change once you see these images https://t.co/k74AEmMmMf,544527 +"@Stella1050 @ProducerKen Like Obama/Pelosi were on Obamacare, Iran Nuke Deal, UN global warming 'treaty'...",342507 +Are u serious.. I thought this global warming shit was working https://t.co/9d4REJ1nOS,159414 +RT @ClimateDesk: Every insane thing Donald Trump has said about global warming https://t.co/EuPtRVlZ1u,873750 +"Here's how to talk climate change to biomedical research, what's next for science.",240786 +"@TommyWells @c40cities...2 climate change in urban cities, creating green jobs,how organizations can promote work from home2 lower carbon...",912315 +"RT @mayatcontreras: 4. You don't believe in global warming, which means you don't believe in science. That disqualifies you. We cannot trus…",430947 +RT @AIANational: We oppose the U.S. withdrawal from the Paris Agreement and reaffirm our commitment to mitigating climate change:…,502009 +RT @Xeno_lith: Teaching climate change to teachers today. Ice cores came out great! https://t.co/2xEoSPwxwA,406685 +"CLIMATE 'CHANGE' US to exit Paris global warming pact, ex-aide says https://t.co/zHmLPNg4gs",783825 +"RT @ProgressOutlook: While we're destroying the planet through climate change, Trump's stocking the EPA with science deniers.",994307 +A carbon fee is a workable approach to fighting climate change - Pittsburgh Post-Gazette https://t.co/6RiAJ27VcZ https://t.co/szFtH3r7Z9,826534 +"RT @grist: If cities really want to fight climate change, they have to fight cars https://t.co/j8IZDe1Qab https://t.co/1I7PDdX0Ek",958248 +Action plan for world climate change #adsw2017 #worldin2026 @Masdar @ADSW2017 https://t.co/71h8KAHQwp,965880 +"@EPA @EPAScottPruitt Smarter means trusting scientists who study the environment, all of whom agree that CO2 causes to global warming.",641657 +UNESCO showcases indigenous knowledge to fight climate change at COP22 #ElGranPipeMF https://t.co/78Rlic9JWG,250465 +"NASA says space mining can solve climate change, food security and other Earthly issues - CNBC https://t.co/18Fmav07Mb",447013 +Neoliberalism has conned us into fighting climate change as individuals | Martin Lukacs https://t.co/yLBi0uQgNI,855359 +RT @StopTrump2020: UNF*&KING BELIEVABLE-99% of scientist agree-Pruitt says carbon dioxide is not a primary contributor 2 global warming htt…,807064 +@JamesCDenny2 do you believe in climate change? https://t.co/gE7DvRAjLs,986805 +RT @iompng: Migrants’ faces tell us the real stories about the adverse impact of climate change: https://t.co/Hk6ELe8CGa #COP22 https://t.…,461201 +"RT @WWF_Kenya: The effects of climate change are caused by us as individuals, we should all be involved in changing the way we mange the ea…",488707 +RT @tzellyyy: Me when Florida is under water because of rising sea levels and Trump still denies climate change https://t.co/wyeaoNLRPc,895905 +RT @Reuters: Trump to drop climate change from environmental reviews: Bloomberg https://t.co/eXCNRGorAe https://t.co/EasZHy1Nqp,801388 +RT @nowthisnews: Watch Al Franken absolutely shut down Rick Perry over climate change https://t.co/Lr80co69W9,34910 +"@RogueSNRadvisor @Olivpit Thank global warming, Donnie.",242159 +RT @IOPenvironment: New in ERL: negative emissions research is growing faster than entire field of climate change https://t.co/7DoB8cZh9v F…,45534 +RT @NomikiKonst: I can't wait for the millennials to take over. If we survive the nuclear apocalypse/ climate change/ water wars.,976055 +These striking photos from #NationalGeographic show how people are documenting climate change. https://t.co/PkVz0nuxfk,937872 +Trump boosts coal as China takes the lead on climate change https://t.co/tk4C19Ziyn https://t.co/v4oIYGjhN3,838818 +RT @politico: Trump adviser compares climate change research to belief Earth is flat https://t.co/4NUlsbicTg https://t.co/J2eiIpYBlz,590122 +RT @vicenews: Trump’s rumored pick to lead the EPA wants everyone to “love global warmingâ€ https://t.co/ZtvfKXCbah https://t.co/HLBRH3Zglr,21289 +@greeneyedlucy84 Well Since Climate Change Is A Hoax And NORKO is all hot air...I'd say climate change o.0,762446 +"RT @TheFoundingSon: First Sahara desert snow in 40 years +Must be global warming at work https://t.co/yhjMr1Ov05",164145 +RT @theblaze: Trump’s budget director outrages liberals with blunt answer on climate change https://t.co/pGIksJtcn9 https://t.co/LQrJt38W…,397452 +"@LifeSite Also, he has been getting cozy with Soros, and his Marxist, climate change crap... What's the real deal w… https://t.co/VMWVj0y8JO",95291 +"5/ transnational oil companies vs. climate change activists +6/world leadership in the balance +7/corporations vying with nation states",870694 +"The UN faces climate change, the ongoing refugee crisis, and heavy skepticism from the new leader of the US. https://t.co/FPsNQumqFj",419126 +"RT @thinkprogress: Sorry deniers, even satellites confirm record global warming +https://t.co/awCbMKlIIa https://t.co/9zayUOqLSn",314286 +RT @RT_com: Stephen Hawking: ‘We are close to the tipping point where global warming becomes irreversible’…,951661 +RT @ParisJackson: 'also climate change is not a thing' https://t.co/LDTgt6XCBY,187089 +"RT @NotJoshEarnest: That's not the way to spell 'climate change' +https://t.co/39Kg6qondm",375759 +I believe climate change and global warming is fake. There are no scientific facts to prove it. #NationalOppositeDay,679611 +"101°F at 8:30pm in NJ in Jun, but global warming isn't really??? https://t.co/HBKsv366gP",422353 +"@LeeAnnMcAdoo Paul Hellyer talks 9/11, the banking cartel, global warming, and Roswell +https://t.co/2brWCTcbho",886918 +watched politics last night and realized that republicans only care about taxes and global warming...#petty,678095 +RT @capitalweather: Consequence of climate change: More octopuses in parking garages. #supermoon #KingTide. Learn more:…,839278 +RT @DailyLiberal1: Someone in the #Trump admin is finally addressing climate change as Jared asks about what to wear when he moves to…,379592 +"RT @Marky_D1970: So if global warming means higher taxes, global cooling means... https://t.co/PkMgeZgh7I",738080 +"RT @washingtonpost: Scientists just measured a rapid growth in acidity in the Arctic ocean, linked to climate change +https://t.co/whQZfJtlFp",336714 +RT @ParaComedian09: The White House website's page on climate change just disappeared. It has been replaced with an ad for a monster truck…,1816 +@WestWingReport Man-made climate change like man-made global warming is a lie and a hoax. It is all about the power… https://t.co/jUJ7jZPF0f,657388 +RT @SalenaZito: For Clinton to send Hollywood liberals here...to preach about climate change was tone deaf on Guinness record-level…,683321 +RT @lt4agreements: Scott Pruitt doesn't believe in climate change. The guy with a law degree. Over the EPA. Making scientific conclusions..…,477660 +RT @solutionary52: Every year is the hottest year ever - global warming. Every week is the worst week ever for the presidency of @realDonal…,223453 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,421643 +"A guy who gets his money from coal, conveniently denies climate change. Now he's heading up Trump EPA transition. https://t.co/iK3Rf3p0ex",43719 +@senronjohnson - from a voter in your district: please consider Carbon Fee and Dividend to address #climate change. @citizensclimate,381965 +It's freaking June it shouldn't be this cold!!! �� Yet people don't believe in climate change!!!,294032 +RT @NRDC: Urge Trump not to threaten our wildlife and wild places or reverse our progress in fighting climate change. https://t.co/U6Q8AN7T…,109220 +Head of EPA denies carbon dioxide causes global warming – video - The Guardian https://t.co/kcVDW8S9X4,874526 +RT @MarcDanDad: The real 'inconvenient truth' about climate change! https://t.co/0uwnSQ6Y7S,440019 +Dr Zahra it is true what he is saying..Cows do fart and belch out methane.. Significant contributors to global warming...,927947 +4 times JK Rowling incorrectly preached at incendiary Muggles on climate change denial by livestreaming Hungarian Horntail secrets.,574554 +"@homeofbees Hey! We have a new board for bouncing ideas on climate change, are you interested? https://t.co/LTVC09rfhf",128567 +"Sec. of State Tillerson used fake name 2 hide his identity when he spoke about climate change +#makeamericagreatagain +https://t.co/H1Zr8oVusV",378707 +RT @BBCWorld: Norway to boost protection of Arctic seed vault from climate change https://t.co/tqRhXP8Qxy,592854 +"RT @officialdruzma: session: climate change affecting diplomacy nd how to build bridges +#PUANConference @COP22 #PakUSAlumni #ClimateCounts…",456458 +"RT @GavinNewsom: Trump's budget would result in: +- Eliminating funding for climate change research +- Curbing UN peace efforts +- Cuts to Me…",962041 +RT @ClimateGuardia: Australia being 'left behind' by globalðŸŒ momentum on climate change (Without action we'll be a pariah state #auspol) ht…,750953 +"@Lexi #WTF ?? Syria, Trump, climate change ring a bell? You know, things that actually really matter. FFS get over it. Just embarrassing ��",52542 +"Wars will be fought over water in the near future, already are in some hot spots. We must deal with climate change… https://t.co/V1p0PlpGuP",122796 +If your hair is becoming white and crusty and your skin is turning orange...global warming is probably a thing.,187289 +RT @guardian: Fact checking @realDonaldTrump: global warming is not a hoax. #GlobalWarning https://t.co/3n8F5g9E3e https://t.co/XzkDUopB5C,265431 +Pope challenges UN to fight climate change - https://t.co/DXobMZ6WIR https://t.co/AYktowWvqO,828671 +RT @INDIEWASHERE: politicians ignoring global warming and the climate change so they can carry killing the planet for money https://t.co/f8…,244357 +RT @HenriBontenbal: Merkel makes climate change G20 priority: https://t.co/zadw4tGBve,753421 +@Jesusramir32Jr global warming. How warm Is it up there?,204521 +RT @Discovery: A key Atlantic Ocean current could be more likely to slow drastically because of global warming. https://t.co/igjs5R88Q0,14384 +Utopian ideas on climate change will get us precisely nowhere - The Guardian https://t.co/uWhVS5V55g,938581 +RT @NotKennyRogers: On a positive note...Al Gore says global warming should wipe out North Korea's nuclear arsenal by no later than 2113.,739493 +Why aren't feminist mad that it's called manmade global warming? I suggest we change that to woman made global warming. Just to be fair.,272480 +RT @People4Bernie: .@BernieSanders on climate change and coal miners. Don't blame the workers. On many issues they're our allies…,293270 +RT @rbaker65708: White House warns Prince Charles against 'lecturing' on climate change https://t.co/shDZ7EwTDU via @nypost,407620 +For the post apocalyptic landscape of climate change finally playing out for our @followwestwood… https://t.co/eceWBtixlG,221779 +#Repost @yearsofliving ・・・ This is why we have to stop climate change NOW -- because the… https://t.co/BExs9foklY,700583 +"RT @CCLsaltlake: More people than ever are worried about #climate change, but will it last? https://t.co/zIF8h0EwyI @deaton_jeremy…",491385 +RT @axbonotto: Rapid decline of Arctic sea ice a combination of climate change and natural variability #environment https://t.co/xrlw7s8fvq,648006 +The White House isn’t answering basic questions about climate change and golf https://t.co/susEiMDQ9Z by @hunterw https://t.co/6xSBdjKbF7,271260 +@jim82mac Don't act like you're not a republican climate change denier...,68436 +"RT @BostonGlobe: Climate change will hit New England hard, according to a draft of a major report about climate change.…",7675 +"RT @markknoller: Summit Host Merkel tells G20 leaders the agenda includes economic growth, climate change, energy policy and the rol…",820467 +RT @WWF: I just published “The time to change climate change is NOW” https://t.co/N82vmk5WnO,957518 +"RT @SenWhitehouse: Here in Congress, there's a history of doing nothing on climate change. Dark, secret money has a lot to do with it. http…",192926 +How Obama's climate change legacy is weakened by US investment in dirty fuel https://t.co/dPRmkSEcpp,970423 +"RT @RT_com: Cockroach bread may replace steak on menus in bid to halt climate change +https://t.co/wkynrduEbo https://t.co/NhRpjg695D",960163 +My professor said climate change is bs :-),458966 +"Nearly 40 per cent of Americans think climate change will cause human extinction +https://t.co/3wd5A0LDBo",644790 +RT @Alythuh: climate change.. pollution.. I'm so sorry earth,85869 +RT @johanntasker: Defra ‘tried to bury’ alarming report on climate change which warns of ‘significant risk’ to food supplies https://t.co/p…,775140 +".@michelle_sham As a human on Earth, I am genuinely afraid of the damage that will be done to this planet by climate change deniers.",802518 +But 'global warming isn't real.' This is saddening. https://t.co/wt8Elwuiuz,110473 +RT @billmckibben: Record drought/fire give way to record flood in Peru--62 dead so far as global warming amps up another notch https://t.co…,640417 +RT @TwitchyTeam: Sally Kohn’s latest evidence of climate change proves she is ‘not a smart person’ https://t.co/uYBbVAPA3R,280223 +"RT @JaredWyand: Steve Bannon means bye bye to the climate change scheme we're spending $22,000,000,000 a year on for 'research' + +https://t.…",494357 +RT @IntBirdRescue: Seabirds are key indicators of the impact of climate change on the world's oceans: @BirdLife_News…,174044 +people who say things like this are the same people who say that global warming isn't a problem. https://t.co/hCmyYgGCNy,731471 +RT @RawStory: Bill Nye rips climate change-denying Trump adviser comparing the Paris accord to appeasing Hitler…,3723 +Trump doesn't accept that climate change exists. This is ridiculous. #environment #SaveTheWorld,3202 +"Fav accessible book on climate change, tweeps? I'm not as well-read as I'd like to be in this area and have been asked for a rec.",549109 +"RT @ABCPolitics: .@realDonaldTrump vows to cancel 'billions' in climate change funds to UN, adds 'I'm an environmentalist' https://t.co/P1H…",873234 +"i am concerned for people who genuinely think global warming, racism, gender inequality, etc arent real",580874 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,56879 +@amdugg if global warming was the case their would be less storms as the variance of cold air vs warm air would be smaller,608787 +RT @nytimes: Spring came early. Scientists say climate change is a culprit. https://t.co/ktVedZl1pX https://t.co/ZlsmPJbT2a,151713 +"@mslibor @YouTube @politico So they want to die from emphysema,cancer,cause more climate change&make the ozone layer disintegrate?good call.",457952 +"Celebrities, scientists join new nationwide push for action on climate change https://t.co/6Y08KJ2gq4 (News) #newzealand #nznews",155514 +Watch on #Periscope: global warming Winston Neace https://t.co/TaPQ4b7EYJ,572568 +RT @plantbasedbabyy: pls focus on the diet and animal agricultural side of climate change its so important and ur own tastebuds r NOT an ex…,471996 +RT @ThirdWayMattB: Worth noting - American GOP is the only major party in the OECD that denies climate change. #USexceptionalism https://t.…,749681 +"This climate change denier/known liar will sell his mother to stop the demonstrations +https://t.co/D8TGgI0NCx +#PaulRyan #protests #BREAKING",85658 +RT @LibDems: Why isn’t Theresa May challenging Trump on climate change? The future of the planet depends on it. https://t.co/RKcbiYPHXl,509974 +It is no surprise the same party that dismisses global warming would also dismiss the CBO report,45633 +"Ideally let's respond w relief + coordinated efforts to combat climate change, build infrastructure, and plan citie… https://t.co/iwjgC41GOi",163316 +"Wow, nope, no climate change here. Wtf... https://t.co/J3Y61bx2qa",168820 +"@eugenegu Hurricanes have always happened. You do not know that it's climate change, and I do not know that it's no… https://t.co/jMrlfluPl7",540509 +RT @mashable: Stephen Hawking has a message for Trump: Don't ignore climate change https://t.co/0PSasLH9p1 https://t.co/uCWkKHlf64,203774 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",589068 +RT @befeqe: Addis Ababa is witnessing climate change. I have never seen such a hailstorm in my experience. https://t.co/gl4XsvKHZT,930997 +"RT @AFP: March for Science attracts thousands around the world, as demonstrators call to fight climate change and protect th…",327726 +Pruitt can go to Congress anytime he wants to ask for more clear authority to fight climate change. #epa #altgov https://t.co/9npTKH6f0z,673125 +RT @Independent: Donald Trump's views on climate change make him a danger to us all https://t.co/6F0cIH9OSY,470462 +Smart cities will put sustainability and climate change first by 2020 https://t.co/OnAnSjLrHg,275391 +RT @c_bartle: Government urged to get tough on climate change in an open letter -signatories include midwifery & nursing organisa…,723919 +"RT @nprscience: Trump's proposed budget slashes money for climate change: +https://t.co/aC2kU3Y536 https://t.co/ug1V8iLaav",446680 +RT @thehill: American Meteorological Society comes out against EPA head on climate change https://t.co/37bJSHukVr https://t.co/XNs9yxBXjD,141194 +RT @mchristine__: i hope someone does something about global warming cause i can't swim my dog can't swim my grandpas in a wheelchair fish…,583867 +"Trump meets William Happer, t Princeton physics professor who claims 'benefits' of climate change outweigh any harm https://t.co/WHA4whGEYk",302930 +Fantastic @heroinebook piece on climate change @PopSci and don't forget call-out on evidence https://t.co/ZoJOEGuWQT,757862 +"RT @Hood_Biologist: The political turmoil, racial & religious division are the systemic drivers behind climate change. Colonialism IS a… ",649240 +"RT @ComedyWorIdStar: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worst https:…",551327 +"Subliminal message within the story BBC pushing globalist 'global warming' narrative, global #carbontax #conspiracy. https://t.co/T9sA0XgYhf",162535 +Y'all climate change is real like idek how this is still a debate ����,715022 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,356711 +RT @India_Progress: See Donald Trump was right. There is global cooling happening and not global warming 😝😛😛 https://t.co/JtrKL5zxOc,279120 +RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,564 +"RT @CarolineLucas: A #Budget2017 speech summary: No mention of climate change, a pittance for the #NHS, a woefully inadequate response to s…",121545 +RT @MotherNatureNet: Artist @H_Rothstein reimagined iconic National Park posters to show the future effects of climate change.…,242286 +"RT @gmbutts: The White House's views on climate change may be evolving, but those of the Conservative Party of Canada sure aren'…",625921 +RT @SenatorDurbin: Reminder: @POTUS surrendered our future to Big Oil & believes climate change is a hoax—ignoring major national secu…,216342 +@SteveSGoddard @SenSanders Some politicians are still using climate change to advance their outdated and disgraced political agendas.,534568 +RT @UniofNewcastle: Our research helps to protect the world’s coral reefs from global warming. https://t.co/09TNb97rrv,173469 +Differences in climate change #GHToday,451677 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,565007 +Standing strong for action on climate change! https://t.co/B58np9K77X,858239 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",707167 +RT @UKBanter: Show your support for Earth Hour by using #MakeClimateMatter and help tackle climate change #ad https://t.co/KVnKWhxs0k,581249 +@AngryNatlPark Spending on climate change is sheer madness. That money could be going to tax cuts for the rich. https://t.co/6URDwAynR3,833702 +RT @ABC: Sec. John Kerry becomes highest-ranking U.S. official to visit Antarctica; he's there to learn about climate change…,14926 +"RT @craftyme25: Dear #Electors #ElectoralCollege, a climate change denier will head the @EPA. Likely roll back all progress & safety regs.…",448775 +"RT @wakmax: Ignore Trump for now. Reflect on how far cooperation on climate change has come with EU China, India ploughing ahead https://t.…",864201 +RT @WorldfNature: Meteorologist goes on rant about climate change - KMTV https://t.co/eCELcUeMAK https://t.co/Qp5FH0G61q,15881 +Federal court orders Government to stand trial for causing 'catastrophic' climate change #feelthebern #SCOTUS… https://t.co/src1I0H9qt,57888 +RT @guardianeco: Obama puts pressure on Trump to adhere to US climate change strategy https://t.co/kDdZInePUT,525539 +"So what do you guys think will bring the end of the world first, climate change or nuclear war?",672859 +RT @PattiHarris: Women mayors are on the frontline of progress in the fight against climate change. https://t.co/VyB6f4z1oq…,297051 +too bad our president elect doesn't believe in global warming lol,413953 +RT @JebSanford: Libs are all for science proving climate change is real... but ignore the scientific fact a child with a beating heart is a…,20613 +"RT @mullmands: 'Australia isn't 'tackling' climate change. We are selling it.' +Well worth the read. https://t.co/dmJl8qmvR4",783978 +#MovieIndustryNews - Al Gore presses on with climate change action in the Trump era https://t.co/0dNWcydcBV,44946 +.@moraymo talks about Arctic climate change and her plans to inspire & empower change at the #NorthPoleSummit… https://t.co/xtvkYdflVo,739146 +"RT @RepStevenSmith: A CNN host said we should all vote for Hillary because she believes in climate change. + +These countries make one t…",242763 +physorg_com: #Mustard seeds without mustard flavor: New robust oilseed crop can resist global warming https://t.co/qpJg3ZoHXb uni_copenhag…,427532 +RT @UNFCCC: Have logistical questions about the @UN climate change conference #COP23 in Bonn in November? We've got you covered…,482620 +RT @jalloyd4: The descent into #TrumpHell begins - chooses top #climate change skeptic to lead #Environmental Protection Agency https://t.c…,338775 +RT @JoyceCarolOates: 'Death-wish'--Freudian theory confirmed by masses of US citizens voting in pres. who denies climate change that will k…,963222 +I'm now convinced that no action against climate change is necessary. /s https://t.co/NGM9l5f1WL,853096 +Recent pattern of cloud cover may have masked some global warming https://t.co/GmEGtigEhk,178136 +Does Trump buy climate change? https://t.co/KYbFmCK518 https://t.co/Io5fHoxXzG,507896 +How will global warming gain acceptance when this is the burden of proof to prove the obvious in Premier League foo… https://t.co/DHju1WpEpO,872710 +RT @wef: The cleverest countries on climate change – and what we can learn from them https://t.co/Q74BYERmPv @apoliticalco https://t.co/IPr…,756649 +Will climate change affect forest ecology? - https://t.co/lNS0nFU4rR https://t.co/mlMTrzMRn2,427921 +RT @_eleanorwebster: Remember our climate change garden @The_RHS Chatsworth? Read my blog to find out what it was like behind the scenes…,236300 +RT @LiberalResist: The governor of California and Michael Bloomberg launched a new plan to fight climate change with or without Trump - htt…,472843 +@PaulPabst Did he make his money studying and then predicting the end of human existence in the next ten years due to climate change?,585050 +RT @markhumphrys: Guy who denies link between Islam and Islamic terrorism claims that climate change causes Islamic terrorism. https://t.co…,722000 +RT @ProgressOutlook: Evolution and climate change are real. Teaching them in schools should be standard and not controversial.,652221 +RT @SteveStfler: Only in America do we accept weather predictions from a groundhog but still refuse to believe in climate change from scien…,157054 +RT @JaneMayerNYer: GOP erases climate change information in Wisconsin - will Trump take science censorship national? https://t.co/sL2hu1cy…,758676 +EPA chief: Carbon dioxide not 'primary contributor' to climate change @CNNPolitics https://t.co/bKDzlsIyOs the @realDonaldTrump Cesspool,842465 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,212791 +51% don't believe global warming is caused by humans? 51% of Americans are obviously morons. #globalwarming,695776 +China to Trump: climate change is not a Chinese hoax âž¡ï¸ @c_m_dangelo https://t.co/DpSIi4lbE1 via @HuffPostGreen,699957 +"RT @laynier: 72% of Americans, who want the United States to take aggressive action to slow global warming, would disagree with…",232164 +Why should they have reached out???.....I doubt they discussed 'climate change':) https://t.co/3eFzDArIas,517116 +RT @abedelrey: People who open snaps and don't snap back are the reason global warming exists,930064 +"RT @FoxNews: On 'Cashin' In,' @RCamposDuffy slammed @BarackObama and @algore for their support for strict climate change regulat…",576283 +RT @thehill: De Blasio signs executive order committing New York City to Paris climate change agreement https://t.co/hD0AMERkAA https://t.c…,265567 +"RT @george_chen: With Trump as president, China—China!—will be the world’s biggest champion of fighting climate change https://t.co/8Xv44xT…",17842 +Amazing how with all his knowledge Ben Carson believes climate change is a hoax.,798939 +"RT @hannah_lou_m: be racist, support trump, transphobic, homophobic, islamophobic, disrespect women, say climate change is fake, hate…",168339 +"RT @iwelsh: The Obama administration has done nothing meaningful to stop global warming (signing Paris does not count). In fact, they speed…",106814 +"RT @sassygayrepub: Funny how liberals talk about global warming when we set record high temps. Yet, there's almost no talk of it when we se…",825225 +"RT @Samanth_S: What does a rich, ambitious nation if it begins to run out of land? My @NYTmag piece on Singapore & climate change: + +https:/…",360538 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,612554 +Yet some will point to the cold as proof that climate change isn't real smh https://t.co/tYqo3KqiAh,853657 +RT @emlaughsallot88: Bet they are praying to Gaia for global warming to kick in #ldnont #cdnpoli #onpoli https://t.co/HyMXToUEQh,98480 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,177484 +"Scott Pruitt is in place to 'shut up the Fracking protest +along with the climate change nonsense' +Big Oil writes th… https://t.co/222HEdNYR9",777232 +"RT @prchovanec: 79% of European, 66% of American thought leaders say climate change is a major threat.",768047 +"RT @YouTube: .@NatGeo teams up w/ @LeoDiCaprio to explore climate change and prevent catastrophe. + +This is #BeforeTheFlood →…",881405 +"RT @c40cities: To reduce climate change & sea level rise risks, we need substantial and sustained reductions in GHG emissions…",671404 +RT @Greenpeace: Are these the top five worst things Trump has done on climate change so far? https://t.co/1vyBm1cv0y #resist https://t.co/R…,329427 +"@VP Gee, doesn't look like you're POTUS material either. Keep ignoring climate change & it'll just get worse. Not G… https://t.co/wipCKLemtx",184153 +"74 degrees out in the middle of November, global warming is in its prime",859092 +NY AG: Rex Tillerson used alias 'Wayne Tracker' to discuss climate change while CEO... https://t.co/pCLmXESchC https://t.co/YStybJIpzJ,456205 +"RT @andrewbeebe: In rebuke to Drumpf policy, GE chief says ‘climate change is real’ https://t.co/8Vg83hMfIt via @WSJ thank you @generalele…",280330 +RT @theritzlondon: We will be turning off our exterior lights today at 8.30pm for @EarthHour in support to climate change action.…,203075 +RT @Prem_S: What's lame my dear is you. Your ignorance and hypocrisy re climate change is devastating our country yet you don't…,272683 +@JohnBCool @NatGeo @ChelseaClinton Preach it brother. Man made climate change is a lie.,102279 +@jmcdesq @dfaber84 @TopThird cant we just all get along in the short time we have left before climate change kills us all?,251364 +"RT @pdacosta: Hitting back at Trump, Trudeau cites need for 'courage to confront hard truths' on global warming https://t.co/NuUQjSRWtl #Pa…",691018 +RT @EnvDefenseFund: A once doubtful scientist comes around to climate change impact after visiting Greenland. https://t.co/PUFhlfFO8H,171437 +RT @buhmartian1: @TimKalyegira OK Mr expert In everything. You believe climate change is a hoax?,584523 +RT @leanahosea: Act Now #BeforeTheFlood @LeoDiCaprio documentary on climate change is a must see https://t.co/f07mWhMECu,352915 +"@MzVelmaBeasley Also Yes climate change, again we are the only nation on earth not worried...",938918 +How climate change could make extreme rain even worse https://t.co/XGwBFOAxo0 by #TIME via @c0nvey,118705 +@ayana_ramberg and why even bring up global warming right?Me and you both know it's a hoax!None of the stuff you le… https://t.co/9IBShDFRje,362862 +"@Cybren finally, the lack of coverage of climate change is not only a type of politicization, its a huge success for climate deniers",162835 +"Trump is changing policy when it comes to climate change. What's next, is he going to say cigarettes do not cross cancer.",684924 +"In rare move, China criticizes Trump plan to exit climate change pact https://t.co/6uCYDZLN0V via @Reuters #climatechange #china",192051 +"I want to see Trump dispute tt there's no global warming. HEY if there is, the first to go is the fishes on your pl… https://t.co/JpvBVylJEM",302733 +"Addio olio e pesci: climate change, la catastrofe nascosta | LIBRE https://t.co/4uEhVIqrlQ via @libreidee",338757 +RT @davidschneider: But remember: climate change is a hoax. https://t.co/XK1gbR8vbA,964326 +"RT @VivziePop: @VivziePop but we now have a pres who thinks climate change is a hoax & has no respect for women, sorry if some are upset pa…",84507 +"RT @BrandNew535: Will unchecked climate change kill us, or just starve us? Environmental action becomes more urgent every day. + +https://t.c…",785363 +"The New Yorker asked me to shoot a story on climate change in 2005, and I wound up going to Iceland to shoot a glacier. The",504198 +RT @thoneycombs: yo only socialist governments are capable of the kind of planning we need to combat climate change. #marchforscience,232387 +"RT @CBSNews: To help fight climate change, about 1.5 million people in India plant potentially record-breaking number of trees…",169990 +RT @C_Smart_Climate: After Trump election conservatives own what happens with climate change. https://t.co/p4aYAW4bAs,191543 +RT @StopNuclearWar: Rex Tillerson refuses to admit #ExxonKnew about climate change decades ago https://t.co/vww20MH7xK via @HuffPostPol #Cl…,746266 +Does climate change mean this weather is the new norm? And what can we do to stop it? https://t.co/LAMJ9f0lDV (Phot… https://t.co/dio8oKwKO9,389694 +"RT @davidsirota: If you wouldnt consider ending a subscription to a paper because it promotes climate change denialism, what would make you…",202010 +RT @tdichristopher: EPA chief Scott Pruitt says he doesn't currently believe CO2 is a primary contributor to global warming https://t.co/CF…,693828 +RT @tan123: Over 300 US electoral voters: Ignore Bloomberg on climate change https://t.co/8cGlEWb8e2,234488 +German chancellor Angela Merkel predicts climate change face-off at upcoming G-20 summit https://t.co/gTWZXpAgKa #canada,933815 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,536804 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",568070 +Carteret Islands; ground zero for climate change https://t.co/86qMwBvbY7 https://t.co/WuECewpWcK,757915 +"RT @merrittk: as a millennial, you might expect that my favorite RPG is chrono trigger. when in fact, it's illusion of gaia (climate change)",214113 +RT @ekphora: Here are the tweets that Badland National Parks posted about climate change and that were removed. Science is being…,430081 +"⚡️ “Leonardo DiCaprio met with Donald Trump to discuss climate change” + +https://t.co/nTQPlU1SQA",219191 +"@PatVPeters ..........and farting is the blame for global warming, jack a$$...I don't believe in global warming...just so you know!",154202 +RT @existentialfish: look at the screenshot! someone's actually covering climate change!!! https://t.co/2wqnXCbEBW,265504 +"RT @KJBar: Vast 'back-to-back' coral bleaching disaster due to climate change, not El Niño https://t.co/T5RCZtK4xg https://t.co/2S66QRXypL",192317 +"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",231203 +"RT @sungevity: #BeforeTheFlood, the must-see new film on climate change from @LeoDiCaprio, is free online. Watch now: https://t.co/RtJCauB…",921692 +"When I read some of y'all tweets, I can feel my brain cells deteriorating @ a > rate than climate change ��",582394 +.@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t.co/bzok3yxdeb,103419 +RT @nature: Editorial: The potential economic damage from global warming should not be influenced by politics…,469177 +"@rjf57bob @WilsoNerdy majority of republicans are in pocket of fossil fuel industry, which is why they're feeding you climate change lies",67327 +RT @GRI_LSE: Check out our 5-day course on climate change economics & policy making https://t.co/KeLfGDWrFr,409807 +RT @rainnwilson: Be very prepared 4 dismantling of the EPA w/oil lobbyists & climate change science “deniersâ€ running the show. https://t.c…,576187 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,550239 +RT @UNUWIDER: Faaiqa Hartley discusses the expected impacts of climate change on South Africa’s economy and the kinds measures ca…,648313 +"@RosieBarton What I hear from the EU is a refusal to acknowledge global warming is here, water wars are here, and its going to be nasty.",375610 +"RT @JakeReedaBook: If global warming isn't real, then explain why Club Penguin is shut down?",288718 +#RickPerry says carbon dioxide is not a primary driver of climate change #ArsTechnica https://t.co/dyXYW6j5sD… https://t.co/FRiGrZ5c86,661607 +Acknowledge climate change and do something about it! https://t.co/0WW7JNIL9a,440008 +"RT @mcspocky: Oklahoma hits 100 ° in the dead of winter, because climate change is real https://t.co/Qtghk6AjUg https://t.co/pQGqXEfqCz",937627 +@RepJimBanks You need to 'hear' this deeply and learn about climate change. Then oppose Trump!! Listen to us!! https://t.co/nwyJwgMKL1,721289 +Rick Perry clarifies an earlier statement - he says the *existence* of man-made climate change is not up for debate.,287145 +Some great explainers from @voxdotcom and @UofCalifornia about climate change here: https://t.co/mXt4LjZy6t,281673 +@TheMorningSongs climate change,886513 +The impact of climate change on agriculture could result in problems with food security'. ~I.Pearson… https://t.co/7iRLkLvv8v,407091 +RT @IndyUSA: Trump signs executive order reversing Obama measures to tackle climate change https://t.co/lPh1tAWG2b https://t.co/LSFprhRssh,42518 +"RT @bani_amor: Contacting reps isn't enough. If yr tryna make sense of climate change, race, place, class,+gender, here's some help https:/…",742525 +The UK could have changed the way the world fights global warming. Instead it blew $200 million.… https://t.co/PoVkPDR0bM,118175 +RT @Newsweek: Global climate change battles are increasingly being won in court https://t.co/88ITY4515w https://t.co/4x0HIgtJoy,339939 +RT @NomikiKonst: Why this Senator has given 150 speeches (and counting) on climate change https://t.co/RSbld2hfLC via @HuffPostPol,746758 +"There are crazy natural disasters happening all over just now, yet people still dont believe climate change?! Our planet is poorly! Help it!",47529 +#DailyClimate Ireland's staggering hypocrisy on climate change. https://t.co/nmr0NwOteD,750212 +Because of climate change:,162028 +We also discuss this in part 3 of our podcast series on climate change and health https://t.co/oJaLOcOzp0,937194 +RT @ag___11: If u don't think climate change is real then fuck you https://t.co/HuDlZPLLpw,491132 +"RT @SecularBloke: - creationists +- flat earthers +- anti-vaxxers +- climate change deniers + +Have I missed anyone off my “absolute fucking mor…",474018 +Philippines to get $8M for climate change measures: Lopez - ABS-CBN News https://t.co/z6RihAnV6r #Business,361042 +"RT @kwilli1046: If you agree with Margaret Thatcher, that climate change is a globalist conspiracy and a major hoax! https://t.co/RQnO4w2xe6",799826 +Say what you want but he'll definitely take care of global warming... via /r/funny https://t.co/vdNOTmGx2W,513377 +Storms linked to climate change caused more than £3.5m to cricket clubs https://t.co/cczvcm5owx,329632 +RT @nytimes: The findings come 2 days before Donald Trump's inauguration. He has called global warming a Chinese plot. https://t.co/Ep4mbko…,994041 +RT @alexgibneyfilm: NY Times hires climate change denier. Why? For 'balance'? What about a flat earth columnist? https://t.co/GUygdZosjH,721268 +"Yes, but now Trump's President there's no such thing as climate change & all will be ok #planetearth2",93850 +Nowhere on earth safe' from climate change as survival challenge grows https://t.co/FDbP7eW4FF #A,610899 +RT @sciam: Antarctica’s southern ocean may no longer help delay global warming https://t.co/dV174aBcHx https://t.co/sL66QUvvwr,418447 +RT @AkzoNobel: Pleased that @CDP has awarded @AkzoNobel A-rating as a leader in combating climate change #PlanetPossible…,502706 +"On climate change, Scott Pruitt causes an uproar - and contradicts the EPA’s own website https://t.co/pSmBRQrEAx Scott Pruitt is dangerous!",910420 +"RT @NatObserver: Pledge now! Support reporting on perils animals face: trophy hunting, LNG, climate change. Get the orig grizzly tee…",103571 +guardianeco: Nicholas Stern: cost of global warming ‘is worse than I feared’ https://t.co/si4qqmPW8V,338728 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,143979 +RT @nytpolitics: Trump has called climate change a hoax. Now he has the chance to destroy efforts to beat it. https://t.co/xLSRpq99zr https…,908115 +"@njdotcom And Houston is the most liberal part of the state, so you can't blame theme for putting climate change deniers in power.",224771 +Thank goodness for global warming or it might really be cold,203179 +@alroker Shocker! That's the climate change new normal in that neck of the hoods,784900 +Jane Goodall calls Trump's climate change agenda 'immensely depressing' https://t.co/RKppanvMnd,795672 +"@1john22 @channel2kwgn @KyleTucker_SEC Not anything -important things that affect the future. Like DACA,climate change,equality",197824 +Donald Trump's climate change deal doesn't change the fact that my dick is still small.,158701 +Our president doesn't believe in climate change https://t.co/FKcYY4yD8W,863844 +RT @ClimateDepot: Watch: Tony Heller dismantles Harvey climate change link in new video https://t.co/EirKxBVE9E via @ClimateDepot,678273 +African penguins are being 'trapped' by climate change https://t.co/Si5i1mOe3X,291587 +"RT @ChuckWendig: Don't forget the widely hated TrumpCare, or the virulent climate change denial, or HEY ho they're all Russian puppets ha h…",380473 +RT @amworldtodaypm: The leaked report says Australia is not on track to meet the Paris climate change commitments and that investment in th…,144028 +It's started raining while the sun is out a lot here lately. I wonder if it's climate change related.,296369 +What TED session on climate change would be complete without. . . . a cameo by Al Gore?' Bill’s blog on #TED2017:… https://t.co/HJq20JWIzN,100221 +"RT @seru25: Labor unions. +People concerned about climate change. +Activists. +Y'all are in for a bumpy 4years.",353354 +"@absurdistwords GOP control in one state is not the same in another. In other words, climate change in IN is not the same worry as in FL.",74660 +"ICYMI: Regarding climate change, Mick Mulvaney said, “We’re not spending money on that anymore.” https://t.co/csDIXGqcEv @theAGU",359734 +"RT @DionneGlynn: It's Nov 10, northern Utah and 65 degrees....should I be worried? +Republicans insist global warming is a hoax, but…",593537 +"@Anon_Eu So actually his logic could be that humans don't cause climate change, coals does, or maybe cars do, or cows. Like guns.",461573 +...said the man who lead a decades-long lie to America about climate change https://t.co/yIVQZNNohN,787803 +@AmyMek do you... understand what climate change is? It's not just your feet could get wet.,498737 +"RT @washingtonpost: Energy Dept. rejects Trump’s request to name climate change workers, who remain worried https://t.co/dbDzb8OvXS",700957 +RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,504538 +RT @DrRimmer: The Doomsday Clock - scientists on climate change and time - Dr Nicole Rogers at @QUT @QUTlaw #QUTclimatebiz https://t.co/bna…,736901 +RT @ayee_stefyy: Still can't believe our new president is a moron who believes global warming is a hoax...,651995 +"RT @GeorgeMonbiot: I argue that the failure of all govts to engage with automation, climate change and complexity makes war probable: https…",853083 +"RT @lindenashby: President Trump explaining how much he knows about climate change. Or maybe describing the size of his brain, or hi…",582931 +RT @Jason: 15 (!!!) ships burning heavy fuel oil are much worse for global warming than the world’s cars put together ������ https://t.co/CjCZ…,356177 +RT @Ted_Scheinman: This week: a series of short profiles about women on the front lines of climate change — intro by @KateWheeling & me htt…,140282 +The Totalitarian Consensus - Question the totalitarian consensus on climate change and you immediately confront... https://t.co/w1vsQ026cq,615437 +@santose84931250 global warming is fake,59916 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,358757 +RT @NatGeoPhotos: Explore eye-opening ways that climate change has begun to affect our planet: https://t.co/w7wSJjWbaj https://t.co/wrHxW53…,144672 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,239716 +RT @oxford_thinking: Is veganism the way to beat climate change? A thought-provoking look at the future of food with Dr Marco Springmann…,661831 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,795858 +"Indigenous rights are key to preserving forests, climate change study finds https://t.co/xrSUZVv53X",124164 +What the sea wants the sea gets with climate change the Arctic falls... https://t.co/Xadf9RXbtO,129832 +RT @billybragg: Do those who won't vote Lab because Corbyn's views on nukes see nuclear war as greater threat than climate change or destru…,112460 +RT @People4Bernie: Nuclear Weapons and climate change are the two biggest threats to humanity. Thank you @SenSanders for focusing on t…,242681 +"RT @lindsaymeim14: ICYMI: As Trump unravels hard-won protections of people & planet, concern about climate change reaches record high.…",160144 +RT @USFreedomArmy: Hey East Coast libs. Where's the global warming? Enlist in the USFA at https://t.co/oSPeY3QMpH. Patriots only. https://t…,422103 +@danjdob @Noahcoby1 @KvtvComb @ColumbiaBugle Even if climate change isn't real what is the harm in decreasing pollu… https://t.co/G5tB6vsDgD,546746 +The broad footprint of climate change from genes to biomes to people https://t.co/aUS4ri2uxu,219843 +RT @LifeSite: Why are we worried about climate change when we aren't protecting our unborn? https://t.co/NG9x6lTe9E,151006 +RT @BloombergTV: Here's what President Trump's climate policies could mean for global warming https://t.co/9QJ35exuVj https://t.co/QtuCp8ED…,190868 +"RT @CNN: President-elect Donald Trump met today with Al Gore, one of the most vocal advocates of fighting climate change… ",994821 +"These videos are not simulation but representations of available data on climate change. +https://t.co/H9jHBlowhO",531825 +No more climate change legislation or biomedical research for us! Is the beginning of a new Dark Ages-& a reversal… https://t.co/zowE0kh6H0,35242 +RT @BlessedTomorrow: Here's what thousands of scientists have to tell President-elect Donald Trump about climate change…,858151 +"RT @ProgressiveArmy: Next head of UN global climate talks has appealed for US to 'save' Pacific islands from impacts of global warming. +htt…",432143 +"RT @vicenews: As permafrost thaws, climate change will accelerate. A solution is urgently needed. #VICEonHBO https://t.co/TbtwdnKLQX",12320 +RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,831941 +"RT @rustybarth: Forget about climate change, virtual reality porn is going to lead to the extinction of mankind #foodforthought",584499 +"when it comes to climate change, are hoomans worth saving?",524383 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,795138 +RT @mashanubian: 18Feb1977: Gambia became a pioneer as 1 of 1st in Africa to address climate change w/what is known as 'The Banjul D…,152972 +RT @griffint15: #RememberWhenTrump said this about global warming. https://t.co/nzV4W2dm3i,703808 +RT @HuffPostPol: Trump budget director pick does not believe climate change is a major risk https://t.co/IYcT3c31ii https://t.co/ZMclwgtYy9,620420 +RT @CBSNews: Bernie Sanders: 'What astounds me is that we now have a president-elect who does not believe climate change is real…,465164 +meanwhile our president elect doesn't believe in global warming https://t.co/BQbOLfaPgM,384067 +"RT @UofGuelphNews: Congrats to #UofG Prof @Sherilee_H, heading multi-million dollar climate change, indigenous food security project…",231989 +RT @NewRepublic: Do we have a constitutional right to be protected from climate change? These young activists say yes.…,946557 +"RT @Jeneralizer: Keeping with the theme: +Bugs for extermination +Polar bears for global warming +Dentists for sugar +Postal workers for…",154720 +"What could a couple thousand scientists possibly know about climate change? + +E.P.A. Chief Doubts Consensus View... https://t.co/tsZFLfiNmK",948569 +RT @ajplus: Leo takes on climate change skeptics: “You might as well not believe in gravity.â€ https://t.co/v8EdagKObD,435694 +RT @ObamaStopDAPL: RT OccupyWallStNYC: Remember that for decades #Exxon misled the public about climate change. #RexTillerson https://t.co…,300631 +RT @AJEnglish: Could plastic-eating caterpillars help the fight against climate change? https://t.co/SCSvpmNMAd,702259 +RT @StephenRoweCEO: Call to curtail exposure to climate change - low carbon investing growing - #climatechange #ESG #sustainability https:…,881456 +RT @ClimateGuardia: UN Secretary General calls on the world to remain united in the face of climate change (We must stand firm! #auspol) ht…,870399 +All the idiots who think climate change is a joke are the same idiots who used to take too long at the drinking fountain.,997972 +RT @Hipoklides: @MichaelEMann @NYMag To keep global warming below 2C: a cat's chance in hell https://t.co/o66CAgNHpN,662440 +RT @yuungnasty: @_imJonah were prob a civilization that keeps reseting bc of climate change so we have to migrate planets every few thousan…,733984 +"RT @ErikSolheim: Military advisors warn of mass migrations from climate change. +For many, climate adaptation will mean leaving home.… ",578706 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,232381 +RT @WhatTheFFacts: 46% of Republicans say there is no solid evidence of global warming.,20967 +Why don't people believe in global warming ?,277542 +Diverse landscapes are more productive and adapt better to climate change https://t.co/IegNnqBV8d,191551 +"Next time your favorite politician says climate change isn't real. Look how much shell, Exxon, etc. donated to them.",11712 +"@SecretaryPerry doesnt believe in man made global warming, he also doesnt believe Oxygen is the primary driver to breathing #climatechange",729970 +"RT @EnvDefenseFund: The White House calls climate change research a ‘waste.’ Actually, it’s required by law. https://t.co/FwQ748bDgG",937412 +RT @socalgrip: So Pruitt is smarter than 2000 scientists on climate change. Must have gone to Trump University. #climatechange…,515785 +RT @JenTheMermaid: Tiny islands in the tropics are some of the least responsible for climate change but get the brunt of nature's resu…,27412 +"RT @SkipperClay: Hey Florida, if you go trump, and trump ignores global warming, and the ocean EATS YOU, YOU HAVE NO ONE TO BLAME BUT YOURS…",626724 +@KitDaniels1776 looks like another victim of global warming and unemployment.,718433 +RT @grizzlygirl87: I study ground squirrels and their response to climate change (repro/fitness repercussions) in relation to hibernation e…,467242 +RT @qz: The US is relocating an entire town because of climate change. And this is just the beginning https://t.co/poPq8dbNHv,127677 +RT @EliStokols: Scientist at Dept. of Interior who spoke out about climate change reassigned to job in accounting office. https://t.co/ojhc…,515849 +RT @elonmusk: Tillerson also said that “the risk of climate change does exist” and he believed “action should be taken',962814 +RT @WaskelweeWabbit: @JAmy208 @Morgawr5 @DennisEllerman @Demygodless @CGramstrup the entire concept of manmade climate change is so stupid…,73851 +RT @tutticontenti: Sea levels 'could rise higher than a three-storey building due to climate change' https://t.co/8CpKla1YWq  via @timesofi…,448294 +global warming is a hoax. https://t.co/iJ3yGzWFba,388958 +RT @TPM: Incoming California Republican says climate change hurts 'Muslim nations' which are 'in the hot areas of the world'…,88600 +"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",815016 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,342255 +RT @savmontano: Our president doesn't believe in global warming so we're all doomed regardless,315500 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,397781 +"@reveldor85 Yes, they constantly run anti-global warming articles disguised as naturalist articles too..he's the sc… https://t.co/hbMqo02tI7",497256 +"RT @JustineinTampa: @POTUS I'm 30 now, but I've been promoting climate change since I was in the third grade! #ActOnClimate http://t.co/d77…",900685 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,895026 +RT @KurtSchlichter: YOU WILL NOT SEE THIS IN THE US MSM: World leaders duped by manipulated global warming data https://t.co/wKciX9ix9i via…,837882 +"If Obama buys a house on Martha's Vineyard, he's not concerned about climate change and rising sea levels period.",857718 +"RT @EricBoehlert: i'm glad you asked... + +'e-mail' mentions on cable news since Fri: 2,322 +'climate change' mentions on cable since Fr…",645914 +The president thinks that China invented global warming.,429221 +"RT @GAbulGhanam: #Water is an aerial tour of how climate change, pollution, and human activity are endangering Earth’s most precious… ",733705 +RT @PeePartyExpress: Congressman leaves stage to a chorus of boos after saying the jury is still out on climate change https://t.co/38Gt8Uk…,644143 +At least we won't have to worry about climate change. https://t.co/979xA3mqav,168585 +RT @thehill: Bloomberg pushes foreign leaders to ignore Trump on climate change https://t.co/kgQBltgXoU https://t.co/BtSsJegUmV,823781 +"RT @PoliticalShort: Not even the late, great Billy Mays could sell this 'climate change' garbage these 'experts' continue to peddle. https:…",732801 +RT @OPB: EPA boss Scott Pruitt questions basic facts about climate change. https://t.co/2C42Sk7h27,484639 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",144983 +How was it schorchio last weekend and now I'm freezing my tits off? And people say climate change isn't a thing. Fools.,558804 +"and don't get me wrong, I probably know more about climate change, oil n gas, and alt -tech than the lot of you.. b… https://t.co/Q0sWurxeNz",78602 +to deal with climate change we need a new financial system https://t.co/EtVyPBzNUT,509354 +RT @CNN: Mulvaney on climate change: “We’re not spending money on that anymore. We consider that to be a waste of your money” https://t.co/…,59464 +"RT @DrMikeSparrow: Polar vortex shifting due to climate change, extending winter, study finds https://t.co/s95ROLg0VW",702425 +RT @ClimateCentral: This is who is leading the world (and who is faltering) on climate change action in one map https://t.co/Udcgs75IHN htt…,194139 +RT @pray4peacewlove: Trump set to undo Obama's global warming!���� 'Give it Back to GOD Who Controls All! We can be respectful guests����! htt…,354470 +businessinsider: Trump’s defense chief cites climate change as national-security challenge — via ProPublic … https://t.co/aHTv0VRXjE,697242 +@chrispb13 @roadster2004 @SkyNews We are coming at this from opposite directions. You are a climate change denier (… https://t.co/f81VRBmQ99,959223 +"RT @DuaneBentzen: @oldschoolvet74 @DorH84607784 Yes, global warming, er, um, climate change, er, um, climate disruption. No, liberal psycho…",925997 +"#global warming my ass, temps have been below average for the past 8 days and predicted to be the same for 10 more days #scam #lies",964409 +RT @KingEric55: What kinda simple minded shit is executive order to stop all federal efforts in fight global warming? What an ignoramus.,552441 +"Julia Louis-Dreyfus endorses Clinton, slams Trump over climate change #Clinton #GOTVforHRC https://t.co/VD32iNf3C4",704720 +"Since people are denying climate change solely on it not suiting their interest, I have prepared a short list of ev… https://t.co/RgwbNfKgkp",637471 +RT @nytimes: How the Energy Department tackles climate change https://t.co/AldDJ8ABEW,392090 +RT @thenation: How will climate change affect the future of the planet? Scientists predict it will be nothing short of a nightmare. https:/…,429352 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",418244 +We can’t bank our future on Malcolm Turnbull’s climate change magic pudding. https://t.co/wt6y7frjf8,212699 +#WorldEnvironmentDay2017 : Dumbest quotes ever on global warming and climate change https://t.co/6C85qzfnCb via @IBTimesUK,433115 +who's strong Christian convictions have shaped his... refusal to accept global warming.' Huh? https://t.co/ttfE3NVF6C,596894 +RT @CalumWorthy: We're halfway through #24HoursofReality. Tell me why you care about climate change w/#24HoursofReality and your pos…,744616 +"After centuries of first hand reports & historical data, lib's can't believe in Jesus/God. Faith in climate change… https://t.co/shMNaEpX1B",700389 +Using the world’s longest lived animals to learn about climate change: https://t.co/gDaHzJIdHk https://t.co/FDNTeJoiTX,499577 +"In the southeast, voters backed Trump—but unless he tackles climate change, they may suffer https://t.co/B4EhtpvtGw",939324 +RT @cnni: Donald Trump has called climate change 'a hoax.' Here's what could happen if he rolls back anti-pollution measures https://t.co/Q…,444327 +"RT @solar_chase: I'm frightened by this as evidence of climate change, but pleased at less social pressure to participate in expensi… ",899081 +RT @RawStory: ‘Stop using our video to mislead Americans’: Weather Channel slams Breitbart on climate change denial…,562893 +"Climate change: Fresh doubt over global warming 'pause' +https://t.co/q7vgo6g2jd",430444 +RT @DailySignal: Trump’s EPA chief backs an approach to science that could upend the global warming 'consensus.'…,590926 +@MrDarcyRevenge @CodeFord That looks like global freezing .. not global warming. That's the opposite of the issue.,301275 +RT @joostbrinkman: Wall Street is starting to care about climate change - Axios https://t.co/rXhQQCGx1I,341119 +"RT @PrisonPlanet: The same amount of evidence exists for man-made climate change as Russia 'hacking' the election. + +None whatsoever. + +#Pari…",629890 +"Harvard faculty condemn Trump's withdrawal from climate change agreement +https://t.co/hhDCOF7neW",292105 +RT @IUCN: Not all species are equal in the face of climate change https://t.co/7nzq1kMB4d https://t.co/Nfmpc08Tpr,598093 +RT @DenverWestword: Trump's pick for head of the EPA thinks 'climate change' is a bullying tactic of the left. https://t.co/p3yJ190mwk,578681 +"@JordanUhl @realDonaldTrump I for one love pollution, filthy water, and global warming.",450187 +"RT @CNN: Bernie Sanders: Trump’s order that dismantled climate change regulations is “nonsensical,” “stupid,” and “dangerous” https://t.co/…",806371 +@washingtonpost Yawn. So are you back to global warming now or what?,377791 +RT @termiteking: Trump doesn't care about climate change but we outnumber him. He won't do anything about it but WE will,552683 +New: UK worries about climate change are at their highest level for 5 years https://t.co/EXUEcpQExJ https://t.co/F2PpF6chnM,310662 +"RT @wanderlustmag: How climate change is ruining coral reefs and the changes that can be made +https://t.co/fJLduyIDcs +#climatechange…",493968 +RT @lilmuertitaa: you gotta be the biggest dumbass in the world if you think climate change isn't happening,213428 +RT @FT: Martin Wolf: That the US presidential campaign has unfolded without a focus on climate change is astounding…,323918 +RT @uclg_org: The Climate Summit for Local and Regional Leaders will discuss local action against climate change #COP22…,659778 +"RT @rtpetr: The major US TV networks covered climate change for a grand total of 50 minutes last year—combined + +https://t.co/lxdDFCVWAH",931821 +@LeoDiCaprio How can we stop Trump from destroying all the progress we've made with climate change?,466144 +"Together, we can create lasting impact to protect communities and wildlife from climate change. As the world goes... https://t.co/s83FCmdFfk",485827 +RT @EthanCordsForMN: Trump's presidency will be disastrous for progressive issues such as combating climate change & creating a #MedicareFo…,576534 +RT @JonahNRO: I don't think you got the memo that you're not allowed to say anything positive about climate change. https://t.co/p0ok3eV9jJ,880020 +SecNewsBot: Hacker News - Morocco is a perfect place for the world’s biggest climate change conference https://t.co/SrAZsC1rAE,983767 +RT @KelseyHunterCK: .@ClimateKIC commits to 6 action areas in climate change adaptation - launch of new adaptation innovation approach…,307996 +RT @FCAtlanta: #RegionNews: Atlanta emerging as a nexus to address climate change and global health https://t.co/vNo7bR4Ogj via @SaportaRe…,901703 +remember that time global warming literally took away our winter,787373 +RT @World_Wildlife: Saving forests is crucial to fighting climate change. WWF's Josefina Braña-Varela blogs for #BeforetheFlood: https://t.…,488684 +RT @ThisWeekABC: Michael Bloomberg urges world leaders not to follow Pres. Trump's lead on climate change https://t.co/H4cRcR9vNM https://t…,138535 +RT @browndoode: They should make not believing in climate change a crime. Punishable my forced to wrestle a polar bear,116502 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,418892 +RT @LisaBloom: We will be the only developed nation in the world led by a climate change denier. https://t.co/tR1DclGWEz,695046 +"Maybe @realDonaldTrump should read this, stop being a climate change denier! https://t.co/8I95aJt5Es",601032 +"RT @QueequegO925: Our planet isn't experiencing global warming, just an alternative climate.",260117 +Research in climate change will be targeted for cuts. https://t.co/46qzQXLCBu,84408 +"Even at the temperatures we are aiming for, many people will suffer from climate change' - @kevinanderson… https://t.co/RHeIpVTBoM",438427 +RT @4apfelmus: Does anyone think Lady Gaga is a good thimg? I really love global warming,260358 +@BarackObama @HillaryClinton Youre supposed 2 fight for #PeopleOverProfits & climate change. Fight against major co… https://t.co/Wa6Ophd6tv,564732 +RT @VICE: Ivanka Trump met with Al Gore to chat about climate change: https://t.co/bLdevP5Ram https://t.co/fww0u1o3eJ,727187 +the question is not 'do you believe in climate change' it's 'are you aware of the fact it exists',126996 +RT @MeganLeeJoy: Kicking off a global warming 'Winter' season w/ the #RevolveWinterFormal tonight: Drinking away democracy AND depression!…,166715 +"RT @Alex_Verbeek: Nicholas Stern: cost of global warming ‘is worse than I feared’ + +https://t.co/SSBN3BNS1q #climate #climatechange…",941101 +RT @BruceBartlett: Why the left loses & right wins--NYT so open minded it hires a climate change denier; WSJ editorial page won't allow any…,963211 +"RT @Slate: Leftie cities want to fight climate change, but won't take the most obvious step to do it. https://t.co/xbZsc9GU4g https://t.co/…",206732 +Donald Trump urged to ditch his climate change denial by 630 major firms who warn it 'puts… https://t.co/ghGGgMLL9T https://t.co/QsAHewfyX0,754664 +@TewwTALL the joys of global warming,991119 +@AndrewSiffert @70_dbz The next hurricane to hit US will be climate change related because the media will say so. And they're never wrong.,573773 +RT @Khanoisseur: Esteemed climate change scientist Ivanka Trump's in charge of reviewing whether US should withdraw from Paris Treaty https…,733913 +So how little of a brain does it take to support an administration that doesn't believe in climate change? https://t.co/phs441H1nl,324298 +@HeyTammyBruce @CBSNews fake news and Not global warming like you and sanders kept harping about when ISIS is a big problem?,286589 +Most people don’t know climate change is entirely human-made https://t.co/3xyaHvrWM0 https://t.co/CcnXb2pjtx,452072 +Pope Francis handed Trump his encyclical on climate change after their meeting … Pope Francis ��,574560 +@EJohns_1004 it's hard to find any reason to back her up except for her possible concerns for some social issues & climate change,582553 +RT @RobinWhitlock66: Energy Department climate office bans use of phrase ‘climate change’ https://t.co/CpscLQbgp2,387930 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,106633 +"RT @solartrustcentr: 'Is climate change real, and is the world actually getting warmer?' | @Independent https://t.co/BULmJBy2me https://t.c…",209318 +"RT @Neighhomie: u know what pisses me off?? that climate change was not a topic during any of the presidential debates,none of theM. absolU…",247440 +"RT @thinkprogress: ‘Game of Thrones’ star: ‘I saw global warming with my own eyes, and it’s terrifying’ https://t.co/OqIOQ5mI2J https://t.c…",645123 +"Customs bill would limit president's actions on climate change: PARIS, FRANCE – Last night the conference comm.. https://t.co/32q7sKaEUh",632243 +"RT @AstroKatie: If you were going to be a single-issue voter, not making global warming even worse would be a good issue to choose. https:/…",41005 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,510964 +RT @CBSNews: Bernie Sanders: 'What astounds me is that we now have a president-elect who does not believe climate change is real…,126015 +"Once again @rooshv has been proven correct. #FraudNewsCNN blames obesity & global warming. We know the real reason. + +https://t.co/yP7xKMmioE",925313 +RT @Jinkination: This Jinki fancam of 'Excuse me miss' is the reason why global warming is increasing..call the environmental police…,946901 +RT @guardian: Gas grab and global warming could wipe out Wadden Sea heritage site https://t.co/cgiK0GujVW,645629 +"China clarifies for Trump: uh, no, global warming is not a Chinese hoax https://t.co/uxRQLRn8HK https://t.co/Opy5ychd0C + +China clarifies …",568781 +RT @angiebooh: 'politicians discussing global warming' https://t.co/ezMyPJ5CkI,966168 +Adapting to climate change means adapting to Trump – here's how | Dr Aditya V Bahadur: Donald Trump’s scepticism… https://t.co/b2xPqy8GiD,164600 +RT @MotherNatureNet: This coral doesn't sweat the heat -- and may tell us a thing or two about climate change https://t.co/Y7IhcnaSC4 https…,76245 +"@homojihad maybe, and yet, the president claims climate change is a chinese conspiracy, while having to pay flood insurance in Florida.",54719 +RT @Greenpeace: Inaction on climate change 'would be the end of the world as we know it and I have all the evidence'…,7509 +"Keep it in the ground: Shell's 1991 film warning of climate change danger uncovered + +https://t.co/VJaRxAbsJb",434728 +RT @ClimateCentral: A key Atlantic Ocean current could be more likely to collapse because of global warming than previously thought…,68985 +"Sooo sad how climate change leads to drought, leads to violence, leads to extinction of beautiful species.… https://t.co/1QiiOVNVxA",889229 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,617853 +"We can now stop worrying about climate change, war, famine, epidemics, asteroids, & all other mundane ways we can d… https://t.co/juGqRq9DYH",230037 +@cnni I'll have climate change for a 1000 Alex,598028 +"RT @ajplus: ExxonMobil has been knowingly deceiving the public about the severity and effects of climate change, researchers at @Harvard fo…",934017 +RT @good4politics: Articles? like global warming articles? This are many and fake too. @speakout_april @const_liberty1 @USAPatriot2A @Pecul…,204685 +RT @fintlaw: 'Arctic ice melt could trigger uncontrollable climate change at global level' @guardian https://t.co/kHixiauAqT,275992 +RT @mariyhisss: global warming 🤔 https://t.co/eAQVJm1RaQ,365621 +It sucks and climate change is real but this is typical for lousy Smarch. #dlws,71091 +RT @WeNeededHillary: Trump to drop climate change from environmental reviews: Bloomberg https://t.co/O2g3MItioS https://t.co/2uUMvyeDp6,972408 +"RT @ela1ine: As climate change heats up, Arctic residents struggle to keep their homes #Arctic https://t.co/Jy3AS76Hgd #arctic",109470 +In our alternate universe Kanye performs in Philly tonight & denounces Trump & donates $ to prevent climate change… https://t.co/Cb7oNz20os,79549 +"To fight climate change we need #hope. @GlobalEcoGuy explains'Hope is really a verb...And it changes the world.' +https://t.co/3G7pxsMMU0",362284 +RT @ShadowBeatzInc: My president-elect thinks global warming is a hoax ðŸ˜,87027 +"I think around 45 other MP's as well. While you're at it, creationism, climate change and women's rights too.… https://t.co/30c6qPxgQC",7240 +"@joeallenii @A_helena @Reuters oh didn't you hear, global warming also causes cooling in other areas??? Lmao off. The climate changes period",703452 +From climate change by planting crops that trap carbon.,145197 +RT @USFreedomArmy: Repetition works. Just ask the 'global warming' fanatics. Enlist in the #USFA at https://t.co/oSPeY48nOh. Read the…,1945 +RT @DavidCornDC: Every insane thing Donald Trump has said about global warming https://t.co/JUCuqM4ogm via @MotherJones,712767 +RT @UN: 12 #globalgoals are directly linked to climate change. The #ParisAgreement is crucial to achieve them.…,511943 +RT @Reuters: Vatican urges Trump to reconsider climate change position https://t.co/CuAw71CHdv,228503 +"RT @TheMarkRomano: Crazy person explains how 'climate change' is causing wars. + +THIS is the intellectual garbage pushed in college. + +https:…",675038 +RT @liz_buckley: Trump's climate change research. His uncle - a great guy - had 'feelings' https://t.co/h7TsAPGu6B,850882 +"We now know whales help halt climate change +What is the real reason for #Japans ocean assault? +#OpWhales https://t.co/3wWEvEqP2c",157092 +RT @Sustainable_A: #ClimateChange #GIF #New #climate change @Giphy https://t.co/Qa3pjS8hEn https://t.co/rt4NsfToF4,993050 +RT @TEDTalks: Why climate change is a human rights issue: https://t.co/BJWVGworr5 https://t.co/XtdBhF2qHI,190667 +RT @KevinDeKock2: If my calculations are correct (and they are) the nuclear winter will cancel out global warming and Earth will reset to p…,56081 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,320095 +RT @madfreshrisa: Ppl keep theorizing a/b climate change. Islanders don't have that luxury. We see the water rise & we prepare for somethin…,124432 +RT @KTNNews: Do you think you have a personal role to play in fighting climate change? #Worldview @SophiaWanuna @TrixIngado,929212 +U.S. allies plan to give DT an earful on climate change at G-7 summit - The Washington Post https://t.co/VNsn1Zb1vo,770494 +RT @maoridays: florida can drown global warming and natural selection is coming for y'all,759292 +Wow. Woke up to this news. Can't believe people are still denying climate change. The hurts... Huge blow to the Ear… https://t.co/S9HyIdgWv9,726964 +RT @NuclearAnthro: region of US that denies climate change & hates feds will now demand federal aid to cushion consequences of their s…,355876 +RT @SierraClub: EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to climate change https://t.co/2ivfl09IGU https://t…,932500 +"RT @BadHombreNPS: Here's a video on the basics on climate change (because reading is hard for some presidents, apparently): @EPA https://t.…",251875 +RT @thehill: EPA shuts down program helping states adjust to climate change https://t.co/uDC73UjMIX https://t.co/II0pLFNcff,147687 +All these natural (really unnatural bc climate change) disaster going on the most sickening thing is seeing countries fight for relief,124352 +"RT @sethmoulton: The swamp's rising.�� +(Don't blame it on climate change, @GOP.) https://t.co/Sv5QYwQONk",567215 +RT @jaime_brush: Urge President-elect Trump to take climate change seriously and enact policies that will repair our planet. https://t.co/w…,47328 +"Here’s how climate change is already affecting your health, based on the state you live in https://t.co/qdDZbWSiMJ https://t.co/teIgJM4sHH",384546 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,714132 +RT @Independent: China to Donald Trump: climate change is not a hoax we made up https://t.co/1moVjqiMiT,744069 +.@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t.co/tVa99QMXUw,904328 +We will stand tall against the dark forces that denies climate change. @GreenLatino @DorothyFahn @Greenpeace https://t.co/KFUlTVYWtf,174271 +RT @prageru: Do you believe man-made climate change is happening?,946120 +RT @climatehawk1: Trump’s election marks end of any serious hope of limiting #climate change to 2C | @drvox https://t.co/O4uA38Ayq6…,340483 +The new Bill Nye show's first episode was about global warming and I can't believe the liberals brainwashed him too ��,280836 +#TechNews Air pollution deaths expected to rise due to climate change - https://t.co/PgLhUsQmyq,44911 +"RT @ajplus: 'You might as well not believe in gravity.' + +Leo slams climate change skeptics. https://t.co/kdzZbcZHCL",438926 +"@TomiLahren Here is why we liberals care about climate change, guys. https://t.co/Qg14Xr5Sfu",502640 +"RT @gellibeenz: Only Greyface denies global warming. Don't be like Greyface. +#EarthDay +#ScienceMarch https://t.co/HT8jqo67JH",613771 +It's 57 degrees and tn it's gonna drop to 30 and we are going to get 8-10 inches of snow u wanna tell me again how global warming is a myth?,295236 +The delusions of climate change religion. Justify poor character and action because 'I'm saving the world'. https://t.co/665E2uoSAl,651182 +Google:Kinder Morgan Canada president doesn't know if humans causing climate change - Vancouver Sun https://t.co/gQtgfXtBsA,113815 +@RobertWoodham2 @EcoSexuality @peter_upfield @peidays306 @realDonaldTrump Very true - we have to get out - global warming is a hoax -,70411 +Midwestern agriculture stands to lose with climate change skeptics in charge https://t.co/pAswsbsBuc,770580 +@grip__terry They make planetary climate change. Proud people.,425733 +We were talking about global warming then last vegas then smoking then pot then to birds dying bc of windmills and solar panels,952906 +https://t.co/i9PZjYWVL5 Rally to protest Donald Trump's climate change stance marks US president's 100th day - NEWS… https://t.co/hTckHp2ZBy,859485 +"RT @aparnapkin: FACT: There are 50 states +ALT FACT: numbers are a hoax invented by climate change",567060 +"@CoralieVrxx pretty good movie, worth watching if you're interested in sciences/global warming etc. (and Leonardo DiCaprio is a babe.)",533881 +Arnold Schwarzenegger doesn't give a damn if you believe In climate change https://t.co/FF87dgM0Ad,470525 +"#Stella #blizzard2017 reveal all the 'it's snowing, therefore global warming isn't real' idiots that don't seem to understand basic science.",848469 +Trial of the millennium': Judge rules kids can sue US government over climate change - RT https://t.co/OmMUslLXXI,568784 +RT @BernieSanders: Trump: Want to know what fake news is? Your denial of climate change and the lies spread by fossil fuel companies to pro…,877185 +@jpzeeb @acarroll_1114 this is the scariest response to climate change I've ever heard 'you can't stop it so let's just trash the earth',168726 +RT @eco_warrior17: Prince Charles: We must act on climate change to avoid 'potentially devastating consequences' https://t.co/eGFGBL72HI vi…,587093 +RT @Smethanie: Just told the dog Scott Pruitt's thoughts on climate change https://t.co/zK7qpxQWrL,987387 +"RT @washingtonpost: Stop hoping we can fix climate change by pulling carbon out of the air, scientists warn + https://t.co/Ps9TU2E6JX",342669 +"Remember when #Trump bragged about committing sexual assault, disregarded the Geneva conventions, and called climate change a hoax?",725378 +"RT @DrJillStein: Trump pretends not to believe in climate change, but he's buying a wall to protect his Ireland golf course from rising sea…",487075 +Al Gore offers to work with Trump on climate change https://t.co/Jf5a23y4v1,344476 +"RT @thewrens: I'm not saying global warming isn't real, I'm just saying this is one of the colder summers I can remember.",332836 +"My EPA boy, Scott Pruitt, said CO2 isn't a primary contributor to global warming. Rollin' back those regs for grey… https://t.co/DfSBZXVNXW",767844 +"Take a stand: Democracy, climate change, people & planet-there's a lot to do: https://t.co/o00gSYINL2 #ClimateMarch #May1Strike@fairworldprj",262960 +RT @hockeyschtick1: 'Sundance filmgoers warn of ‘global warming’ impacts. Warn 'criminal’ deniers: ‘We are coming for you’' https://t.co/pc…,71648 +RT @Blurred_Trees: This turd gave $2.65 billion over 5 years to help developing countries 'fight climate change' - while 1000's here s…,529828 +"RT @itsmeghun: 'Our children won't have time to debate the existance of climate change. They'll be busy dealing with its effects.' +THANK YO…",980495 +RT @Alyssa_Milano: Please join me in following these organizations fighting climate change @SierraClub @greenpeaceusa @350…,389168 +We have to build a global citizenry fluent in the concepts of climate change #internationalmotherearthday #SDGs… https://t.co/8DHW4Pvnru,981338 +@Mariobatali @Ugaman72 @ChelseaClinton Mario there is only climate change in Russia come on now,795799 +RT @Independent: Trump forces environment agency to delete all climate change references from its website https://t.co/I1kQv2zu3M,976940 +"@PatrickH63 here's a fact, all the predictive models of the last 40 yrs based on global warming have been wrong. + +@Hjbenavi927 @ScottInSC",96321 +"RT @MitchellLawre20: Trustworthy: Pick a lie, any lie. Inauguration crowd, voter fraud, climate change hoax, etc. You have a whole buffet…",41753 +@Seeker The term Climate change is senseless. The climate is always changing. What happened to the term global warming?,194110 +"RT @ecshowalter: Poss death of early cherry blossoms by huge DC snowstorm tomorrow prob climate change, but feels like decree of evil kin…",504128 +"RT @kibblesmith: [Trump makes National Parks delete tweet] + +Dormant Yellowstone Super-Volcano: You want to see some climate change motherfu…",780124 +I'll start the global warming and melt the ice caps with you!,356023 +#CBC Please end the climate change debate to SAVE THE PLANET B 4 it's too late and allow science to say 'proven' for a CO2 end of the world.,398872 +"RT @londonerabroad: Europe faces droughts, floods and storms as climate change accelerates https://t.co/jDDOZ7q82A",345019 +"RT @thefader: Pages dedicated to climate change, civil rights, and more have been removed from the White House website.… ",776169 +"RT @billmckibben: Trump is making biggest bet any leader has ever made: physics isn't real, and climate change can be safely ignored https:…",359849 +@FoxNews so climate change people are criminals? Well now we know,311294 +"@brianalynn_27 your avi is the sole reason my heart beats, a true masterpiece, a gift from god himself, you have cured global warming",618627 +"Carson rejects evolution and climate change, despite overwhelming scientific evidence to the contrary.... https://t.co/miifMq1s1o",155605 +@IvankaTrump @realDonaldTrump THIS is how you make climate change your 'signature' policy? By destroying the planet? #NotMyPresident,397357 +"RT @shampainandcola: Lana: *breathes* +Media: Lana Del Rey is sucking oxygen from the air because she wants global warming so she can die fa…",880594 +"RT @colinmochrie: Lord Dampnut, the device you tweet on at 3am was invented and developed by those who believe in climate change. So pull…",282389 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,8701 +RT @ClimateCentral: Cities from Sydney to Oslo are setting more ambitious targets to cut climate change than their nations https://t.co/nKH…,646950 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,701935 +Donald Trump fails to mention climate change in Earth Day statement #WorldNews https://t.co/xGQNbZpkv0 https://t.co/sh2ITfW3ku,867236 +"RT @patagonia: If our elected leaders fail to approach the environment & climate change as serious issues worthy of urgency & action, it wi…",169205 +"RT @Chris_Meloni: I repeat: the world is round, the sun stationary, climate change real, and grieving parents in Sandy Hook. Anything… ",677356 +"RT @nytpolitics: Michael Bloomberg says cities will fight climate change, with or without Donald Trump https://t.co/bMd5qKaEFu https://t.co…",551956 +RT @GreenPartyUS: There is only one Presidential ticket taking the biggest threat to our planet - ðŸŒ climate change ðŸŒ - seriously:…,239983 +"RT @alaskapublic: In a rare case of river piracy in the Yukon, climate change is the culprit https://t.co/uHOLUxImn8 https://t.co/91ZtbqaPkt",829555 +"RT @CBSNews: Six ocean hot spots with the biggest mix of species are getting hit hardest by global warming, industrial fishing:… ",90918 +I clicked to stop global warming @Care2: https://t.co/6RBaniGYy6,604275 +64% of Americans are concerned about climate change so why are we stocking the cabinet with morons who straight up don't believe it exists?,172579 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,9475 +Schroders issues climate change warning: Financial Times: “[Global warming] is a real… https://t.co/7G8xZur0Uf,924591 +RT @FatimaAlQadiri: it's 2016 and the biggest threat facing our planet is Nazis & climate change. like Al Gore & Quentin Tarantino made a B…,676803 +RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,715117 +"Literally global warming is real, shut up.",795553 +@tveitdal I pledge my support to reduce global warming.,672587 +"RT @KatieKummet: Trees for deforestation +Elephants for poaching +Jews for Hitler +Polar bears for global warming +Blacks for the KKK https://t…",273880 +"Shankland bills target climate change, DNR staffing - Stevens Point Journal https://t.co/37xGGEikyH",29004 +RT @theoceanproject: Paris climate change agreement enters into force https://t.co/UhxOtgwmu6 #COP22,596291 +"France, U.N. tell Trump action on climate change unstoppable https://t.co/mP1A4QMTnT",594134 +RT @cwebbonline: It's a crime that we went this whole election cycle with barely a mention of climate change! #BeforeTheFlood…,684013 +"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",262766 +"@TJackson432 @RichardDawkins Also, when something has scientific consensus that human influence on climate change h… https://t.co/0STzfH2p5u",332492 +"RT @chelseahandler: Yeah, who cares about climate change? Only every single person with a child. Republicans in congress need to end this c…",33218 +"Me talking about climate change with my grandma + +Her: 'Es porque trump es presidente y a dios no le gusta'",511329 +"tell me, akhi, whats life like in the alternate reality you live in? y'all doin the whole climate change thing too? https://t.co/vZLAKyNxFr",626443 +RT @SenKamalaHarris: Science & technology drives our economy and is our only hope to combat global climate change. We need scientists. http…,76165 +"@drownedworld True, but Chewbacca Pontius Yasin is committed to stopping global warming, while all Crumb cares about is drone warfare.",210055 +"@SpeakerRyan climate change is REAL. Pope Francis believes, so should you.",145456 +RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,131138 +RT @marxismflairism: And it will only get worse each monsoon season due to climate change. Climate change disproportionately impacts poorer…,864046 +"Google:Now under attack, EPA's work on climate change has been going on for decades - The Conversation US https://t.co/z7zz4gIupj",226831 +@ShelleyGolfs global warming!,641620 +im 90% sure there is a mosquito in my room this is all because climate change!! it better not be a female anopheles,121792 +RT @InsuranceBureau: .@IBC_CEO attributes high CAT losses to: increased severe weather linked to climate change & poor land use policies…,593310 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",998283 +Great Barrier Reef is A-OK says climate change denier as she manhandles coral https://t.co/pZj20v5lQ4 by @mashable… https://t.co/wbFjJP5Egz,366049 +RT @mitchellvii: Hollywood should lead on climate change by giving up all the comforts of modern life rather than giving speeches from thei…,790955 +RT @brianschatz: I want a bipartisan dialogue on how to prepare for severe weather caused by climate change. Severe weather costs li…,484959 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,518884 +RT @zoesteckel: If we were actually entering normal December all this rain would be snow but global warming doesn't exist right lol,444593 +RT @OurRevolution: Fracking pollutes water & worsens climate change. No amount of regulation can make it safe. The time to move to sus…,285948 +RT @tutticontenti: Overfishing could be the next problem for climate change https://t.co/kTnOQOYD4o via @Salon,262411 +RT @AgnesMONFRET: Super-heatwaves of 55°C to emerge if global warming continues #ClimateChange #ClimateAction https://t.co/q2Wjy5Gc9Z,544648 +"RT @DisavowTrump16: Tomorrow is Earth Day and if America would've chosen wiser, we could be fighting climate change instead of denying…",181962 +@1thinchip @Bitcoin_IRA They probably just created it to ruin our economy...like global warming.,29667 +"RT @enigmaticpapi: Even if you don't believe in climate change, WHY WOULD YOU BE AGAINST MAKING THE WORLD A BETTER PLACE???? https://t.co/Q…",101815 +RT @HuffingtonPost: Mayoral candidate follows up climate change skepticism with green energy pledge https://t.co/ZmqbMNaZQq https://t.co/yv…,484679 +"Rick 'Glasses Make Me Smarter' Perry as leader of the DOE. Openly a climate change denier, and STILL has a site up running for POTUS 2016. 😡",165310 +RT @Conservatexian: News post: 'Sally Kohn’s latest evidence of climate change proves she is ‘not a smart person’' https://t.co/72WsWJxxdJ,991755 +"RT @ClimateCentral: One graphic, a lot of months of global warming https://t.co/m5vWPwUnYc https://t.co/DxAy1yCQEr",753084 +@imatu777 @LordAcrips No it doesn't. It's a Chinese myth like climate change.,645827 +"@holly_lanier I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",797101 +RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,652094 +"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",415350 +RT @davidsirota: WOW: “You and your friends will die of old age and I’m going to die from climate change.â€ https://t.co/tFswYjwczQ,988696 +"Th teaser for GUILT TRIP +a climate change film with a skiing problem is dropping today. +The… https://t.co/wXKmLxqwvH",254341 +#CWParis https://t.co/a0F9709CTr Take a look at what else the climate change protesters in Copenhagen are promoting.,619928 +"@mauricemalone I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/5FRPWXpvU7 ?",733556 +RT @jonathanvswan: 'We will cancel billions of dollars of global warming payments to the United Nations. We don't even know what they do wi…,874389 +"Extensive, irrefutable scientific proof that the War of 1812 caused global warming.. +Makes as much sense as the oth… https://t.co/hsNZg4gpNF",889535 +"RT @MeckeringBoy: Cost of climate change? + +World's economy will lose $12tn unless greenhouse gases are tackled +CO2 +https://t.co/XIuKadtGS8…",18492 +"Dems MUST fight 2 end income inequality, raise min wage, battle climate change, safe gun cntrl, justice reform, state&fed level w/o GOP",212156 +RT @RealMuckmaker: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/1BHBphcbQc,446936 +RT @womensart1: Argentinian artist Andrea Juan's decade of Antarctica performances/installations highlighting climate change/ecolog…,99337 +RT @simon_reeve: 'Arctic ice melt could trigger uncontrollable climate change at global level ' https://t.co/Eh5YO0XGGX #ArcticLive,366122 +RT @ComedyPics: if global warming isn't real then explain this https://t.co/S8UyJdt2cv,857685 +"@POTUS deleting climate change , ok it's your vision. But minority rights? Do you love to be hated? Saravá!",752290 +"RT @AGSchneiderman: I will continue the urgent fight to protect our planet from climate change, and to hold those who threaten our environm…",784519 +Not to mention listening for more than 3 seconds to climate change deniers https://t.co/Rh0sWzePv8,841029 +"RT @camscience: Astronomer Royal Lord Martin Rees discusses what we can do about climate change, Thurs 16 Mar. Book free ticket:…",818114 +RT @SteveSGoddard: The global warming is bad in Arizona today! https://t.co/3Vc3QtihFo,391759 +Sudan's farmers work to save good soils as climate change brings desert closer | Hannah McNeish: Haphazard rains… https://t.co/KEPlaFp0oZ,218217 +"On climate change, Scott Pruitt causes an uproar - and contradicts the EPA’s own website https://t.co/pVWgXRW20O",514458 +"Ralph Cicerone, former UC Irvine chancellor who studied the causes of climate change, dies at 73 - Los Angeles Times https://t.co/fqGVQGVi80",725621 +"So... Texas, about to be directly impacted by climate change, is probably going to be requesting federal emergency assistance, shortly...",277280 +The people denying climate change are the ones saying 'I know more about science than a large majority of professional scientists.',960351 +Can we find this man another planet? Trump’s head of Env Protection not convinced our CO2 drives climate change. https://t.co/3A6NPQz4y1,497022 +RT @thehill: EPA flooded with phone calls after EPA head denies CO2 role in climate change: report https://t.co/MCNFdH1ehb https://t.co/Mux…,673763 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",576817 +RT @greenroofsuk: Study recommends huge #taxes on beef and #dairy to reduce #emissions and 'save #lives' - #climate change https://t.co/Dlj…,113307 +Will climate change really destroy our ecosystem in near future? https://t.co/jFHdGRhdrx #globalwarming,623916 +"The greatest danger to America is not ISIS, Russia, or climate change--it's Barack HUSSEIN Obama. https://t.co/5cLNF0TDG6",650738 +"RT @JamesPMorrison: If you can't have an opinion on climate change cause you're 'not a scientist,' you can't have one on abortion if you're…",647394 +RT @HaynesParker1: Libs/the press love to hype climate change even global ice age coming in the 1970s it's all about a carbon tax on y…,764007 +NJ Senate to vote on bill authorizing electric school buses — a tool to reduce carbon emissions & fight climate change. TY @SenGreenstein,732898 +"RT @AstroKatie: In case you were wondering: no, 4 years of US-led inaction on climate change will not go well for the planet. Now is when i…",391659 +RT @elliegoulding: The UK Govt approving a third runway shows that they are in denial about climate change- mankind's greatest threat. Very…,175838 +RT @SBondyNYDN: It's crazy to me that our future president believes climate change is a hoax. https://t.co/rXUoWYx2ay,467890 +If my friends only knew I'm not going to the club w/them tonight cause I got too into reading about parallel universes and global warming. 😂,648786 +RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,192616 +DNR purges climate change from web page - Milwaukee Journal Sentinel https://t.co/rtckoKIscf,280107 +"Greater pre-2020 action is the “last chanceâ€ to limit global warming to 1.5C, says UN Environment Programme https://t.co/oF5aTiwY5z",231690 +"RT @BraddJaffy: Rick Perry: CO2 is not the main driver of climate change + +American Meteorological Society: Wrong! + +https://t.co/k9ecdWDryY",760479 +RT @DixonDiaz4U: Seems like a bunch of Londoners were injured today by the 'biggest threat to humanity': climate change.,220087 +"RT @ReutersWorld: In a rare move, China has criticized Trump's plan to exit the Paris Agreement on climate change:…",27968 +"RT @MsSarahHunter: 'A cheater! A liar! A climate change denier!' 'Say it loud, say it clear! Immigrants are welcome here!' 'No Trump! No KK…",435534 +#3Novices : Does Donad Trump still think climate change is a hoax? No one can say https://t.co/tIsI7YKIDR The White House refused to say w…,906542 +RT @climateprogress: TV coverage of climate fell 66 percent during a record-setting year for global warming https://t.co/bmhVjr8aWP,682632 +RT @sean_gra: 2/2 that was struck to find the best way to fulfill the NDP's promise to address climate change: https://t.co/QwAhAIclAm #a…,807456 +RT @ConversationUK: 3 reasons we should shift public discourse from 'climate change' to 'pollution' https://t.co/jVB0r1XqB5,985511 +RT @NRDC: Here’s why the @NRDC filed a FOIA request re: Scott Pruitt’s comments on CO2 and climate change. https://t.co/wm7fzvIE6t,531101 +RT @KekReddington: Founder of the weather channel calls global warming a huge hoax founded on faked data and junk science https://t.co/CUUP…,405436 +RT @creative4good: Great infographic showing the impact climate change has on fisheries http://t.co/6OIHDeLQCb via @cisl_cambridge http://t…,477213 +RT @latimes: Which states are trying to reduce greenhouse gas emissions? Take a look at America's fight against climate change…,440967 +RT @jeongsyeons: im sick of people acting like twice's lightstick didnt end global warming,334834 +"RT @naturaeambiente: Cop22, da Parigi a Marrakesh: la sfida contro il global warming https://t.co/eWHuVPxZ6W",906815 +RT @Alyssa_Milano: This is huge. Kids suing the government over climate change can proceed to trial: https://t.co/C53TlAEN13 via @slate,478680 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,184856 +RT @bozchron: Opinions: Denying climate change ignores basic science https://t.co/Yt20qxUCu4 #bdcnews #bdcnews,527493 +RT @DavidJo52951945: When we leave the EU we need to get rid of EU climate change rules https://t.co/VZNGLyKEZB,562159 +"RT @hvgoenka: Huge hands rise out of the water in Venice, Italy. This sculpture aims to highlight the threat of climate change . https://t.…",244745 +New York braces for the looming threats of climate change https://t.co/stJCKSIhFf ^France24,642003 +Study finds global warming could steal postcard-perfect days (from @AP):bad for agriculture https://t.co/vhchGC2FKa,357986 +"RT @Owl_131: Another delusional Democrat, lining his pockets with taxpayer funded schemes. No global warming? How about climate…",46480 +"RT @DavidGrann: National Geographic asked photographers to show the impact of climate change, here’s what they shot https://t.co/ZtqmoA6Mvy",49925 +RT @washingtonpost: Trump meets with Princeton physicist who says global warming is good for us https://t.co/NPbR10qZwL,979680 +"RT @hourlyterrier: MAY: I need 6 weeks to improve my position + +EU: OK + +MAY: *Returns with some climate change denying, fundamentalist…",662792 +The denial of climate change and global warming is the most idiotic strategic move from #Trump ever !!! https://t.co/C2bmuJqZse,75837 +RT @LenniMontiel: NOW - Get into the facebook chat on climate change & inequalities https://t.co/bxEP21qwpc #WESSchat here with the a…,943024 +RT @AltNatParkSer: Somewhere a US student is desperately trying to find the government's stance on climate change for a Spring paper due to…,576033 +EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/kY7njEZK5L,345642 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,634597 +RT @Marchant9876: 'Vocal minority': Wife of Liberal Party powerbroker quits over lack of action on climate change https://t.co/cDg8QGezzF…,743366 +"Canada not ready for catastrophic effects of climate change, report warns: The report graded each province an... https://t.co/ySQgh5QpKa",573632 +"RT @V_of_Europe: Terrorism, climate change, cyber attacks atop official Amsterdam risk assessment list https://t.co/PEKXFNWMqR",292228 +Seven things to know about climate change–National Geographic' https://t.co/FIBqtG6369,843750 +@exxonmobil - Exxon climate change controversy: https://t.co/N34QFM7RUm,510205 +"RT @PMOIndia: On issues like climate change and terror, the role of BRICS is important: PM @narendramodi",709542 +"RT @AlexSteffen: We just can't say this enough + +Oil & climate change are at the very core of the current American political crisis.… ",228488 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,922831 +RT @DKAMBinSA: We stand by our promise to continue the battle against climate change #ParisAgreement #WorkingforDK #DKPOL https://t.co/nE0…,579403 +"RT @SafetyPinDaily: The religious case for caring about climate change | By @NesimaAberra +https://t.co/7xKNf3YRWz",395851 +"In an ironic twist: +Based on this theory, will the administration use global warming as rationale for the 'disappoi… https://t.co/1gsumP8Dqy",440675 +"Retweeted Kholla Bashir (@bashir_kholla): + +Worldwide people are much less concerned about climate change.... https://t.co/dsKKtrJegW",714011 +"RT @SimonBanksHB: According to @GeorginaDowner on #QandA, @theipa doesn't have a position on climate change + +https://t.co/T0VGIgPUiK + +#fact…",679588 +RT @JoshMalina: Think how much worse it would be if climate change were real. https://t.co/cP6u15aPjn,154261 +RT @ClimateCentral: Snow cover in North America is on the decline in part due to climate change https://t.co/sY2sDGjPQs https://t.co/pNnGYu…,701991 +RT @airnewsalerts: About two billion people could become climate change refugees by 2100 due to rising ocean levels: Study https://t.co/BC1…,78214 +RT @ClimateCentral: Congress is protecting coasts from climate change with mud https://t.co/i42IFh1dkN https://t.co/ZjTMTteLey,807282 +RT @sacbee_news: California targets dairy cows to combat global warming https://t.co/auwpsEoUaH,668050 +RT @Pamela_Moore13: Terrorists blow up children across Europe but Angela Merkel is unsatisfied with climate change talks. https://t.co/tFnH…,734739 +I just came back to encourage people to watch Before the Flood bc it's super important and climate change is REAL peace out,385189 +"Mexico, a global climate change leader #TCOT #WakeUpAmerica https://t.co/ejpvoV3RYR",413920 +"This is what climate change looks like + +https://t.co/4AY1IaXtbU + +CNN, thanks for more FAKE NEWS!",651019 +@realDonaldTrump I wonder if you are rethinking that climate change is a hoax theory when most of the scientific community says it's real.,255286 +RT @PizzaPartyBen: If global warming is a hoax why is it 8 fucking degrees outside rn,258396 +RT @thehill: Trump admin buries EPA website designed to be kids' guide to climate change https://t.co/dWQcArSzxc https://t.co/hiIZkrXr0K,931784 +RT @charlesmilander: 14 sci-fi books about climate change`s worst case scenarios https://t.co/fHMjpsLFPS https://t.co/Va0EjMJpay,79989 +RT @UNEP: #DYK that #peatlands are a natural way to fight climate change & that satellites are being used to help protect the…,628610 +But global warming is a 'hoax' .... riiiiiiiiiiiiiiight shit drying up like a raisin. https://t.co/Bap8TsamIl,439993 +52 degrees in June. Must be that global warming everyone is talking about,898414 +"RT @melzperspective: EPA chief: Trump to undo Obama plan to curb global warming. +#DemForceNewsBlitz +https://t.co/VMRPPVhiiE",681341 +Climate Champion Seruiratu with climate change leaders at Climate Action Stakeholders Consultation @oceans https://t.co/I9eLvsrvV0,150769 +"@gobbledeegook @Vic_Rollison @GeorginaDowner I doubt they care as long as he trashes climate change response, pro choice policies etc",710936 +"RT @funder: Trump warned of dire effects from climate change in his company's application to build a sea wall + +#TBT #Resist #RT +https://t.…",616628 +RT @100PercFEDUP: #Trumpwins Planned Parenthood..liberal judges..race baiters4hire..Companies who benefit from phony climate change...all #…,811994 +"Indigenous rights are key to preserving forests, climate change study finds https://t.co/KCcYJuPm6y https://t.co/u6buuguT2q",556747 +"RT @morten: @realDonaldTrump This is climate change, Mr. President. It affects us all whether or not you believe in it.",843257 +"RT @insideclimate: Trump's budget treats climate change as the hoax he once called it, slashing funding for action on global warming https:…",99188 +i'm watching bill nye's new show and i'm not even 10 minutes in and he's already talking climate change i LOVE HIM,427006 +RT @XHNews: UN climate conference in Marraketch urges highest political commitment to combat climate change. Find out what Chin…,97899 +RT @NBCNews: Secretary of State Rex Tillerson used the pseudonym 'Wayne Tracker' to email about climate change as Exxon CEO…,706552 +"RT @peta: Meat production is a leading cause of climate change, water waste, and deforestation. If you're concerned about our…",717134 +"From Nasa to climate change: how the Trump presidency will impact science, tech and culture https://t.co/qKytW4J0vI",920814 +RT @freedlander: Trump on climate change and oh my god we are doomed https://t.co/jZtUS5CS8l,583327 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,738594 +"RT @ryanhumm: Planet Earth has power. It doesn't ask: climate change, real? But it asks: what's this marvelous world worth to you? https://…",506262 +RT @AJEnglish: Why you shouldn’t trust climate change deniers - @AJUpFront @mehdirhasan’s Reality Check https://t.co/o2w7vA7dTn,63123 +"RT @SeanMcElwee: during an election that will decide control of the supreme court and action on climate change, this is malpractice.…",929360 +"Retweeted New York Daily News (@NYDailyNews): + +China to Trump: We didn’t invent climate change and it’s not a... https://t.co/Kgh8W4DSzr",741854 +RT @Chemzes: Jesus his first piece for the NYT is about denying climate change. Says polls were wrong about the election so clim…,305707 +"To fight climate change, try one of these diets. New study in @changeclimatic https://t.co/6CzUGcGLtI @FuturityNews",837793 +@jaketapper 2000 scientist say it's 'extremely likely' human activity cause of at least 50% of climate change. Not… https://t.co/KwLBWrprai,742000 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,918334 +"RT @UNICEF: 50m children are on the move and out of the classroom - many fleeing war, poverty & climate change…",956244 +"ministry of energy encourages media on climate change take up +https://t.co/yCDtsefa70 https://t.co/mZJuDScLVS",493656 +RT @RobertStavins: Worth reading re Trump victory & climate change policy https://t.co/0d02CHTYEK @CoralMDavenport @AmyAHarder @LFFriedman…,155104 +UK must not cool stance on global warming: World-renowned British scientist Martin Rees has… https://t.co/lQSsgszsHy,598173 +RT @NatureClimate: Agriculture victim of and solution to climate change https://t.co/YXCUDxicTQ via @YahooNews,693350 +"So @realDonaldTrump , how do you explain the 70 degree weather we had in Scranton here today & now snow if global warming is 'made up'?",858955 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,648396 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,381704 +"Progressives say global warming is a problem. + +I say when @POTUS @realDonaldTrump 'heats up' our economy, global warming goes back burner.",761694 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,880806 +"RT @JCHannah77: The new Minister of the Environment, Michael Gove, with his chief climate change advisor https://t.co/zjlggzqoLg",227080 +"RT @NotJoshEarnest: Esteban Santiago was investigated multiple times by the FBI. Since they didn't find any climate change violations, they…",623268 +RT @hoplitnet: Conservative logic on climate change. https://t.co/xj7EyTwwJX,983828 +Donald Trump pulls US out of global climate change accord https://t.co/qHYhbZDvI4 https://t.co/dQGDemVcxM,802279 +RT @climatehawk1: Four things you can do to stop Donald Trump from making #climate change worse | @PopSci https://t.co/FaF7ekFm3x…,987980 +RT @EcoInternet3: [WATCH] Cycling naked for #climate change: Eyewitness News https://t.co/iZDb5NYpIN #environment,211241 +"100 times more carbon than tropical forests, peatlands matter in the fight against climate change https://t.co/vsfLk3Yu46 via @cifor",265042 +RT @SarahBaska: when ur at a party and u remember ur president doesn't believe in climate change https://t.co/N1m9PCfiEY,174321 +"RT @danspence2006: #DonTheCon idiotic tweets on climate change. + https://t.co/1BtAGsgGHA",461455 +RT @PoliticsNewz: Kids are gearing up to take Trump to court over climate change https://t.co/90KAiyaiJ6 https://t.co/zo5lJ19DXT,399200 +wtf?! someone stood up for a white person?! climate change is real https://t.co/ADLGoadGvw,52238 +Priebus says Pres Trump’s default position is that climate change is 'bunk'. Awful news for US & world. https://t.co/I7B9gxHVDG,619713 +RT @TIME: Google's Earth Day doodle sends an urgent message about climate change https://t.co/3XwgxbVeHk,219773 +Why climate change is good news for wasps https://t.co/9OM91shnLW,276473 +"National Geographic asked photographers to show the impact of climate change, here’s what they shot +https://t.co/8lNdGC44t2",868018 +West Coast states to fight climate change even if #Trump does not,758458 +@wrongwaydan1 @lucmj2003 How inconvenient. Let's have a climate change fundraiser where we serve bacon cheeseburger… https://t.co/7LqEwxAxp4,929280 +"@RiverFilms I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",589155 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",266361 +"RT @PeterGleick: Without #climate change, what are the odds that the worst #drought in California history will be followed by the we… ",914494 +#Google UNEP: .PaulKagame wins #EarthChamps award for leadership in fighting climate change & national environment… https://t.co/P0RAfMGHoJ,560119 +RT @ajplus: This water bottle challenge raises awareness about climate change �� https://t.co/ZFTq66WLEE,486451 +"RT @donaeldunready: Ealdermen keep whining about climate change. Of course climate changes! Winter spring summer autumn, it's called a year…",881623 +"WASHINGTON: While President + +Donald Trump + +'s beliefs about + +global warming + +remain something of a mystery, his ac…… https://t.co/8Ays596xuk",219667 +RT @gnarleymia: people be like global warming isn't real...explain it being 52 degrees rn then,380317 +"RT @manny_ottawa: Delusional are eating their own + +“You and your friends will die of old age and I’m going to die from climate change' http…",221371 +RT @ClimateKIC: The @citiesclimfin lays out how cities and subnational bodies can finance solutions to climate change…,37074 +RT @OCTorg: Reminder: US government has known about danger of climate change for over 5 decades. #youthvgov https://t.co/qnaFSnsRbJ,713540 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,548241 +imagine holding a position in the white house and thinking funding for climate change is a waste of money but a divisive wall isnt. Sad,611865 +Bill Nue Saves the World is so cute and it makes me anxious about climate change at the same time,987116 +RT @Independent: Trump's new executive orders to cut Obama's climate change policies https://t.co/QMqzyabFNM https://t.co/BML3ctOiPQ,322192 +RT @ashenagb: We needed to work on climate change now. We are now four more years behind and I feel that is will be too late to save our pl…,216069 +RT @LuxuryTravel77: 10 places to visit before they disappear due to climate change: https://t.co/Psyibhvhso #travel #thebestisyettocome htt…,629946 +Help us save our climate.Please sign the petition to demand real action against climate change. https://t.co/MxZkuNdtW2 with @jonkortajarena,13575 +RT @TeresaKopec: Which is why Trump was asking for list of scientists working on climate change for Govt. https://t.co/2XsveuvUwK,811195 +RT @NatGeoPhotos: These compelling photos help us visualize climate change:https://t.co/OBwzuViRc7 https://t.co/FeYVHMMF51,265187 +"Proper infrastructure investment must account for climate change, via @HooverInst https://t.co/2TKwP8QV7L",664758 +I didn't realize that they had climate change that far back! https://t.co/x1GgKeQalT,682704 +@Fahrenthold @realDonaldTrump What's with the global warming headline on the phony cover! Bizarre.,403445 +President elect Donald Trump is a global warming denier Tahiti will be under water soon so good time as any to go b… https://t.co/hpjBuIU9eW,254631 +"@SealeTeam1 (1) There is no such thing as global warming. Chuck Norris was cold, so he turned the sun up.",616375 +RT @AP: New EPA chief says he does not believe that carbon dioxide is a primary contributor to global warming. https://t.co/8qw21Gw1sw,772787 +It's fucking November and I'm still in t shirts and track shorts. You can't tell me climate change isn't real.,964612 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",126727 +"RT @washingtonpost: In Trump budget briefing, 'climate change musical' is cited as tax waste. Wait, what? https://t.co/Zz1e74WzSt",804398 +RT @washingtonpost: Analysis: Trump’s climate change shift is really about killing the international order https://t.co/g00Bp4Rdc7,904502 +@WesClarkjr It would also address the future culture of dealing with climate change driven natural disasters as they continue to occur 8/,771068 +RT @climatehawk1: N. Carolina military bases under attack from #climate change | @TheObserver https://t.co/Gm6pyqqwtH #globalwarming…,996118 +And doesn't believe in global warming,48173 +"RT @manakgupta: Terrorism is the BIGGEST threat to world today.....not global warming. + +#LondonAttack +#LondonBridge",210227 +"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",236789 +RT @CBCAlerts: Expedition to study effect of Arctic warming cancelled due to climate change. Early ice breakup makes Coast Guard ship's tri…,70995 +#NewBluehand #Bluehand Trump: Want to know what fake news is? Your denial of climate change and the lies spread by fossil fuel companies to…,706649 +"RT @StephenWoroniec: ADB warns of 50% more rain under climate change, but continues to fund fossil fuel production +#gas #cleancoal…",785152 +"RT @AYOCali_: Not sayin' I'm for global warming but + +This warm November shit is dope ðŸ˜",905971 +How a rapper is tackling climate change - Deutsche Welle: Deutsche WelleHow a rapper is tackling climate chan... https://t.co/jHjasxglKs,895249 +"RT @kateoneil75: Our children will pay the greatest price for climate change. +What will it take to save them? +What will you do to… ",637993 +We might like this 80 degree day in winter but in a month when it's summer and y'all are melting you'll regret liking global warming,626143 +RT @TheDailyShow: .@jordanklepper finds out how scientists are working with Canada to archive global warming data before the Trump ad…,181536 +RT @MooShooMin: when AQA gives climate change as a 6 marker & the only reason u could remember against climate change is #aqare https://t.c…,462251 +"@TracySueStewar2 Not happy with their climate change stance, my car, hairspray, etc. are not responsible for glacie… https://t.co/5c2EkRbbg2",146057 +"If we want to stop climate change, we're going to have to pay for it https://t.co/u0syR4S5Ae via @HuffPostGreen",186483 +"Sen. Wagner blames body heat, Earth slow death spiral into sun for climate change https://t.co/rixRzNotZt",955391 +"Climate deniers blame global warming on nature. This NASA data begs to differ https://t.co/V5oVLZpx6e +These are what are called facts.",627421 +RT @Independent: Barack Obama has safeguarded America's climate change commitments – for now https://t.co/sCnNxeGJRX,677657 +RT @climatehawk1: Understanding how #climate change is influencing #HurricaneHarvey | @ClimateSignals https://t.co/EcPkQKrg5w…,109807 +RT @LateNightSeth: Ted Cruz once told Seth that global warming is overblown. So we brought in a climate scientist to explain why he’s…,2354 +How climate change hurts the coffee business https://t.co/zSF0qmDADd #NEWS,596661 +Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/zr4ZCUNxIQ,697797 +"RT @NRDC: More permafrost than expected could thaw in the coming years, contributing to climate change. https://t.co/ocdJYz8ZRq via @nytimes",449687 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,89035 +RT @garyscottartist: It's group crit time on Monday - 'show and tell' for my climate change from deconstructed found objects project... htt…,934819 +@ThatGurleyKid but does it really affect any of us if trump doesn't acknowledge climate change?,474445 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,499061 +RT @Libertea2012: Big Oil must pay for climate change. Now we can calculate how much | Myles Allen and Peter C Frumhoff https://t.co/XZZdbT…,222175 +"RT @tulaholmes: Seattle Marched too! ⚡️ “ Protesters march to advocate for greater climate change efforts” + +https://t.co/ldt2PMHIAi https:/…",816137 +Twitter resistance explodes after federal climate change gag order https://t.co/B3BuciJKdb via @HuffPostPol (check out 51 Twitter handles),958446 +RT @VChristabel: I want to be able to understand the people who believe that the government controls the weather but that climate change is…,451394 +RT @supdiskay: lmaoo and people still treat global warming as a joke we're all gonna die https://t.co/ZOrN6XMyF1,988130 +RT @jengerson: Funny how quickly climate change ceases to be an issue when we start talking about ghg-heavy industry in Ontario. https://t.…,39619 +RT @richardbranson: Calling for bold action on climate change https://t.co/qqfEAz98qV @TheElders https://t.co/RYohznljXQ,531092 +"RT @patagonia: If our elected leaders fail to approach the environment & climate change as serious issues worthy of urgency & action, it wi…",970953 +RT @RichardEngel: Nytimes says report on climate change leaked because source worried Trump admin would suppress findings https://t.co/XhB…,6685 +RT @James_BG: The 'open mind' on Paris Agreement and acceptance of some manmade climate change obviously doesn't extend that far https://t.…,57260 +@PeteWeatherBeat It was very wet too. Wish we would get some of that 'global warming temps' in upstate NY Peter.,339478 +"Climate doesn't care about Pruitt or anyone; climate change will continue and we will lose: fresh water, agricultur… https://t.co/6xqx2l0QGT",854673 +RT @ashokgehlot51: Global warming & climate change is a matter of worry. Switching off lights for an hour will help in creating awareness.…,391664 +RT @LEANAustralia: One set of reasons climate change is a social justice issue. Sooner we have @AlboMP cities minister…,105187 +RT @CNN: Here's what President Trump's executive order on climate change means for the world https://t.co/2ZGK9JDnLB https://t.co/mCevSH3VRH,489312 +"RT @LibyaLiberty: If global warming doesn't get you first, then this will. https://t.co/MbJ1YqIeG6",605384 +"RT @ACCIONA_EN: We teamed up with National Geographic to fight climate change #YEARSproject +https://t.co/xSfGwpg0DE",345792 +"Unsurprising, given pervasive hostility to science, including Darwinism and climate change. https://t.co/PFxA48xmBS",498080 +A disaster for the planet as climate change deniers are handed power: global implications of Trump's ignorance https://t.co/o2yAigdJOE,442883 +@EdMorrissey my climate changed overnight. Yesterday it was windy and rainy. Today it's calm and sunny. It'll change again tomorrow.,366507 +Cold War spy photos of Russia are helping U.S. scientists study climate change https://t.co/ef1YK6pY8o via @VICE https://t.co/3FTV3CxVYU,268424 +@DaveDaverodgers @OntarioGreens We should be focused on eliminating pollution/waste not worrying about 'climate change',548053 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",816356 +Rapid decline of Arctic sea ice a combination of climate change and natural variability https://t.co/Y8GR0PK9I3,319790 +"RT @adirado29: Trump names Scott Pruitt, Oklahoma attorney general suing EPA on climate change, to head the - The Washington Post https://t…",406053 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,749147 +RT @erinisconfused: watching the leo dicaps climate change doc n waiting for him to vape a huge blueberry flavoured cloud into our gd atmos…,860970 +"“...global warming, we know that the real problem is not just fossil fuels – it is the logic of endless growthâ€ https://t.co/9tEjx7KRTt",848457 +"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",163149 +RT @_Anunnery: @crampell EPA Chief Scott Pruitt says CO2 not contributor to global warming; flat Earth warming because it turned m…,133966 +@Walldo @chrisgeidner Ohhh... like when he told the Times he was open to being good on climate change?,800062 +#wathupondearne 04/08/2017 UPDATE: Research links aerosols to recent slowdown in global warming https://t.co/OGHrsHHZIS :,702964 +Florida voters: this man is not a scientist either so he can't figure out global warming like the rest of us who be… https://t.co/HRF0DNntBt,44870 +"RT @truthout: Noam Chomsky on #DonaldTrump, climate change and our accelerating race toward disaster. https://t.co/4YImHl6lNv #climatechange",370116 +RT @MkIndBrit: @KTHopkins And again the UN silence is deafening. Too busy reaping the financial rewards of climate change policy.,264 +Emmanuel Macron thinks he has convinced Trump to rejoin Paris Agreement on climate change https://t.co/hcCeieJDSl #NewslyTweet,691694 +RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,386234 +"“Oklahoma hits 100 ° in the dead of winter, because climate change is real” by @NexusMediaNews https://t.co/sTvnR5bph2",622990 +RT @wiscontext: .@snopes confirms that @WDNR removed language about climate change from its website. https://t.co/KMtotfryI0,761421 +"RT @kajsaha: 'In 1989, I wrote a book on climate change, the bad news is things have since gotten much worse' - @billmckibben #atAshesi",550240 +"Vulnerable to climate change, New Mexicans understand its risks - Las Cruces Sun-News https://t.co/UhlkIssu9z",18557 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,880977 +RT @camillefaulk13: you think the reason they lived underwater in the year 3000 is cause of climate change?,900311 +RT @yo: The state that will be most affected by climate change (#Florida) is voting for climate change denier...…,290640 +"RT @JaredWyand: Steve Bannon means bye bye to the climate change scheme we're spending $22,000,000,000 a year on for 'research' + +https://t.…",834981 +RT @sarahhh_lingle: trump denies that humans have anything to do with climate change or environmental destruction...that's all good night b…,805937 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,5660 +China may leave the U.S. behind on climate change due to Trump https://t.co/hExYzSr2BH via mashable,937229 +"@FaceTheNation Newt is insane, what science degree does Rick Perry have, he is a climate change denier NUTBAG @neiltyson @ENERGY @EPA",602273 +RT @tveitdal: Scientists just published an entire study refuting Scott Pruitt on climate change https://t.co/6a3BK5SbYU,756623 +RT @INDDigitalNinja: This picture shows how polar bears are being affected by climate change😟 || Photo by Kerstin Langenberger…,314251 +@YouTube @NatGeo @LeoDiCaprio He lectures poor Americans about climate change while leaving a million x bigger carbon footprint.,859126 +"RT @siemens_press: Joe Kaeser op-ed in @TIME: «To beat climate change, digitalize the electrical world» https://t.co/B19caeZpT3 #FortuneTim…",625840 +RT @UNEP: How to define preindustrial era and how far back do we need to look for accurate global warming comparisons?…,628722 +"This crater in Siberia, 'doorway to hell,' may allow scientists to view more than 200,000 years of climate change: https://t.co/puV8WlI07g…",31683 +RT @314action: .@DanaRohrabacher says 'dinosaur flatulence' may have caused climate change. We sent a dinosaur to his office with…,637301 +"RT @UCDavisResearch: As a result of climate change, a new UC Davis shows spring is arriving early in the northern hemisphere. In... https:/…",861106 +Saying 'climate change' instead of 'global warming' decreases partisan gap by 30 percent in U.S. https://t.co/bpnlGwS9ZL,962504 +"RT @heyyPJ: We care more about emails and obstruction of justice instead of creating proper healthcare, equality, climate change and more.…",413768 +RT @Hurshal: #climatechange Ventura County Star Ventura moves on climate change plan Ventura County Star……,509887 +RT @CarriganShereck: When you're hitting it off with a little cutie but then she says she thinks climate change is a hoax https://t.co/iecv…,252731 +@CNN Why has USA president and supporters not been able to answer if climate change is a hoax? Real does not know alot of things.,795288 +“you’ll die of old age and I’ll die from climate changeâ€ indeed #JohnGalt https://t.co/3kXUgoedr9,710479 +"RT @DrJillStein: Trump pretends not to believe in climate change, but he's buying a wall to protect his Ireland golf course from rising sea…",174945 +RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/ig8sxJGw2f,579830 +"RT @mitchellvii: Democrats are planning a mission to the Sun to stop global warming at its source. Just to be safe, they plan to land at n…",229717 +RT @nationalpost: 'The start of a new era': Trump signs executive order rolling back Obama’s climate change efforts…,144271 +"RT @MichaelSalamone: Like Rex Tillerson, I too considered an internet alter-ego for discussing climate change, but @WereAllGonnaDie was tak…",379189 +"Honestly what are millennials, fossil fuel, ice caps, climate change, politics??",290199 +"RT @KikkiPlanet: 'Believing in climate change is not left wing. It's science. If you don't believe in it, that's because of ignorance, not…",200446 +"@steph93065 @Coyote921 You said you deny science and climate change, that's pretty unambiguous.",128390 +"RT @BasedElizabeth: What is it this time, Liberals? + +Did Russians hack the van's GPS or was it global warming and/or workplace violence aga…",699939 +"RT @espiekermann: Hispeed rail symbolic for the US now: fundamentally unprepared to change: transport, climate change, healthcare. https:/…",108841 +"NOAA scientists didn't cook the books on climate change, study finds ➡️ @c_m_dangelo https://t.co/vIOL9vgpiO via @HuffPostGreen",312441 +RT @lenoretaylor: This is ridiculous - EPA head Scott Pruitt denies that carbon dioxide causes global warming https://t.co/ISjRGlcgCK,864148 +RT @Wild_Gramps: Climate change is the challenge of our time. Long-term research is the way we will establish how climate change wil…,950584 +RT @MatthewACherry: When you ask Republicans about climate change https://t.co/abnPPNWykZ,961196 +RT @mygreenschools: The burden of climate change on children is worse because their bodies are still developing. #ClimateChangesHealth…,685323 +RT @nytgraphics: Spring arrived early. Scientists say climate change is a culprit: https://t.co/no0VWLa4JE https://t.co/3gOlL6W3NP,805401 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,698939 +RT @HuffPostPol: . @SenSanders tears into Trump’s 'disaster' of a climate change order ➡️ by @lee_moran https://t.co/KIAYaoN17M https://t.c…,814000 +WUWT:Claim: Next 10 years critical for achieving climate change goals #UKIP #SNP #r4today #Labour #tory #BBCqt https://t.co/bG2h14x76c,58299 +@KayWhiteKTCO they also come from people whose job is dependent upon research dollars for climate change.,23273 +"RT @kylegriffin1: Trump called the mayor of an island that's sinking due to climate change. + +He told the mayor not to worry about it. +https…",995061 +What's the point of studying climate change if we can't tell the farmers what it is & how that will impact their li… https://t.co/mHc0bNunkI,676193 +RT @abcnews: 'We're moving forward without him': @algore says @realDonaldTrump isolated on climate change https://t.co/AleyedrC7v https://t…,546056 +RT @MikeBloomberg: There are immediate steps we can take to address climate change & save our planet. #ClimateofHope shows how.…,655182 +RT @NYDailyNews: China to Trump: We didn’t invent climate change and it’s not a hoax https://t.co/cYeg4H9G9L https://t.co/1T3xFKV3KV,69773 +ExxonMobil’s shareholders force the company to confront climate change head on https://t.co/aMZDDaNJF9,587608 +"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",17138 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,280642 +RT @ClimateReality: We *should* rely on good science — and 97% of climate scientists agree climate change is real and man-made…,371093 +"RT @SierraClub: Former EPA head is worried about Trump, climate change https://t.co/mtwDUd3vxm #pollutingPruitt",779346 +"If you want to convince people of global warming, 'the only way to fix it is to spend money on all the things Dems want' is the worst way.",818106 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,318382 +"Good thing it doesn't contribute to global warming, though. Right, @ScottPruittOK? https://t.co/C2lGCYlBSn",767509 +RT @SenSanders: We don't need a secretary of state whose company spent millions denying climate change and opposing limits on carbon emissi…,777623 +"@Dfildebrandt make a shadow budget, otherwise you are useless to Alberta. Also, stop denying climate change. https://t.co/AU2AiuRfPE",107387 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,130632 +RT @Ottawa_Tourism: Earth hour begins soon! Turn out the lights & show your support for the fight against climate change #EarthHour https:/…,187272 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,566063 +RT @johnmcternan: Have always been glad that the SNP are followers of @LordMcConnell on climate change even though they never admit it http…,286832 +"Teens suing U.S. over climate change ask for Exxon's 'Wayne Tracker' emails + +https://t.co/d7MSp5YKsk",63870 +Lol global warming isn't real. RIP to the dock. https://t.co/izt7d5SeGX,128230 +RT @TIME: EPA nominee Scott Pruitt acknowledges global warming but wants to restrain the agency https://t.co/ibpA62bT3M,197323 +Except climate change. https://t.co/YMZSPf7cuy,716749 +RT @ClimateCentral: Deforestation accounts for more than 10 percent of the global carbon dioxide emissions driving climate change…,957299 +"RT @Ragcha: Joe Heck voted to repeal Obamacare, defund Planned Parenthood and block measures to combat climate change. Wrong fo…",274019 +RT @_JessssicaLaura: Everyone stfu about saying its global warming it's spring get over it or go do something about it instead of complaini…,203658 +"RT @sierraclub: If elected, Trump would be the only world leader to deny the science of climate change. Be a #ClimateVoter! https://t.co/Bi…",191203 +RT @TIME: What cherry blossoms can teach us about climate change https://t.co/vHgDjgFtEI,267003 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,716822 +Trump and his people are not only climate change deniers but fact deniers. Obama did NOT wiretap DT. How bout an apology Pres. Chump?,375666 +"RT @Reuters: BREAKING: 2016 surpassed 2015 as the warmest on record in 137 years due to global warming, El Nino: U.S. government…",823132 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,377725 +RT @jandynelson: Check out this sculpture by Issac Cordal in Berlin called 'Politicians discussing global warming.' https://t.co/73wHMvPGc8,18572 +"@mitchellvii I think Liberal BS is the primary contributor to global warming. Oh, yeah, don't forget Dope Francis. https://t.co/g9BOsnz0mc",356855 +Here’s how Trump’s new executive order will dismantle Obama’s efforts to reverse climate change ... https://t.co/bRnKbkYpX6,105902 +"RT @josephamodeo: @realDonaldTrump @EPA Also, I hope you'll remain committed to the Paris Agreement on climate change. Lastly, please…",827866 +@DaniiiCali yeah screw global warming,478653 +RT @TheLittleProf: Trump could face the 'biggest trial of the century' - over climate change #OurChildrensTrust https://t.co/2oz5TatMNF,349139 +This is a good article about climate change denialism in mainstream media. https://t.co/buvqai0XXW,68048 +Your mcm calls climate change 'global warming',635269 +Day 1 policy is to reverse all climate change policies https://t.co/JwKete4Y9a,363713 +RT @MatthewPrescott: We needn't wait for government to end climate change. It starts on our plates. https://t.co/mT1gEihSol #ClimateMarch h…,87799 +RT @owenxlang: Me realizing our possible president doesn't believe in climate change https://t.co/8qnBW8vlnE,915713 +"@AssaadRazzouk ��The #1 issue we face is global warming. ��By 2030 over 80% of the boys will be unable to read, think, or write ��Vaxxed TV",609213 +"RT @Gizmodo: A brief chat with Elon Musk about climate change, Rex Tillerson, and Donald Trump https://t.co/IJo34UeDSq https://t.co/xrYj3Dq…",1868 +"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",777800 +@RiceGum @vasulmao climate change exists,574642 +Tory leadership candidate cheered for dismissing climate change #cdnpoli https://t.co/DM1RW5kP0r via @HuffPostCanada #CO2 #AGW #CAGW,858064 +RT @hannahv_08: Do you believe in climate change?,638221 +"Between their climate change denial garbage, the Blackwater reacharound piece, and Maggie Haberman, @nytimes is really not worth my time.",480115 +RT @CNN: Trump's withdrawal from Paris climate accord met by defiant US mayors and governors vowing to fight global warming…,596549 +"All American climate change theorists sitting in Marrakesh &discussing climate change, you've been Trumped #trumpwins #COP22 #climatechange",573227 +RT @BeckySuess: The White House doubts climate change. Here's why the Pentagon does not https://t.co/oNHJGo3aXu,667910 +"RT @astroengine: So, yeah, I really wish it was a climate change conspiracy, because the alternative is an absolute nightmare for our plane…",269505 +@realDonaldTrump An important issue and one of many reason I back you. Please DON'T do global warming crap,681429 +Nowhere on earth safe' from climate change as survival challenge grows - The Sydney Morning Herald https://t.co/IJcJfyQvNH,980390 +climate change isn’t a myth. get out of the way if you do think it is. we no longer have time for yous,904230 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,261374 +"RT @SteveSGoddard: Imaginary climate change is not going to kill you, and only a complete moron would believe that it will",889016 +"RT @byuAP: As for me and my house, we'll believe in global warming when it shows up in the Bible",1873 +RT @jes1003: What is it about global warming and cleavages? Yesterday's Sun and today's Mail both #indenial @TheSun @DailyMailUK https://t.…,427871 +RT @leftcoastbabe: EPA Sec. #ScottPruitt says CO2 doesn't cause global warming. Waiting for HHS Sec. #TomPrice to say cigarettes don't caus…,574530 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,602979 +#weather Cloudy feedback on global warming – https://t.co/H41ouAUlRU – https://t.co/9aRKJpZIn7 https://t.co/MQCUlDrGrT #forecast,347948 +"@nyt_owl69 @jdobyrne1 @AEOByrne +No global warming here! ��Brrrrrr!! https://t.co/SltHFqFREG",282595 +RT @BuzzFeed: Other major nations officially commit to fighting climate change — with or without Trump https://t.co/HuIYFrqnNU https://t.co…,412481 +RT @TaitumIris: Our new president thinks climate change is a hoax. Our new Vice President believes in conversion therapy.,380725 +RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,63535 +RT @iaafkampala2017: 'Effects of climate change are real and with us. Part of greening K'la was to address #climatechange @iaaforg Amb Terg…,734774 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,179529 +"@ashrafghani @narendramodi we can fight climate change, pollution,poverty etc by introducing rooftop plantation all over the world.",633917 +"CH: 'Trade, security, climate change and migration challenges are all global issues.'",894682 +"RT @maudnewton: Meanwhile, scientists frantically copy US climate change data lest it vanish under Trump. https://t.co/n1qKjAeV4r",158195 +RT @EnvDefenseFund: Why is Pres Trump attacking climate change efforts that the EPA has been working on for decades? https://t.co/0W25UsRpWL,763806 +I'm reading more and more that CO2 doesn't actually cause global warming and that scientists have been muzzled by Liberals and their media.,848639 +"So Tillerson's emails, under his alias that he used for discussing climate change with Exxon's board, we're... https://t.co/TBhFtAo5Rh",194609 +@realDonaldTrump just withdrew our nation from the global commitment of climate change. #ParisAgreement,865198 +"RT @PCGTW: If you want to fight climate change, you must fight to #StopTPP says @foe_us ' @wwaren1 https://t.co/F9c78bvNj5 https://t.co/GPZ…",565875 +RT @andreshouse: what clouds see - great concept to make climate change accessible to children! https://t.co/zazoyDWz8N,496725 +Positive of climate change...my carrots wintered over this year https://t.co/aHP8Db2Sss,953477 +Trump’s denial of catastrophic climate change is a clear danger https://t.co/kLzpRHx6bi,630968 +Michael Moore calls Trump's actions on climate change a 'Declaration of War' against Planet Earth. https://t.co/ui7vFxWtL0 #POTUS @potus,737186 +"RT @MySunIndia: Mitigate global warming by lowering the emission of greenhouse gases. Think wise, Switch to Solar. #SolarizeIndia https://t…",526033 +"RT @kurteichenwald: In full page ad in NYT in 2009, @realDonaldTrump called for urgent action on climate change. Which does he believe? htt…",404501 +@TurnbullMalcolm replaced the 13 scientists that @TonyAbbottMHR removed from the CSIRO climate change centre they h… https://t.co/CKh4BatFz5,558384 +RT @FarmAid: A new study shows how climate change will affect incomes. Check out that agriculture map... https://t.co/m9NgMrBv1u https://t.…,904548 +@TuckerCarlson is owning another idiot liberal academic who can't give a straight answer on climate change.,328893 +Spotlight: World needs binding measures to combat climate change https://t.co/b1ENpnQwtc https://t.co/yDtCsw6Bkn #CHexit #China #Philippi…,455263 +RT @MelinaSophie: I knew global warming exists but now that I'm in Iceland & there's no snow around in DECEMBER + forecast also looks…,411075 +"RT @RisingSign: Retweeted Climate Reality (@ClimateReality): + +We can debate how to tackle climate change – but the science is... https://t.…",370060 +RT @DollaMD_: Damn this global warming good,116665 +RT @voxdotcom: Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/cjiuP9xDIy,432933 +@RepErikPaulsen @theaward unfortunately the BWCA may be spoiled by then due to climate change and the dismantling of EPA. Thoughts?,608567 +Ljubljana utility planning more anti-pollution projects - With November dedicated to adapting to climate change... https://t.co/EJzq3XBTfn,908282 +RT @ajplus: Bill Nye wants you to care about climate change. Here’s why. https://t.co/ljQiheoTay,66979 +#China blames climate change for record #sea #level s https://t.co/SgLBvTdtuH,599838 +RT @EricBoehlert: Politico then: she's going to be the climate czar. Politico now: climate change was never really her thing https://t.co/W…,543212 +"Literary writers resist telling stories about climate change -- Enough of that! “Good Grief” by LENS https://t.co/HUTseocne4 +#anthropocene",885689 +Also cited climate change law - oblivious of fact that UK Parliament adopted first climate change act in world. https://t.co/0uLhUihYFc,443882 +"RT @Alex_Verbeek: �� + +This is #climate change: + +Glacier in 2006 and 2015 + +photos by @extremeice via @ddimick https://t.co/n4j1iFAlvw + +https…",876929 +#ClimateChange UK slashes number of Foreign Office climate change staff https://t.co/UiEsM9WaSU https://t.co/fefLtGfzgw,887643 +RT @CNN: The kids suing Donald Trump over inaction on global warming are marching to the White House https://t.co/s6F5DK504K https://t.co/q…,624540 +RT @JimStLeger: It looks like Trump is making good on his promise to deny climate change. He put a top climate change denier in cha…,34911 +RT @DrSimEvans: Seriously though @WorldCoal – is contributing to climate change not a 'basic coal fact'? https://t.co/OSo2PCVti9,580022 +RT @AmBlujay: People who eat KFC or ribs with fork and knife are the reason we have global warming and wars on earth,198211 +RT @AusConservation: Global green movement prepares to fight Trump on climate change. https://t.co/lsZCtFJfQQ,630440 +RT @semodu_pr: Climate change researchers cancel expedition after climate change makes conditions too dangerous…,542738 +Roboter bedrohen in human-caused climate change denial in human-caused climate change denial in der Welt,871903 +RT @americamag: Here's what Pope Francis and Catholic social teaching have to say about climate change. https://t.co/AxYq2GfNRR,716228 +RT @retroJACE: global warming real as hell. al gore told us. leo dicaprio keep tryna tell us. its 82 degrees and its halloween. sumn aint r…,406230 +RT @WIRED: What a Trump presidency means for the global fight against climate change: https://t.co/JhDmByNpNP,668064 +"RT @ClimateCentral: Using the baseline of 1881-1910, a new, more dire picture of global warming emerges https://t.co/VaF7qpTKds",314274 +Two billion people may become refugees from climate change by the end of the century https://t.co/EWcLby0Qco https://t.co/4xWWROOugC,257686 +Trump's Irish wall plans withdrawn https://t.co/9DAgyhzxEf. Trump admits climate change is real.,101227 +RT @thehill: Trump admin buries EPA website designed to be kids' guide to climate change https://t.co/x4fKywkb56 https://t.co/99dEiYRm6E,25290 +RT @fredguterl: Incoming House science committee member has said climate change is “leftist propaganda.” He should fit right in. https://t.…,375891 +Half of US doctors alarmed about health effects of climate change - Billings Gazette https://t.co/MUreRVESc0,34010 +"RT @NRDC: 'I saw global warming with my own eyes, and it’s terrifying' — Kit Harrington, Game of Thrones https://t.co/iirzGls1yP via @thin…",40365 +RT @BarackObama: Global action on climate change is happening—show your support today: https://t.co/UXy7xHlyA5 #ActOnClimate #SOTU,853758 +Hundreds of millions of British aid 'wasted' on overseas climate change projects https://t.co/5dsPkbIjhQ,788125 +RT @thisfooo: I want to enjoy this weather but this is all a product of global warming and our earth is dying https://t.co/bkD6VcHMye,213338 +RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,180139 +@ItaloSuave @MuslimIQ @GOP what does that have to do with with climate change? do you know what peer reviewed resea… https://t.co/EJtfG8mp1z,55654 +"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",834951 +"Energy Dept. rejects Trump’s request to name climate change workers, who remain worried https://t.co/7raN96sTbB",627875 +Pakistan becomes fifth country in the world to adopt legislation on climate change: … on… https://t.co/a2whiindfw,251339 +RT @Greenpeace: This is what climate change looks like in Antarctica https://t.co/Z20NdifSnh via @NatGeo https://t.co/YA85UdVkSn,440126 +RT @Liam_Wagner: 2004 report by Andrew Marshall Office of Net Assessment flagged climate change enormous risk to #security https://t.co/6bY…,272326 +"RT @BarryGardiner: You fool! +Donald Trump risks damaging all our interests by not taking climate change seriously https://t.co/VnANgLfqNp",644600 +"RT @Vilde_Aa: climate change isn't fake nd pls be aware of making changes, even if it's the small things like reusing bottles or… ",398471 +7 projects win funding for climate change solutions: Seven Harvard projects will share $1 million to help battle… https://t.co/QwkgDHmHWb,802594 +RT @climatehawk1: N. Carolina military bases under attack from #climate change | @TheObserver https://t.co/Gm6pyqqwtH #globalwarming…,573749 +@XiuhtezcatlM won the right to sue the government for climate change this week- our update on this #Colorado artist: https://t.co/ti5n5LDIyq,52505 +TRUMP DAILY: Trump’s EPA chief: “We need to continue the debate” on climate change #Trump https://t.co/PsSnduqPQZ,434584 +"RT @RobertKennedyJr: No matter what Trump does, US cities plan to move forward on battling climate change https://t.co/uCwsv99euH",438631 +Weather Channel destroys Breitbart over BS climate change story ➡️ @c_m_dangelo https://t.co/KOtcjwHc8A via @HuffPostScience,427939 +RT @TIME: Why unlikely hero China could end up leading the fight against climate change https://t.co/dN8T4k7RMZ,915148 +RT @anuscosgrove: republicans wanna say climate change isnt real then can they explain why its raining in my house?�� https://t.co/5LUZ1j98kd,860272 +RT @voxdotcom: 'Do you believe?' is the wrong question to ask public officials about climate change https://t.co/ui3RptQvtr,368060 +RT @voxdotcom: A new book ranks the top 100 solutions to climate change. The results are surprising: https://t.co/U6Zic2udiA https://t.co/U…,774835 +"In rare move, China criticizes Trump plan to exit climate change pact",354242 +"RT @RepBarbaraLee: Today, scientists announced Earth hit record temps 3 yrs in a row + +Also today, climate change denier Scott Pruitt b… ",570617 +@In4mdCndn and please you can't even explain the cause and effects of the GSA. What makes you qualified to talk to me about climate change?,70495 +"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",135174 +"‘We are running out of time’ on climate change, expert warns https://t.co/G8C0yc36ks via @wr_record - #climatechange",682907 +Broadcast news coverage of climate change is the lowest since 2011 https://t.co/fRyHa71Pa9 by #infobencana via… https://t.co/opZ0WBsbL9,372076 +"Dundas business owners suffer tens of thousands in flood damage, blame city but ignore climate change. https://t.co/Ftop5pCMCK",367591 +Bird species vanish from UK due to climate change and habitat loss https://t.co/Go1TkZyxZo,815570 +RT @attn: .@BillNye just destroyed climate change deniers with a great analogy. https://t.co/U3REutsRC7,629181 +"RT @SteveSGoddard: 'We' don't cause any significant global warming, and anyone who says we do deserves massive ridicule.",829720 +"Researchers identify more and more clearly the impacts of global warming on the weather +https://t.co/x8WANRgfmo",221249 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,819991 +A historic mistake. The world is moving forward together on climate change. Paris withdrawal leaves American workers & families behind.,237193 +"RT @MuslimIQ: Reports indicate these Ahmadi Muslim youth yelled ALLAHUAKBAR with every planted tree. + +Combatting climate change…",541924 +RT @Shewenzi: Do you believe climate change is real? #CleanerLagos.,27354 +"RT @theblaze: Energy Department climate change office bans ‘climate change’ language — yes, you read that right…",91111 +RT @GusTheFox: What if climate change is just made up and we create a better world for nothing?,182572 +Bill Gates and other billionaires are launching a climate change fund because we need an “energy miracle” https://t.co/jnppIKuxs7,84978 +CNNMoney: Little is known about how climate change regulation and green tech would impact exxonmobil. That could s… https://t.co/jKu7LmauGH,353319 +"OPINION | If global warming worsens, what will happen to the people and places that matter to me? - InterAksyon https://t.co/Rkpf8IjaeC",760882 +"Mixed metaphor or something like that: +Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/cBngqZMmcC",166329 +"RT @jasbc_: To those who don't believe in global warming... +STEP THE FUCK OUTSIDE WE'RE IN FEBRUARY AND IT FEELS LIKE APRIL",640783 +RT @LeeCamp: Just bc media ignored climate change for the past 8 yrs doesn't make Obama an environmentalist. He was a catastrophe even if T…,328610 +"As Earth gets hotter, scientists break new ground linking #climate change to extreme weather https://t.co/YQ28Q1yhaU",7783 +"RT @RogueNASA: If (when?) the time comes that NASA has been instructed to cease tweeting/sharing info about science and climate change, we…",610090 +Direct quote 'let's deal with climate change and science separately.' Right. Ok. #trumpbudget,880345 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,259391 +"Talking like Trump - Lektion 14: + +'It’s freezing and snowing in New York – we need global warming!”",254046 +RT @EnvDefenseFund: The new administration must act on climate change. Here’s how we can move the needle. https://t.co/lcXNUK027l,483168 +Most Americans want 'aggressive' action on climate change: Reuters/Ipsos poll .. https://t.co/mATQcD08od #climatechange,634613 +Mother nature vs. climate change - Jordan Times https://t.co/Ns2A94nKkn,794011 +"RT @YouTube: .@NatGeo teams up w/ @LeoDiCaprio to explore climate change and prevent catastrophe. + +This is #BeforeTheFlood →…",864337 +RT @nowthisnews: Bernie Sanders has a lot to say about DAPL and climate change https://t.co/2mPEHt0I5C,804186 +Trump can't stop the rest of us from fighting climate change - add your name today. #climateaction via @NRDC https://t.co/8tGlRdsqjf,188819 +2015 is the warmest year in recorded history (since 1850) caused by El Niño and systematic climate change.' #CSIR Dr Engelbrecht,133114 +RT @EnergyFdn: READ—>Why @Walmart is doubling down on its commitment to climate change by Rob Walton @climaterisk @WaltonFamilyFdn…,302105 +Urban design in the time of climate change: making a friend of floods - The Globe and Mail https://t.co/s2xMXYIHOY,879752 +"RT @France4Hillary: The https://t.co/SIcGNDQETu pages for climate change, healthcare, civil rights and LGBT no longer exist. THIS IS WH… ",536387 +RT @QuentinDempster: Australia must warn US @realDonaldTrump that we will apply sanctions if it breaches its Paris climate change obligatio…,193423 +RT @Mathiasian: You should know by now that Al Gore blames his dinner for being cold on climate change. https://t.co/gY74tlDC4y,657857 +Yep. Excuse me for being more bothered about his complete disregard for global warming than that he can't get some… https://t.co/21Z6BMhlsd,380045 +@EricIdle Maunder Minimum of 1645. Look it up dummy. This is an examples of true 'climate change'. You are willfully ignorant.,594314 +RT @TheBaxterBean: Weird. America's fossil fuel-funded Republican Party is the only climate change-denying political party on Earth.…,570237 +Mayors in Florida are grappling with the ugly effects of climate change on housing values. https://t.co/HsH1fYDaqn,670097 +We need more global warming. Tell the teachers to tell the students to ask Premier to #stopthecarbontax https://t.co/umwLCzBGrW,918209 +RT @timdunlop: This entry by Clive James for the stupidest article ever written about climate change is going to be hard to beat https://t.…,837336 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,74832 +RT @scienmag: Investment key in adapting to climate change in West Africa https://t.co/uochSoX2g5,599202 +Utilities knew about climate change back in 1968 and still battled the science. https://t.co/Db7iGWBNwh https://t.co/OeWletgtda,345439 +@P01YN0NYM0U55 *Digression alert* Do you believe in climate change and is the Earth flat? Serious answers please.,597691 +RT BT_India: India emerging as front-runner in fight against climate change: World Bank https://t.co/AWwGmngBWy https://t.co/VVJhJDrFZB,623359 +"RT @RitaPanahi: Let's not jump to conclusions. He was probably radicalised by Trump, Brexit or lack of action on global warming... +https://…",154926 +"RT @altHouseScience: We #resist because last fall House Science member @RepJimBanks said climate change is 'largely leftist propaganda.' +ht…",543345 +RT @zackfox: god is the girl on the bus the nigga gettin punched is our ability to solve global warming the one punching is toxi…,47506 +"RT @CIVILBUCK: climate change is fake, kids https://t.co/ONiTZv9epj",968726 +RT @mellierenee: in science class we read bible verses given as 'proof' that evolution/climate change/etc. doesn't exist. your tax dollars…,417810 +RT @joshgad: The mourning stage is over. Now we fight. Putting a climate change denier as head of EPA is an act of war on our kids. #StandUp,143490 +RT @guardian: ‘There’s no plan B’: climate change scientists fear consequence of Trump victory https://t.co/SPSsRcvGeW,378655 +RT @IFADnews: Astralaga: we should shall strive to implement policies/measures to minimize climate change and negative affects of int. trad…,946596 +Trump to face intense G-7 pressure on climate change https://t.co/EELgftwtOE,35342 +@AmericaFirstPol @DonaldJTrumpJr @POTUS @NASA presumably so long as they don't look for signs of climate change or that the Earth is round.,622888 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,832165 +"RT @Claire_Phipps: 'In the Caribbean we are living with the consequences of climate change,' says Antigua & Barbuda PM @gastonbrowne https:…",192832 +RT @INCIndia: Think @narendramodi takes climate change seriously? Think again. #GST #ParisClimateDeal https://t.co/9xEZcbmJSb,97549 +"The scary, unimpeachable evidence that climate change is already here https://t.co/HqLXf7iWPw via @qz",495487 +RT @dana1981: Conservatives are again denying the very existence of global warming https://t.co/tKpGi0JS3h by @dana1981 via @guardianeco,766048 +RT @ClintSmithIII: I'm watching Planet Earth feeling both in awe of the world and despondent over how all progress on climate change is abo…,939033 +RT @NFUtweets: Ahead of @UNFCCC #COP22 we're tweeting one stat every day to show how British farming helps combat climate change…,138800 +"trumps wins slight favour for india though he is tight on terror but he will be against globalization , climate change #Election2016",228761 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,574754 +RT @ZandarVTS: Trump transition team looking to identify Obama climate change experts in Energy Department ahead of 'shake-up' https://t.co…,626985 +"climate change is real, and its man made.",433348 +But global warming isn't real? https://t.co/8C2jTYKut3,192355 +"@AnthonyGiannino @2DNinja @JaredWyand I have no choice and had no vote, but will suffer under his climate change policies. Why is Obama bad?",963107 +I'm not a climate change denier. I just don't trust the word of the world's leading scientists who have been study… https://t.co/OJTAYJhkUs,999981 +"@rkerth Oh, for sure. Actively dismissing climate change for 8 years is big too",617958 +"RT @peta: Meat production is a leading cause of climate change, water waste, and deforestation. If you're concerned about our…",952959 +"RT @Stuff_Daddy: Only in America do they accept weather predictions from a rodent but deny climate change evidence from scientists. +#Groun…",959362 +RT @dangillmor: The @nytimes has found a new way to not call climate change deniers what they are. An embarrassment to honest journ…,192609 +Meanwhile I've just helped a researcher look at the impact of climate change on health. I'm sure there's a connection somehow.....,66246 +"@SakAttack123 @Al_Lietzz Until habitat loss (climate change and deforestation end), unless you want to live to see… https://t.co/oT8D4Frvto",358555 +RT @tbhjuststop: im gonna just ignore the fact that the world is either about to end bc of climate change or nuclear war and focus o…,813493 +RT @ajplus: Is this deal to fight climate change too late? 😕 https://t.co/e76UJNCYN8,382756 +Jerry Brown promises to fight Trump over climate change https://t.co/joHcaSLEjv https://t.co/dZ9GVo4JjG,199914 +RT @FactTank: 49% of Trump supporters care not too much or not at all about climate change: https://t.co/HPmL385tJh https://t.co/eOaAdvWdAN,266290 +RT @Dervla_Gleeson: Leading climate change scientist: ‘We are in the driver’s seat’ - https://t.co/BmiRJMrM6o,553116 +"RT @jeffnesbit: Is climate change real? 'How can you even ask that question?' a mother says beside dying, malnourished children. https://t.…",993994 +NC military bases under attack from climate change https://t.co/Kc30MTdzFf,660130 +RT @kurteichenwald: Russia hack deniers & climate change deniers have a lot in common. Either theyre corrupt or they refuse 2 accept univer…,589516 +Swedish climate minister mocks Trump (Who thinks climate change was invented by China)with all-women photo… https://t.co/sufVpzPdJi,46337 +"RT @gracerauh: 'I think it's a mistake because we need to do something to address global warming right here in this city,' BdB says re deat…",514759 +A brilliant sci-fi thriller imagines how the massive floods of climate change could transform Earth https://t.co/FWh7L9IOjF #scifi #books,162622 +RT @exjon: Everyone believes in climate change. Only progressives think it started 100 years ago. @danpfeiffer,644185 +RT @IAMforstudents: Germaine Bryan now making his submission on climate change. He is one of the cofounders of the Integrity Action mov…,739106 +@sherlockmichael Nothing stops the Christian train wreck. Part of my silly atheist theory but it also includes him believing climate change!,971561 +"RT @StarTribune: Minnesota will proceed with its own climate change strategy, state officials say. https://t.co/jExPoLp1zO",659698 +RT @SenSanders: The Dakota Access Pipeline would be a huge blow to our fight against climate change. #NoDAPL https://t.co/47m6yUu4m5,151215 +RT @daylinleach: #Trump #EPA advice on global warming? 'Wear sunscreen' (really!) Their advice on rising sea levels? I'm guessing 'upgrade…,416432 +RT @DineshDSouza: The climate change 'consensus' basically means everyone being paid to find climate change has concluded the climate is ch…,769917 +RT @ChrisJZullo: Marco Rubio caves on oil man Rex Tillerson. Demand he oppose climate change denier Scott Pruitt 202-224-3121 #florida #mia…,788844 +@Martina GOP cruel to animals & can't get it into their heads that they are being cruel to their children by denying climate change,492700 +RT @Jackthelad1947: It's a man's world when it comes to climate change @huffpostblog https://t.co/M3U8HHqUGe #auspol @ABCcompass #thedrum #…,425952 +"Great Barrier Reef 2050 plan no longer achievable due to climate change, experts say https://t.co/hdqB8VRRWI",235477 +RT @albertocairo: Data and charts changing minds about climate change https://t.co/cdXegxSqpy via @SophieWarnes cc @MichaelEMann https://t.…,527302 +RT @Slate: Trump will be the only world leader to deny climate change: https://t.co/nn1tC60Hdg https://t.co/7Klrd2XCj4,958454 +"RT @climatehawk1: Source of Mekong, Yellow, Yangtze rivers drying up due to #climate change | @ChinaDialogue https://t.co/Yu8EOi15Pv…",602185 +"RT @StopTrump2020: #DoubleChinDon & Ivanka meet w/ climate change advocates-could they change his mind? What happened to Chinese hoax? +http…",532355 +"RT @TrumpUntamed: Putin is Anti: +NWO,climate change,Monsanto & very much Pro Christian.. of course the globalist are going to falsely accu…",421607 +RT @4biddnKnowledge: https://t.co/wmb8299gCp Does the European public understand the impacts of climate change on the ocean? https://t.co/i…,479614 +"You can be sure the words 'climate change' won't be uttered. +I wonder how that multi million dollar lift up Miami s… https://t.co/v3hdiYS3DU",438859 +"So the most powerful person on Earth will be a climate change denying, temperamental psychopath. We're completely fucked",543088 +RT @thehill: Leonardo DiCaprio leads climate march holding 'climate change is REAL' sign https://t.co/RTnzhmG89r https://t.co/fJpW6vz9rw,462257 +"RT @Bill_Nye_Tho: she thinkin bout how she gonna die because ya mans doesnt understand climate change +https://t.co/BeoUg1w94N",590371 +"RT @xtralimb: 'Asked me what my inspiration was, I said global warming.' #youtoofuckingcozy",10969 +@Baileyco303 @mic Man made climate change definitely is #FakeNews. Natural climate change happens daily and is real… https://t.co/wmMgq1yW7k,589424 +RT @nxthompson: Trump likely means there won't be a political solution to global warming. So we need a technical one. https://t.co/ZH9UYaRP…,464478 +@greg_doucette one place I think we'll have legislative disaster is climate change. I have feeling they will gut any climate regs in place,429596 +"RT @lernfern: climate change has killed millions of innocent animal lives and will continue to do so at an exponential rate, jacob https://…",798448 +RT @fmlehman: @Heeth04 @henryfountain In a desiccated tinderbox of a forest drained of moisture thanks to climate change.,23909 +"My photobook Solastalgia, a docufiction on climate change in Venice published by @overlapse, is ready for preorders! https://t.co/wXyu3oGL0l",376272 +@RealLucyLawless meme is: 'tell us again about how climate change is bull💩' https://t.co/2De9SoD8pL,923193 +"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",823747 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,457355 +"Salt Lake City publishes plan to combat climate change, carbon pollution https://t.co/Ze94KBmgYS",347052 +RT @RedPillTweets: DID YOU KNOW? 97% of global warming alarmists can only say '97% of scientists agree' as their argument.,66502 +"RT @hemantmehta: Don't worry, everyone. When President Trump does nothing about climate change, Florida will be the first to go.",299715 +30 terrifying before and after images of climate change @SFGate https://t.co/jpvGzBqamf,312547 +RT @dickmasterson: Research also shows a correlation between global warming and rise in number of dopey Clinton women with Twitter acc…,826591 +RT @GlblCtzn: Want to help help fight climate change? Simple — go vegan. #WorldVeganDay. https://t.co/YiUmDXYizZ,230066 +mashable : Stephen Hawking has a message for Trump: Don't ignore climate change https://t.co/OXRNLqNZ1W … https://t.co/r7Qbsm6kwI,907342 +RT @thehill: White House climate change webpage disappears after Trump's inauguration https://t.co/dTxPJNFSs8 https://t.co/0NGY8DGR8P,185909 +RT @MotherJones: Look at all the climate change deniers vying for jobs in the Trump administration https://t.co/w1uov8VE5u https://t.co/xJa…,964603 +RT @SaleemulHuq: Local funding must be UN climate fund's priority for effective fight against climate change https://t.co/xrrGF66hT8,652858 +"RT @anyclinic: I think that arguing for man made climate change should have you held on a psychiatric ward. + @StephenVieting https://t.co/B…",673484 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,659850 +"RT @AdamsFlaFan: Dem senator slags Trump's EPA pick as 'science-denying, oil-soaked, climate change-causing polluter' https://t.co/LRP0y6Of…",325061 +RT @scalpatriot: @US_Threepers @tony_sanky @HillaryClinton Wherever Hillary goes she creates climate change,91808 +US 'forces G20 to drop any mention of climate change' in joint statement https://t.co/t3zYumCrws,123801 +RT @Rogue_DoD: Russia understands the effects of climate change on the Arctic. Too bad @realDonaldTrump doesn't. https://t.co/xmkKfr6MCH,513943 +"RT @JHolmsted: Lot of celebrity/other elite types being ultra blowhard re: climate change & TX/Harvey. Genuinely interested, any of them ac…",860175 +RT @j_g_allen: “Health is the human face of climate change' - Dean Williams @HarvardChanSPH https://t.co/eS33zDtdGE,815056 +RT @thehill: National park deletes viral climate change tweets that defied Trump social media ban: https://t.co/Jh0avdpRX1 https://t.co/AsS…,486326 +RT @JRegina14: So is global warming. https://t.co/pDRhVeB53T,855450 +Has @HdxAcademy come across this which deals with the closing down of the climate change debate by scientists? https://t.co/BYAt3kWBbt,240653 +@stlpublicradio @NPR @POTUS isn't that trip going to contribute to climate change?,757775 +"RT: @nytimesworld :Islamic State and climate change seen as world’s greatest threats, poll Says https://t.co/hD3dkqsUW7 https://t.co/7BytDct",650557 +RT @OSUWaterBoy: How about protecting tax payers from funding climate change. End fossil fuel and all corporate subsidies now!…,610842 +RT @SheRa_Simpson: @Rog008 @JoRichardsKent @jamboden1 @SkyNews Commitment to lowered emissions and climate change action.,399725 +RT @AbbyMartin: Media seems only concerned w/ Exxon CEO Tillerson's *Russia ties* instead of his company's climate change denial & environm…,348551 +RT @thehill: Energy Dept. tells employees to stop using the phrase 'climate change': report https://t.co/FwfpaIJJIH https://t.co/1aiiuBse4L,83045 +"RT @GeorgeTakei: ICYMI, if not for this leak, we may never have seen this important climate change report. https://t.co/TDPCfvpDYM",70637 +RT @vinayaravind: Next @narendramodi will condemn the polar ice-caps for creating global warming https://t.co/ZRNptb988x,237678 +"Trump thinks climate change is a hoax. He is a racist. He thinks women are toys. No matter where youre from, this should affect you",222133 +We are Going Dark for earth hour ! Back later. Wonder how many lights need turning off to counter the mad idea that global warming's a myth,865701 +#PatioProductions 10 Tips for reducing your global warming emissions at home. Read Blog: https://t.co/alyosEzedG,68152 +"RT @MrRoflWaffles: [Baby it's Cold Outside 2025] + +her: i really cant stay + +him: baby uhhhh r u sure,?? global warming has suffocated the ea…",767679 +RT @oreillyfactor: White House: No more $$$ for 'climate change' https://t.co/xL1TSBfmB9,389088 +"Badlands National Park deletes tweets on climate change +https://t.co/E28yuP1MmH https://t.co/yh1aO1iCN1",575093 +"@gregbagwell @MailOnline chill - global warming luckily doesn't exist any more, so it's a zero sum game",755276 +"RT @ddale8: NYT, accurately, in news story: Trump has turned his 'denials of climate change into national policy.' https://t.co/WD1DrDXHEw",125235 +@HuffingtonPost and global warming and racial inequality and equal pay and...and...and,117833 +RT @NatGeo: Entrepreneurs and new start-ups in Kenya are helping small-scale farmers adapt to the challenge of climate change https://t.co/…,850199 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",665252 +"RT @nytimesworld: “For us, climate change is beyond ideology”: How the Dutch are learning to live with water +https://t.co/Jtc8VERyh7",354103 +RT @CTHouseDems: We must resist any policies that would damage our country’s air quality and exacerbate global warming. https://t.co/jMYSt…,85482 +RT @WayneVisser: Here are 11 cities leading the global fight against #climate change - and some will surprise you! https://t.co/Fo3YAm5QN4…,96215 +RT @business: Trump plans to drop climate change from environmental reviews. Here's what else you missed from Trump today…,420392 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,836749 +"@JuliaHB1 1) please get some manners and 2) human-induced climate change is real, regardless if you like the idea of it or not.",96112 +RT @ReclaimAnglesea: 'Vocal minority': Wife of Liberal Party powerbroker quits over lack of action on climate change #auspol https://t.co/Z…,442655 +RT @path2positive: Mayor urged to sign letter to Trump on #climate change https://t.co/n6HrJH4zIp via @coloradoan https://t.co/O9nLXJZVPI,493632 +"RT @EcoInternet3: Tiny pests eating New Jersey's pines march north as #climate changes, report says: Philadelphia Inquirer https://t.co/tdg…",250104 +RT @ABC: New York billionaire Michael Bloomberg urges world leaders not to follow Pres. Trump's lead on climate change…,431638 +RT @nanjmay6478: Gore left his failed bid in 2000 with very little money. He has made mucho $ since on his global warming hoax. https://t.c…,260943 +RT @knoctua: ถ้าข้อสองนึกไม่ออก ให้นึกถึงลีโอนาร์โดดิคาร์ปริโอกับ climate change เอ็มม่าวัตสันกับ gender หรือถ้าดาราไทยก็ปูไปรยากับ immigra…,28195 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",228403 +"RT @MarkusAWagner: Commenting on results of G-20 summit concerning trade, investment & climate change on @FRANCE24. @warwickuni…",434759 +"RT @sbpdl: If you want to see real climate change, look at 90% white Detroit in 1940 versus 7% white Detroit in 2017.... Demography is dest…",609858 +"RT @MoataTamaira: We should actually all be doing more individually to fight climate change though, right? +Esp now it'll have the added bon…",726626 +This Report discusses how taking the perspective of potential new impacts from climate change worries in their member states.,836744 +RT @YourTumblrFeed: stop global warming i don’t look good in shorts,387382 +RT @spectatorindex: BREAKING: G7 statement says the US is 'not in a position' to join a consensus on climate change,566453 +RT @kate_sheppard: It's possible to think that NYT has excellent climate change reporting AND that their hiring of Bret Stephens is an emba…,43761 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,815572 +RT @ClimateCentral: This is what it's like to be a young climate scientist in the age of climate change https://t.co/QX7wfvDA6w https://t.c…,127076 +RT @ian_mckelvey: The science of climate change has exposed 'mass murderers' but the 59 MILLION babies murdered since 1973 is simply…,350807 +"RT @pablorodas: EnvDefenseFund: Thanks to global warming, Antarctica is beginning to turn green. https://t.co/fk7p7mBOeP",37942 +4 Irrefutable truths about climate change https://t.co/q1U3u0kgiV,367769 +Jill Pelto's watercolors illustrate the strange beauty of climate change data | MNN - Mother Nature Network… https://t.co/8M7xk0V0Aw,374290 +Pacific Islands accuse USA of 'abandoning' them to climate change - AppsforPCdaily https://t.co/ISXNmzUMv8,181464 +RT @TomSteyer: We won't allow Trump to erase the truth. We saved the EPA climate change pages here: https://t.co/VO60Pa2jc1 #climatemarch #…,806379 +RT @BizGreeny: How to combat climate change? Measure emissions correctly https://t.co/m9QZk6UVGB #GreenBusiness,61948 +"Act now before entire species are lost to global warming, say scientists: https://t.co/nFQjT7E3sz via @guardian #ActOnClimate",531906 +RT @Farooqkhan97: Participant's messages on climate change #climatecounts @PUANConference #cop22 #ActOnClimate https://t.co/gR2ZJTbA88,658791 +@realDonaldTrump if climate change & global warming dont exist then you were NOT elected president even Tillerman acknowledges it is problem,322278 +"RT @EcoInternet3: Hey anti-science @realDonaldTrump Arctic is 36 degrees hotter than normal and above freezing, still think climate change…",901920 +This is why I was trying to explain climate change to my 8yo this morning. He also asked if Grandma would be OK. (S… https://t.co/tuaF5c1k47,963328 +RT @JulieCameron214: @SGTROCKUSMC82 @Jmacliberty @GeorgeTakei EPA is climate change denier and Betsy devos...whoa,405596 +RT @medialens: The Independent reported this week that May's government ''tried to bury' its own alarming report on climate change…,11922 +17 House Republicans just signed a resolution committing to fight climate change #Congress https://t.co/0HfqZodX0g https://t.co/l235Yy7xph,74085 +"RT @MatthewGreen02: So May wants UK to help 'lead world' in protectionism, islamophobia, climate change denial and silencing opposition +ht…",616402 +RT @CNN: Badlands National Park deletes tweets on climate change https://t.co/DK1Q5UXxfg https://t.co/PIxD1Ix21K,280716 +"This. Is. Devastating. Trump's budget eliminates $ for ALL climate change research & programs, & strips ALL $ for U… https://t.co/aozlRaZEGs",798339 +“Social form of climate change” parallels are shocking! Internet regulation: is it time to rein in the tech giants? https://t.co/bknZR9b1Sd,133412 +"RT @TheDailyEdge: Well done if you voted Green. You helped elect a President who doesn't believe in climate change, loves coal and wants to…",739578 +RT @MAKERSwomen: Watch LIVE: Amy Poehler’s @smrtgrls talk science and climate change at 3:30pm EST for @BUILDseriesNYC:…,480835 +RT @Oxfam: #ParisAgreement is now in force but action is still needed to help the most vulnerable adapt to climate change. RT…,529150 +RT @VFW_Vet: Trump really doesn't want to face these 21 kids on climate change - Mashable https://t.co/u2ygkq5lpw,174969 +RT @thoneycombs: i don't really fuck with climate change analysis centered around how 'humans are a plague on the earth' or whatever,278166 +RT @savmontano: Our president doesn't believe in global warming so we're all doomed regardless,773548 +Pakistan not contributor to global warming but suffered enormously: Justice Syed Mansoor Ali https://t.co/75rgohtHYZ,737855 +RT @thehill: Ex-WH photographer posts photo of Obama in Alaska: 'Where climate change is not a hoax' https://t.co/7m3kr4Zasn https://t.co/X…,410542 +RT @emekapk: #Forests sequestration can help address global climate change https://t.co/iYixin9jkR,211669 +Michael Bloomberg and Mark Carney: How to make a profit from defeating climate change https://t.co/JDxKuGlBer https://t.co/OjiUE1KsNd,423622 +"We had two whole months for this snow to happen, and when it's actually time for spring it wants to snow. *cough* global warming.",708256 +"@NASA with the global warming how much has increased the earth's 'volume'?.if the ozone layer contains a fluid warm,u know the vol increases",448983 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",186031 +"@smbjettyfiremen @lizard51 @RyanMaue You just don't get it man, global warming is causing all the cooling. 🙄",169019 +TanSat: China launches climate change monitoring satellite - BEIJING (APP) – China on Thursday launched a satel... https://t.co/LeU6QoJ6qN,101779 +RT @AstroKatie: Now would be a great time for the rest of the world to find ways to pressure the US on climate change and human rights.,650180 +RT @Da_Rug: the fact that it is going to be 80 degrees today and tomorrow makes me so sad and then reminds me of global warming which makes…,926550 +"RT @woodensheets: Funny, as much bad shit about Hillary there was, she actually was very in favor of net neutrality. Also climate change.",138491 +RT @ron_nilson: Reindeer shrink as climate change in Arctic puts their food on ice https://t.co/EPiQLQN9dL,391450 +"RT @mrbigg450: @tedlieu @DearAuntCrabby 'No such thing as climate change' , coming from someone who is burnt orange.",934166 +"“Oklahoma hits 100 ° in the dead of winter, because climate change is real” by @NexusMediaNews https://t.co/qe0bUUX3Y7",697839 +RT @pablorodas: ClimateCentral: February’s record warmth was brought to you by climate change https://t.co/EHI8h8CssD https://t.co/Q1n9UzOz…,720023 +@AltNatParkSer gives a great new HONEST voice to support climate change research! Go Resisters!,971780 +"RT @ClimateReality: Pruitt denies CO2 is a primary contributor to climate change. + +In other news, cigarettes are healthy and the moon i…",748213 +RT @sarahkendzior: I attended a conference with Pres Niinistro a few months ago. Very concerned about climate change. Should ask him v…,926054 +@meowlickss @BrendaPatt1 @FoxNews @michellemalkin Lol we were talking about global warming you twit.,308665 +pehlay itni garmi hai upar se tire jala ke aur ziyada global warming ko contribute kartey hain,210959 +"RT @jeremycorbyn: . @theresa_may, for the future of the planet, you must remind @realDonaldTrump that climate change is real & not a hoax i…",757381 +RT @BuzzFeedNews: Thousands of science teachers are getting packages in the mail with misinformation about climate change…,519967 +"@tsetiady With global warming and overpopulation, nuclear war is the only hope to protect the Earth from human greed, eh? Very reassuring",517695 +@ClimateNexus @LeoDiCaprio Trump can’t stop corporate America from fighting climate change: https://t.co/64KOxpocNF via @slate,828619 +"@KevinJacksonTBS Actually Nancy, the dishonesty necessary to sell catastrophic, doomsday climate change to any&all… https://t.co/hBLxlrXbw4",786684 +Trump's energy staff can't use the words 'climate change': https://t.co/zkfoHQUqgn,654141 +China very kindly explains to Trump that it didn’t invent climate change as a hoax. https://t.co/H33ga7bosm https://t.co/BCVbGqZbWB,26799 +RT @sweetcheeks5358: The Department of Energy has banned the use of terms 'climate change' and 'emissions reduction' https://t.co/53wgtgjPo2,291929 +RT @ActOnClimateVic: For our mates up in Donald + Charleton: Have your say and encourge Buloke Shire to ramp up action on climate change…,482170 +RT @CBDNews: On Cancún Declaration adopted at #COP13 'Protecting forests is the best way to fight climate change'…,853745 +It is truly a new world when China warns Trump against abandoning climate change deal https://t.co/aQtRZcVkT7 via @FT,300939 +"RT @RobertKennedyJr: A powerful new tool reveals how climate change could transform your hometown +https://t.co/fho5y4uWJn",510814 +"RT @EllenGoddard1: California's conservative farmers tackle climate change, in their own way https://t.co/KTRzYCiOp6",167713 +RT @ivanka: Is climate change real? https://t.co/Q4gcA4azEt,265139 +RT @staycray: y'all voted for a man who thinks global warming was created by CHINA and that's not even the worse thing he stands by,155267 +RT @nytimes: A cheap fix for climate change? Pay people not to chop down trees. https://t.co/fkhYNUYhxQ,228872 +"RT @SominiSengupta: This seed vault was to last forever and save our species. It flooded. Because, well, climate change: https://t.co/8G6rL…",384335 +@isabaedos but did the climate change before humans? Yes.,813193 +CO₂ released from warming soils could make climate change even worse than thought. https://t.co/gkRi3ptlEn,38282 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,183876 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,720812 +RT @Redpainter1: 2 hurricanes in ten days and the mother fucker in the White House still says climate change is a hoax #Irma #Harvey,109534 +RT @KamalaHarris: I intend to fight. I intend to fight against those naysayers who say there is no such thing as climate change.,259492 +"@Rangersfan66 ������Trump/Russia,Orlando massacre had nothing to with Isis,climate change causes terrorism - all prove… https://t.co/FBaoD0WCpF",246290 +#Finnish Gold&Green Foods developed a #vegan meat alternative that could help mitigate climate change. https://t.co/FSuRC40eR7,763749 +@ToryShepherd Birds of a loopy feather deny climate change together. :),642286 +Bloomberg optimistic at start of climate change summit https://t.co/AqQKPRlB02,867952 +"RT @RadioNational: Every day, these scientists face evidence of climate change. They explain how they cope https://t.co/F5Qh4HAeK3 https://…",8216 +@cathmckenna @COP22 @IISD_news more aviation fuel burned impacting the climate change hoax,320110 +RT @billmckibben: Shell took a good long look at climate change--and then went back to drilling. https://t.co/hP7ssox6nG,21464 +"RT @black2dpink824: [FANACC] + +F: Unnie, you're the cause of global warming + +JS: Why? + +F: Because you're so hot + +JS: �� + + https://t.co/RKYiI…",310567 +RT @dana1981: Trump @EPA cuts life-saving clean cookstove program because it mentions climate change https://t.co/aG3LVfDgu6 via @thinkprog…,615005 +"RT @CNNDenverPJ: Al Gore talking climate change and stumping for Hillary in Boulder, CO today https://t.co/veNZJ30JNu",53859 +RT @politico: Pruitt backtracks on climate change https://t.co/GeGxV6ceim https://t.co/IxkjIZrtDq,297063 +Why don't we talk about climate change more? - Grist https://t.co/GxY4X5iPt4,264190 +@EnergyPressSec @SecretaryPerry Too bad climate change DOESN'T CARE.,443998 +Who says climate change doesn't have poetic justice? https://t.co/aF4IERXAnR,757742 +"RT @BryanJFischer: Eco-tyrants: we've passed 'point of no return' on CO2, climate change irreversible. OK, then, LEAVE US ALONE. https://t.…",754862 +Oh god..I just remembered that Trump and the Republican Party refuse to acknowledge climate change is an issue. GREAT! 🙃 #triggered,725854 +"People who deny climate change, C02 issues, poison water…they do it for money. All of it. All of it to make more money right now.",890956 +Donald Trump is slashing programs linking climate change to U.S. national security https://t.co/i3mOc1eVXb by @AlleenBrown,321055 +RT @MattBors: Florida. Half the state's going to disappear in ten years due to global warming. They're going for the guy who says it's a Ch…,634254 +RT @thehill: EPA flooded with phone calls after EPA head denies CO2 role in climate change: report https://t.co/Q2F7fFl1qS https://t.co/32g…,235754 +RT @EnvDefenseFund: Stuck trying to explain how humans are causing climate change? Here are 9 pieces of evidence that make it easy. https:/…,558955 +"RT @TwitchyTeam: PITIFUL! These ‘instructions’ for climate change protest against Trump’s EPA pick read like stereo instructions + +https://…",65287 +RT @bebraced: Indigenous knowledge crucial to tackling #climate change https://t.co/ncJ2WBDPBM #CBA11 @UNESCO @ODIclimate @IIED…,484377 +I got hot af real quick and now it's cold again. Damn global warming,10455 +"Hey CA48: Just another article showing that DR's 'climate change denial' is WRONG! Pruitt on Climate Change, Again: https://t.co/FuY8v6llAR",286352 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,113454 +The problem with Donald Trump's stance on global warming - https://t.co/YICxNb2Fc4,461270 +"RT @Ashley_L_Grapes: #trump, you promised to represent the people, and we believe in climate change. Please rethink your pick for EPA! Our…",488570 +UK government signs Paris climate change agreement - Sky News https://t.co/G9GLQ0ONx5 #WYKO_NEWS,887186 +Do you think all republicans are wearing hats and scarves today since global warming doesn't exist?,758368 +@HuffPostPol Mike Pence lies as much as Trump and knows full well that climate change is a nonpartisan issue!,814188 +RT @NatureClimate: Air pollution deaths expected to rise because of climate change https://t.co/WyB2KaODDM --- NatureClimate in the news,8804 +Naw just the end of civilization as we know it due to climate change. Great movie score if you like crying and I… https://t.co/PF94RLnwUJ,919559 +RT @mattblaze: Most Americans think global warming is real but will only harm others. Interesting study of how we view risk. https://t.co/Y…,902551 +"RT @billmckibben: Hey, a hit of good news: judge allows youth lawsuit against fed govt on climate change to proceed! https://t.co/P4Y11CEbaQ",836655 +"RT @DineshDSouza: Who are you gonna believe, the global warming lobby or your own lying eyes? https://t.co/XceQUoV9im",259266 +~minor~ details: our new president thinks climate change is a hoax and the KKK openly supported him https://t.co/ITU77sQeGi,843290 +Not only climate change: use/abuse fosil fuel kills 1.7 million children under 5 each year https://t.co/KaU5cm33QI,89878 +"#UpgradeTheGrid video shows how to turn down dirty power plants, clean our air, fight global warming & save us money https://t.co/jCk8gpZ8up",177737 +RT @TheSpinoffTV: 'Bill English says Kiwis don’t care about climate change. That’s not true for the kids I teach on the West Coast' https:/…,709915 +RT @jawshhua_: It's November in Vegas and I'm still wearing shorts and a t-shirt... but global warming doesn't exist right? 🙃,538854 +"@realDonaldTrump confirms the withdrawal from Paris Agreement. He says it's not the climate change, it's just weather. ��",916160 +"RT @FastCompany: Yes, the Vatican has a tech accelerator–and it’s focused on launching startups that tackle climate change. https://t.co/0P…",226541 +"Trump has claimed that climate change is a hoax, so what will that mean for environmental policy on Delmarva? https://t.co/bZRszN5OLx",138347 +Hey @realDonaldTrump good thing all that climate change is bollocks right? All hell breaks loose as the tundra thaws https://t.co/CCDDpyD2ue,189907 +RT @RepJaredPolis: The National Climate Assessment is vital to combating climate change. Disbanding it will only set us back. https://t.co/…,835957 +RT @UCSUSA: MYTH: you have to be a certain type of person to care about #climate change. https://t.co/NgdyNl2G7V https://t.co/h5VXTBHArV vi…,2453 +"RT @jaketapper: On Friday the EPA removed most climate change information from its website, to “reflect the approach of new leadership,' pe…",288234 +"RT @nature_org: If we are going to slow climate change, we must emit less carbon. Protecting nature is critical to that. https://t.co/boTRe…",892628 +#U.S. environmental agency chief #humans #contribute global warming https://t.co/snwYoz2ehP,347594 +"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",235588 +"RT @Cernovich: Same 'experts' who said Hillary would win claim 'climate change' is real. LOL! Go away, morons, you know nothing and you los…",468709 +"If we want to stop climate change, we're going to have to pay for it https://t.co/T8MsVTF192 via @HuffPostGreen",475853 +"RT @SenatorSurfer: This guy is on my witness last for Senate inquiry into climate change and oceans. Tonight he was close to tears, vi…",508767 +"RT @RiceRPLP: Religion plays a bigger role in evolution skepticism than climate change denial, (our) study finds… ",141974 +Google:Mountain glaciers are showing some of the strongest responses to climate change - UW Today https://t.co/mlVZuY6PKw,505807 +RT @TeamTrump: .@realDonaldTrump will cut taxes & cancel billions in global warming payments to the UN so we can use that money to…,966179 +Trump abolishes climate change in first moments of regime https://t.co/z0VYLcuWKR,800564 +Before the Flood - special screening of this climate change documentary with special guests. At The Brewery Mon 13t… https://t.co/a678gGzGiu,897987 +RT @voxdotcom: We have to bury gigatons of carbon to slow climate change. We’re not even close to ready. https://t.co/eFBz9xvbnN,566665 +"RT @MarsNoelle: Don't talk to me about global climate change if you eat meat, it's like drilling a hole in your boat and complaining about…",31082 +"be formal or informal, find solution for climate change + +@PUANConference @PakUSAlumni #ClimateCounts #COP22",893407 +"Republicans want to fight climate change, but fossil-fuel bullies won't let them - Washington Post https://t.co/VjnrLXELTm",497793 +RT @JRX_SID: Salut Leo DiCaprio sdh berani bikin dokumenter tajam ttg global warming: kritis mengupas nama besar di balik polemi…,271869 +"On global warming and the economy, we’re trapped in an idiotic netherworld https://t.co/GXxDUypyFl https://t.co/If9zgSI0yn",952902 +#EarthHour! Turn off lights at 8:30. But remember animal agriculture is the main cause of climate change! Go Vegan… https://t.co/fyYB0uUJGq,249204 +RT @ReutersUS: NY prosecutor says Exxon's climate change math 'may be a sham' https://t.co/Hhzc7ed6oj https://t.co/OVmoo33UuK,425573 +Donald Trump's likely scientific adviser calls climate change scientists a 'glassy-eyed cult' https://t.co/0t9P2NzGqb,857643 +@MSNBC I hate with a dose of reality. Learn 2 work hard & stop whining about safe spaces and ur global warming hoax. Grow up and make ur way,970991 +@Tyguylf4 mine knows global warming is a figment of the liberal media,820814 +RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,771165 +How hot are you on global warming? Try our climate change quiz: What is the impact of… https://t.co/kJOR3ho8o0,522475 +Former US Energy Secretary Steven Chu excoriates the Trump White House's climate change policies:… https://t.co/erdKJIU9LE,134378 +"RT @Reuters: In a rare move, China has criticized Trump's plan to exit the Paris Agreement on climate change:…",208843 +"RT @twizler557: Trump is jeopardizing Pentagon’s efforts to fight climate change, retired military leaders fear - https://t.co/r4rdvoNde1",781292 +Cartoon: If the media covered climate change the way it covers Hillary's email https://t.co/SzPDHxISd3,488788 +RT @tveitdal: 50 countries who are disproportionately affected by global warming vow to use 100% renewable energy by 2050…,56755 +"Depression, anxiety, PTSD: The mental impact of climate change It's a dream many city-dwellers long for: moving to… https://t.co/vshmH8hxB2",677231 +And the next president thinks climate change is a hoax created by the Chinese... https://t.co/3xyMhii5u4,430403 +"RT @tarotgod: when will ppl understand that global warming, deforestation, & consumption of animal products is a bigger threat to the earth…",492666 +RT @Aprilll_Mariee: Your Wcw doesn't believe in climate change :(,690704 +How will climate change affect the cost of water? A natural resource economist explains. https://t.co/fjTnNwZVL9,86820 +RT @planetizen: For the good of the planet: a series of four courses on local actions for climate change. https://t.co/2k9vZipnN9 https://t…,729700 +"RT @Moltz: Remember, everything Trump does, from deportations to promoting global warming to congratulating dictators is on the whole Repub…",910595 +#NEWS @USATODAY Punchlines: Want to fix climate change? Just ban the phrase! The week in… https://t.co/iQ8bHZlVVC,627411 +RT AP_Politics: White House official: Trump feels 'much more knowledgeable' about climate change after discussions… https://t.co/N6SFqTCEIE,544675 +Reindeer shrink as climate change in Arctic puts their food on ice | World news https://t.co/e0E9ZZId6B via @ZosteraR,236936 +"RT @OhNoSheTwitnt: [Trump reads that it's the first day of Winter] +See? I called it! I told you that global warming was a myth!",707145 +"RT @ryebarcott: Europeans 'think impacts of climate change such as severe floods and storms are already affecting them, according t… ",723320 +RT @yceek: Breaking discovery: the entire 'climate change' scare is based on faulty mathematics. .. We all KNEW!…,534852 +RT @energyenviro: 'Heat island' effect could double climate change costs for world's cities https://t.co/2t9Gv1oeoj @physorg_com #cities #H…,585851 +"RT @eemanabbasi: Let Harvey (& Sandy, Katrina etc) be a lesson to our leaders tht climate change is real-and deadly. Innocent ppl will keep…",789872 +"@NASAClimate On the other hand, many THOUSANDS of scientists agree global warming is real.",489844 +RT @thehill: Trump climate change order undermines Paris climate deal: https://t.co/EUiCV4L1i3 https://t.co/SQWAIy36bD,626956 +How will a warming climate change our most beloved national parks? https://t.co/wMSl2k0CD0 by #NatGeo via @c0nvey,520654 +@CounterMoonbat In 1970 it was global cooling in the 1990 it was global warming. Now its climate change. Now they'v… https://t.co/UluO1CebfD,466279 +Via @RawStory: Farmers can profit economically and politically by addressing climate change https://t.co/lI1pGI51Rt… https://t.co/ttxZy8VgfP,615839 +RT @GarbageApe: Here's an illustration of the Guardian article 'Neoliberalism has conned us into fighting climate change as individ…,340614 +"If governments were serious about climate change, they would stop funding the problem. #StopFundingFossils… https://t.co/AnHYoy3JBc",578623 +"RT @sleavenworth: Trump picks leading climate change denier to guide NOAA, alarming agency scientists, by me https://t.co/bNP3xxO9ur",986836 +RT @Bill_Nye_Tho: all i wanna do is *gunshot* *gunshot* *gunshot* *gunshot* *click* *cash register noise* and talk climate change,699946 +RT @HarvardCGBC: New #research: Could #governments and oil companies get sued for inaction on #climate change? via @TorontoStar…,491981 +"RT @TheAtlantic: Yes, global warming is real. Here's the kind of question that climate scientists are actually trying to answer.… ",302985 +RT @Doughravme: Left pressures Clinton for position on pipeline https://t.co/XBr4ogxQu3 Back #JILL & work at slowing climate change for our…,821321 +RT @zxkia: if global warming doesn't exist then why is club penguin shutting down,872096 +From Can making houses smarter help combat climate change with a denier.,83112 +Indigenous Canadians face a crisis as climate change eats away island home: Rising sea levels mean that Lennox… https://t.co/IKCBKFlmiO,916902 +"Scott Pruitt's latest climate change denial sparks backlash from scientists, environmentalists https://t.co/IgRFMU6tQh",74318 +"RT @FemaleKnows: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worst https://t.…",41781 +"RT @Slate: At Exxon, Tillerson allegedly used a hidden alias email to discuss climate change: https://t.co/5DJd1yZL20 https://t.co/uE2qVx59…",108426 +An idiot who thinks climate change is a hoax created by China. Who wants to get rid of the Environment Protection Agency. #Election2016,540514 +RT @SenatorShaheen: Shameful that @EPAScottPruitt refuses to accept science & the role CO2 plays in climate change-isn't up for debate http…,350015 +RT @caitylotz: EPA head doesn’t believe we are causing global warming. Friday @EPA took down most info on climate change science f…,504130 +RT @NickMcKim: Oh dear. I said in the Senate today that Trump thinks climate change is a Chinese hoax. Nationals Senator Barry O'Sullivan s…,569630 +Trump makes major change to US climate change narrative #KeepItInTheGround #ClimateAction https://t.co/nnSdV3DFkr,48076 +Clean cars' will save us from climate change deniers - The world is turning to clean energy and so is the car ind… https://t.co/Nl41uFsaOc,582428 +RT @bpolitics: Donald Trump's position on the origins of climate change remains a mystery https://t.co/iz0JU2v3AV https://t.co/UT5sfaFb0h,678581 +The EPA removed most climate change information from its website Friday https://t.co/iTyuDwbal2 by #CNN via @c0nvey https://t.co/YdZIstMX7H,933542 +"RT @MaryMcAuliffe4: short intro to DUP-not big into women's rights,LGBTI rights,climate change or opening businesses on Sundays! https://t.…",204455 +RT @CNN: Jill Stein: Al Gore needs to 'step up' in climate change fight https://t.co/lHr8LM7ULI https://t.co/RfKZquMLBk,483251 +RT @DJ_Pilla: Everyone pls watch @LeoDiCaprio documentary #BeforetheFlood It is an important/interesting look at climate change. https://t.…,101551 +@PeterGleick Crazy. And even crazier how some people don't believe in climate change..,596456 +"RT @pharris830: Trump natl security advisor thinks Obama is a secret muslim, EPA head a climate change denier, and considering Ted Cruz as…",98551 +RT @WIRED: .@AlGore answers all your burning climate change questions. https://t.co/MYHtlsR2jF,136985 +"RT @ABC: US to continue attending UN climate change meetings, even as Pres. Trump considers pulling US out of Paris agreemen…",378502 +"RT @c40cities: How to fix climate change: put cities, not countries, in charge - +Benjamin Barber https://t.co/3gFPlt3cjT https://t.co/ydhM1…",661017 +@itisprashanth nee Enna ramanan sir eh ?? Dae naayae unaku Enna theriyum climate change pathi ??? Daily firstu Nee kuli,631081 +Government climate change report contradicts Trump's claims: NYT https://t.co/uCgymaRsV0,397495 +Plus investigation into Tillerson's @exxonmobil on climate change. @AGSchneiderman job is to do these inveatigation… https://t.co/Ex52U3Q1O7,429301 +RT @EdwardARowe1: Investors worth $2.8 trillion are uniting against Donald Trump's climate change denial https://t.co/3Io8bOap1K,653053 +"RT @BloktWriter: 'You will die of old age, our children will die of climate change' #NativeNationsRise #NoDAPL by #RuthHHopkins https://t.c…",873776 +"Mereka, borjuis, dengan konsumsi tumpah ruah, mobil pribadi dengan AC dingin, kamar dingin, mungkin tdk trll mrskn efek climate change.",85162 +"RT @NPR: Trump thinks climate change is a hoax & and it probably won't be hard for him to ditch the Paris climate deal. + https://t.co/HZyfy…",721865 +RT @newscientist: Trump could land fatal blow to the fight against climate change https://t.co/zPo0wntgIb https://t.co/FBIaQwPsur,142098 +"Retweeted Climate Reality (@ClimateReality): + +Idaho has dropped climate change from its K-12 science curriculum.... https://t.co/BoUYPdppcN",957871 +RT @amjoyshow: CDC cancels major climate change conference https://t.co/autQvEom5D via @thehill,885270 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,63750 +"@FT US has possibly been the highest contributor to climate change funds,G19+1 will feel the strong pinch in time.",258944 +RT @climatehawk1: Australian farmers planting in smart greenhouses to combat #climate change | @ABCNews https://t.co/ggaqEkX1Yz…,86728 +"Letter to the editor: Pipeline, climate change threaten Maine directly - https://t.co/mEl3pL812g...",70534 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,790364 +"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",643306 +RT @peterwhill1: That global warming hoax still gets traction though eh???? https://t.co/yG0sWlN2bm,298528 +"RT @washingtonpost: 'It was really a surprise': Even minor global warming could worsen super El Ninos, scientists find https://t.co/JFQ0aTB…",240070 +everybody who brews ale and watches the yeast all die should be able to understand the basic principles of genocidal global warming effects,445578 +RT @CheHanson: We're about to have a president who said global warming is a hoax created by the Chinese.......,678471 +World leaders reaffirm commitment to fighting climate change - Fox News https://t.co/ATN9mityft,112618 +@harrowsand @hockeyschtick1 @tan123 yes this gender crap and climate change lie is alive and well down here in Australia,838761 +"@ThatTimWalker @adamboultonSKY because climate change denial fundamental 2 all of them, those r the regulations Rees-Mogg & co want rid of",604353 +The ECB’s ‘quantitative easing’ funds multinationals and climate change | Corporate Europe Observatory https://t.co/14mRp24hQ3,355764 +WEN have joined the call on health leaders to recognise and act on the interconnectedness of climate change and hea… https://t.co/dd9e7qSTh4,829347 +"RT @PenguinUKBooks: This month, we're launching #LadybirdExperts: a new series for adults, covering climate change to quantum physics.… ",157025 +"@Foxgoose @CllrMikePowell + +Well I certainly don't teach them that man made climate change is a conspiracy theory",528161 +RT @JuddLegum: 3. The problem is that doing something about climate change requires principles and sustained action.,439782 +@bitchxtheme @BABEXFETT we have strong feelings about global warming and 100 demons https://t.co/MyIxd91E9F,412030 +.@joni_yp from @UNICEF_uk children are most vulnerable to climate change,764877 +RT @niallweave: all because of electoral votes the next president is a racist misogynist climate change denying ignorant piece of s…,53914 +@trueelite7 @YGalanter @Unfather @mark_desser @seanhannity The most scary: - There is no climate change!,197159 +RT @NewSecurityBeat: “Experts predict climate change will spur some to move from their homes. How will national security be affected?”…,87861 +synergize - the #COP process tackling climate change goes hand in hamd with implementation of #NewUrbanAgenda https://t.co/Azl4RLrENr,626983 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,852887 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,130659 +An open letter from academics to the Trump administration on climate change. Sign away folks: https://t.co/DTdan9GQei #ParisAgreement,532269 +RT @gazregan: EPA head falsely claims carbon emissions aren’t the cause of global warming https://t.co/QacsYI1glT,721124 +"US Alumni in Pakistan are discussing climate change this weekend - +Dr. Ramay #ActOnClimate https://t.co/SWKtydZuRi",207930 +RT @EverySavage: Pruitt’s office deluged with angry callers after he questions science of global warming - @washingtonpost #Resist https:/…,555759 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,971279 +RT @MousseauJim: Ya now you are muzzling scientists that have proven the climate change is a scam. https://t.co/8AiGh1nTGO,303159 +RT @PopSci: The mystery of Greenland’s icy history could help us survive climate change https://t.co/WpPU06H8T4 https://t.co/wPK2gCMxLo,507693 +"RT @LeeCamp: The fossil fuel industry is spending millions to fill K-12 schools with pro-oil propaganda, to breed more climate change denie…",465871 +"China warns Trump on climate change + +BUT Obama gave China green light for 100's of additional coal fired plants! https://t.co/jnyW5BH4oT",934290 +@TheRealRolfster @MattMcGrathBBC there is plenty of evidence of climate change. However there is few evidence for denial. Come on +,182683 +RT @Newsweek: Why did Donald Trump ignore Ivanka on climate change? Al Gore has the answer https://t.co/Qj2NuRvgR7 https://t.co/mg5DQQ1fIt,825197 +Lmao wait.... global warming??! https://t.co/H8SAHdBpzM,436717 +RT @Fusion: Cartoon: If the media covered climate change the way it covers Hillary's email https://t.co/SmFbaJ97YT https://t.co/U41LmmKl9R,866022 +@DattiloJenna climate change,113016 +RT @Oxiunity: if global warming isn't real why did club penguin shut down,244750 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,502527 +RT @stewartetcie: Ummm... This op ed is from the husband of Canada's minister responsible for climate change. https://t.co/iachAlgpT7,162559 +RT @sad_tiddies420: Trump's top choice for the Environmental Protection Agency is a top climate change denier https://t.co/0FVQJdmIPG,463464 +Why did God bring this hurricane ��' last I checked we are the cause of climate change so.. �� pick ur responsibility up and shut yo mouth,763405 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,18702 +"In race to curb climate change, cities outpace governments: A surfer carries his board as… https://t.co/RWwQDNHN49",238567 +"Trump's new Communications Chief is an anti-science, young Earth, climate change denier. Scum rises to the top. https://t.co/Kw5bbFNooQ",704788 +Hot weather is getting deadlier due to climate change: https://t.co/bIy6F0fNhB via @researchgate,651389 +New York AG: Sec. of State Tillerson used pseudonym 'Wayne Tracker' to discuss climate change while CEO of Exxon… … https://t.co/P3LuNOHmoi,744950 +"#science China to Trump: Actually, no, we didn't invent climate change https://t.co/AvPNdxzjJY https://t.co/OeyeVfJP94 #News #Technology …",129143 +Educate yourself! >> 'How cities can stand up to climate change' via @Curbed https://t.co/w8XT9xqT8A https://t.co/jR4XtmxvNZ,384556 +"RT @robn1980: #Russia a 'growing threat' say MI5. Not up for discussion: tangible threats such as climate change, austerity, fore…",76106 +Experts say global warming may make fish toxic https://t.co/0YIJNfeFcP,256890 +Just watched Leonardo DiCaprio's excellent and eye-opening documentary on climate change entitled 'Before The... https://t.co/n6UQmRfZHX,520293 +Adani Carmichael mine opponents join Indigenous climate change project: The Wangan and Jagalingou are divided over… https://t.co/AP2BifvQoQ,889555 +RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,746129 +David #Attenborough on climate change: 'The world will be transformed' – video https://t.co/pbn3b51Hp7 #climatechange,427951 +@benshapiro to really make it global warming you need to mention how it's the worse rain in years,731007 +Could abrupt climate change lead to human extinction within 10 years? https://t.co/blubAHZ9qX @whitleystrieber @earthfiles @coasttocoastam,429288 +RT @CatherineForNV: I believe in science. I believe in climate change. Let's protect our precious resources including the air we breathe &…,20860 +"RT @OwenVsTheWorld: The earth is dying and our well-educated, elected officials deny climate change to protect the corruption but.. sho…",993045 +Increasing tornado outbreaks -- is climate change responsible? | EurekAlert! Science News https://t.co/4QQ571wMt7,176478 +"@nbc6 .Earth is not going anywhere. Alaska's Bogoslof Volcano erupted Sunday, sending ash 35,000 feet into the air. that is climate change.",895762 +"@mashable global warming for sure,maybe someone should alert Al Gore and others....",569333 +RT @LoganWi91912989: @SpeakerRyan Great! Glad you will be working on climate change.,212305 +Pollution cause climate change because pollution were designed by sin. It changes what God original plan for this earth. #climatechange,725658 +RT @HeadphoneSpace: @Roger_McYumYum @SenSanders @acobasi the possibility of a rational approach to combatting global warming.,728982 +12 #globalgoals are directly linked to climate change. The #ParisAgreement is... https://t.co/ExW7IJ5Pvm by #ClimateReality via @c0nvey,933352 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",484356 +RT @mariaah_s: open this tweet for a secret message ㅤㅤㅤㅤㅤㅤglobal climate change is real. ㅤㅤㅤㅤㅤㅤㅤㅤㅤ,255786 +"Offshore wind, clever concrete and fake meat: the top climate change innovations! �� https://t.co/NgBUvjBolJ",829635 +"An activist hedge fund put a climate change denier on the board of NRG, which is trying to boost renewables https://t.co/jIhRD5HViu",334593 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,188684 +"Rick Perry wants to hold a dangerous, totally BS debate on human-caused global warming https://t.co/cnBAAtNtBM",815072 +"please watch chasing coral on netflix, and maybe you'll believe in global warming !!!",442122 +shareholder proposals re climate change; C) It's a great talking point to show that Wall Street is recognizing the significant economic /5,36020 +Mondo: 4 PMI su 5 temono impatti del climate change sul business. Italia: rischio sottovalutato https://t.co/TNJ4wedF41,421230 +"WashPost: Thanks to global warming, Antarctica is starting to turn green https://t.co/IwZfY196kk @chriscmooney",627623 +"RT @ChrisJOrtiz: joe: im going to keep the nest password +barack: no youre not +joe: well see if they believe in global warming when i…",980821 +"RT @TwitchyTeam: ‘Do you even science, bro?’ Neil deGrasse Tyson uses the eclipse to prove climate change, trips over SCIENCE https://t.co/…",781008 +"RT @michiganprobz: According to Popular Science everyone will move to MI in 2100 due to climate change..hopefully they be done with I75 +htt…",645631 +RT @JulianCribb: Global 'March for Science' protests call for action on climate change https://t.co/EClvgfNgqg,163845 +RT @Reuters: EPA chief unconvinced on CO2 link to global warming https://t.co/wjaK7belcz https://t.co/NgWBbXPP7u,949415 +Most people don't see how climate change is affecting their lives—and that's a problem https://t.co/U6Ukh4kmqd https://t.co/cD6F7HfOs9,284280 +RT @bets_jones: I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/68CDtDHzHI,961923 +"@alroker +Saw your interview on global warming being real. You should post. ���� +#WeAreAllStewardsOfEarth",138561 +How bucking climate change accord would hinder fight against HIV/AIDS https://t.co/FocaxMSIli https://t.co/fd2FTDJh8c,935550 +"RT @Bentler: https://t.co/rhXbB8VlTO +(Audio) Even in Texas, people worry about climate change +#climate #texas #transition https://t.co/AIBt…",832262 +The CDC canceled a climate change event. Al Gore will host it instead https://t.co/ToezHV4wiZ,712116 +Reports: Trump meets Al Gore for 'extremely interesting' climate change discussion https://t.co/ySmkVvNpFr,713337 +RT @TeslaMotors: Rising temperatures put millions at risk as climate change hotspot @third_pole (world's 3rd-largest store of ice) is melti…,784039 +RT @BrooklynSpoke: Our mayor is so concerned about climate change that his SUV drivers leave their engines running while he rides a st…,702165 +RT @dumbwinks: maybe jesus isnt coming and we've neglected warnings from scientists about climate change for over 30 years,738465 +RT @RichardMunang: Africa smallholder farmers among the most affected by climate change https://t.co/5EXIbOzUUw via @NewTimesRwanda,132050 +Good discussion on cross-party climate change policies in #chch tonight with @KennedyGraham @stuartsmithmp & Denis… https://t.co/FezLTceUKs,499967 +Putin thinks Russia will benefit from climate change and communities will ‘adjust’ - https://t.co/T9kEIY3xdx https://t.co/l8m1OhoN7M,367567 +Trump admin do not believe science about global warming and challenge it based on Technology. #inanefuckingidiots,623626 +RT @danadolan: Great chapter on US climate change policy in @r_deLeo's Anticipatory Policymaking. Doubling back to the chapters I impatient…,825528 +RT @nvisser: Pretty much EVERY living thing on the planet has already felt climate change https://t.co/Xh0AfQWCS7 #COP22,375901 +fuck global warming ��,810713 +"RT @Alex_Verbeek: ���� + +Artist takes on climate change with giant sculpture in Venice Canal + +https://t.co/hK6LNoxQOv #climate #art…",712277 +"Climate deniers welcome climate change, in a cognitive dissonance larded by self interest #conspiracy",102007 +Most people don’t know climate change is entirely human-made | New Scientist https://t.co/m0OVMJ7pII,187527 +#stopthechange check this informative image out to figure out ways to prevent further climate change! https://t.co/frjYMUj1k6,378155 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,634492 +"RT @guardian: We can fix climate change, but only if we refuse to abandon hope | Zoe Williams https://t.co/nKoxFUrkJr",675346 +RT @Lutontweets: Monster snowstorm in Colorado forces postponement of climate change & global warming rally https://t.co/XLdWHNFQVy…,901159 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,466180 +The most effective individual steps to tackle climate change aren't being discussed https://t.co/4HShGrNZ0x,915897 +"RT @jimferguson: What do Dutch trains have in common with climate change deniers? + +They both run on wind power. + +https://t.co/kyQYVV20W4 vi…",804521 +RT @guardian: Merkel vows to put climate change at centre of G20 talks https://t.co/jUWpHBrp2k,145454 +David Hempleman-Adams urges climate change action after Arctic voyage https://t.co/QNcbaoTFUH,178673 +RT @MomKnwsShopping: #NYPost Meteorologists debunk EPA chiefs climate change denial https://t.co/94QdNlJZ1i,617471 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,875322 +RT @OSU_Beaver4life: 'X' marks the spot. #LookUp �� #GeoEngineering #chemtrails the real global warming. ✈️ ��@Dan_E_V @TruthSeeker2115 http…,129150 +We just lost an an area of sea ice as big as India to climate change https://t.co/t1obYQIAZB,622678 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,21744 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,704991 +China may leave the U.S. behind on climate change due to Trump https://t.co/mark30IqCj via @YahooNews,519115 +"On climate change, Scott Pruitt contradicts the EPA’s own website +https://t.co/G2OKWG2syZ",380592 +@fisherstevensbk #beforetheflood taught me more about climate change than my entire formal education!! insightful and bold!!,268542 +RT @DineshDSouza: The real climate change the media now has to adjust to is @realDonaldTrump https://t.co/080YqPw1Ng,291316 +"RT @9GAGTweets: But go on, global warming isn't really a thing... https://t.co/itq5NcnVoz",338268 +RT @wef: Best of Davos: President Xi Jinping on globalization and climate change. https://t.co/FsOm1Z25Sz https://t.co/jA9gu6lsam,239293 +"@sixirontg @stevereneshow @glennbeck billionaires, liberals at highest positions.A trillion $ stimulus, tariffs, amnesty,global warming...",531330 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,300066 +"In the Netherlands, climate change is not a hypothetical or a drag on the economy. It’s an opportunity. https://t.co/Z7KoLwlLx4",50540 +"RT @EPAWouldSay: If you know scientists, you know it's rare to get a room full of them to agree on anything. Except climate change.…",113908 +"Longer heat waves, heavier smog go hand in hand with climate change - DailyRant https://t.co/H5oTQulSvl",585990 +"RT @Grimeandreason: If you don't think climate change & neocolonialism are issues that can bond developing states against us, you got a rud…",752092 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,79291 +"Ugh, six more weeks of winter AND no global warming https://t.co/K9wwa6NhGz",347916 +@sakrejda going to start blaming Bayesians for global warming.,864940 +"climate change denial &racism 4 poor masses, Superconcentratn of wealth &power 4 rich &powerful #auspol THATS TERROR NOT DEMOCRACY #lnp scum",7787 +RT @WorldfNature: Reindeer are shrinking because of climate change - New York Post https://t.co/bECNHPHybW https://t.co/L687FOwy4p,629207 +Thank god for the U.S. allies that plan to give Trump an earful on climate change at G-7 summit https://t.co/LP0mXZPOU0,575917 +"@AJEnglish Uhm, and climate change. Interested to hear if Paris Agreement is brought up.",432436 +Feb 14th e4Dev invites you to watch Before the Flood and witness climate change firsthand w/Leonardo DiCaprio.… https://t.co/3xHiPpVDEs,597885 +RT @jenninemorgan: There is no global warming due to CO2. It is a scam. Climate change happens but is unpredictable as there are too m…,173756 +@realDonaldTrump I voted for you but you need to understand that climate change is real....so please look into it more,867822 +RT @JoshBBornstein: Guy who says climate change is a giant international conspiracy advocates ABC be staffed with serial sexual harasse…,278415 +RT @motherboard: Mayors unite to fight climate change from city to city: https://t.co/yj3e4z2xQ0 https://t.co/CBZpwE7NB7,528119 +"RT @FabiusMaximus01: The cold facts about the Paris Agreement, global warming, & the Constitution https://t.co/Ny8uv5t17H https://t.co/hJ6q…",118755 +RT @VICE: What the future looks like with a climate change denier in the White House: https://t.co/957NwcUBbq https://t.co/cNoEW5AGRW,356576 +climate change is a chinese hoax! Sad! https://t.co/d0Oc7ug5xy,748080 +"@marcorubio yay so cool to see a homegrown miami boy denying the science of climate change, I'll miss you miami, sry grandchildren congrats!",51429 +"RT @OwenJones84: And lo! The Tories did conjure up the magic money tree to shower gifts on their homophobic, anti-choice, climate change de…",698409 +RT @MohamedMOSalih: Sadly we'll see more natural disasters being called man-made disasters if we don't ALL act on climate change.,388085 +RT @tricyclemag: Few are optimistic about reversing the effects of global warming. And then there’s environmentalist Paul Hawken: https://t…,307283 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,704405 +It's such a beautiful day to think about climate change eroding the fabric of civilization.,812733 +Seth Meyers has some thoughts on Donald Trump and climate change https://t.co/ZFRUPgdFk3 via @TheWeek,717339 +Who wants to place bets on @realDonaldTrump calling global warming fake tomorrow morning because of the snowstorm?,293579 +Al Gore is going to build a wall to stop global warming,406738 +"tanghaling mainit, gabing malamig. ramdam na ramdam kita climate change.",228132 +"RT @ResisttheNazis: Trump will be the only world leader who denies climate change, giving the U.S. the official title of Dumbest Countr…",286368 +RT @AgriEngrs: I invite everyone to plant some trees! Spread awareness and do your work to stop climate change. https://t.co/kQ7iinJRgt,577734 +RT @pepcanadell: Can we slow global warming and still grow? The New Yorker https://t.co/gFvIovHDNV https://t.co/ggZ53ZcVlB,135143 +RT @peddoc63: Forget about cow farts causing global warming. How about the flatulence being excreted by liberals at all their sil…,620854 +RT @homemadeguitars: They'll have to quit. Their new Scammander-in-Chief doesn't permit acknowledging global warming. Sorry. https://t.co/R…,369683 +RT @ClutchGodx: Oh so y'all still think global warming a joke huh https://t.co/mmTeVs6l8t,323400 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",417301 +Company directors can be held legally liable for ignoring the risks from climate change https://t.co/zAggEUS5p5 https://t.co/rrxllsi0ti,436059 +RT @6esm: Economists call for $4 trillion carbon tax to save humanity from climate change https://t.co/m2tomoZxdq - #climatechange,721249 +"Effects of climate change may 'wreak havoc' on mental health, doctors say https://t.co/BwLlVvN5SW via @upi",773767 +"RT @GeorgeMonbiot: Talking about climate change in the context of #HurricaneHarvey is 'politicising' the issue? No, *not* talking about it…",333656 +Rex Tillerson: Secretary of State used fake name ‘Wayne Tracker’ to discuss climate change while Exxon Mobil CEO: C… https://t.co/vQVq0M6CxH,568768 +#CLIMATE #p2 RT Do mild days fuel climate change scepticism? https://t.co/rxRJo8lWK9 #tcot #2A https://t.co/i12sd3BMPN,43272 +"Mitigating climate change isn’t the only issue, says Gord Beal of CPA Canada. Adaptation also needs a national plan. https://t.co/A3dXUaYZLY",938568 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",172948 +Feeling helpless when it comes to climate change? This article offers small actions we can take to help. https://t.co/rk84fwiOx9 @UpshotNYT,983276 +"Youth interested in climate change adaptation and mitigation?? Don't miss +https://t.co/uHrqc2zvOU",803312 +"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",76720 +"RT @otterhouse: National Geographic images of climate change, from California to India https://t.co/AauOzdLwBK by @drcrypt via @FastCoDes…",511620 +@anniebeans59 @tofs1a @foxnewspolitics it was dumbfuck Republicans who refused to believe global warming b/c they needed a jacket outside,512613 +Bloomberg urges world leaders not to follow Trump's lead on climate change https://t.co/6Y7nF07ok0,984860 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,95573 +"RT @MikeElChingon: Trump put a climate change denier as head of EPA and an anti-labor, anti-healthcare for min wage workers as Labor Secrat…",850914 +AGU responds to comments by EPA Administrator Scott Pruitt denying CO2 role in climate change. https://t.co/83bZ6wmkb1,482213 +Petro Industry News: How does climate change compare to other national threats? https://t.co/WC5rRZz7l1,269621 +Lifelines: A guide to the best reads on climate change and food' #podcasts #feedly https://t.co/kg8Vsq1TuG,193531 +#WorldNews Donald Trump's environment boss doesn't think humans are driving climate change despite…… https://t.co/sEyCC1fFzS,595368 +How climate change is a 'death sentence' in Afghanistan's highlands https://t.co/zWubvxJ55V,107866 +"RT @esmewinonamae: Boy - 'What that mouth do?' + +Mouth - 'Animal agriculture is the leading cause of: climate change, species extinction & o…",469303 +". Trump taps climate change skeptic Scott Pruitt to Head EPA + +https://t.co/lH2yMhL3Ll via @ShipsandPorts",818727 +G7 leaders blame Trump for failure to reach climate change agreement https://t.co/QS6jbSxc2U,635858 +RT @UN: Starts today in Marrakesh: @UNESCO conf. on indigenous knowledge & climate change https://t.co/obyaU13EWR…,965686 +"RT @democracynow: .@guardian columnist @GeorgeMonbiot: 'By not mentioning [climate change], you are politicizing it... It's a politic…",299643 +RT @SwankCobainn: Donald trump doesn't believe in climate change this nigga is actually an idiot I'm concerned lol,624867 +RT @Newsweek: Trump is hurting thousands of small towns with his denial of climate change – and here's how https://t.co/69bLhLTUF8 https://…,304109 +RT @MomeeGul: Real player for change are private sector. Regional coopertion on climate change @ShakeelRamay #SDC2016 https://t.co/m8WCXHA…,88015 +"RT @RollFwdEnviro: Economy continues to grow, but you WON'T BELIEVE the impact on global warming pollution...for THIRD STRAIGHT YEAR!!…",26930 +"@pattonoswalt @lesleym14 @scott_tobias global warming, dude.",764165 +Oh lovely—EPA Scott Pruitt voicing claims that carbon dioxide doesn't have anything to do with climate change! Say goodbye Planet Earth!,830407 +RT @thehill: Sanders tears into EPA head for saying CO2 isn't a 'primary contributor' to climate change https://t.co/s46XxZqRCw https://t.c…,533945 +What you can do to help with climate change: https://t.co/cg0V8OaCBd,832256 +RT @FortuneMagazine: Donald Trump’s energy pick softens stance on climate change https://t.co/wm35sNIWlu https://t.co/0c3bBSi0H1,730474 +"@RepBost @HouseHomeland Threats to Peace and Stability: global terrorism, climate change, geopolitical crises, econ… https://t.co/km31NzrVyH",142120 +RT @Travon: The CEO of Carl's Jr opposes minimum wage increase and gets to be labor secretary. A climate change denier gets to…,52465 +"97% of climate scientists believe in global warming. Know what else 97% of scientists believed in at one time? Geocentrism. +#Woke #Kony2012",970804 +"It didn't take long for #China to fill #America's shoes on #climate change +https://t.co/yCGqRZJCkb",415836 +We destroy so many good things. Hopefully global warming kills us all,605423 +RT @SteveSGoddard: The brutal global warming in Colorado continues https://t.co/pKxPl3ezpF,472333 +#RhodeIsland #IdiotDemocratic senator uses Okla. tornado for anti-GOP rant over global warming https://t.co/KxNsXtOvQM via @dailycaller,248830 +"RT @IseeBS: @realDonaldTrump 1/ Liberals love declaring settled science on climate change. Yet when it comes to gender, they ac…",47690 +The importance of palaeo studies for understanding climate change. https://t.co/n2zgfm3Pjm,816723 +"RT @samwhiteout: If only there was a scientifically established explanation for this... + +climate change. https://t.co/ZKBuBOFMZz",278217 +The video-clip says 'mining' is part of climate change we humans are all suffering now. Might be a sweeping... https://t.co/iZFFGbVoST,204745 +"RT @EricBoehlert: reminder: network evening newscasts this yr spent 125 mins on Clinton emails, 0 mins on climate change;…",100347 +"RT @Energydesk: On #IntlForestDay, watch how 750 billion trees at the top of the earth could make or break climate change https://t.co/Hz1g…",17989 +"RT @GigiDatome: Tonight will be #EarthHour, let's fight the climate change! At 20:30 turn off the light for one hour, let's win... https://…",385330 +The scientist cooked books for government climate change whistle blower says scientist part of obamas SS network in government t yrs cl up,659215 +"Longer heat waves, heavier smog go hand in hand with climate change https://t.co/uGLMKX9atN https://t.co/Dl0DQLX5zS",575962 +"RT @StevenCowan: As Jacinda Ardern says 'climate change' is a defining issue, will Labour now change present policy and ban all offshore oi…",41877 +What if climate change was brought about by witchcraft,147107 +"RT @starburstt: Tonight, we go undercover. But first, nachos and a Cold War Cocktail (melted, but hey, global warming, amirite?)…",12509 +@mglessman @weatherchannel Thank you for sharing the information about climate change!,873931 +"Watch J-CCCP's 'Feel the Change' campaign video, launched as a part of the Belize climate change communications... https://t.co/GGdYdvEaoH",961460 +RT @etribune: Four forestry initiatives #Pakistan is taking to fight climate change https://t.co/X8aEO97K6E https://t.co/LkceCG7LbA,991948 +Want to know how we tackle climate change in the Trump era? It starts with cities & states stepping up to the plate https://t.co/Wyd3Txr7kG,882799 +@puglover3817 @PBS they push climate change,597075 +RT @WFS_Geography: Refugee crisis: Is climate change affecting mass migration? https://t.co/9VcsxYaPRH #geog4b #WFSyear13,397560 +"RT @Lucan07: 3000% years ago humans stopped eating Cows & started worshipping them global warming spiked, then came McDonalds &…",922131 +when i was a kid i always thought all star was about global warming,516390 +Nicholas Stern: cost of global warming ‘is worse than I feared' #COP21 https://t.co/mPA3lXpTqm,36679 +"RT @cnni: Polar bears will struggle to survive if climate change continues, according to a new US government report… ",355749 +RT @vaqarahmed: Thank U Dr @AdilNajam 4 talk on #post-truth narrative and #climate change at @SDPIPakistan #globaldev,111961 +RT @theecoheroes: Shareholders increasingly concerned about impact of climate change: Teck #finance #climatechange #environment…,333377 +#StrongerTogether #Debate #Rigged #DNCLeak #Iamwithher climate change is directly related to global terrorism https://t.co/6SoXS3kdim,519677 +RT @KekReddington: @AmyMek @GemMar333 There is no man made global warming https://t.co/mXTgSrtX2Y,292196 +RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,200571 +"RT @AyaanG: @marianokhadar @Somaliland could not agree more, we have to proactive and not responsive to effects of climate change",532693 +Efforts to slow climate change could keep the planet habitable and boost the world economy by $19 trillion! https://t.co/CRu41wXREo,696374 +RT @BeingFarhad: 'Trump is wrong — the people of Pittsburgh care about climate change' https://t.co/bayVMbJY4g via voxdotcom #ClimateChange,36398 +RT @WorldResources: #NowReading Trump disbands federal advisory panel on climate change @thehill https://t.co/AqALMAds46 | Learn more…,963871 +RT @FollowYayu: I blame you for global warming… your hotness is too much for the planet to handle! https://t.co/R1qXVAQ5EB,760952 +RT @omarchahrouk: Collaboration. Communication. Cooperation. To achieve climate change action! @ourcbcity @dizdarm @RamadanHal…,507103 +"RT @imskytrash: evidence global warming is not a hoax: + +1) record temperatures +2) water levels steadily rising +3) FUCKING CLUB PENGUIN SHU…",243383 +Trump to drop climate change from environmental reviews: https://t.co/07E5BdcY4P via @AOLGood for you Mr. President.,51662 +RT @ChinaEurasia: China may assist Pakistan agriculture on climate change affects under CPEC https://t.co/tcE9hbPCAK,788143 +"RT @XiuhtezcatlM: Join my Q&A with @DefendOurFuture, young leaders in the fight against climate change at 3pm EST! #DefendOurFuture https:/…",193781 +"RT @realDonaldTrump: Give me clean, beautiful and healthy air - not the same old climate change (global warming) bullshit! I am tired of he…",102407 +RT @SierraClub: Trump administration sued over climate change ‘censorship’ https://t.co/tIBDcZ0g5s (via @ClimateHome),76051 +RT @qz: Angela Merkel’s husband is taking Ivanka and Melania Trump on a climate change tour https://t.co/Z5P7MalB0C,41988 +if taking an env geography class has done one thing for me it has allowed me to shitpost more efficiently in /pol/ climate change threads,29210 +RT @RogueNASA: Energy Department climate office bans use of phrase ‘climate change’ https://t.co/4zdhWPcwJe,733080 +"RT @amlozyk: Trudeau is injecting climate change fear to people by taxing us. Dividing, I will not get into that, but he said 'w…",985373 +RT @UN: Most hungry people live in places prone to disasters; climate change makes it worse. @WFP & @Oxfam on #r4resilience https://t.co/h…,872691 +@SadUSNVeteran not global warming crap that's just normal always have been since I could remember,49560 +"RT @Greenpeaceafric: Research shows that more people are starting to see global warming as a current crisis, not something to come:…",198799 +78° in Mid-November. Sure glad that climate change thing isn't real.,601351 +RT @SenFranken: You can’t erase facts. Man-made climate change is a fact. @POTUS' EO is a political ploy not grounded in reality. https://t…,767895 +RT @CauseWereGuys: if global warming doesn't exist then why is club penguin shutting down,88166 +"RT @ClimateNexus: New Gallup: 45% of Americans now say they worry 'a great deal' about global warming, up from 37% a year ago…",272120 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,761653 +RT @Crudes: if global warming isn't real then explain why club penguin is shutting down?,439734 +RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,225986 +"RT @TheRickyDavila: Al Franken shutting down Rick Perry over climate change is everything & more. +https://t.co/OaNYolpEjH",271947 +RT @thatonejuan: 'What's harder? Convincing a Trump supporter that climate change is real or convincing Mello gang that Deadmau5 is better?',20794 +"RT @whitefishglobal: Two words the Trump Administration can't say: climate change +#resist #TheResistance https://t.co/Rfpjkw9dp4",172350 +"RT @ScottAdamsSays: How Trump makes money for the country out of nothing. Also, some climate change stuff: https://t.co/BQczBRfYHG #Trump #…",93349 +RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,207577 +"RT @SovietSergey: School history teacher, year 2150: + +'And then Donald googled 'climate change hoax' and that is why we all must now… ",193393 +RT @philkearney: Climate deniers blame global warming on nature. They are wrong. Here's the data from NASA. https://t.co/oSilqgmDhO Worth…,919838 +It's unfathomable how anyone can deny climate change,303267 +Who needs global warming when you can simply light $1.6 billion on fire. https://t.co/K9fBxXxqfv,215238 +RT @EnergyBoom: China: Trump's election will not jeopardize global efforts to combat climate change #COP22 https://t.co/diYvzdVwNP,753001 +RT @UNESCO: It is essential that we work as one together with indigenous peoples to address climate change…,860932 +"RT @AngelicaJoy__: It's so nice out LOL global warming, we're all finna die https://t.co/8QsUzRURXz",731781 +I've failed to tell you global warming,772579 +"This is the letters from Americans. Today, 20M more Americans now know the financial security of climate change is dangerous.",945782 +RT @BirdLife_News: Researchers in Denmark conclude that climate change is a threat to the survival of migratory birds…,565594 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,668399 +RT @WorldfNature: Alaska wildfires linked to climate change - Alaska Public Radio Network https://t.co/xiNzFmI3W1 https://t.co/Ey2PjdmFms,187894 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",24733 +"Guys, go watch National Geographic / L. DiCaprio's doc on climate change, Before the Flood. It's free so no excuses. https://t.co/sNqiOes2UL",127237 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,57546 +So it's 50 degrees on January 3rd and you guys still don't believe in climate change huh,813037 +"I saw this on the BBC and thought you should see it: + +G7 talks: Trump isolated over Paris climate change deal - https://t.co/jPWk5vFog8",365946 +RT @noturbine: @SpaceWeather101 @wattsupwiththat It's not global warming. Industrial wind turbines that do that.,486202 +@MrBanksIsSaved @jbarro to equating BLM to the KKK and calling global warming bullshit.,226177 +RT @nytimes: Senator Tim Kaine challenged Rex Tillerson on his climate change views https://t.co/NeTBkpFS9L https://t.co/ahyVybQqYg,83339 +RT @350: What American workers know about climate change: it's real and we can fix it. @1199SEIU + @billmckibben lay it down…,475772 +"RT @Greenpeace: If climate change goes unchecked, many areas in southern Europe could become deserts. https://t.co/PGRHflqMtb #scary https:…",733562 +EPA chief: Carbon dioxide not 'primary contributor' to climate change https://t.co/G4l6z57wlB,672377 +Corbyn says he would confront Trump on climate change if he were Prime Minister https://t.co/9XjRsR7Cfb,325473 +"RT @ArthurNeslen: Lobbying data reveals carmakers' influence in Berlin, by me on climate change news: https://t.co/MaGuWjrXFP via @ClimateH…",960228 +So much for global warming ... don't they wish! https://t.co/0RnM39hphL,338453 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",303865 +"RT @AynRandy: Hell yeah I wanna FUCK + +F ind solutions to climate change +U ndo the damage caused to the reef +C ombat skeptics +K support the…",984308 +"Parks season has officially started! Today I met @cathmckenna, the minister of environment and climate change today… https://t.co/TvghgtWGks",176390 +RT @Independent: The proof that something terrifying really is happening with climate change https://t.co/fle5ks3xm9,110266 +"@AbundanceInv Fur sure would! Seen how activists have been impacting energy companies, due to climate change? https://t.co/YdKTOIXIu7",723823 +RT @LodhiMaleeha: I was honoured to deposit Pakistan's instrument of accession to the Paris agreement on climate change at UN today. https:…,713426 +"@CNN ♥The Taiwan government should apologize to the whole world, making air pollution caused the global warming. + +https://t.co/dLAgihdmOI",65837 +"RT @Robbinsds: US the outlier The divisions were most bitter on climate change, 19 leaders formed a unified front against Trump. https://t.…",959568 +RT @YahooNews: Billionaire climate change activist says he’ll spend whatever it takes to fight Trump https://t.co/9PxJKpE4hR https://t.co/8…,259915 +#CLIMATEchange #p2 RT Centrica has donated to US climate change-denying thinktank https://t.co/wBHriFEWQD #COP22 https://t.co/16xjXKntDx,414319 +RT @afreedma: Amazing to me that @CNBC isn't responding with a segment on what the science actually says on climate change. It's not hard t…,734239 +RT @LKrauss1: Major drivers of climate change involve basic physics and chemistry. That is why denying them is so fundamentally misplaced.,951585 +RT @BBAnimals: The effects of global warming https://t.co/twFnLF4XNw,991551 +"I think the Pope needs to get his shit together. W/no moral high blathers on about Trump, climate change... +Hey Va… https://t.co/mwPwD5WzVE",538053 +RT @AdrianoVeneto: @fattoquotidiano global warming IS a hoax,159032 +@realDonaldTrump As you're signing these EO's just remember ' DC's avg. temp is higher than your approval rating' global warming is real,760242 +The Paris Agreement on climate change comes into force https://t.co/UILnLPKkJK,511303 +No such thing as climate change idiots! It's called weather and weather happens. https://t.co/E8CCjgykr7,205139 +RT AlexCKaufman: scootlet: Jeff Sessions last year said climate change is a conspiracy against poor people and I g… https://t.co/cpNOFDRBsq,713411 +"RT @MikeOkuda: The so-called 'president' wants less warning of hurricanes, because he's afraid of more data on climate change. https://t.co…",404299 +"Anna Coogan on Trump, climate change and breakup songs - The Independent https://t.co/mrejrldmky https://t.co/ROrjKhqTI9",520934 +RT @eemanabbasi: I'm just tryna enjoy this 50 deg weather in the middle of winter but I kno it's bc of global warming & polar bears…,962258 +RT @Green_Europe: #FutureofEurope enhances energy efficiency & keeps global warming well below 2°C. Join #SDGambassadors @ #EP…,589683 +RT @jfagone: Trump admin apparently taking steps to purge scientists who study climate change. https://t.co/mxo5WQCxYd,879487 +Still pushing the global warming scaremongering... Maybe ppl shouldn't build houses in such areas! �� https://t.co/WjxnUgJiFa,595853 +"RT @ReclaimAnglesea: How climate change battles are increasingly being fought, & won, in court (Courts ⚖️step up as pollies fail #auspol) h…",893537 +RT @danprimack: Mulvaney: 'We are not spending money on climate change anymore. We view it as a waste of your money.',510701 +"RT @lisapjackson: 'The main culprit, experts say, is climate change.' https://t.co/57puMM6H5z",506168 +"RT @mattmfm: 1) Plans to cut insurance for 24M +2) Doesn't believe in climate change +3) Has no economic agenda +4) Is a policy dun…",935401 +Excuse me? Dems are NOT worse than GOP. #MuslimBan the blocking #ACA along with the denial of climate change? You s… https://t.co/kjueEvDUst,172217 +RT @wikileaks: Full doc: Leaked draft NASA/NOAA US climate change report https://t.co/OdGBsPt9MM https://t.co/FWie4E28Eo,107737 +RT @Jackthelad1947: Company directors to face penalties for ignoring climate change #auspol politicians should too https://t.co/sHkGVfRQUm,843898 +RT @TIME: Justin Trudeau kayaked up to a family to talk about climate change https://t.co/Gwj1ImAJHe,75963 +global warming toys for teens https://t.co/ODdU3PQfFo,792583 +"RT @insideclimate: In the draft U.S. climate report, scientists describe overwhelming evidence of manmade climate change underway now. http…",788850 +RT @Adam_Stirling: The idea that carbon pollution must have a price is the most important tool human beings have to fight climate change. P…,171453 +GE CEO Jeff Immelt seeks to fill void left by #Trump in #climate change efforts: Biz Journals https://t.co/xsmuz923u4 #environment,721682 +"It's important we start talking to our children now about climate change that will affect their future, our... https://t.co/BYpvAexnZV",504393 +The remarkable pace at which nations of the world have ratified the Paris Agreement on climate change gives us all hope. Mitigation...,457122 +RT @SOMEXlCAN: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/WQA1LQp07o,967876 +RT @MarianSmedley: Of course we can - and we need to to tackle climate change https://t.co/ok0Mgc5BxC,778564 +"RT @NPR: Trump plans to cancel billions in payments to UN climate change programs & use money to fix America's water, environmental infrast…",384288 +"RT @pablorodas: EnvDefenseFund: The White House calls climate change research a “waste.” Actually, it’s required by law. #ActOnCli… https:/…",918649 +I'm ready for climate change! The desert sucks!,932202 +RT @yourlocalemo: TELL YOUR BOYFRIEND IF HE SAYS HES GOT BEEF THAT animal food production is one of the leading causes of climate change an…,596826 +How untreated water is making our kids sick: Researcher explores possible climate change link - Science Daily https://t.co/Tvxws1llou,533476 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",510491 +RT @TheEconomist: Uncoupling emissions growth and economic expansion is important for slowing climate change https://t.co/hliGxDO4wa https:…,542316 +RT @GWPnews: .@VivDeloge @BWS2016: Involving #youth in decision making ensures the climate change transition @ofqj_france https://t.co/FUUG…,994967 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,19929 +RT @thehill: EPA flooded with phone calls after EPA head denies CO2 role in climate change: report https://t.co/IXW10VS2uP https://t.co/LLG…,600094 +RT @latimes: UCLA scientists mark Trump's inauguration with plan to protect climate change data https://t.co/JJV1snB4AF https://t.co/1isbR5…,415619 +"@icouldbeannyone I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",954438 +"RT @816Bike: Hey since it's super nice lately (global warming perhaps?), we are bringing back (weather permitting) BIKE SALE SAT… https://t…",68040 +"esok presentation bi gp +aq tntang global warming.. +wish me luck.. ������",621500 +"RT @nytimes: As global warming cooks the U.S. in the decades ahead, not all states will suffer equally https://t.co/iYOuzqhB7r",219085 +"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",511936 +RT @katya_zamo: . @realDonaldTrump how can u deny climate change when my pussy this hot 🔥☀️🔥 https://t.co/NFISe5vliE,24310 +"RT @c40cities: Urban heat threatens not only public health, but local economies too. #CoolCities keep the costs of climate change…",92102 +RT @MikeCarlton01: The culpable idiocy of Abbott and the climate change cranks https://t.co/jh7zXDdm9K via @ABCNews,606534 +RT @elizabarclay: Trump’s budget envisions a US government that barely deals with climate change at all https://t.co/jhF3QDBMjf via @voxdot…,71316 +RT @MandaPrincessXo: So the very people protesting climate change are lighting cars on fire which put toxic fumes out into the air...�� M…,680063 +RT @ilo: Decent work for indigenous peoples helps advance the fight against climate change #WeAreIndigenous…,322709 +RT @frankieboyle: Don't worry about Trump. With air pollution and climate change in 50 years we'll all be dementia sufferers fighting off 1…,489062 +RT @LarrySabato: I for one am thrilled that we've partnered with titans Syria and Nicaragua to deny climate change. It's the New World Orde…,508651 +RT @wassilaamr: people worried abt egypt's falling economy and not realising we're all dying bc of global warming lol,727703 +@realDonaldTrump I hope you reconsider your position on climate change. Consider the cost of possibly being wrong - is it worth it?,4932 +RT @SteveSGoddard: This week in 1988 marked the beginning of the global warming scam by @NASA's James Hansen. This is an important rea…,962717 +@grouch_ass @RalstonReports that's like saying global warming isn't a thing because it's freezing on a certain day.,261801 +@HeyTammyBruce @NYJooo State of Fear by Michael Crichton is good about global warming,235490 +"this might be a matter of opinion, but climate change is real, love is love, and a woman does have right to choose.",526141 +RT @MattBellassai: i bought an amazing winter coat so im gonna need global warming to stop fuckin around with my ability to achieve a winte…,464597 +"RT @fifaroni: the stock market is crashing, California wants to recede, & our newly elected president believes climate change is…",402932 +RT @schemaly: 48.4% of conservative white men think global warming won’t happen compared to 8.6% of other adults #whitemaleeffect https://t…,874966 +@tedlieu It's why they still deny climate change. They're owned by the fossil fuel industry. EPA chief Pruitt would… https://t.co/7hdoypdxBZ,38647 +RT @irinnews: How does climate change affect food security? What can farmers do? Read our helpful guide: https://t.co/NRN9xcp7nq https://t.…,874952 +#Climatechange Belfast Telegraph Ellie Goulding urges action on climate change ahead of Earth Hour…… https://t.co/Usl3KTpBfb,45839 +"Al Gore slithering on climate change, future of Paris accord https://t.co/oUNp2BsHvT",11704 +RT @Reuters: Trump to officially scrap climate change rules: https://t.co/llU62LQ6sV via @ReutersTV https://t.co/esGhI8ZvOe,415601 +RT @washingtonpost: Why so many white evangelicals in Trump’s base are deeply skeptical of climate change https://t.co/D1AhkGxQcH,62116 +"RT @mitchellvii: CBS News This Morning: 'Isn't this hurricane proof of climate change?' + +Sure, just like the climate change in 1900 when Ga…",857982 +RT @RichieBandRich2: 75 degrees in Chicago on November 1st...global warming but aye it's bussin,270552 +"RT @Devilstower: Trump team has demanded names of people working to study climate change, protect women's rights, and fight hate groups. #L…",916824 +"@mariepiperbooks And maybe we can get down to pressing issues - climate change, for starters.",195763 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,580302 +Keynote: Modeling impacts of climate change- what are information needs? Tim Carter Finnish Env Institute #SASAS2016 https://t.co/ySnbZ9eSFp,746004 +"On climate change, Scott Pruitt contradicts the EPA’s own website https://t.co/jdcIBxMjsH https://t.co/QepMcn8ugt",21524 +.@CNBC's @JoeSquawk praises Rick Perry for saying seawater probably causes climate change. ��https://t.co/imXRIlkEyT https://t.co/zY4K16tlXG,756045 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,291523 +RT @NatGeoChannel: Nearly every week for the past 4 years Democratic @SenWhitehouse has taken the issue of climate change to the senat…,168193 +"@ddiamond To the person, who send me a tweet on no climate change, what do you call this pollution",951740 +RT @mmfa: None of the corporate broadcast news stations covered the impact of climate change before the election:…,719914 +Does he think China will give a rip what a gov of a state thinks about climate change? China will always do whats… https://t.co/70TYM8p1Wc,221414 +RT @mpsmithnews: 'Thought-leader & change-agent' Chelsea Clinton says climate change interconnected to child marriage https://t.co/pBX6P3Dp…,46653 +RT @climatetruth: The @EPA just buried its #climate change website for kids https://t.co/7UNpV35nD4 #StandUpForScience #ScienceNotSilence,682720 +RT @billycastro16: Girls are the reason for global warming https://t.co/5JFkb0GZrV,358950 +@SFmeteorologist @ReasonablySmart Just wait for 'unskewed' weather forecasts to hide climate change.,287098 +"RT @ABCPolitics: Sec. of State Rex Tillerson used alias account in some climate change emails during tenure at Exxon, prosecutors sa…",98062 +"RT @RokuPlayer: Watch @LeoDiCaprio 3-year journey exploring the subject of climate change, #BeforeTheFlood now on @NatGeoChannel:…",129794 +RT @MallowNews: Enda Kenny has warned Theresa May against doing a deal with a group of climate change denying crooks https://t.co/LQV3hXQ0ia,881908 +"RT @newsduluth: As Trump dismantles U.S. efforts to thwart climate change, his defense secretary says it's a huge security issue: https://t…",346851 +"@thehill climate change has been happening for billions of years, it's natural, blow up the planet is the only way to stop it",420600 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,496637 +i'm literally the only person in my family who believes global warming is a thing 🤦🏼‍♂️ it's time to head back to civilization,184565 +RT @USS_Armageddon: https://t.co/GhjLehYyuA Good. It's a scam anyway. The anthropogenic hypothesis of global warming (which is now called c…,806189 +Climate change deniers are starting to say 'hey it's getting cold in places! There's no climate change!' It's... https://t.co/OH6aDr80qR,309088 +RT @EnvDefenseFund: Global climate change action ‘unstoppable’ despite Trump. https://t.co/9Bf9QDIz1s,377531 +"POTUS Trump can take care of climate change Hillary I mean after all if he can take care of U, the Devils spawn, wh… https://t.co/Bqgsk9kzjv",767728 +@Carbongate anyway to speed up global warming? It will help..,366827 +“Chevron is first oil major to warn investors of risks from climate change lawsuits” by @climateprogress https://t.co/8TGls4o5yC,268773 +Your mcm thinks climate change is a hoax.,434121 +.@UNFCCC @CarbonBubble You people do not understand climate change. Decades. Centuries. Millions of years. https://t.co/QbkLJ5JdJ4 #climate,416182 +Jill Stein: Al Gore needs to 'step up' in climate change fight https://t.co/IkLELrjq9Q,768348 +"RT @Scgator1414: Question, leftists claim global warming, this mean all the snowflakes will defrost soon? https://t.co/mWzWn8WOZM",451039 +RT @SpiKeyyy_101: Ok calm down global warming because I i just put away my shorts.,141243 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,400389 +RT @business: This ski-resort exec is going uphill to beat climate change https://t.co/0Pb7W38giT https://t.co/f5lrSNDewx,984894 +RT @CounterMoonbat: The people who predicted parts of Manhattan would be underwater by 2008 due to climate change are concerned about 'fake…,844684 +RT @Dennis_QH3: One of the top debunkers of climate change fear-mongering on Twitter is @SteveSGoddard. You need to follow him. His feed is…,413599 +"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",366303 +"If global warming is real, then why did @clubpenguin shut down?",934357 +Government face being sued over failure to fight climate change https://t.co/BeFcuSbFUS,710000 +How to market the reality of climate change more effectively. https://t.co/3L034cLTkH @DericBownds #Psychology,76567 +If you aren't watching Leonardo's documentary on climate change then wyd,273418 +"RT @EmmaCaterine: No, his ties to oil are why we can't trust him. Russia did not block climate change studies. Russia did not steal o… ",169343 +RT @ckmarie: The scientific consensus that human activity is driving global warming has only grown more conclusive. https://t.co/NuKx9EF9aS,158615 +RT @TomCrowe: It's... it's almost as if major planetary climate changes have little to do with human activity... https://t.co/tusLgqk6WA,568416 +"RT @evattey: ..improve living conditions, and solve climate change, then I think we are onto a winner- President @MohamedNasheed #EmergingPV",529243 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,951670 +RT @buzz_us: Apple and Walmart stand by climate change policies despite President Trump’s... https://t.co/ix2fyK9maY by #helenmag via @c0nv…,163851 +When did global warming turn into climate change? Hahaha,111020 +"What's causing the 'pause' in global warming? Idk, I'm not a scientist. Low solar activity might be slowing down global warming temporarily",222806 +"RT @TheRickyDavila: Angela Merkel is in no way backing down from fighting climate change. (A real leader). +https://t.co/HPsEuPf7xe",504194 +RT @EcoInternet3: Energy Secretary Rick Perry incorrectly claims CO2 is not primary cause of #climate change: Climate Feedback https://t.co…,403341 +RT @joelgehman: A classic splainer: Climate deniers blame global warming on nature. This NASA data begs to differ https://t.co/jMZbWQHNbT,409964 +What do you think of the DNR's removal of language saying humans cause climate change? https://t.co/PTiUJUQrP4,164886 +@realDonaldTrump pulling out of Paris deal! He don't give a fuck about climate change he here to snatch America by the Pussy!,575926 +"RT @AP: The Latest: Germany leader says G-20 summit talks were 'difficult,' U.S. position on climate change 'regrettable.' https://t.co/F0s…",50353 +"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",511508 +"RT @awudrick: If climate change and debt are equally bad, why does your government only care about one of the two? #cdnpoli https://t.co/15…",824922 +"RT @APHealthScience: Some warm-blooded animals got smaller in response to ancient global warming, scientists say. By @borenbears https://t.…",306457 +RT @SteveBrownBC: Instrumental recordings and as of 1978 satellite measurements show no catastrophic global warming. But computer mod…,791734 +"RT @Alex_Verbeek: �� ���� + +This is climate change in your lifetime + +https://t.co/12Tva4urTT + +#climate #glaciers #travel #hiking #Chile…",320087 +RT @Forbes: Countries are turning to green bonds as a way to enlist private investors in their fight against climate change. https://t.co/4…,389556 +"Spotted skunk evolution driven by climate change, suggest researchers https://t.co/FDB0XS1agz",7867 +"@_Incech @topical_storm Not true....im a racist, xenophobic, sexist, climate change denier that wants to destroy the NHS.",266834 +Trump takes aim at Obama's efforts to curb global warming https://t.co/rNfJBQffSi,297246 +"RT @nytimes: This Alaskan village is losing an estimated 38,000 square feet a year due to the effects of climate change… ",972720 +"Liberals love to credit science when it comes to climate change; the moment we talk about gender, science is off the table.",832558 +"RT @BernieSanders: Trump's choice to lead EPA doesn't just deny climate change, he's worked with oil & gas companies to make us more depend…",973815 +RT @Forbes: What does China’s new and growing dominance of global energy financing mean for climate change?…,121239 +RT @TIME: 'Acting on climate change is actually where the money is' https://t.co/WhpRiKNbSD,173190 +"@SteveSGoddard Global Warming; climate change; & unusual weather all caused by human production of CO2, now .04% of… https://t.co/wIOvmuGSBj",347349 +"RT @AP: In a #360video, scientist drill into in an Oman mountain range to study carbon’s role in climate change. Read more:…",801067 +Reducing #foodwaste is also one way to mitigate climate change. #sustainableag https://t.co/w0ro3cojZn,554970 +If you still don't believe in climate change you are a fool.,942489 +RT @SenKamalaHarris: We can either be part of a climate change solution or force generations to come to deal with this problem.,318547 +RT @tauriqmoosa: @PolitiFact This is how the President of America discusses the major issue of international climate change control:…,433231 +"RT @drjanaway: Ironic that oil companies denying climate change cosy up to creationists that deny dinosaurs. + +Where's your fuel coming fro…",214255 +Pakistan determined to deal with impacts of climate change: PM Nawaz https://t.co/gaGJ6Xb8Ef,964352 +"National Geographic asked photographers to show the impact of climate change, here’s what they shot https://t.co/PhRbcBy2NA",296345 +RT @TIME: EPA chief says carbon isn’t a ‘primary contributor’ to climate change. Science says he’s wrong https://t.co/kGLtWgsz6M,369301 +@itsmimiace I actually bitch frequently that if the world when vegan we would pretty much resolve global warming and world hunger,786938 +RT @ThomasB00001: We can debate how to tackle climate change – but the science is settled #ClimateMarch #ActOnClimate https://t.co/llNRliCf…,248151 +RT @Underdawg47: #ImVoting4JillBecause she is the only candidate truly dedicated to fighting global warming,706539 +RT @guardian: Heathrow third runway 'may break government's climate change laws' https://t.co/26iK4Rltfx,243277 +Why the media must make climate change a vital issue for President Trump https://t.co/0ln1kLn2et https://t.co/Wok0SIe1b9,1848 +"RT @wef: Many young people fear climate change and poverty, as much as they fear terrorism https://t.co/AAKBNN5IkP https://t.co/waO86tUyjj",988928 +RT @businessinsider: A climate change skeptic is leading Trump's EPA transition — but these charts prove that climate change is very real h…,829412 +RT @ClimateReality: There is no scientific debate about climate change. It’s irresponsible journalism to pretend otherwise https://t.co/lX4…,876162 +RT @WorldBankWater: .@WorldBank launches MENA #ClimateAction Plan to address climate change in the Arab World: https://t.co/KYLIDGHfc4 #CO…,983975 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,920807 +RT @Aiannucci: The US elected Trump but the rest of the world didn't.So what do we do if US policies ( e.g. climate change) threaten the re…,857409 +@JoyAnnReid 2016 is the Hottest Year in recorded history.....but there's no climate change! https://t.co/Y8YGVQIoRi,642964 +"RT @Independent: Secret government documents reveal climate change measures to be ‘scaled down’ in bid to secure post-Brexit trade +https://…",740115 +@HaezelBae tru climate change is the more technical term sowee ��,287561 +"RT @ClimateCentral: A new, interactive map shows where climate change has affected extreme weather events https://t.co/MSooXzkQpR",65414 +RT @jonathanvswan: 'We will cancel billions of dollars of global warming payments to the United Nations. We don't even know what they do wi…,115578 +"Me a couple years ago: +'At least the Appalachians will be safe from climate change disaster.' +Today: +https://t.co/1ruRvqCOqI",996029 +RT @RushHolt: Ignoring evidence of climate change = ignoring evidence of gravity & jumping off bldg. #EPA should follow evidence. https://t…,530221 +"RT @ClimateCentral: Remember hearing about that climate change lawsuit filed by 21 kids in Oregon? + +It's moving forward. + +Against Trump. ht…",390917 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,879745 +RT @UN: New research predicts the future of coral reefs under climate change - @UNEP explains: https://t.co/TKxyf4GwqU https://t.co/PyFbkwO…,664859 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",29179 +"GOOD! If the PEOTUS & EPA appointee won't fight climate change in the 2nd most polluting country, the rest of us ne… https://t.co/Ej44pQaRZi",329827 +RT @business: Google and Facebook join cities pledging their support for policies combating climate change https://t.co/D79SXUxE26 https://…,76057 +"RT @IndiaExplained: Why not also throw in animal cruelty, global warming, potholes in Mumbai, and the Bombay Gym denying women membersh…",815249 +RT @TheCritninja: #HurricaneHarvey didn't come out of the blue. Now is the time to talk about climate change. https://t.co/GcNtOtacPx by @N…,516224 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,879490 +"RT @JohnLynch4GrPrz: @LeeCamp The Arctic Ocean creates the Under Ocean Current. When it stops, there will be catastrophic climate change. #…",870513 +Trump's channels King Canute as he orders Agencies & the military not to adapt to extreme weather & climate change https://t.co/Z5gAeVSskf,447999 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,282117 +"Retweeted alex D (@_alexduffus): + +It's 2016 and trump is going to appoint a climate change denier to the head of... https://t.co/ug1eAxCzky",551584 +"RT @SethMacFarlane: Are we looking at an America that officially believes climate change is a hoax? Sorry, everybody else.",896735 +Immersive installation EXIT turns climate change & refugee into art https://t.co/R3QMcd5fUP @UNSW #unswGC Grand Challenges,378299 +"@1950Kevin I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",362462 +MPs urge May to tackle Trump on climate change - https://t.co/qpwWuLEL4g,817340 +Google:Democrats protest after schools sent material that questions climate change - Washington Examiner https://t.co/dU36xPwH41,339234 +"RT @Independent: Donald Trump has chosen the worst man possible to head up the climate change department +https://t.co/3Na4tunv5w",384300 +@MakiSpoke what about climate change denial? His complete dismissal of police brutality? His party's insistence on trans prejudice?,372535 +Frequently asked questions on climate change and disaster displacement https://t.co/ixbrGsFLzd,481501 +"RT @AngelicaJoy__: It's so nice out LOL global warming, we're all finna die https://t.co/8QsUzRURXz",22762 +"RT @Soldierjohn: Trump win stokes fears over climate change goals, hits renewable stocks https://t.co/vmPFoQ9Ifu via @Reuters SCREW THE COR…",485119 +so I just watched @LeoDiCaprio's climate change documentary and I am now a climate change activist,960924 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,1286 +RT @CBSNews: Al Gore's quest to change the thinking on global warming https://t.co/9WN6JTdS4h https://t.co/ifICZKj5ja,484608 +Since this weather hit I haven't heard a damn thing about global warming🐸☕️,96406 +"RT @Fusion: Imagine, if you will, a world where the media covered climate change the way it covers Hillary Clinton's emails…",119877 +@JordanUhl @TrumpResponders This just proves how Trump supporters want 2 Blame Obama 4 everything/ at least he believes about climate change,704187 +RT @sciam: How do you talk to someone who is skeptical about the impact climate change will have? https://t.co/wveBCHKH8E,639303 +How are global warming deniers going to explain the fact that there's a wildfire in Greenland?,226794 +"Most staple food crops are vulnerable to climate change and eruption of uncontrolled diseases.Food production,Banana being a first victim.",466728 +"RT @curryja: Are climate alarmists afraid of climate change, or fossil fuels? https://t.co/1oXsBT0lIF",267290 +"RT @Earthjustice: Scott Pruitt: “Reasonable minds can disagree about the science behind global warming' + +No they can't, agrees 99% o… ",197811 +My english prof asked the class if climate change was real and i whispered 'how is it not real' and the prof yelled at me for talking... ok,192879 +@ShellenbergerMD @DrSimEvans @bradplumer @JigarShahDC should we care about the economics when fighting climate change?,541183 +@L1bertyh3ad it's been one of the most important feedback devices in natural climate change throughout the past. It… https://t.co/ZRIYQOrhnl,268167 +"RT @Independent: World food supplies at risk as climate change threatens international trade, warn experts https://t.co/jPfCwhcHvr",222652 +The military says climate change is a threat. The whole world now believes in climate change except for our government. #FaithlessElectors,389701 +#3Novices : Historic climate pact comes into force https://t.co/RXhYE6Qiah A worldwide pact to battle global warming entered into force on…,778178 +RT @NYMag: EPA head Scott Pruitt denies carbon dioxide’s role in climate change https://t.co/XBv0N5OxJh,899742 +"RT @KathrynBruscoBk: Maybe, ancient diseases will wake-up climate change deniers. +#ClimateChange #ActOnClimate https://t.co/gipVmGDG88",611148 +"RT @climatehawk1: In Davos, bracing for shifting U.S. stance on #climate change - @stanleyreed12 @nytimes https://t.co/wZJEeWnSdo… ",412287 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,154379 +"RT @dakasler: Can state run on sun and wind alone? Facing Trump, California weighs aggressive climate change measures https://t.co/aYzKk6BD…",337433 +"Yeah, but climate change is a hoax, right Donnie? #Resist https://t.co/FSfQi6OhOC",4992 +RT @RogueEPAstaff: Both EPA and Interior have now scrubbed climate change from their websites. https://t.co/fxfRag6qWU,952134 +"2016 Was The Hottest Year Yet, Scientists Declare: Last year, global warming reached record high temperatures — and… https://t.co/yE5qFIWavP",614950 +"RT @YahooNews: Trump calls global warming a 'hoax,' but he cites its effects in fight to build a wall at his Ireland golf course…",433589 +RT @RogueNASA: 👇🏽👇🏽👇🏽 Direct impact of climate change 👇🏽👇🏽👇🏽 https://t.co/a3KjSPKYmd,431329 +"RT @TIME: Rex Tillerson allegedly used an email alias at Exxon to discuss climate change +https://t.co/xJcCa3Ar5i",973104 +"RT @truthout: Noam Chomsky on #DonaldTrump, climate change and our accelerating race toward disaster. https://t.co/4YImHl6lNv #climatechange",345041 +"RT @Ayylmao297: As serious as a heart attack, world hunger, and climate change combined https://t.co/LVWshF224J",9154 +RT @ALT_uscis: Conservatives are trolling Trump with climate change ads on Fox News and Morning Joe https://t.co/gB0KtTjeEO via @Verge,159443 +"RT @GMB: WATCH: Earlier #StephenHawking joined us to discuss Trump, climate change and Brexit. Watch the full interview here…",328167 +"RT @UniteBlue: #ClimateMarch2017 + +#ClimateMarch + +#UniteBlue + +These 21 photos show that climate change isn't a fringe issue via Mic…",410690 +RT @BigGhostLtd: This album might end global warming,560172 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",475421 +#EntrepreneurshipEmpowers micro-entrepreneurs by uplifting households out of poverty and combating #climate change.… https://t.co/hmFqKivPQ4,693871 +RT @nationaltrust: “What if bees & butterflies become extinct?' Read Kathy Jetnil-Kijiner's moving poem on climate change:…,765176 +@terngirl @morganpratchett and yet twitter is full of climate change deniers and the worlds remains silent! what can we do to stop this???,473084 +"RT @turnip_patch: @JacquiLambie Yep, let's just give up on global warming and all move somewhere else. Oh, wait...",948517 +a punishment of jail time & force-feeding meat for trying to counteract the global warming he doesnt believe in.. so he can sell more steaks,614570 +"@Salon If Trump pulls the US out of the international climate change agreemeent, the backlash will dwarf what he ha… https://t.co/gNwm1kS7ZO",240361 +RT @jkzsells: If global warming isn't real then how come the Ice Climbers aren't in Smash 4,179722 +RT @tutticontenti: Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/iaUwmO1L1T,221023 +"RT @davidaxelrod: Shouldn't we start naming these repeated Storms-of-the-Century after key climate change deniers? +Hurricane Donald. +Hurric…",147626 +"Lend your voice to our planet, our home and be part of making climate change history + https://t.co/b6R0MxAyNP by #NiliMajumder",82010 +"Devastating global warming is inevitable due to inaction of international community, says leading economist https://t.co/seQaREaK6G",660216 +"RT @AP_Politics: Trump working to unravel Obama efforts on global warming, +by @MatthewDalyWDC and @colvinj +https://t.co/1WFXVgxM9B",954078 +RT @JSTORPlants: Outwitting climate change with a plant 'dimmer'? @TU_Muenchen#PlantsAreCool https://t.co/aFtMDL01Pd https://t.co/f7Z9swVVek,201149 +"RT @nytimes: In a new ad for The New York Times, Josh Haner reflects on the effects of climate change on polar bears. https://t.co/IVkEAwo1…",362596 +RT @RacingXtinction: One of the easiest ways to help combat climate change is to stop eating beef #BeforeTheFlood #RacingExtinction https:/…,306287 +RT @travisgrossi: All the people who don't believe in the science of global warming should look directly at the eclipse and see what happen…,480623 +"RT @BNONews: President-elect Trump is examining how to withdraw from historic Paris deal that seeks to reduce climate change, source tells…",83287 +RT @NatGeoPhotos: Explore eye-opening ways that climate change has begun to affect our planet: https://t.co/w7wSJjWbaj https://t.co/wrHxW53…,860488 +"RT @WendyandCharles: YourNewBooks: Androids Rule The World due to climate change, but not for long. #scifi #99c … https://t.co/dJTV585bz0",659668 +RT @lauralhaynes: I'm an #actuallivingscientist! I study past climate change and ocean acidification using tiny zooplankton shells…,443467 +"RT @nytimes: Americans are eating less beef, and that might help in the fight against climate change https://t.co/ZsY4wbRKcR",401669 +@jamesrbuk @JonnElledge @dickdotcom It reminds me of that ad for climate change action where a school teacher blew… https://t.co/WsqDTCc30A,605414 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,411340 +#pos 'Trump rolls back Obama-era climate change policies' https://t.co/mLRtf2r3vA,6215 +RT @Budz442Bud: Don't be fooled by the daily BS trump is about Russia and the money he plans to make off global warming & Siberian…,34173 +RT @NotJoshEarnest: Hijackers are threatening to blow up a plane in Malta. Let's hold off on blaming climate change until we know for sure.,927611 +"EPA chief wants his useless climate change 'debate' televised, and I need a drink https://t.co/4YXRDhLLfD #tech… https://t.co/9yoSNkSVKb",417370 +"RT @tealC17: Humans are causing the sixth mass extinction- some causes are climate change, agriculture, wildlife crime, pollutio… ",829063 +RT @washingtonpost: How climate change could be breaking up a 200-million-year-old relationship https://t.co/r6fsGwC4nK,955137 +RT @WIRED: This is what pulling out of the Paris Agreement means for climate change—and America https://t.co/HYlt4LTyzn,974180 +RT @AstroKatie: Providing access to preventative healthcare is cheaper than letting people get sick. Mitigating climate change is cheaper t…,513478 +Tech and cash is not enough when it comes to health and climate change via @mashable https://t.co/RyU1sogkxs https://t.co/QQ750OEkml,63637 +RT @KajEmbren: A man who rejects settled science on climate change should not lead the EPA - Via @washingtonpost #climatechange https://t.…,3608 +RT @HuffingtonPost: Trump says 'nobody really knows' if climate change is real (It is.) https://t.co/feVtU9oQlm https://t.co/oiUHYkEUbj,143481 +RT @guardian: ‘Shell knew’: oil giant's 1991 film warned of climate change danger https://t.co/UTnCGwO9GA,279637 +"No, it's been horrendous to watch and our POS government is ran by money hungry climate change deniers so disasters… https://t.co/nO4cLiV9To",12633 +Lakes worldwide feel the heat from climate change https://t.co/J2gpTOOVQH via @AddThis,91354 +RT @JacksonSeattle: Says the man who doesn't believe in global warming... https://t.co/8rv9F7c7fR,456539 +Idc what the data says global warming is real to what extent no one knows but environment or jobs tough call can't have both yet,103459 +"RT @wwf_uk: Great reactions to our Polar Bear #aprilfools. Good fun, but climate change impact on arctic is sadly very real. https://t.co/…",724466 +"The change has been so drastic in Colorado my frequent snarky phrase of the year is, “oh but don’t worry, global warming isn’t real”",917465 +Green News: EU requires pension funds to assess climate change risks https://t.co/0n5qMab0jv,677645 +@KellyannePolls @Grammy8 no Russia did not hack#if Trump walked on water they would say he can't swim or blame global warming 4 frozen water,625671 +RT @kirillklip: #China the Center of #Lithium Universe becomes the driving force for climate change actions with its New Energy Plan https:…,368134 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,418287 +Signs of climate change at Arctic tree line - EarthSky https://t.co/BKNBWW12w1,830297 +"RT @McFaul: Please @realDonaldTrump , study the long term implications of climate change. I know you care about conflict & mig…",850990 +"RT @Oxfam: Last year, 190+ countries signed the #ParisAgreement promising help to those worst hit by climate change. Promises…",99241 +"RT @PeterSinger: I talked to @Ecosia about climate change, environmental action, ethical business, and pleasure. +https://t.co/JPQjudsasu",713539 +RT @HuffingtonPost: National park defies Trump with climate change facts https://t.co/az2ifNOpDl https://t.co/CDtwqP1LOz,776332 +"RT @_TheKingLeo_: Republican logic: Renewable resources are imaginary, like climate change https://t.co/orN3DfTUZ0",611692 +RT @katiecouric: These kids sued the government to demand climate change action: https://t.co/kfwD0QKVyX,378145 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,692646 +RT @lliiiiizzzzzzz: sad that well renowned scientists who devote their life to scientific research on climate change still have to argue w/…,551222 +"80% of petroleum geochemists don't believe climate change is a serious problem' -- still a bad analogy, but one le… https://t.co/WpifWHn065",41841 +"#BreakingNews In race to curb climate change, cities outpace governments: https://t.co/OTOmn7xyMr https://t.co/yTHvrelJiQ",676647 +"RT @AndyBrown1_: Earth could hit 1.5 degrees of global warming in just nine years, scientists say @Independent https://t.co/bXOWHhqmdr",964118 +"RT @bennydiego: Trump has spouted misogynistic, racist, xenophobic & climate change-denying views every step of the way. I do not wish him…",829668 +Michael Barone: Lukewarm and partisan on global warming https://t.co/vi5J4OuZCk,416481 +#Mitigating global warming by CO2 storage? Check for continental stress https://t.co/7U99DBscXh,585188 +"RT @CNN: President Trump has long been skeptical of climate change, often saying that it isn't real https://t.co/JuBuekL1aD https://t.co/YQ…",119077 +RT @Reuters_Davos: Trudeau to DiCaprio: Shush on climate change! https://t.co/rA6AXLXF8u #Davos #WEF16 https://t.co/iJt0MTfQfG,122135 +"RT @TheRoot: Environmental Protection Agency head, Scott Pruitt, continues to deny climate change: https://t.co/9NCnvq7hoM https://t.co/tZ…",541838 +RT @mitchellvii: Americans are even less worried about Russia than climate change.,176060 +RT @Janefonda: If you're in your room silently panicking about climate change and Trump--join us in DC on April 29. Group therapy! https://…,864487 +Using the Freyer model to deepen our understanding of climate change. https://t.co/6KC5pzQcqT,751214 +"If you can watch this video, and still believe in the global warming scam - then you are an idiot. +https://t.co/p9tOXEpQPV",219125 +Concerns global warming 'worse than thought' https://t.co/5xpNmACh4P https://t.co/TM5oF9ZZ7J,660479 +RT @kwilli1046: CNN's B.Stelter destroyed by Weather Channel founder John Coleman over global warming. This deserves endless retweet https:…,490868 +RT @AJBiden14: People who believe in man made 'climate change' are also 500% more likely to believe Nigerian prince emails.,826967 +RT @drvox: 1. Here's an annoying dynamic in US politics. It goes like this: a) pigeonhole climate change as an 'environmental problem.' b)…,129768 +"RT @Gus_802: Enjoy your new climate change denier EPA administrator. + +'Keep it in the ground!' + +HAHAHAHAHAHA!",750892 +"RT @RFCSwitcheroo: 6.2 earthquake in NZ shortly followed by 6.2 quake in Argentina. But don't worry folks, I'm sure climate change has noth…",720402 +@ajthompson13 @ArbyHyde @kaupapa @johnkeypm @TVONENZ @Vance world's elite are doing as much about that as they're doing about climate change,453224 +"RT @BuckyIsotope: TRUMP: climate change is a hoax. Muslims and Mexicans are all criminals. I am your new god. +MATTHEW MCCONAUGHEY: alright…",704902 +Signs of climate change at Arctic tree line - EarthSky https://t.co/bDPtVTNHav,796499 +"Many of my fair-weather friends have abandoned me. + +I blame climate change.",533138 +RT @teamcobynigeria: Technology isn't our sole salvation in tackling climate change https://t.co/u4ovzTaNT1 #GrnBz via @GreenBiz @Ygurgoz @…,751954 +RT @NBCNews: World powers line up against Trump on climate change https://t.co/2OZcB3kacs https://t.co/KyZiUr5sHb,654466 +"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",379806 +"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",584321 +Franciacorta embraces forgotten grape to fight climate change - Decanter https://t.co/McdFIHy0G0 via @decanter,21580 +Via @sejorg- EPA head casts doubt on ‘supposed’ threat from climate change - @thehill https://t.co/aIzQwu6F7l,628187 +"RT @TheStranger: There is no getting over or under climate change. +https://t.co/jPdbQvEJtn",604103 +RT @AJEnglish: Will a Trump presidency set back the fight against climate change? Share with us your thoughts below #COP22,324896 +RT @FAOForestry: #nowreading #Forests fight global warming in ways more important than previously understood https://t.co/sr8GsXIGir…,403714 +"RT @scividence: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming +https://t.co/cNFM27fazR",679294 +"RT @WilDonnelly: Irma has exceeded theoretical max intensity. I'm sure it has nothing 2 do w/ climate change, just God punishing som…",288757 +@Valefigu 'climate change isn't real !!!',885811 +"RT @AskRaushan: #beefban can mitigate climate change: US researchers +https://t.co/8bMoTzLoqw",87060 +"The White House calls climate change research a 'waste.' Actually, it's required by law https://t.co/2IzNL1juGH",226855 +1/x The potential case for why HAVING kids may be a better answer for solving climate change: https://t.co/Hxq5fCrQfW,208873 +@_lsm3000 @lsm3000 and ppl who claim to care about climate change but don't change any of the daily habits to contribute less 😜😜,385795 +RT @weathernetwork: New study shows future of Lyme disease in Canada and how climate change could fuel the increase of infected ticks:…,36354 +"Underwater volcanoes, not climate change, reason behind melting of West Antarctic Ice Sheet . . . Haaa Ha + +https://t.co/lBg4R6zfqu",231516 +WIRED: Rex Tillerson's confirmation hearing did not inspire confidence in the US role in fighting climate change https://t.co/nDO75xFhu6,898881 +@NancyPelosi we should debate things that matter- ok let's debate the lie of climate change! Liberals have lost there ability to reason !,439774 +@jacksonbrattain We were talking about climate change though too ��,41702 +Agriculture victim of and solution to climate change https://t.co/FYTxcAp8PY,697039 +"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",118268 +"#TeamFollowBack Climate talks: 'Save us' from global warming, US urged https://t.co/KIRJJHb1xa #AutoFollowback",230412 +"RT @mch7576: Trump appointees on climate change: Not a hoax, but not a big deal either https://t.co/Ba2StC1w6m",401943 +RT @Toby_Johnson: China warns Trump against abandoning climate change deal #COP22 https://t.co/hwCi1hwRc7,317235 +RT @SladeWentworth: I guess I shouldn't be surprised that climate change deniers exist when I still see so many seatbelt deniers on the roa…,190442 +RT @guardian: What Shell knew about climate change in 1991 – video explainer https://t.co/VRhkQKMvg0,324957 +Fighting climate change could trigger a massive financial crash https://t.co/5F9b840L2S,211902 +"RT @coalaction: BREAKING “We think #climate change represents a material risk” - NZ Super Fund divests from oil, gas, #coal co's +https://t…",719624 +@TL_Wiese @HillaryClinton @realDonaldTrump He's hot headed and vindictive. He's pro use of nukes. He thinks climate change is a hoax.,422031 +@NatGeo meanwhile the dinosaurs don't give a 💩about your global warming/destruction caused by humans posts...,941377 +"How IIoT Will help on disaster recovery due to climate change? Thousands of possibilities, climate stations with data analytics plus PI.",125441 +RT @Uber_Pix: Here you can see who the victims of global warming are ... https://t.co/HfJESXAjSh,242012 +My answer to Why are there people who deny global warming due to human factors when more than 90% of scientists adh… https://t.co/1bHzTzUtaB,242306 +@ZBC21093 @COLRICHARDKEMP I don't think anyone debates climate change. The debate is over the extent to which humans are responsible.,342079 +Sydney mayor Clover Moore orders urgent action on climate change https://t.co/keJdmhvDJ3 via @smh,656786 +"We must do more than tweet about this . +Southern Africa cries for help as El Niño and climate change savage harvest https://t.co/iRpz7EHfRc",665159 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,449945 +RT @NickMcKim: Oh dear. I said in the Senate today that Trump thinks climate change is a Chinese hoax. Nationals Senator Barry O'Sullivan s…,879883 +Tinder that this drought is over does not mean the ACTUAL DROUGHT from global climate change is over,749307 +"RT @jswatz: For those who saw a sign of moderated views on climate change in E.P.A. chief Pruitt's confirmation hearing: uh, no. https://t.…",66606 +RT @TIME: 50 years ago this week: Worry over climate change has already begun https://t.co/W7tGj7DxbC,635824 +Outwitting climate change with a plant 'dimmer'? - Science Daily https://t.co/M6kMzn3DsG,810058 +"@ChrisNelsonMMM @KendraWrites @MaraWilson Ah, yes, I like to spread global warming on toast with butter.",281353 +RT @davidsiders: More GOP lawmakers bucking their party on climate change https://t.co/TUOCDiluiq via @politico,708472 +"@HavokMiscreant @neiltyson You have to take responsibility for your contribution to climate change. +Stop blaming i… https://t.co/yEbESQFoXX",819973 +US 'forces G20 to drop any mention of climate change' in joint statement https://t.co/Tj2oRyPfVU,867318 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,608853 +@SpillaneMj The website referenced was sent to me by C02 = global warming supporters. Read all the contributions on the Blog thereunder.,972226 +.@realDonaldTrump climate change doesn't care if you believe in it or not. the Venice of USA https://t.co/V8Yw8sYcAQ #climatechange #floods,800498 +"RT @MichaelGaree: BILL MAHER: Pence a guy who doesn't believe in global warming OR evolution, but DOES believe in efficacy of 'gay co…",793922 +"RT @Greenpeace: More than 4,000 species of snowmen were threatened by climate change in 2016 alone https://t.co/fKV7aKiCvK https://t.co/u3y…",198481 +"RT @deetut: I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood +https://t.co/tmSLKN3eNP",252111 +"2016: the year climate change came home: During the hottest year on record, Karl Mathiesen travelled to Tasmania… https://t.co/cFhAHVtvoD",325911 +Another ridiculous scare tactic: 2 billion climate change refugees by 2100 | Watts Up With That? https://t.co/kJL4Tr4XVt,485103 +RT @Luke4Tech: Obama wasn't very vocal when all these attacks happened he thought global warming was more important ... https://t.co/q1aSRS…,672238 +RT @mhaklay: Help a study of visualisation of data quality in climate change maps https://t.co/EGXgAsrwqc from @giva_uzh,18275 +RT @AltNatParkSer: Most of the leading scientific organizations worldwide have issued public statements endorsing climate change findings.…,144361 +RT @PaulRogersSJMN: Trump administration tells EPA to cut climate change page from EPA website https://t.co/TQxHuwdp7z via @Reuters…,995474 +Just talking about global warming... nothing else... who no like beta thing... https://t.co/F2JsKCAxqt,392717 +A French scientist’s research attributes most of the global warming to solar activity - https://t.co/eZlHh9NCs3 https://t.co/N6wyZ0Mgj3,308265 +@twilightrevery cus his ideals include convulsive therapy and eradicating budget for climate change,39492 +"RT @JamesSurowiecki: (Even if climate change has gone practically unmentioned during this entire campaign, it still matters more than anyth…",69444 +Nobody has to 'believe in' climate change -- it's not 'the emperor's new clothes.' Just read this! https://t.co/GBg1zalLiM,12457 +@magesoren to be fair climate change is basically the human race wiping itself out,212664 +"RT @_AlexHirsch: Simple. I believe in climate change, a woman's right to choose, gun safety & the wealthy paying their fair share. T…",816340 +"In interviews, Trump's EPA pick questioned climate change, said Obama EPA rules would be undone @CNNPolitics https://t.co/SKxQ0jFwfV",606236 +our current EPA as well as CEO of a major oil company-just told the world that Carbon Dioxide is not the leading cause of global warming 🤔,194914 +"RT @margotoge: Even #Exxon with his tainted history on #climate change asks Trump not to ditch Paris climate deal - Mar. 29, 2017 https://t…",216293 +"I used unrefined icing sugar to dust my Christmas cake scene and now it just looks like a desert. +Bloody global warming. +#sandstorm",303599 +RT @TheCourtKim: me enjoying the weather that global warming has blessed us with 😍 https://t.co/q6gsxQLuR3,343159 +You cannot recycle your way out of climate change.' @doctorow #SXSW,206331 +Seems only good scenario for climate change depends on science & engineering finding something new while we reduce greenhouse gas production,524269 +Publishing opinion pieces denouncing climate change can be damaging. https://t.co/OW5LbtQ1h6,434114 +The weather outside is frightful thanks to #climate change and the polar vortex - @CBCNews https://t.co/0BeGDdoDfi,86292 +@davidfrum Read article on creation of extinct biome park~pls explain what the correlation of Woolley Mammoths & reversing climate change is,987282 +RT @climatehawk1: Uninhabitable Earth: When will #climate change make it too hot for humans? | @dwallacewells @NYmag…,562537 +RT @Tat_Loo: 2009 he said Obama had 4 y left to save the world from climate change. 2015 he said Obama's climate policies were '…,404732 +"RT @nktpnd: Even a 4-year Trump presidency would be a death knell for reversing the negative effects of climate change, by the way. #Electi…",764897 +RT @geogabout: How tourism is changing in Iceland due to climate change https://t.co/t9V6dCokxY,816811 +One fifth of the worlds coal burning plants are in the USA. Trump is bringing back coal. Republicans deny global warming science. Brilliant!,377492 +UK slashes number of Foreign Office climate change staff https://t.co/FmILaDcWLc,46126 +"Trump may not change his stance, but climate change is real. https://t.co/zOeAOVFshA",637184 +Budgeting for climate change in water resources https://t.co/rw9nNRca2v https://t.co/tpfE7GtGH0,432808 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,314173 +"RT @EricHolthaus: We’re not just getting freak weather anymore. We’re getting freak seasons. + +On blizzards and climate change: + +https://t.c…",515732 +"RT @jamestaranto: Without meaning to, Steve Waldman admits 'climate change' is religion, not science. https://t.co/88niLPWmp0 https://t.co/…",838114 +RT @charliekirk11: When will liberals finally agreeing that ISIS is a bigger threat than climate change?,66701 +RT @EuroGeosciences: Record-breaking #Arctic warmth ‘extremely unlikely’ without climate change. Via @CarbonBrief https://t.co/p2OJgjv8M5 h…,621746 +"RT @MindTripper13: trump dismantles climate change regulations, saddest day for humanity & animals and plants: present rate of... https://t…",266646 +RT @Warsie34: @A1yosha @le_skooks well we are vasically set in the hunget games trajectory given Trump says hell sabotage climate change ag…,560557 +RT @inesanma: At @Crux: Pope Francis urges scientist to lead the path against climate change https://t.co/ToCnCqooya https://t.co/1i3wYGtM0V,793372 +Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/hBoXXbPRHZ,913750 +RT @MJShircliff: That is not 'good' that is climate change https://t.co/dmOIwFPSBM,139199 +Care about climate change mitigation? Ask what steps a business is taking to address their contribution.… https://t.co/AWg6bwSbuK,420137 +/. the world on ways to address climate change through innovation of energy and environmental technologies including their deployment.',292903 +"RT @peteswildlife: Top story: #keeptheban UK to 'scale down' climate change and illegal wildlife m… https://t.co/mUiVSSId7h, see more https…",651987 +RT @businessinsider: KERRY: Trump's views on climate change might change once he takes office https://t.co/RBZGOvuYiH https://t.co/qir0GvPC…,157858 +Scott Pruitt's office deluged with angry callers after he questions the science of global warming https://t.co/8SbCXbVr7y via @nuzzel,270569 +Freshman Democrat Kamala Harris grills CIA director nominee on climate change https://t.co/h0FVpLVmMR via @DCExaminer,362026 +Also #r4today framed the denier's viewpoint as 'not believing humans at least part of cause of climate change'. https://t.co/XmMyFAUSsd,443999 +"RT @WorldfNature: Malcolm Roberts' climate change press conference starts bad, ends even worse - The Sydney Morning Herald…",588978 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,211628 +RT @ajplus: Indigenous activist Xiuhtezcatl Martinez is suing the federal government to demand action on climate change. https://t.co/PnjHO…,609004 +"RT @CarolineLucas: Donald #Trump isn't just bad news for the US – when it comes to his #climate change beliefs, he's a danger to us all htt…",482845 +"@SenSanders No Sanders,you helped Trump win by implying Clinton was cheating,so now any ACTION on climate change is over.Take responsibility",598339 +RT @THECAROLDANVERS: liberals are so annoying... have fun working to fight climate change w/ a person who believes climate change is a m…,943724 +"@JlackBesus he doesn't believe in climate change, his running mate support conversion therapy for lbgt humans.",794232 +Scott Pruitt’s office deluged with angry callers after he questions the science of global warming… https://t.co/8nYhgYZ3i2,272594 +"RT @UNEP: As climate change displaces everything from moose to microbes, it’s affecting human foods, businesses&diseases. Rea…",899087 +RT @ABC: New York billionaire Michael Bloomberg urges world leaders not to follow Pres. Trump's lead on climate change.…,429784 +Mass migration as a result of climate change is predicted to become a much greater problem | Fiona Harvey #QandA https://t.co/8vHBiI8TvW,760840 +The most important thing about global warming is this. Whether humans are responsible for the bulk of climate change is going to be left to,28149 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,808742 +RT @IFAWUK: Tiny endangered African penguins need our help to survive in the face of climate change https://t.co/vEdG8YZyL3…,150908 +New Zealanders' beliefs in climate change and that humans are causing it are increasing over time. https://t.co/vOrQoJiWCT,768682 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",820329 +"RT @SenSanders: LIVE: Join me and @billmckibben to talk about the movement to combat climate change. +https://t.co/KwfkWFzLWH https://t.co/1…",173226 +"Congratulations on your win, @realDonaldTrump. Please watch climate change doc @HOWTOLETGOMOVIE before you back out of Paris agreement.#maga",259838 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",368871 +"RT @Brule_en_Lenfer: ppl getting all heated about global warming seems a bit ironic, dont ya think?",855825 +".@Verliswolf global warming will kill more than hitler ever did, so i really don't see the difference",786513 +RT @VICE: Americans told the world that Trump won't stop progress on climate change: https://t.co/LAOILWzape https://t.co/D2ZF6zPWYR,156853 +RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/eWV8LYk1jY,789157 +"This is criminal: Trump, Turnbull cut from the same cloth: EPA head Pruitt denies that CO2 causes global warming https://t.co/bzZoCZn193",5991 +https://t.co/hRruM3MKRY ; Worrying trend related to climate change,734105 +RT @C__G___: “Niggas asked me what my inspiration was I told them global warmingâ€,30992 +RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,467775 +RT @_marisamanchac: Stone Cold Steve Austin is the key to stopping climate change,111368 +RT @Bill_Nye_Tho: leave all that 'climate change aint real' fuckboy shit in 2016,973179 +"Pope, Orthodox leader make climate change appeal to 'heal wounded creation' https://t.co/rvgtDgKSKL",861404 +Wood Stoves a serious threat to health and accelerate climate change https://t.co/LzBtJ7acvu @VanIslandHealth… https://t.co/iarJAx8pA1,95859 +RT @WDeanShook: Top university stole millions from taxpayers by faking global warming research - https://t.co/BCXPHKoarg https://t.co/e01di…,640918 +RT @newscientist: Hurricane Irma’s epic size is being fuelled by global warming https://t.co/l1vPLmyDQR https://t.co/5X7OK3GXrJ,222268 +RT @Obarti: @mark_slusher2 @FoxNews @krauthammer A Cold War is a very good way to offset global warming.,715936 +@OceanSector @RollingOnX like global warming?,615609 +Trump says 'nobody really knows' if climate change is real https://t.co/7fEofemZK6,964807 +"RT @MotherAtSea: Because I may not be able to say it in 3 months: global warming, global warming, global warming, global warming, global w…",950784 +radical islam is more of a problem than climate change,754178 +RT @LangBanks: This is great to see... @NicolaSturgeon to sign #climate change agreement with California's governor…,897363 +RT @USFreedomArmy: Or maybe it is just that the global warming nuts are being given a sign. Enlist with us at https://t.co/oSPeY3QMpH.…,389753 +"Stoving carbon in soils of crop, grazing & rangelands offers ag's highest potedtial source of climate change mitigation.",968374 +UPDATE 3-Tillerson gives nod at Arctic meet to climate change action https://t.co/3Bmvjzdey5 https://t.co/NzA4FONa5w,610718 +RT @kgrandia: Gov. Jerry Brown calls for 'countermovement' against Trump's 'colossal mistake' on #climate change https://t.co/2Z383k8Uec,821120 +"RT @RockedReviews: No, I'm definitely worried about the real global warming. https://t.co/LkOiGP0Nq6",792286 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,306378 +@MrTedLouis @Hjbenavi927 climate change is real yes but the jury is out as to whether we r directly impact it or if its just mother nature.,944027 +More Republican lawmakers bucking their party on climate change https://t.co/mE2gKZF6HP #climatechange,672988 +@LessGovMoreFun You can't equate global warming entirely with human activity. Climate cycles have gone on for milli… https://t.co/uBV7zZi5C8,926873 +"Climate talks: 'Save us' from global warming, US urged https://t.co/1g6GvOHazT",576218 +RT @SenSanders: President Trump: Stop acting like climate change is a hoax and taking our country back decades by gutting environmental pro…,614007 +"RT @jon_bartley: How many more headlines like this before the Govt takes climate change seriously? #stateofclimate +https://t.co/6RIZEgEcQO",548378 +"@ErikWemple There is no 'debate' regarding climate change, at least no need for any since we are at about 97% agreement.",768017 +@johnric62335732 @LoniasLLC @CNN If I made a list of things we r in danger of climate change would be way way down… https://t.co/3jOQqfSIbn,654397 +Chelsea Clinton blames climate change for causing diabetes https://t.co/3x8sy1MZ6F,235861 +RT @ClimateGroup: Watch @YEARSofLIVING's newest season on @NatGeoChannel to see the solutions to climate change #YEARSproject https://t.co/…,391370 +Wide split between #Republicans and #Democrats when it comes to #climate change: https://t.co/F9fol093Sg https://t.co/2zrNBExKOH,186071 +"RT @MikeBloomberg: Cities, businesses, and citizens can lead – and win – the battle against climate change. https://t.co/NdxtLLZEAf",824006 +A senator's long fight to show the science on climate change is 'mixed' https://t.co/ODKGv5vorc https://t.co/4Odrw91BIC,663965 +"RT @Greenpeace: Have you ever wondered how to respond to climate change deniers? +Click here: https://t.co/2obfyt8FzW https://t.co/tfQ9Uu1K…",823710 +Secretary of state nominee Rex Tillerson shows his true colors on climate change https://t.co/omy83q7H3c https://t.co/mlAHjQ18j2 Buy #che…,378005 +We are on the brink of environmental calamity and one candidate puts climate change in scare quotes. All you need to decide. #voterfraud,730502 +RT @billmckibben: Mildly Disturbing Headline Dept: 'Stratosphere shrinks as record breaking temps continue due to climate change' https://t…,314573 +"RT @SteveSGoddard: - @NASA has tripled global warming since the year 2000, during a time when satellites show no temperature increase.…",385871 +"RT @IIED: If you were following the #ForClimateActionUg conversation last week on climate change in #Uganda, here's a summar… ",434233 +@Sammy_Roth My blog is a mess. But it was practice for publishing my first piece on cotton and climate change at Ensia in February.,802739 +RT @RobertNance287: 'The challenges of conservation and combating climate change are connected. They’re linked.' President Obama. Yes t…,521973 +RT @ScottAdamsSays: Show this article to a climate change worrier and watch the cognitive dissonance happen. It will be fun. (Seriously…,875614 +@concupiscent climate change isn't real though,307688 +"RT @RogerAPielkeSr: 'Florida is not suffering from sea-level rise..,but from subsidence (sinking) of land, unrelated to global warming… ",331041 +"RT @ajponderbws: @MaryStGeorge Time & again conservative policy ignores the science, climate change is the obvious example, but social poli…",901681 +Protected: EXECUTIVE PERSPECTIVE: No more denying: climate change action and gender equality and women’s empowermen… https://t.co/M7xwsgHNrg,465021 +"RT @juiceDiem: Before I go to bed: + +If you think flag burning is a bigger issue than refuting scientific evidence of climate change, you ne…",247820 +"Even the earth has rights in #Islam , so treat it well and oppose global warming. #Mercy",203128 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,229310 +RT @Salon: The State Department rewrote its climate change page https://t.co/aeRCJZT0pB,227668 +"What a silly person you are, the founder of weather TV stated loud & clear on CNN that climate change is a hoax shutting the mouths of EWNN",970187 +"RT @UNICEFEducation: 50M children are on the move and out of the classroom - many fleeing war, poverty & climate change…",948579 +And still republicans will look you DEAD IN THE EYE and say global warming is a myth ������������ https://t.co/yTMB9nUmbT,240077 +"RT @DrJillStein: The #GreenNewDeal: +👷ðŸ¾ Jobs for all who need work +☀ï¸ 100% clean energy +🌎 halt climate change +✌ðŸ¼ wars for oil obsolet…",792835 +"RT @greenpeacepress: G7 Summit outcome shows Trump isolated on climate change - +Greenpeace reaction https://t.co/fD920yYz4p #G7Summit https…",541891 +"EPA chief denies carbon dioxide is main cause of global warming and.. wait, what ?: Well… https://t.co/Od3ahmk5zi",376905 +@pulbora dahil ba sa climate change? 😅😂 nagtatampo ako sayo di mo pinapansin yung tinag ko sayo sa fb!!!,420718 +"RT @hannahjwaters: An early-season tropical storm flooded Gulf of Mexico beaches, drowning shorebird chicks. This is climate change. https:…",462840 +RT @350: We will NOT let you take America back to a time when climate change denial was the norm from our top politicians: https://t.co/DJV…,88860 +RT @theblaze: Monster snowstorm in Colorado forces postponement of climate change & global warming rally https://t.co/bxNjmu2cYS https://t.…,83832 +RT @atlasobscura: A new sculpture calls attention to climate change in the centuries-old city it threatens https://t.co/yICnmS9Tuh,739920 +"RT @1o5CleanEnergy: On climate change, US & G20 priorities no longer align: What to expect G20 Hamburg Summit https://t.co/x9OkCiKR2S @g7_g…",787253 +@MusickAndrew @bogieboris @DaysOfTrump Think of people with no jobs and China making up climate change then you'd know #alternativefacts,105649 +RT @frankieboyle: Let's look on the bright side. Maybe climate change will kill off humanity before a Global Fascist government can start t…,4602 +RT @AarKuNine: Denying climate change is like me pretending I don't have an assignment due on Monday while aggressively Netflixing.,765248 +"RT @graham_foto: We're also paying you to do nothing but deny climate change every now and then. You're a grade A moron, Sammy. + +https://t.…",112884 +RT @Netmeetme: Bill Nye slams CNN for putting climate change skeptic on #EarthDay panel https://t.co/LzTTgzTdgh via @HuffPostGreen,732506 +"RT @emorwee: Google, Apple, Microsoft, and Amazon statement on Trump's decision to roll back Obama's climate change regulations https://t.c…",666883 +#science Green Republicans confront climate change denial https://t.co/iPshlxqXLb https://t.co/EgljHygwLm #News #Technology #aws #startup,539233 +RT @AniDasguptaWRI: For too long we talked about #climate change as a GLOBAL problem. To succeed we have to see it as OUR problem https://t…,715698 +"RT @zeynep: True, evacuating millions isn't easy either. But it is something we will have to consider—esp. with climate change. https://t.c…",694079 +@It_Is_I_God @zamianparsons @RPCreativeGroup @realDonaldTrump so do you believe climate change is a hoax? And the earth is flat? Chemtrails?,6025 +"RT @Newsweek: Trump's policies on climate change are strongly opposed by Americans, a new poll indicates https://t.co/t1Qj84D6q3 https://t.…",422546 +@jesuiah01 @cheatneros @yagirlbushra I like that you bring up science but I bet that you deny global warming. Pleas… https://t.co/vjgyTczndu,926173 +"BRICS meeting highlights climate change, trade, terrorism https://t.co/4QChKgnwjJ",303801 +"Houston fears climate change will cause catastrophic flooding: 'It's not if, it's when' https://t.co/GjybP3uhpV... https://t.co/6RxsSpt9WK",179173 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,339152 +"Ppl who deny climate change, 'If I was a a scientist I'd be absolutely pissed every day of my life' @LeoDiCaprio #preach @BeforeTheFlood_",225522 +"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",277373 +@Lazarus1940 �� damn climate change!,413184 +"Latest climate change scare story: Rising oceans to produce '2 billion climate refugees' by the year 2100, alarmis… https://t.co/h6qs57tJsW",607498 +"RT @Hannahsierraa_: Documentary w Leonardo DiCaprio about climate change. Free to watch for a few more days, so interesting & important +htt…",811297 +"@realDonaldTrump you're an ass. Coal is not the future, fossil fuels are nonrenewable/global warming is real. We were leaders in this. Ass.",72944 +RT @MissionBlue: How can Indonesia's reefs resist #climate change? One conservationist aims to find out: https://t.co/e2qabTVqdQ…,868808 +RT @JulianBurnside: Senator Paterson skilfully evaded dealing with the major point: accepting the reality of climate change #qanda,668850 +RT @thehill: Rahm Emanuel posts climate change webpage deleted by Trump administration https://t.co/OY7A6yaihp https://t.co/8AqRmejeF2,394292 +"RT @cnni: After previously calling it a 'hoax,' Trump says there's 'some connectivity' between climate change & human activit… ",222476 +RT @gabriellechan: Australia being 'left behind' by global momentum on climate change by @grhutchens https://t.co/xZjJogCHxG,571858 +Feels like -21. Take that global warming.' - Climate deniers,676920 +"RT @kylegriffin1: Trump's likely pick for top USDA scientist never took a grad class in science, is openly skeptical of climate change http…",171213 +"RT @antonioguterres: Pollution, overfishing and the effects of climate change are severely damaging the health of our oceans.…",231952 +"Anyone cover climate change in their development econ courses? Adding a new unit to my syllabus, but haven't seen it in other syllabi ...",644763 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,711281 +1 day to go. May won't stand up to Trump over the climate change accord. Vote for our planet. Vote for a strong leader. #VoteLabour #GE2017,329512 +RT @WBG_Climate: How does innovation drive #climateaction? Watch @WorldBank climate change director James Close:…,351285 +Trump\'s pick to run NASA is a climate change skeptic(Orlando news) https://t.co/E9jKKhfQJg,780051 +"RT @VICE: Nearly 60,000 suicides in India linked to global warming: https://t.co/tLSxb3MoHM https://t.co/DPqid65Gwj",494771 +"RT @kauffeemann: The weather channel is responsible for global warming. +#FakeFakeNewsFacts",276685 +@kurteichenwald Not to mention Trump and family who wrote a letter in 2009 urging Obama to act on climate change.,458846 +"RT @climatehawk1: With 'nowhere to run to,' women farmers battling #climate change in Zimbabwe | @irinnews https://t.co/brO5ZnIumg…",5049 +"@stevendeknight I was going to make a joke about Bizarro not being a climate change denier, but I guess he would be, wouldn't he?",966777 +"@_mercurialgirl And another 5-8 inches tomorrow, apparently! But climate change isn't real~~",610678 +RT @SabrinaSiddiqui: OMB director Mick Mulvaney on climate change: 'We’re not spending money on that anymore. We consider that to be a wast…,821446 +"RT @Saudi_Aramco: Addressing climate change is a critical imperative for Saudi Aramco, CEO Nasser says at KAPSARC Energy Dialogue",987377 +RT @TeamTrump: .@realDonaldTrump will cut taxes & cancel billions in global warming payments to the UN so we can use that money to…,766106 +RT @TIME: Robert Redford: 'The front lines of fighting climate change? They're your hometown' https://t.co/WVySgZRisF,169484 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,260149 +"Unfortunately for climate deniers, 'actual scientists' explain thoroughly how we cause climate change.… https://t.co/VRRfJmRIMl",593061 +RT @kiahbailey_: It's 60 degrees today and snowing tomorrow but y'all president still doesn't believe in climate change.,734995 +RT @tommy_manpower: #IAmAClimateChangeDenier when global warming proved false they decided climate change. Like Transvestite to Transgender…,209613 +Comply DOE! You work for #WeThePeople🔀U.S. Energy Department balks at Trump request for names on climate change https://t.co/ee82rJ5Gyg,626252 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,667510 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,743735 +RT @ConservationOrg: 5 things you might not know about mountains & climate change >> https://t.co/QnNNXtPZ5g #InternationalMountainDay http…,805447 +Here are our top 8 climate change stories of 2017 - Washington Post https://t.co/yyEJtL5yfl,323315 +Alarmists say global warming to blame for ‘record’ tick population — but there’s one massive problem – TheBlaze https://t.co/co9MPqeAOz,568282 +"@Mark_Baden Wow, it's warm out. +All those lives saved from treacherous winter driving conditions have global warming to thank.",637648 +RT @wef: 5 tech innovations that could save us from #climate change https://t.co/yrTgBQh7sH #wef17 https://t.co/41eSOowjYP,84755 +Donald Trump cites global warming dangers in fight to build wall at his Ireland golf course https://t.co/OJ4qE2xaNx via @YahooNews,755282 +RT @PopSci: Four things you can do to stop Trump from making climate change worse https://t.co/KuiL9XiUK3 https://t.co/4o2qaWIrZV,704830 +@EPA @POTUS and any denial of climate change is just a way for the rich to 'get projects done'cheaper &make more money for themselves,396421 +"@HuffingtonPost +There is sience to back that climate change is a hoax, but political correctness can't abide by that.",479893 +.@HeronDemarco @CurtisScoon @AviWoolf He did not care if people lost their jobs on the altar of climate change. Big mistake.,959482 +Car2go's San Diego departure a climate change setback - The San Diego Union-Tribune https://t.co/WeaVCUXxmo https://t.co/LTC2f7gpZL #Blue…,970686 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,221268 +"EPA head Pruitt: Paris climate change agreement 'all hat and no cattle' https://t.co/mZLsDYwHyk via the @FoxNews Android app +America first!",144987 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,937007 +LSE: Measuring the societal impact of research: references to climate change research in relevant policy literature https://t.co/FBzE9eqi8s,325308 +"Dear @WDNR, you're supposed to be devoted to preserving our natural resources... instead you change your climate change wording. Horrible.",550486 +RT @DanSlott: He wants 'footprints on distant worlds' but doesn't like it when NASA scientists agree that man made climate change exists.,583351 +RT @Independent: Even Nasa scientists are trying to convince Donald Trump that climate change is real https://t.co/HB37pGGGBU,737106 +"RT @ErikSolheim: Arctic voyage finds global warming impact on ice, animals - great read on the changing, fabled Northwest Passage. +https://…",6394 +President Trump's clarity on climate change has Al Gore in a panic. Guess it will be harder to profit off the greatest scientific con now.,867691 +@Phyllida1234 @guardian They should invite Trump to Buck House & put him in room with Charlie so they can discuss climate change.,786510 +@ddale8 That's a good one. Shouldn't he be out denying climate change?,157931 +"RT @JonRiley7: 'Welcome to the Trump Administration, where climate change is fake and wrestling is real.' +-- Trevor Noah",532896 +Mr. Trump @realDonaldTrump: you may not believe in climate change but your insurance company does. Be a businessman,826598 +Climate deniers blame global warming on nature. This NASA data begs to differ https://t.co/X2CnW4de54,799476 +RT @sciam: A new report identifies 12 “epicenters” where climate change could stress global security https://t.co/JWPy4esGWK,776730 +RT @frackingzionist: What if we think pizzagate hysteria and climate change hysteria are both irrational? https://t.co/j6sZBZ0bnR,880076 +imagine being a government leader & also stupid enough to flat out deny global warming ��,278774 +RT @Sensiablue: Chicago mayor Emanuel posts EPA’s deleted climate change page https://t.co/MG63GjdLJD via @politico,144722 +Report: how climate change is affecting the water cycle in Germany https://t.co/RTQXsa9wjp @physorg_com https://t.co/sitSLnUVBf,821217 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",457259 +"RT @JaredWyand: Steve Bannon means bye bye to the climate change scheme we're spending $22,000,000,000 a year on for 'research' + +https://t.…",39408 +"The climate change on the Earth is real, not a hoax. French Pres. Hollande is very concerned about Trump's facts. US has an agreement to ...",464147 +"RT @StreetArtEyes1: Sculpture by Issac Cordal titled, 'Politicians discussing global warming.' #streetart https://t.co/kGW4UVYOe8",693720 +"RT @feistybunnygirl: Angela Merkel is a former research scientist, and Trump thinks global warming is a Chinese conspiracy theory.",401381 +Centrica has donated to US climate change-denying thinktank https://t.co/IK31koG5bY,382649 +@ragging_bull_V you think global warming is a hoax??,327761 +"RT @LeeCamp: If we subsidized the switch to clean energy as much as we subsidize big oil, we could EASILY slow or halt climate change. Why…",999519 +Trump can pull out of the Paris accord – it won’t derail the fight against global warming https://t.co/YsmpxwXJdT,109855 +The Independent: Putin echoes Trump and says humans have nothing to do with climate change https://t.co/UvNrCU5ebX … https://t.co/6LLqsgesDM,139161 +"@LeroyWhitby @SarahPalinUSA Dems prefer soy b/c beef consumption causes 'climate change'. So, they are at a disadvantage here. ��",573474 +"RT @mrbarnabyb: So Brownlee thinks tech will fix climate change, but he also removed environmental performance requirements from Ch…",276329 +"RT @peta: Meat production is a leading cause of climate change, water waste, and deforestation. If you're concerned about our…",191012 +RT @intlspectator: UNITED STATES: Trump is consulting on how to withdraw the US from the Paris climate change deal,338409 +70 per cent of Japan's biggest coral reef is dead due to global warming | The Independent https://t.co/1tzqaJ26LY,598434 +"Whether government leaders acknowledge climate change, scientists, researchers and doctors have connected the dots… https://t.co/boBluWx8Y4",318459 +RT @turbothot: global warming is just a hoax to distract us from the fact that lil wayne wore socks in a jacuzzi,285434 +Nice! Science of #climate change in one infographic https://t.co/oQmeMWxg0Q,296356 +Instead of spending billions on trumped up claim re global warming why not prepare for epic CME r EMP which could be real #foxnewsspecialist,162435 +@BryonyKimmings I think they think climate change is a natural disaster,476311 +#PriceIsWrong no one that does not view climate change as an imperative to address does not belong in this office,603693 +Global climate change and mass extinction got me feelin some type of way this morning,909464 +RT @davidsirota: Maybe NYT reporters should spend more time pressuring management to reject climate change denialism & less time insulting…,183481 +"RT @everywhereist: New rule:if your don't believe in global warming, you can't use modern medicine. You don't get to pick and choose which…",749966 +@The_Keks_Army @Bailleymarshall @LiglyCnsrvatari @devinher @Wokieleaksalt @DustinGiebel Are we talking about climate change?,642063 +RT @GUNSandcrayons: Hoodie season finally here can't tell me global warming not real bro,191936 +RT @miel: if you are not wanting to 'get political' consider this - trump's actions re: climate change will render this plane…,516300 +"RT @nytimes: How Cooperstown, NY, became a flash point in the national debate on climate change https://t.co/TCYbqV1NUA",201656 +"RT @cinnamontoastk: Science: this is how the eclipse will happen. +Them: wow you're right. +Science: now, about global warming and vaccin…",689131 +"I'm just gonna put this out there.. If you don't believe in climate change or that racism doesn't exist, just unfollow me from life.",210664 +RT @KKelseyBITCHH_: Polar bears for global warming https://t.co/8JsbiG0TfP,715905 +"RT @AdamsFlaFan: February’s warmth, brought to you by climate change https://t.co/QyEEAxZL9N via @climatecentral",546018 +RT @2Morrow23: .@EPAScottPruitt is arguably the greatest threat to our nation/Earth. Dangerous that soemone who denies climate change is no…,316131 +"RT @veryimportant: the only good thing about global warming is that once the seas claim LA and NYC, chicago's superiority will no longer be…",780104 +"How innovation could preserve culture, as climate change uproots communities - Christian Science Monitor https://t.co/dk4aMg3MN2",941293 +@DRUDGE_REPORT @washingtonpost maybe it is the climate change that is causing liberal to be so stupid,966698 +"RT @ThomasCNGVC: Our Op-Ed was published today! In fighting climate change and oil dependence, California needs all its tools https://t.co/…",331959 +RT @RichardMunang: Africa is feeling the heat: Turning the challenges of climate change into opportunities https://t.co/0kkOYm6cyW,675148 +@DailyCaller To the confused and bewildered climate change exist. As you know ever day when you wake up. Good Luck tomorrow morning.,495010 +"Anti GMO, anti vaxx and climate change deniers. Characterized. https://t.co/5E2kfcAnPb",785573 +"RT @MurphyVincent: Listen back to my interview with @SebGorka - we discuss US-EU relations, climate change, Brexit and Donald Jr/Russia htt…",992003 +RT @TSMDoublelift: if global warming isn't real why did club penguin shut down,292482 +"@CraigRSawyer Here is the co founder of the weather channel, even he calls global warming a fraud https://t.co/UVb74tOgMI",316399 +"RT @mims: Bill Gates, Jeff Bezos, Jack Ma, and other investors launch a clean-energy fund to fight climate change https://t.co/8s6t5cYX1C",207963 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,915900 +@Krisp_y Wow ISIS or climate change?? National security should be a priority!! Good thing he is not our President!!! ����,656892 +RT @CapitalsHill: When you are storing nuts for the winter but realize there is no winter because of climate change https://t.co/Au0g5QyrgX,295105 +"Wasn't this the guy throwing snow balls on the Senate floor as evidence rebuking climate change? Nice elites there,… https://t.co/GxQqIeClqt",36492 +"@5to1pvpast @Bazza_Cuda yet if you're interested in climate change, science exploration, mental health and equal ri… https://t.co/6bZQCKL1CF",597849 +Trump's new executive orders will cut Obama's climate change policies https://t.co/AAN6b15xDQ https://t.co/fCKs6E1dnx,473441 +RT @maudnewton: Energy Department denies Trump's request for list of climate change workers. https://t.co/KXliMsOXsV,576935 +Study finds global warming could steal postcard-perfect days https://t.co/ptrLKaRxrw #AssoPress #Science,840716 +"RT @BuzzFeedNews: Obama on climate change: 'To simply deny the problem not only betrays future generations, it betrays the essential… ",777967 +RT @BruvverEccles: Surely the whole point of Christ's sacrifice was to save us from global warming? Or did I misunderstand Laudato Si'…,974517 +Donald Trump isn&#39;t scrapping climate change laws to help the working man. He&#39;s doing it ... - https://t.co/j8vWiOxC2j - -,832211 +RT @buckfynn: World leaders duped by manipulated global warming data https://t.co/AAOQIosS6n via @MailOnline,423131 +RT @insideclimate: U.S. Ag. Dept. staff were coached not to say 'climate change.' These were the alternatives & what the emails said https:…,836914 +"RT @UndiscoverPoem: 'I think of race as something akin to climate change, + +a force we don’t have to believe in for it to kill us.' YES!! @F…",82167 +"@JamieObama @washingtonpost We believe in climate change, as evidenced by the ice age, we just disagree with the cause.",969815 +RT @TimesNow: India emerging as front-runner in fight against climate change: World Bank. (PTI),804703 +"RT @TrueIndology: 'Beef Ban can mitigate climate change':US researchers: +https://t.co/Xr3pB6QpkV",457817 +See the discussion around 'climate change' for an excellent illustration of my point,685085 +RT @ChristineMilne: Australia defends role of fossil fuel corps as source of solutions to global warming. @TurnbullMalcolm https://t.co/uFH…,646257 +RT @joshgremillion: It's sickening how other world leaders think climate change is more important than eliminating ISIS. #ParisAgreement #P…,624130 +RT @maddm_: If you don't believe in global warming at this point your an idiot,582559 +@PremierBradWall Solve climate change? Huh we still going to play this BS story..Buy SUV's very comfortable,423169 +"What we need to fix climate change is free-enterprise innovation, NOT a job-killing carbon tax. #cdnpoli #cpcldr",657337 +RT @Manoj_Malgharia: Renewables are slowly becoming mainstream not because of climate change activism but better economics.,88960 +RT @MarkSkoda: A must read rebuttal to the global warming cabal. https://t.co/I8p6S2ikb2,269970 +"RT @1010: 8 minute read! How to change our attitude to climate change: stay positive, think big picture, and work together…",105374 +"RT @SmithsonianMag: Meet original thinkers who are breaking ground in medicine, art, drone design, fighting climate change and more. https:…",482268 +"RT @Salvesayson: You’re so hot, you must be the cause for global warming. #ALDUBLolanap",782859 +RT @nytpolitics: Governor Jerry Brown vows California will battle the Trump White House on climate change https://t.co/fyMlQ4zYUg,592629 +Doc Thompson busts liberals’ favorite climate change myths! https://t.co/coz0E2Zdr8 https://t.co/osbelr4ril,336497 +"RT @tommyxtopher: Oh, damn! Chris Wallace just shaded Fox News viewers for not believing in climate change! https://t.co/MMGCDN8MmI",57312 +RT @DJSnM: We often hear that 97% of science papers support anthropogenic global warming. A team analyzed the other 3%.…,402798 +"RT @BruceBartlett: My solution to the climate change problem--treat the symptoms, worry less about the cause. https://t.co/SlCnGeIdwU",324231 +"RT @TheGlobalGoals: Today climate change leaders launch Mission 2020, including our film #2020DontBeLate. Watch live here from 4pm GMT:…",58998 +RT @RedNationRising: CNN's Brian Stelter destroyed by Weather Channel founder John Coleman over global warming. It is a hoax. https://t.co…,922240 +"One candidate is gonna keep our efforts to better our environment going and the other says global warming doesn't exist, choose wisely lol",724277 +"RT @dwdavison9318: Put it all together, and, well, on the plus side it may not be runaway climate change that destroys humanity after all.",122922 +"RT @THR: Arnold @Schwarzenegger, Jerry Brown come together to oppose Trump on climate change effort https://t.co/Bb0X27yyql https://t.co/MC…",592514 +"RT @Shareblue: Without action on climate change, humanity is eventually not going to be around to say anything. + +#RESIST https://t.co/mMUx6…",77165 +The reality of climate change in South Asia https://t.co/CAnnYXB1HD,468630 +Japan pledges more support to Vietnam’s climate change response at https://t.co/is8Rm0V5aR,621373 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,398635 +A big push to tame climate change https://t.co/81dGzsJg5O @fkadenge1,559697 +"RT @peggyarnol: As climate change heats up, Arctic residents struggle to keep... https://t.co/WpVrjkpC7G #Arctic",214414 +"RT @nationalpost: Antarctic ice has barely changed due to climate change in last 100 years, new analysis shows https://t.co/GB7JUsyEUz http…",619976 +"Because of climate change, you can point to any puddle and tell your kids it's Frosty the snowman.",455298 +"@chefBOYERdee1 Al Gore, creator of the internet and global warming.",660578 +"Have you ever wondered why Malcolm Roberts is so pro-coal and a climate change sceptic? +Here is the reason ... https://t.co/kELC95MgVL",643036 +@BridgewaterGale Trump thinks climate change was made up by the Chinese. He doesn't know what science is. He's not… https://t.co/yj2kjarRRt,913457 +we should address global warming immediately,287368 +"RT @starlightgrl: opinions: +-not liking a movie +-wanting tea>coffee +-thinking r&b is better than pop +NOT opinions: +-climate change +-animal…",813930 +RT @pittgriffin: The left and right agree: Fox News destroyed EPA chief Scott Pruitt over climate change https://t.co/C3Mp39kW2r,307025 +"RT @tan123: 'Science teachers ought to teach the science of climate change, not the dogma pushed by some environmental activist…",551415 +RT @PoeniPacem: @KatSnarky Liberal tears have done more to raise sea level in a day than climate change could do in 10 years.,689333 +RT @BrookingsInst: Only 17% of Americans share Trump’s skepticism of the evidence of global warming https://t.co/bvHHsl8Qj8 #EarthDay https…,611269 +RT @ScotClimate: Google:Hundreds of millions of British aid 'wasted' on overseas climate change projects - https://t.co/IaF5q0FaAG https://…,935392 +"RT @Groundislava: ...climate change, LGBTQ issues, and civil rights from the whitehouse site but established a section regarding 'protectin…",897868 +RT @KKelseyBITCHH_: Polar bears for global warming https://t.co/8JsbiG0TfP,236645 +Acting on climate change is Africa’s opportunity https://t.co/Q4MXxgpnpP,77481 +RT @politico: Energy Department climate office bans use of phrase ‘climate change’ https://t.co/jERFKDMYoP https://t.co/1t4UtsP2yS,618553 +"RT @kurteichenwald: It will never cease to amaze me that 'green' voters in 2000 cause death of Kyoto Accords on climate change, & in 2016 k…",633595 +"Watch Before the Flood, an urgent call to arms about climate change https://t.co/nUSmPnmaog #misc #feedly",655062 +"Longer heat waves, heavier smog go hand in hand with climate change https://t.co/38Cc23erca #TEAMFOLLOWBACK",699074 +Why do people lie about climate change? https://t.co/plVlNbkTFJ,195308 +RT @Refugees: How many people will be displaced by climate change in future? #COP22 https://t.co/seeT67Glw8 https://t.co/udCGu3KW70,595210 +RT @BringDaNoyz: Crazy that Smashmouth has a more progressive stance on climate change than the US government,945743 +"Scientists have accidentally found a new method to convert carbon dioxide to ethanol, which could help in the fight against climate change.…",191854 +New Orleans mayor: US climate change policy cannot wait for Trump https://t.co/VnxKPXRqps,987819 +Oi @realDonaldTrump do you really believe that climate change is a Chinese plot? #Obamacare #POTUS #MAGA https://t.co/IfGS8zFvCv,397016 +RT @BhadeliaMD: From giant viruses to anthrax- yet another dimension of link between infectious diseases and climate change. https://t.co/B…,308507 +"RT @ReutersNordics: Scandinavia's Sami struggle with suicide, worsened by climate change https://t.co/vCXMqRzbCa via @ReutersUK",43551 +RT @blkahn: Stop what you're doing and look at this gorgeous animation of global warming by country since 1900 https://t.co/N4zFlZ9Ojc,240695 +RT @karrrgh: 'i don't believe in climate change' https://t.co/HhTSiB4Kr3,286168 +"Adapting to climate change a major challenge for forests +https://t.co/i2jtT5xp7z +Find out why here!",915509 +"RT @FightNowAmerica: Blind liberals can't see that climate change will be used as an excuse to impose global totalitarian government. + +Clim…",869683 +RT @42MattCampbell: @localcatraz @EffieGibbons @bryang_g @GlennMcmillan14 It's cute that you believe climate change is real. Guess what: it…,295238 +"@hearstruble Many more will die due to climate change SPED UP by use of fossil fuels. No, the majority of scientists can't be all wrong.",273952 +"RT @kemmydo: 'well i mean it's the fastest melting place on earth' +'yeah well that's what people who believe in global warming think'",584394 +"RT @WorcesterSU: 6 questions, 2 mins, 1 litre of Ben & Jerry’s & 100 tubs for your hall! Have a go at the climate change quiz to win: https…",195900 +G7 summit concludes with only G6 on #climate change: The Indian Economist https://t.co/uzTWgNfSwx #environment More: https://t.co/kktr4kNo7U,715663 +RT @PopSci: Six irrefutable pieces of evidence that prove climate change is real https://t.co/eoQxG9e7CA https://t.co/UD0CmByqTH,851063 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,393719 +"RT @toniatkins: Californians like the state's direction on healthcare, climate change & human rights. We'll stay on course. https://t.co/5c…",285491 +RT @kcarruthers: Read the entire @Westpac position statement on climate change �� https://t.co/CsyrKrPnFH https://t.co/KS9FNe9rYE,474768 +RT @JonRiley7: Not only is Trump not mitigating climate change he's actually banned PREPARING for climate change ��‍♂️…,988237 +RT @jaredoban: The main reason Jesus can walk on water is so when he returns he can survive this climate change disaster. https://t.co/qEmj…,422929 +Final US presidential clash fails on climate change once more | New Scientist https://t.co/FnzkdZCxTX,531642 +"In rare move, China criticizes Trump plan to exit climate change pact https://t.co/yUb0r5IN5b via @Reuters #carbon #economy #Politics",245695 +"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",879694 +RT @collettesnowden: #auspol The current Australian government's thinking on climate change. https://t.co/UpFmUSigOV,420847 +"After previously calling it a 'hoax,' Trump says there's 'some connectivity' between climate change & human activi… https://t.co/hLRzRknmk7",442565 +RT @EstherNgumbi: Still calling out African-American scientists here in the US working on climate change. Time-sensitive media opportunity.…,232430 +"RT @ABSCBNNews: Duterte changes mind, to sign climate change pact https://t.co/RoepI2Dan1 https://t.co/02hJFpHZix",398214 +People that don't believe in global warming are dumb,394365 +RT @CaucusOnClimate: .@RepDonBeyer and @RepLowenthal react to Trump's executive orders on climate change: https://t.co/btLqw7pofM,426338 +.@RepBrianFitz Thank you for acknowleding man's role in climate change and vowing to protect the purity of our environment. #science,330020 +https://t.co/PjYCfx5YWE Gov. Brown travels the globe talking about climate change.... https://t.co/tFOJBsos4b via… https://t.co/z5cQQD8ktd,785007 +RT @guardianeco: A million a minute: world's plastic bottle binge 'as dangerous as climate change' https://t.co/bQD77btvev,972338 +@660NEWS And we enter the fray with ToyBoy pushing 'global warming' I'm sure the Americans are are laughing rubbing… https://t.co/8IXWg0ANdQ,942593 +RT @advsalunke__: It's time to talk about climate change differently. https://t.co/I8GjZErfMU,961346 +"RT @SondraJByrnes: climate change +she confesses who +she voted for + +#poetry #micropoetry #haiku 451",764846 +RT @Bill_Nye_Tho: yall believe #Wrestlemania real but not climate change��,669522 +"RT @LordofWentworth: If 97% of scientists said that, based on modelling, a bridge was unsafe to cross, how many climate change deniers w…",319959 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,181107 +If now isn't the time to talk about climate change and burning fossil fuel 'WHEN IS IT TIME' 'Debbie' raised the question !,408404 +"@SDzzz @LGAairport Oh, I recall passing this place when I was in FL. They should just wait until climate change takes care of it. ugh :/",523048 +"@n_naheeda For a person who don't believe in climate change, who gonna believe in his views no matter wht he is talking",101999 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,172983 +Like Catholic church and abuse. Criminality? ‘Shell knew’: oil giant's 1991 film warned of climate change danger https://t.co/LnUSkQZzQ2,671524 +"RT @JaredWyand: Steve Bannon means bye bye to the climate change scheme we're spending $22,000,000,000 a year on for 'research' + +https://t.…",849739 +"RT @ErikaLinder: Sorry to say this, but climate change is real and it's happening right now. Goodnight x",346827 +RT @CharlieDaniels: In respect to Obama's climate change policies on his last Christmas in office Santa Claus will be driving non flatulent…,476615 +"Time to act Truml, act fast and hard on climate change. https://t.co/T2wSUiiq8L",895125 +"RT @Nick_Pettigrew: If a group of people that believe in Creationism but not climate change question your acumen, I'd suggest you're fu…",92275 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,784034 +RT @SayHouseOfChi: it blows my mind that nearly 50% of American voters are voting for a moron who thinks climate change is a lie fabricated…,463466 +Record of ancient atmospheric carbon levels can tell us about climate change impacts to come https://t.co/MOeiHPL14D https://t.co/KBIvpTEcNJ,541545 +RT @Wintersonworld: Trump Whitehouse website strips all mention of climate change & LGBT rights from any agenda & wipes the Civil Rights Hi…,229217 +RT @HirokoTabuchi: Defense Secretary Mattis asserts that #climate change is real and a threat to American interests abroad https://t.co/Zz8…,486638 +@claire_caffeine @TimSomp @sea_bass918 @projectFem4All Just like it was warm today so global warming is a hoax and… https://t.co/h8kwok1fQr,318073 +"RT @Scientists4EU: 1) Do 'global challenges' include climate change & fascism? +2) The 'Special relationship' is sycophantism +3) Don't…",238027 +@foxandfriends @guypbenson Only idiots think climate change is a hoax.,123946 +Now @billmckibben tells us about when together with 7(!) students @350 he set out to halt climate change in the world ��. #atAshesi,926635 +"RT @eschor: A second rogue National Park still talking about climate change. Three is a pattern, guys... https://t.co/AadYEA9gRI",957341 +Eerie November periwinkle bloom in Toronto a sign of climate change? https://t.co/BAOgwpuJkO #ClimateChange #COP22,331416 +@JohnAvlon @thedailybeast I don't know. Could it be climate change?,912415 +"global warming is real, and caused by humans",737710 +"RT @GSmeeton: The picture on climate change is not quite as bleak as some claim, says @_richardblack https://t.co/ReciIWNfzS via…",123939 +"RT @eelawl1966: What really angers me about climate change, is the thought of all the innocent animals that will perish due to human ignora…",197071 +"RT @pacelattin: In hillarious news, all G20 spouses are being taken to the German climate change museum. Ivanka said to not be amused.",355991 +RT @stevesilberman: Must-read: You can't understand why Putin hacked the election w/o understanding economic reality of climate change. htt…,939791 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,35780 +RT @TheWorldPost: Trump's EPA warns us to wear sunscreen while it does nothing about global warming https://t.co/UXI4K8ltDV https://t.co/vm…,238540 +"RT @nytimes: Scott Pruitt, the head of the EPA, said that carbon dioxide was not a primary contributor to global warming https://t.co/6PH0U…",578043 +"Why are bees headed towards extinction? There are a number of factors, including climate change, pesticides, and poor beekeeping practices.",559830 +"@NotJoshEarnest funny you believe bullshit science on climate change, but not the science that a fetus is actually a living human! 1/2",663080 +@LDShadowLady well congrats. Hopefully global warming wont suck again and bring snow to kill them off,637989 +@AlexFranco488 @quigleyheather eh with the real issues like climate change and our economy it doesn't look like he will do much good at all,609853 +RT @ClimateChangRR: Poll: Most want ‘aggressive action’ on climate change https://t.co/FEhnKQ8MkH https://t.co/a2gvoWhgq2,688250 +RT @jalewis_: make global warming happen,573526 +RT @nathanfletcher: Trump still hasn't gotten memo he lost Pittsburgh and Mayor there is committed to tackling climate change. Pittsbur…,122197 +"RT @globalwinnipeg: Canada not ready for catastrophic effects of climate change, report warns https://t.co/EyLEOsg8XE",698843 +"RT @DonalCroninIRL: At @Irish_Aid climate change/environment focal point and parter meeting in #Kampala, good case studies from @IIED https…",978695 +"RT @luckytran: The #marchforscience has reached Greenland, where scientists are seeing the effects of climate change firsthand…",276003 +"Androids Rule The World due to climate change, but not for long. #scifi #99c https://t.co/A7mojBcbFY @donviecelli https://t.co/rV9EdFXWeU",180966 +RT @greenhousenyt: Climate experts write a hugely critical open letter about Bret Stephens' column on climate change. https://t.co/2jTFGkRx…,640355 +I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/zAIlrYVcKe,528396 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,838575 +RT @envirogov: Have your say on the review of Australia’s climate change policies. Submissions close at 5:00pm on 5 May 2017…,224086 +"These idiots think global warming will take thousands of years so making money is ok, but human interference is rap… https://t.co/LDxuY6V6Jk",25107 +RT @HuffPostGreen: Schwarzenegger and Macron troll Trump over climate change https://t.co/O7X2IGQ2c1,941017 +"It's February, the windows are open and the fans are on high. What's this about climate change not being real?",83294 +"The best part about @SenJeffMerkley ‘s marathon? His extended, detailed rant on climate change and corruption.… https://t.co/HJH59Eekyr",488157 +@rosana With global warming this year things were reversed. Vancouver had way more snow than us.,280143 +RT @thehill: EPA flooded with phone calls after EPA head denies CO2 role in climate change: report https://t.co/F64TlJ7qRV https://t.co/UKO…,234739 +Diet change must be part of successful climate change mitigation policies'. Less meat = less heat & reduced health… https://t.co/i9CqppJHbE,580721 +"Holistically managed pasture sequesters carbon in soil, producing meat that is a solution to global warming. Vegan… https://t.co/NAjCVrDegL",907765 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",556068 +RT @PopSci: Doctors unite to say climate change is making us sick https://t.co/AJJCyZ1va2 https://t.co/3oAROqybH9,212700 +"What’ll be in store if climate change isn't addressed: + https://t.co/KxU30FTgpt",353721 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,675982 +RT @ddale8: The GOP is the world's only governing party that rejects the scientific fact of human-caused global warming: https://t.co/TNxxm…,339284 +The 19th-century whaling logbooks that could help scientists understand climate change https://t.co/QHJS630LTX https://t.co/sF8j8lfU6u,191301 +I think it's intellectually dishonest to assert that human activity has no effect on climate change. @JPShalvey1 @QuantumFlux1964,168885 +Thank you @Sessions_SF for pledging $1 per diner on Earth Day to fight climate change! #zerofoodprint,732303 +"RT @JSCCounterPunch: The Queen of Fracking will 'combat climate change?' It's one thing to campaign for HRC, Bernie, another to lie on h…",793043 +"RT @TedKaput: Liberal tears may soon beat climate change as the leading cause of rising sea levels.#TrumpRiot +We are the…",699639 +maybe we should all start gold leafing our trash i heard gold could reverse global warming,312517 +"RT @DeficitHacks: Though we face fascism, climate change, and an executive branch full of hacks, the debt's still the biggest (fake)… ",352208 +RT @pablorodas: EnvDefenseFund: Pres Trump thinks the “best available” data on climate change is from 2003. https://t.co/PAJVqZ2Yfv,266989 +#PresidentTrump as the leading amateur scientist in the world knows that man-made climate change is a myth created by China. #Trump that!,901063 +God is more credible than climate change' https://t.co/L9ykdnCgQQ,675882 +"In rare move, China criticizes Trump plan to exit climate change pact: https://t.co/xbxxQ4pT2I via @Reuters",320560 +"Researcher studies impact of climate change, deforestation in Namibia #ChemistryNewslocker https://t.co/8Xtwbz33nB",245351 +"Bills intro'd in some states say public schools should teach opposing POV's abt global warming, evolution #WhyIMarch https://t.co/lxx0fInTbJ",522325 +So as well as splaining history to Prof Beard we get anti-vaxers and climate change deniers. Research methods should be taught at school!,703585 +"RT @DaveKingThing: Three debates. One post-election interview. Zero questions about climate change. +Z +E +R +O",641049 +@LauraSeydel Radical energy shift needed to meet 1.5C global warming target: IEA https://t.co/Z2xLWdaJA1 via @Reuters,45110 +RT @KPCC: Governor Brown says California's climate change fight won't stop under Trump https://t.co/X68OVfl5KY https://t.co/jNpOow3sDv,414797 +I thought climate change won't save you or your children from it.,269667 +.@RepMiaLove Don’t let our children face climate change disaster! #ParisAgreement #CleanPowerPlan #SaveTheEPA #ActOnClimate #swingdist,242813 +"RT @350EastAsia: Filipino activists hold #ClimateMarch to urge @ASEAN to Drop coal, act on climate change #ASEAN2017 #CoalFreeASEAN…",367599 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,654104 +RT @ajplus: Is this deal to fight climate change too late? 😕 https://t.co/e76UJNCYN8,894232 +RT @jjmiller531: '97% of the scientific commity has stated there is global warming bec they have got grant money 2 agree with that p…,287449 +"he also wants massive tax cuts, an end to the FDA and EPA, Giuliani as AG, no action on climate change... https://t.co/QLslBsPKPk",573969 +The surprising link between climate change and mental health https://t.co/VxfBe2RG7P,573083 +"RT @Telegraph: Hundreds of millions of British aid 'wasted' on overseas climate change projects +https://t.co/ZMlLv1uF2c",543358 +"@KORANISBURNING @KrissyMAGA3X 1 week into Ct. spring and still have 1' of packed hard snow, another global warming sign?",672556 +"RT @Irenie_M: More likely a lesbian caused Hurricane Harvey than climate change, says right-wing commentator https://t.co/T3rKpgFY7w …",761778 +"RT @bruhvonte: Tyler the Creator is gay, +Krabby Patties made out of crab meat, +Fruit Loops all the same flavor, +and global warming still re…",790474 +How may #overfishing of critical species such as #whales and #sharks impact #climate change? https://t.co/fKpJ8jzsO4,576012 +Trump says 'nobody really knows' if climate change is real - Washington Post https://t.co/bv8emncKZx,391509 +"RT @drvox: Keep in mind over the coming week: many, many conservatives say that adapting to climate change will be cheaper than preventing…",766952 +"RT @GlobalPlantGPC: Future climate change will affect plants and soil differently, a @CEHScienceNews +study shows…",37858 +"On one hand, fuck climate change is outta control we HAVEEE to take action asap. On the other hand, thank fucking C… https://t.co/bAwACCuCk3",703952 +RT @kallllleyyyyy: global warming https://t.co/CaJpPRunA5,840146 +RT @TreeHugger: Children win right to sue US government on climate change inaction https://t.co/ov6p4rMw7r https://t.co/GmSRBSqYlC,317102 +RT @verge: Here's the climate change podcast you didn't know you were looking for https://t.co/OHtSERwTE1 https://t.co/8yz1eoRgYE,663313 +RT @labourlewis: UK must take international lead on climate change with election of sceptic US president says Labour shadow minister…,350256 +"Even [Trump] does not have the power to amend & change the laws of physics, to stop the impacts of climate change,â€ https://t.co/02JBU2udyy",302864 +"In race to curb climate change, cities outpace governments - Channel NewsAsia https://t.co/JeEHA2xrRB",950748 +How #climate change is affecting the #wine we drink https://t.co/feIGMohHN1,559829 +RT @c_kraack: RT @AMZ0NE A SciFi author explains why we won't solve global warming. âž¡https://t.co/xYpMOSZRRg https://t.co/25q3p8hFNT #amr…,316929 +RT @daguilarcanabal: Being 'pro-immigrant' while supporting zoning is like saying you're concerned about climate change while driving a die…,885671 +"RT @GhanaYouthSpeak: The New threats to poverty eradication: climate change, conflict and food insecurity, we need you to help the globe #y…",926884 +Next 10 years critical for achieving climate change goals https://t.co/9ek4Q5jqGA #mcgsci,151033 +"It's warmer in the Arctic than it is in Thunder Bay, Ont.' +Sorry, tell me again how global warming isn't a thing? 🤔 https://t.co/fZvxXn7xJT",956089 +RT @TooheyMatthew: Woohoo! Naomi Klein calls out IPA climate change denialism #qanda,578319 +@AP fighting climate change is ridiculous. Climate changes so figure out how to survive it for fuck sake.,502372 +I liked a @YouTube video https://t.co/zDe3rJt2yb Penn and Teller global warming,55085 +RT @Heidi_Parton: Reining in climate change starts with healthy soil https://t.co/KFFDC7KBnC via @deliciousliving #climatechange #biodivers…,844569 +RT @killmefam: global warming killed club penguin,657020 +RT @ClimateCentral: Here's how climate change could flood cities (and states) as the world warms https://t.co/GArhaHhlyo https://t.co/Ziwf2…,327419 +@realDonaldTrump climate change is real and the #1 contributor is man. https://t.co/iww1Or77EG,774068 +"RT @tveitdal: Polar vortex shifting due to climate change, extending winter, study finds https://t.co/pFeqP3mhya https://t.co/tA5fDSJzfg",215327 +RT @ProfSteveKeen: Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/YoZ9foPlQ7,53274 +Energy Department climate office bans use of phrase ‘climate change.’ #words #bannedwords https://t.co/dcjwqQVYdF,165384 +"@Jackthelad1947 Trump @realDonaldTrump will only believe in global warming until his own Towers, Hotels & Casinos are under water, LOL!",216655 +RT @Cosmopolitan: The man Donald Trump chose to protect our environment doesn't think climate change is real https://t.co/4QgFdWRSHr https:…,895964 +#DonaldTrump has signed an executive order undoing much of Barack Obama's record on climate change #HeartNews https://t.co/dE2Y2vwhy1,658815 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,392139 +"RT @TimBuckleyIEEFA: While some continue to deny science and debate if we should do anything, climate change impacts are clear and growi…",303725 +"@LisaO_SKINMETRO I’m creating a think tank for independent thinkers to solve climate change, would you post also at https://t.co/3nG3t7oJZI",95260 +"Alternative' Twitter accounts defying Trump's climate change gag order could be prosecuted, experts say #Technology https://t.co/ANuDqBy1y7",29266 +RT @rtoberl: There's more than enough climate change money to pay for all of Trump's programs. Let the UN & China chumps solve climate chan…,941438 +"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",786762 +RT @Alyssa_Milano: The Trump administration just disbanded a federal advisory committee on climate change https://t.co/rChjQhTEJy /via @kyl…,687815 +"RT @AdamsFlaFan: Thanks to global warming, Antarctica is beginning to turn green https://t.co/tElBEwO3jo",58178 +RT @LOLGOP: This is actually a depiction of earth before and after climate change. https://t.co/tNzsPMbg3Y,892211 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,38872 +"RT @foxandfriends: 'Eleven years later, weren't you wrong?' -Chris Wallace confronts former VP Al Gore over global warming claims |…",6715 +@EliseStefanik @karenhandel She doesn't believe in climate change,115420 +RT @iNadiaKhurr: This could be us but you said deforestation lead to global warming. https://t.co/57BiT1WwQa,564035 +@BasedFaggotFTW your proof of humans not causing climate change,655450 +Al Gore just had an 'extremely interesting conversation' with Trump on global warming https://t.co/kILRsfiyhV https://t.co/CT9CeudUwX,536531 +I know climate change is a natural process. What is not natural is all the things we are doing to get resources bec… https://t.co/yxwmBbxZRf,558684 +"RT @SenSanders: In Trump’s speech I did not hear one word about climate change – the single biggest threat facing our planet. +https://t.co/…",521553 +RT @XHNews: What do you value most among things that China and EU have been doing to fight against global climate change? #ParisClimateAcco…,702061 +"RT @johnpavlovitz: Eliminating healthcare +Defunding PP +Ignoring climate change +DAPL +@GOP can drop that whole 'Pro-Life' facade. + +https://t.…",270836 +RT @funkgorl: namjoon called jin big brother and jin threw two flying kisses global warming is over #BTS #JIN #진 #BTSINNEWARK https://t.co/…,579324 +"As @pmackinnon509 told PRIM board this AM: 'Most of us wouldn’t bet against [climate change], so why is our retirem… https://t.co/LRxapR1apP",186889 +(Montreal Gazette):#Historic flooding in #Quebec probably linked to climate change: experts : Scientists have.. https://t.co/VnI1ADsThk,813889 +RT @DanWoy: Alberta not reversing course on climate change to match Donald Trump's backward march https://t.co/IW5gxrsNG1 #cdnpoli #cleangr…,864478 +"@bobcesca_go @CharlesPPierce +Bravo Pope Francis +Giving #BenedictDonald a treatise on environment & global warming… https://t.co/R9ShXPIJxI",879657 +RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,748146 +"Trump has repeatedly called into question the science behind climate change, even calling it a 'very expensive hoax.'",273325 +"@runningirl66 @therealroseanne As much as I care about your opinion on global warming, I;m sure.",52520 +"RT @AltNatParkSer: .@NASA has released a photographic series called 'Images of Change' despite President Trump denying climate change. +http…",620251 +"The Chinese understand what's at stake here. + +In rare move, China criticizes Trump plan to exit climate change pact https://t.co/eIsRC58Fom",967986 +RT @thehill: Government scientists leak climate change report out of fear Trump will suppress it: report https://t.co/M57Cf4IsC4 https://t.…,255772 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,124459 +RT @AmandaOstwald: @seventyrocks Science enables you to mentor women and people of color! Or teach how individuals can fight climate change…,778658 +RT @BekahLikesBroco: Are white people gonna survive climate change bro https://t.co/oGDLw85bjG,730026 +RT @LOLGOP: We elected a guy who said climate change was a hoax but the National Enquirer is real. That's why we point out he got millions…,524315 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,808795 +"RT @EricHolthaus: Holy wow. Remember those kids suing Obama & big oil over climate change? +They just *won*. +Read this: +https://t.co/HnZBICG…",410560 +We have to choose between corporations and communities.' #COP22 - women on the front lines of climate change.,736913 +RT @akaXochi: Stephen Hawking has a message for Trump: Don't ignore climate change https://t.co/U5qnxsKyz4 via @YahooNews,585868 +RT @cucumbersdotgov: went to look at pictures of the earth to cheer myself up remembered our president elect is a climate change denier got…,860621 +Love it #snowflakes to get dumped on - so much for global warming! @stevemotley,911013 +RT @Independent: Trump signs executive order reversing Obama measures to tackle climate change https://t.co/5QofpMag0a,350251 +"RT @sydkoller: FYI global warming is the reason for the severity of this storm and you voted for a man who doesn't believe in it, as our pr…",583294 +RT @newscientist: Trump could land fatal blow to the fight against climate change https://t.co/zPo0wntgIb https://t.co/FBIaQwPsur,237397 +"The president might not accept climate change, but the secretary of defense sure does. https://t.co/8W3zAj6tQr",810871 +RT @LisaBloom: We will be the only developed nation in the world led by a climate change denier. https://t.co/tR1DclGWEz,302920 +"@CathyWurzer @tanyaott1 @NPR We are parsing the definition of 'lie' while millions loose health care, and global warming has become a 'lie'.",826197 +RT @hrkbenowen: Will you turn off your lights for an hour March 25 at 8:30 p.m. to show support for climate change? Please RETWEET.,552138 +RT @c40cities: What are the world’s leading cities doing to tackle climate change? Browse our new case study library to find out!…,948170 +RT @kumar_eats_pie: 'A big box of crazy': Trump aides struggle under climate change questioning https://t.co/hC7JI38SWS,734002 +RT @wwf_uk: 1 in 6 species risks extinction because of climate change. It’s time to #MakeClimateMatter. Awesome design by…,381149 +RT @nytclimate: A call for women to take a bigger role in fighting climate change at a conference in NYC https://t.co/dikPLhegc3,87066 +RT @HuffPostPol: Badly misinformed lawmaker thinks our 'warm bodies' may cause climate change https://t.co/qzQBVisPfT https://t.co/C4Y2qs1M…,393025 +Harvard solar #geoengineering forum recalls this Q: Can we move from unintended global warming to climate by design… https://t.co/v3WTEJMxcp,242100 +RT @claudiogiudici: #Trump rifiutando #Parigi è contro #climatechange che prima era global warming che prima era raffreddamentoclimatico ht…,73720 +RT @WhyToVoteGreen: UN: 20 million people in four countries now face severe famine from combination of conflict & climate change…,248576 +"The Great Green Con: global warming forecasts that are costing you billions were WRONG all along +https://t.co/QXJ6M5mcvR",757481 +"@Prohximus @realDonaldTrump global warming is real, human caused, and already putting lives in danger.",949825 +The fact people are actually voting for a man who doesn't believe in climate change makes me wonder if people can get any fucking stupider😂,122392 +RT @Whoray76: @EmfingerSScout @AppSame What a waste of hot air that probably contributes 2 global warming! #MAGA,454520 +RT @TheKuhnerReport: Mark Levin says Trump betraying conservatives on climate change & amnesty for Dreamers. Let's wait until Jan. 20 befor…,246599 +Opinion: Hunger on the Horn of Africa is not caused by climate change https://t.co/ibZ3iP7INl via @dwnews,587755 +"RT @350: Despite Trump (and many denialists), 2016 is the year that made climate change undeniable: https://t.co/Xrj9GTBTf1 https://t.co/Fj…",696011 +.@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t.co/a86NgPKyzX,702158 +"RT @HirokoTabuchi: GE's Jeffrey Immelt says climate change is real. As a member of Trump's biz council, he also has Trump’s ear. https://t.…",577157 +Leo Di Caprio talks climate change with Obama https://t.co/BHOeEuhzpw via @YouTube,779146 +RT @thinkprogress: Will global warming help drive record election turnout? https://t.co/r7M77EAXeC https://t.co/detOUvCCWr,361064 +RT @guardian: Barack Obama on food and climate change: ‘We can still act and it won’t be too late’ https://t.co/4DOP0vUYU6,568478 +@GlblCtzn The White House under Trump don't care about climate change...,293138 +"RT @YEARSofLIVING: As seen in #YEARSproject, we must reduce our meat & dairy consumption, to stop climate change! READ: https://t.co/xdQbLI…",886852 +"RT @HirokoTabuchi: Americans ate 19% less beef from 2005-2014, a victory in the fight agnst #climate change. @ssstrom has the good news htt…",641390 +RT @LynnDe6: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/c1QxYAaeT7,309204 +RT @JamesMelville: The Swedish Deputy Prime Minister signs climate change legislation surrounded by her all-female team. #TrumpTrolled http…,861978 +RT @BitchestheCat: Back before global warming when it used to snow in the winter in Chicago (not in mid-March) my parents made a snow…,65678 +@guardian Remember @realDonaldTrump about your golf course in Scotland when you're denying climate change… https://t.co/awFnz2Pmsa,37161 +RT @FormerNewspaper: .@SarahHSandiers can you please confirm the democrat theory that climate change is to blame for the #AwanBrothers matt…,44459 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,212306 +RT @ScienceNews: Worries about climate change threatening sea turtles may have been misdirected. https://t.co/qDbUcdVttP,15931 +"RT @nytimes: In the Netherlands, climate change is not a hypothetical or a drag on the economy. It’s an opportunity. https://t.co/bv6L9tkf2a",839468 +RT @PopSci: Six irrefutable pieces of evidence that prove climate change is real https://t.co/xt7RdoWX6d https://t.co/2QdKWNc2O6,206409 +"The webcast for 'Managing BC’s forest sector to mitigate climate change' is live now: +https://t.co/4qDXieuRdf",80465 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,902010 +RT @ClimateCentral: 35 seconds. More than 100 countries. A lot of global warming https://t.co/rkvcokTUAR https://t.co/HUz7ejjLLu,184219 +RT @emmaroller: A climate change skeptic running the EPA is now a reality https://t.co/8JUq66p1Qz,45607 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,337771 +"1-4 inches of snow my ass, global warming fucked that right up, stay Woke.",89645 +RT @GlobalWarmingM: David Keith: A surprising idea for 'solving' climate change - https://t.co/bJv22GGMRj #globalwarming #climatechange,414134 +RT @breakingnews740: It's worse than even climate change can explain. https://t.co/5CNH9I9n8v,357355 +RT @latimes: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/ig8sxJGw2f https://t.co/eo85j1GK7j,783782 +"Trump tweets wrong Ivanka, gets earful on climate change https://t.co/9gwXYTQlZO",537334 +Reading HS classmates' posts on FB about climate change being a scam & suddenly it's 12:30 & I'm too aware of people's stupidity to sleep,818133 +RT @CraigBennett3: WELL SURPRISE SURPRISE Govt to scale down climate change measures in bid to secure post #Brexit trade https://t.co/BRiRR…,314957 +RT @AP: Britain's Prince Charles co-authors a book on climate change. https://t.co/95cv3AscG5,793240 +RT @ManuelQ: .@Reince says @realDonaldTrump still thinks climate change is 'bunk' https://t.co/qpZ1bjzPVY ($),903549 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",505388 +We have 100 years at most before mother earth gets rid of us. To anyone who dosent believe in global warming keep r… https://t.co/3oTN8wvrUE,903516 +RT @EnvDefenseFund: These stunning timelapse photos may just convince you about climate change. https://t.co/Ne7Go0LcxN,830608 +RT @BarbaraRKay: A very good interview for people who are *so damn sure* about computer model-based anthropogenic climate change rel…,708649 +Watch: Bill Nye blows gasket when a real scientist schools him on facts about ‘climate change’ – LMAO!!!!!�������������������� https://t.co/gxCqRtj8yR,699265 +"RT @Okeating: Prince Charles has written a Ladybird book on climate change, but he's not the only celebrity to use this platform. https://t…",199279 +"RT @FROX3N: Human activities as agriculture & deforestation contribute 2 the proliferation of greenhouse gases that cause climate change. +#…",423050 +"RT @akin_adesina: Stop talking about climate change. Africa needs finance, not talk, to adapt to climate change. Watch my interview: +https:…",84479 +@PetraSuMaier @tulsaoufan @ChrisRGun Nyes ideas on jailing people doesn't excuse not believing in global warming,692437 +RT @omgthatspunny: if global warming isn't real why did club penguin shut down,511157 +"@Bedhead_ And that's your response to climate change? Universe big, we small?",134111 +Lakes worldwide feel the heat from climate change: Science News: Lakes worldwide are… https://t.co/lG8Rh5mGJn,457774 +"The #GlobalGoals seek to end poverty, reduce inequality & tackle climate change. No one should be left behind https://t.co/n8XDPPkNE9",444789 +The funniest thing in the world is a Liberal who believes in climate change......and smokes (anything). ����,28139 +How climate change could harm your health https://t.co/BK1uNFyv9t,532892 +RT @tinatbh: im gonna just ignore the fact that the world is either about to end bc of climate change or nuclear war and focus o…,896668 +@Gurmeetramrahim #National Youth Day save global warming,807831 +Al Gore's 'An Inconvenient Truth' Sequel to Open Sundance: The sequel to Al Gore's Oscar-winning climate change doc… https://t.co/7GESemyBUP,566437 +"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",122276 +RT @RacingXtinction: The types of food we choose can help slow down climate change #MeatlessMonday https://t.co/0PvjHrvv1j,330625 +These are the six climate change policies expected to be targeted by Trump's executive order https://t.co/guY6J7aCS1 …,459982 +RT @ashleylynch: Ignore the fact that he just gagged and censored every government organization from talking about climate change. H…,37020 +"RT @CorbinHiar: As the leader of Exxon, Rex Tillerson used the alias Wayne Tracker to send emails about climate change risks https://t.co/C…",248792 +"@washingtonpost yep,definitely no global warming here.",67871 +@SethMacFarlane @sciam meanwhile uses climate change to get permission in Ireland to build a wall around his property along a public river,818267 +@newscientist and a climate change denialist as head of EPA?,899530 +RT @nytimes: Donald Trump has called climate change a hoax. A Chinese official says it is anything but. https://t.co/N7y35LTyN2,598012 +Lol at everyone who thinks that global warming is the US's top priority.,105391 +"@CaitlinJStyles it used to snow from time to time , but it doesn't snow anymore. I blame global warming for that",734981 +"@kieszaukfans I’m creating a think tank for independent thinkers to solve climate change, would you post also at https://t.co/3nG3t7oJZI",194458 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",525857 +"#Acidification news: Healthy ecosystems means resiliency, faster recovery against climate change (excerpts) https://t.co/8LuuHuOnlV",299185 +"RT @KamalaHarris: This administration’s open hostility to climate change is appalling. No matter what, California is ready to tackle this c…",303968 +RT @SheilaGunnReid: When you take a cab to a climate change summit where you want to force others to ride their bikes or walk https://t.co/…,623420 +RT @ColeLedford11: polar bears for global warming. https://t.co/PqPcElsKkt,491902 +RT @nowthisnews: Electing Donald Trump is going to be a disaster for the fight against climate change https://t.co/MhkOlHgxXN,405671 +Trump team memo on climate change alarms Energy Department staff - https://t.co/E93KGSsaLE,283285 +RT @realDonaldTrump: The weather has been so cold for so long that the global warming HOAXSTERS were forced to change the name to climate c…,314315 +@sir_mycroft @Guiteric100 @rickygervais It's like not believing in global warming. You opposing war doesn't make the world a peaceful place.,342649 +RT @chelseahandler: North Korea believes in climate change. We are the only country in the world that has a political party who denies clim…,811594 +RT @TheEconomist: Uncoupling emissions growth and economic expansion is important for slowing climate change https://t.co/TnjMRQSU5V https:…,877953 +"RT @Reuters: France, U.N. tell Trump action on climate change unstoppable https://t.co/Gcj6LcrNpa https://t.co/0yFoOoUAaU",250020 +"Africa takes centre stage at Marrakesh, urges speedy climate change action https://t.co/IIqumfQPBV",482420 +"RT @philstockworld: Currently +reading 'Why we need to act on climate change now': https://t.co/dj2hPF4x5g",811970 +RT @ClimateReality: It’s simple: The same sources of emissions that cause climate change also produce pollutants that engager our health ht…,410045 +@kylepope 99% of all scientists say climate change is real. But US media presents the 'other side.' Fossil Fuel companies side? Sad.,768287 +"Mayors & governors are already seeing effects of climate change in their cities/states. They have to act now, with… https://t.co/ikRrIdzjBD",10140 +"RT @PiyushGoyalOffc: Shri @PiyushGoyal spoke about the dire need of addressing climate change, at the 8th World Renewable Energy Technol…",381026 +@DrJillStein What is your opinion on the #Vegan lifestyle as one of the solutions to climate change? ☺,824589 +RT @SwannyQLD: See my article on Turnbull's lost decade on climate change and remember the charlatans who led us down this path - https://t…,566239 +"@JadedCreative @chrislhayes LOL and fly a rocket ship to space, meet with scientist about climate change, and with… https://t.co/f47eL2kFQE",168376 +RT @ILoveQueenK: #EarthHourPH2017 muna tayo to fight climate change oh dba nakatulong pa tayo,925405 +RT @AJEnglish: Not all fur and waddles: This Penguin colony is at risk from climate change https://t.co/IBMSbIssbX,175224 +RT @BecomeWhoWeAre: @NathanDamigo Animal agriculture is the biggest cause of climate change (if it's real). Recycling cans and carpooli…,761939 +RT @amyrightside: US climate change campaigner dies snorkeling at Great Barrier... https://t.co/HToUo9txxe #greatbarrierreef,701364 +Hello. I am a white middle class conservative and climate change is very real. Thank you. #Facts,634818 +"Trump team at Davos: We don't want trade war w/ China, just better deal;. Pres.Trump Keep promise on illegals, no climate change, Obama care",691110 +Interior Department agency removes climate change language from news release https://t.co/IYR8aGVyMw,386807 +RT @StatsBritain: 100% of Britons hope Prince Charles DESTROYS Donald Trump on climate change when he visits in June.,885006 +Humans 'don't have 10 years' left thanks to climate change - scientist https://t.co/vUhQQAieW8 Finally some good news.,486755 +RT @hfairfield: Spring weather arrived more than 3 weeks earlier than usual in some places. New research pins it on climate change.…,335914 +The climate change racket has lost force #podestaemails26 https://t.co/xFi6crATGx,961423 +"RT @LeoDiCaprio: Want to stop climate change, @UWM? See #BeforeTheFlood at your University #BeforeYouVote. +https://t.co/ubMubJMbkv",48070 +"they asked what my inspiration was, I told em global warming.",86376 +"We could have the absolute solution to any problem; to end hunger, climate change, but in the wrong hands, we'd make the same mistakes.",857017 +"RT @cinziamber: Educate yourself on climate change and what you can do. Not just for yourself, but for your family, your future family, eve…",70184 +MINISTRY OF TRUTH DOUBLESPEAK: US federal department is censoring use of term 'climate change' https://t.co/ROoiXPVGqj,808139 +"Not sure how @heathersimmons knows about the nametags, but we see @Newmont is mentioned in these HBS climate change… https://t.co/UGclq2t4YX",348386 +RT @smh: State of the Environment report warns impact of climate change 'increasing' and 'pervasive' https://t.co/q6hduIhZl1,924242 +RT @Stevenwhirsch99: All the while he tries to lecture America about climate change....... https://t.co/PARNgUirHw,686843 +"RT @deltalreed_l: Polar vortex shifting due to climate change, extending winter, study finds +https://t.co/enqjjXpMsz Marco say climate chan…",49160 +"RT @TrumpTrain45Pac: There is no global warming says the founder of the weather channel +#MarchforTruth +#CNNisISIS +#ClimateChageisnormal +ht…",302490 +@Erikajakins They fully expected to be hailed as king and queen of some new 'climate change' era. To never receive… https://t.co/iAPH3shCti,183669 +"RT @SuffolkRoyal: @gwak52 @69mib Just more of the big 'global warming', 'climate change' con. Or whatever it is they're calling nature the…",945556 +RT @businessinsider: A new study just blew a hole in one of the strongest arguments against global warming https://t.co/xqzcyUrcAe https://…,664348 +"RT @TheAtlantic: Tracking climate change through a mushroom's diet, by @vero_greenwood https://t.co/yhYdZaRQg3 https://t.co/9zxuVfw2EI",556462 +"RT @slaveworldElmo: A vital link in fighting global warming: Whales keep carbon out of the atmosphere. #OpWhales +https://t.co/G8EFJatSXG",643411 +RT @SenSanders: We have a president-elect who doesn’t believe in climate change. That’s frightening for this country and the world.,428375 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,855864 +"RT @GhostPanther: Pence doesn't believe in climate change, evolution or that some ppl are born gay. Can't he just not believe he saw Hamilt…",566490 +RT @thehill: California signs deal with China to combat climate change https://t.co/vZ6x5jTnCh https://t.co/26ppDfBu95,830535 +RT @RogueNASA: Survey: Only a quarter of Trump voters believe in human-caused climate change https://t.co/fDRpSSHeAY,382 +RT @AbbieHennig: extremely concerned about planet earth now that we have someone in office that doesn't believe climate change is real,373785 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,734921 +RT @reaIDonaldTrunp: y'all still think global warming is a hoax? https://t.co/lxxfyA9rsj,171713 +RT @citizensclimate: Great op-ed in LA Times: Some conservatives are concerned with #climate change https://t.co/aMyanMSfB3…,556800 +RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,88973 +"RT @SteveSGoddard: Before global warming, hurricanes in Texas never did much damage. https://t.co/pQ10HFZWIb",658337 +RT @voxdotcom: Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/rVDaS8lT1R,4709 +"RT @latimes: Russia investigation, climate change and immunity: Here are the major stories under Trump this week https://t.co/QEkiZ9bSRU",877084 +RT @ClimateCentral: 5 ways cities are standing up to climate change https://t.co/akwRgiNcaw via @FastCoExist https://t.co/hLpXJVYC4g,445620 +"The hoax : how pseudo climate change is used as cover for non conventional geoengineering war and destruction +https://t.co/wv5CQPOZ7G",270537 +@DonaldJTrumpJr @EricTrump make sure someone tells the trumps there is no such thing as global warming,703375 +Reason #600 I want to move- my brother just argued with me for 30 minutes about global warming not being real....#pleasegotoschool,46873 +Insight: To deal with global warming we need many of the same things that are absolutely necessary to explore space 1/3,899754 +RT @hrkbenowen: Al Gore refuses to give direct answer when confronted over bogus 2006 claims on climate change https://t.co/5c1inAzjVM,795861 +If he was white and was support climate change and doing some type of protest he would still have a job cuz that wo… https://t.co/yMzvb7EAjP,812551 +RT @ericgarland: Because I GUARANTEE YOU - Putin feared the US taking the lead on climate change. It would be the end of his country's tiny…,535591 +It's not global warming it's warming that's global,80055 +"@SebGorka NYT's: God confirms - 'Trump is the anti-Christ!' Blames him for 9/11, AIDS, global warming & Air Supply!",570775 +#3Novices : Despair is not an option when it comes to climate change https://t.co/Fe60O63EBo We've heard a lot about warming oceans in the…,607294 +RT @YooAROD: How do people deny that global warming exist? That's like saying the earth is flat. You sound flat out dumb!,346257 +Vital discussion from LoneStar Caledonia as the team embrace climate change and the fragility of our planet : https://t.co/19qLrWK8ka,834872 +RT @rose_douglass: @Janefonda climate change is a hoax. NOAA lied about their data. It's all about draining our wallets even more to charge…,214043 +@ZachTheMute also when he thinks climate change isnt real and thinks stop and frisk is a good thing,613413 +RT @StigAbell: I know nobody cares about climate change in the brave new world. But the red line is this year's sea ice. This look…,1960 +Balzer: Resilient ecosystems4 adaption to climate change. This is also in line with the #ZANUPF resolutions made made during #2016Conference,591346 +An extended family member posted on Facebook that people need to wake up because climate change isn't real. Any way to extend him further?,716050 +"RT @DailySabah: New US-British research confirms that reported pause in global warming between 1998 and 2014 was false +https://t.co/UjXm9Yj…",449744 +RT @TheEconomist: China sees diplomatic benefit in hanging tough on climate change https://t.co/7qGaXZ95jF,746121 +RT @BBAnimals: The effects of global warming https://t.co/twFnLF4XNw,576177 +"RT @NOAAClimate: With #snow in the forecast for this weekend, here's a quick reminder: Snowstorms don't disprove global warming.… ",742262 +RT @HannahRitchie02: How much will it cost to mitigate climate change? Some estimates suggest <1% global GDP per year in 2030. New blog:…,603256 +RT @HirokoTabuchi: China as climate change savior? Not so fast. By @KeithBradsher https://t.co/XgZjvvweLJ,995594 +@MarsinCharge allergy season is supposed to be especially bad this year because climate change got the trees out of… https://t.co/QOQtGyvnnY,491003 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,258024 +"RT @BayStateBanner: https://t.co/Duu2Ki5sRI In Boston, who will bear climate change burden? +#climatechange https://t.co/9ycaZuR8UT",132811 +RT @YEARSofLIVING: #RenewableEnergy saves us from the worst effects of climate change & solves our economic challenges @CalCEFAngelFund htt…,739061 +Modern agriculture cultivates climate change – we must nurture biodiversity https://t.co/qmwK5dKX31,515952 +RT @CBSNews: What happens if the U.S. withdraws from the Paris climate change agreement? https://t.co/eBb27mOzFI https://t.co/HGXbdcYWxs,622935 +RT @Green_Footballs: Trump pouts and glares as Finland’s president discusses the effect of climate change on Finland…,448716 +I didn't think people still confidently denied that global warming is an issue.,357570 +"President Donald Trump's policies on climate change are strongly opposed by Americans, poll indicates https://t.co/hjuhZcgfKC",459647 +RT @AP: BREAKING: California lawmakers pass extension of landmark climate change law that Gov. Jerry Brown holds up as global model.,694067 +"RT @BuckyIsotope: You are my sunshine +My only sunshine +With global warming +You’ll kill us all",342342 +RT @ajplus: Meet five communities already losing the fight against global warming. https://t.co/vKzk4FTQWJ,458106 +I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/bnVqULcmRb,943571 +@australian Don't blame it on climate change. The major cause is cyclone Debbie,592617 +RT @jmontooth: We need @neiltyson to go golfing with Trump and casually tell a story about climate change and the value of education.,847809 +Understanding alternative reasons for denying climate change could help bridge divide -… https://t.co/nXGJzJG7PX… https://t.co/xvun9tdD3w,676499 +@AlexWitt U ditzed Clinton & helped Trump win who reversed all climate change policies. Kiss your butt goodbye as Nature Knocks & blame you!,393921 +Recent pattern of cloud cover may have masked some global warming https://t.co/S3ahtG8xfC,307201 +@bg38l You reject the overwhelming facts associated with climate change. Are there other objective scientific truths you oppose?,814178 +RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,33055 +RT @__JoshBailey: I can't wait for all my tweeting to end global warming,316616 +Energy Department refuses to give Trump team names of people who worked on climate change https://t.co/5PJc8noSlJ via @bi_contributors,246745 +"RT @BostonJerry: Trump/Tillerson are against Russian sanctions, Iran deal, & any action on climate change. How could senior officials keep…",28308 +@tomcolicchio @MikeBloomberg And donating millions in support of combatting climate change?,793207 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",334667 +this is mostly linked to the fact they're all scientists and acknowledge the fact climate change is real,805610 +"RT @GoodFoodInst: Feel helpless as our president denies climate change? Don't forget how much #PlantBased eating counts. +Via @bustle +https…",747215 +RT @mythicalskam: sana angrily shooting free throws to humble was hot enough to fuel climate change i have the receipts https://t.co/6uYcGp…,124201 +RT @physorg_com: Extreme #weather events linked to climate change impact on the #jet stream https://t.co/nC1wHZuPYV @penn_state,360821 +"Academic, author Brett Favaro bringing climate change message to Corner Brook +https://t.co/CJO5J90gOY",461119 +RT @SarahKSilverman: Maybe @NASA will stand w their fellow scientists & hold off working on Mars until Trump accepts climate change https:/…,301741 +RT @CGlenPls: Merry Christmas. The reindeer population is depleting at an alarming rate due to climate change. Ho ho ho 🎅🏿,491775 +@FoxH2181 @A_CLizarazo @KyleKulinski What's your plan for when global warming destorys the environment? No plan? Hu… https://t.co/Dj2BIJqI9y,930852 +"RT @errolmorris: Fuck you to welfare, fuck you to global warming, fuck you to health care, fuck you to women's rights, fuck you to everythi…",208706 +my family that lives in Florida doesn't believe global warming is real and voted for trump,54869 +RT @Robert___Harris: Not sure the squirming on climate change & fear of offending Trump is going to play well for the Tories either https:/…,62066 +RT @CMHADirector: @mitchellvii Trump believes in climate change. He's about to change the political climate in Washington DC.,10993 +"Under Rex Tillerson's tenure, Exxon Mobil covered up climate change research by their own scientists https://t.co/QV4k11GqdT",629210 +Get real on climate change PLEASE https://t.co/v4wTucKfXo #nopipelines #stopkindermorgan https://t.co/PAUtyGWE6d,483522 +"@peyton_mg or when they remove any evidence of climate change, anything about ciVIL RIGHTS, AND HEALTH CARE.",810782 +RT @BelugaSolar: The complex world of climate change governance: new actors; new arrangements https://t.co/kflzE5JNKz,801097 +RT @SYDNEYKAYMARIE: wow would you look at all this climate change,117955 +RT @brainsoqood: mane that lil cold front we had bout a month ago was a mf tease . had everybody excited & shit . fuck global warming,857587 +"RT @_AlexHirsch: Simple. I believe in climate change, a woman's right to choose, gun safety & the wealthy paying their fair share. T…",756775 +"There u go, only a few days in and he's already fixed global warming, what was everyone panicking about",886329 +‘Shell knew’: oil giant's 1991 film warned of climate change danger | Environment | The Guardian https://t.co/dAjXgcEQWY,629213 +RT @thenib: If the media covered climate change the same way it covered Hillary Clinton's e-mails https://t.co/9fQYlRcq0y https://t.co/bjaF…,130697 +RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,412538 +While the West drag their feet on accepting that climate change exists. https://t.co/LT2PIElO55,34139 +"RT @GR_ComputRepair: #adelaidestorm I hope everyone in SA safe and sound, it's time to put climate change front and centre for Earth's sake.",149935 +"RT @OCTorg: Rex Tillerson will be in court answering questions about his climate change legacy on 19 January, … https://t.co/4KYEpw5e1b via…",813785 +RT @jakeu: Christians who refuse to care about climate change are outright disrespecting one of God’s most masterful creations.,74650 +@Brian_Pallister Shame on you for not supporting the national climate change plan,465837 +RT @MarieFrRenaud: The cost of doing nothing about climate change. #ableg #cdnpoli https://t.co/c2aYDkdszL,353152 +"RT @SABIC: #SABIC sustainability initiatives feature on KSA climate change website for #COP22 +https://t.co/M05d6slaAC",331104 +"Climeon power technique, used by Virgin Voyages, claims it has potential to help 'reverse climate change'… https://t.co/dlFYdEZKuk",56069 +"RT @nytimes: In South Florida, climate change isn't an abstract issue https://t.co/H3nEB7oJYH https://t.co/uQrVykw4ta",723413 +RT @DavidOvalle305: Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/cPk8tIW8Cf,243069 +@MailOnline We love climate change!,482844 +"EPA boss says carbon dioxide not primary cause of climate change, contradicting all the scientific evidence… https://t.co/SbIbmne5sC",516277 +https://t.co/LNR1MMcEYu 'The scales have tipped': Majority of investors taking action on climate change! Where's Turnbull? Still fast asleep,634035 +In 4 days the most ambitious climate change agreement in history enters into force. Have you read... https://t.co/ndp1LS0Dmq,331193 +"RT @arjunsethi81: 2016 was the hottest year ever recorded. During that year, the 4 major networks devoted 50 minutes to climate change http…",474759 +Panel recommends transparency measures on climate change https://t.co/lQHi3Uvnay,488620 +"Earth's mantle hotter than scientist thought... volcanos will continue to impact climate change. i see a carbon tax. +https://t.co/eQEvF8JNp7",839352 +@Chicken_Pie22 climate chbage is arguable on both ends. I was pro climate change but after reading into it have chbage my perception.,391234 +RT @guardian: Ivanka from Brighton sends climate change reply to Trump https://t.co/iJ63nGWJji,313648 +"Omg. FBer complaining about the science march says it's not the US's responsibility to 'cure' climate change, let other countries do it.",659109 +"@JuddLegum What an understatement, @nytimes. What's going on? Between this & the climate change thing, it's fairly… https://t.co/82cXWhpKpD",662221 +RT RaysLegacy 'RT DrShepherd2013: Over the top alarmist articles about climate change are just as irresponsible as baseless skeptic claims.…,296437 +"RT @Anotherdeedee1: #ImpeachTrump +hoax vs profit +#TheJournal.ie DonaldTrump cites global warming as reason to build his Atlantic wall htt…",193971 +Dramatic Venice sculpture comes with a big climate change warning https://t.co/ams7rf9Ct5 https://t.co/wk9ArwizmO,787920 +"RT @EnergyFdn: Bill Gates, others launch $1B fund to fight climate change through energy innovation: https://t.co/cnPQsk9Bcw",535511 +#airpollution Arnold Schwarzenegger with some sense on climate change - https://t.co/R5J70HY092 via @knowabledotcom,769581 +Will China lead on climate change as green technology booms? https://t.co/wRTeXEK5y0 #Moraltime,349431 +RT @ChristopherNFox: Dear @realDonaldTrump @IvankaTrump: About 97% of #climate scientists agree that human-caused climate change is happ…,929265 +@Rachel__Nichols global warming,795123 +"RT @_joshuaaaaa_: why y'all arguing about prom capacity when it's already set in stone, there's other issues like global warming that…",155398 +@RonBaalke @Newegg and with climate change we can expect asteroids to become more frequent and powerful,725497 +RT @molly_knight: Oh my god my dude Mike Levin destroyed @DarrellIssa on climate change. What a blessed day! https://t.co/JucxpXYk1m,235678 +RT @IChooseLife_ICL: Prof Wakhungu-CS Environment now addressing on urgent actions that needs to be taken so as to combat climate change…,369892 +"@MikeBastasch @DailyCaller there has always been global warming and cooling , man has nothing to do with either",989976 +"RT @StreetCanvases: HULA / Sean +Tackles the theme of climate change with an amazing temporary mural done with natural chalk that washes…",685160 +RT @ScienceMarchDC: NASA is still communicating climate change science #ScienceMarch #NASA #Climate https://t.co/3omWE4kV8Y,345451 +@wef If that's the case please RT this @POTUS @realDonaldTrump because he is illiterally the death of us! #global warming,875429 +"RT @AdriaSkywalker: Me, when I think about how global warming is literally making the earth inhabitable, but the ruling class cares onl… ",588854 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,398409 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,142668 +"RT @Mattrosexual: If global warming isn't real, explain to me why club penguin got shut down?",868078 +Where is the correlation??? It is a proven fact that human activity and fossil fuels cause climate change�� someone… https://t.co/7QAni2ICFT,449764 +Scott Pruitt turns EPA away from climate change agenda - https://t.co/gGKOaXRRQS - @washtimes,194389 +"RT @mombot: Didn't a cat run onto the field at a Marlin's game earlier this week? + +I blame global warming. https://t.co/tmz797dPqc",465891 +RT @BillMoyersHQ: There are also 21 kids suing President Trump over climate change here in the US https://t.co/cEysoi4pva https://t.co/mS84…,861701 +"@ambrown And much like the cherry blossoms (thanks, global warming) it's coming earlier every year.",668682 +"RT @voungho: this ended poverty and climate change, my crops grew to their maximum potential and the world is suddenly cleansed…",859322 +RT @luisbaram: 'Fight climate change' is a polite way of saying: we're going to rape you with taxes and waste all that money in pointless p…,397319 +RT @ajplus: Trump picked a climate change skeptic to head his EPA transition team. https://t.co/3Odv7hO57P,662170 +"RT @BernieCrats1: BernieSanders: The stakes are enormously high. Literally, in terms of climate change, the future of the planet is … https…",447574 +"Trump believes climate change is real, says Nikki Haley, U.S. ambassador to the U.N. https://t.co/WOCAlLLnbm via @WSJ When it comes from him",550614 +"RT @Impeach_D_Trump: Meet Scott Pruitt, the climate change skeptic that the Senate just confirmed to lead the EPA. https://t.co/EzFjk8NdKo",434903 +"Earth revolves around the sun, it isn't flat, and climate change poses a dire threat to humanity @realDonaldTrump.",939644 +"RT @LKrauss1: Women's rights, and climate change. Two reasons Trump needs to lose, and hopefully Democrats gain senate majority.",629964 +Legitimate question: How do people believe China made up climate change,822224 +"RT @godkth: - women's rights +- lgbt rights +- planned parenthood +- black lives matter +- climate change +- education +- disabled p…",372060 +John Kerry says he'll continue with global warming efforts https://t.co/XEVSoxtuHk https://t.co/mPCziP5KWL,575133 +Catalina United Methodist hosts lecture series on climate change - Arizona Daily Star https://t.co/wnNY3X15a3,996535 +Global man-made 'climate change' is a fraud. Trump better stop listening to the tree huggers.#trytostopthewind,627536 +@trutherbotwhite Time magazine has a 1920s article talking about global warming. Conclusion=the Earths climate always changes.,773818 +*69degrees out* 'I hate that people are saying it's beautiful out! It's global warming! Global warming isn't beautiful' @doradevay10,943559 +@ZanerBurr0522 'global warming is a hoax by the Chinese government',910094 +"RT @andrew_leach: @AlbertaBluejay Consultation was on best response to climate change for AB, and policy advice based on input, tech…",40552 +@mzemendoza don't thank global warming,949845 +RT @RHSB_Geography: #mapoff2016 collecting views on the impacts of climate change. Join in https://t.co/0JphxQGoYp @digitalGDST https://t.c…,893456 +Weekly wrap: Trump budget savages climate finance: This week’s top climate change stories. Sign up to have our… https://t.co/Ldh5qrKklR,799680 +RT @CarbonMrktWatch: 'indigenous people have contributed least to #climate change and they pay the highest price' says rep. of @iipfcc http…,478024 +Fuck all the people who don't believe in global warming it's real and we need to actually need to pay attention to it,249709 +RT @ClimateCentral: It's been 628 months since the world had a cool month (thanks to global warming) https://t.co/aFhq46q4BB https://t.co/E…,815643 +#TEAParty https://t.co/mcCHdVbq5T Lord Monckton shows IPCC Pachauri is dishonest about global warming after being corrected,10542 +"I'd love to, but climate change says 'No'. +#NoWhiteChristmas anymore. +#Germany https://t.co/eAz4sNxLCk",313029 +"@VeganHater420 to reduce animal cruelty, to reduce water waste, to reduce global warming, to practice what I as a studying scientist preach",551318 +@Dokuhan biggest problem too is that so many people in our country don't believe in climate change for selfish reasons. Dangerous times.,682768 +Rex Tillerson: Secretary of State used fake name 'Wayne Tracker' to discuss climate change while Exxon Mobil CEO https://t.co/paBFewCbzS,541054 +Poll finds more Scots want stronger action on climate change - The Scotsman https://t.co/feEh47yrjN https://t.co/AzGQA7FY7Z,921977 +"RT CoralMDavenport: Scott Pruitt says Co2 is not a primary driver of climate change,a statement at odds with globa… https://t.co/9tEQoqAMnD",40585 +More on the opinion pages about climate change - Ilona Amos: More must be done to to fight climate change https://t.co/1z0QJZjsAb,2551 +RT @sciam: The Arctic is undergoing an astonishingly rapid transition as climate change overwhelms the region. https://t.co/snnFNWwi04,3449 +"RT @homotears: the chainsmokers are the reason there is no cancer cure, war, isis, global warming and diseases.",306708 +@tetsushinjou inside because of the weather and that led to climate change etc,33638 +I fucking knew global warming is real https://t.co/OTIY8adbsQ,340490 +RT @Bakerwell_Ltd: Ladybird book for adults on challenges and solutions to climate change co-authored by Prince Charles https://t.co/kqjrus…,371368 +Study offers a dire warning on climate change https://t.co/PdZSO3Jb2U,403307 +97% of climate scientists say climate change is real. If 97 doctors out of 100 said you have cancer would you believe the 3 that didn't?,443723 +RT @ChrisSalcedoTX: Anyone else tired of militant gay agenda & man made global warming fantasy being shoved down our throats on @warnerbros…,917808 +"RT @timgw37: NRO 'The doings in Washington have a distinctly tropical feel to them, and it isn’t global warming...' KevinNR https://t.co/B7…",109773 +RT @mitchellvii: Merkel thinks flooding Germany with dangerous terrorists is a GOOD idea and that global warming is her biggest threat. Yep…,964844 +RT @LeoHickman: 'We must lead the free world against climate sceptics': EU says it will remain top investor against climate change https://…,875387 +"RT @JENuinelyHonest: @ABCPolitics 'Attacks from academia' because they said climate change is real and we shouldn't gut the EPA, that's an…",807641 +RT @_iAmRoyal: So many of my friends' families live in FL and are too poor and/or too disabled to evacuate. Capitalism and climate change a…,190559 +"Nationalism isn't the worry. Mass migration, climate change & Islamic fundamentalism are, but not allowed to say. https://t.co/k2suFkdFpk",929097 +"RT @aarnwlsn: when they're socially aware, care about bees, believe in global warming and climate change and support equal rights https://t…",216996 +"RT @markleggett: I believe that climate change is real, that it's man-made, and that we need to stop harming the Earth, which is very obvio…",305367 +RT @FoxNews: .@greggutfeld: 'It's crazy to think that climate change takes priority over terror.' #TheFive https://t.co/B4lTub47Af,560286 +@ChrisCuomo Comparing climate change denial to being a segregationist. You are a vicious monster. You and Camarotta are demonic.,643108 +RT @IRMercer: We cannot continue to tinker around the edges and hope for a miracle cure to climate change. Nice one @Amelia_Womack https://…,991972 +RT @RevRichardColes: That's the way to tackle global climate change: treat it as a domestic issue so the UV toasts only cheese eating surre…,65425 +Pacific peoples responses to climate change have been developing and adapting for decades and these should be recognised #ASAO2017 1/2,336322 +"RT @FAOKnowledge: Hunger, poverty & #climatechange need to be tackled together. How can #agriculture contribute to climate change mit…",126840 +RT @MickPuck: Well done Trump voters! #yourtrumpviote put a climate change denier in charge of the EPA https://t.co/GhSminTiHF,66121 +Nature: the decisive solution for the climate change crisis https://t.co/L3AsdT9uh4 via @AidResources,619287 +"RT @IHubRadio: Agriculture doesn't just contribute to climate change, it could help reverse it. https://t.co/PAdzXucJWg Via… ",124378 +RT @Independent: Donald Trump planning to force environment agency to cancel all research into climate change https://t.co/KOhnljS5cQ https…,587313 +Energy review of the year: Bad year for coal and uncertainty over climate change https://t.co/To9vGTGiZY,447439 +RT @guardian: The Guardian view on climate change: bad for the Arctic | Editorial https://t.co/xbzxPTWCiP,699344 +RT @nytimes: The White House refused to say whether President Trump still believed that climate change was a hoax https://t.co/VZGWJrcAu3,700265 +"RT @DanielMaithyaKE: Integrate climate change measures into national policies, strategies and planning #KenyaChat",201084 +@eadler8 @bmsnides climate change. You are devoting your career to science. This should matter to you.,787460 +RT @BillRatchet: ain't no one scared of climate change until mother nature comes out with a gucci belt on,772476 +RT @smitharyy: Earth Hour shines light on climate change #EarthHour... #EarthHour https://t.co/VYk63z40ZU,999493 +"@doctorow Well, it would solve the global warming problem.",649075 +RT @climatehawk1: Trump inspires scientist to run for Congress to fight #climate change - @NBCNews https://t.co/p0s0ufmzKh…,754715 +"RT @Isabellaak_: If you don't believe climate change is real, you're wrong. And Leo is here to tell you why. #BeforetheFlood https://t.co/h…",20118 +@MarkHerron2 @Gzonnini Tell these guys climate change ain't happening. https://t.co/1bQ14F6oWb,606310 +@destiny221961 then they speak abt global warming..haha! Who believes that!,629888 +RT @davidtracey: Would a true climate change leader choose 2 Texas oil billionaires (#kindermorgan) or people like us? Your call…,138102 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,966636 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,260253 +"RT @billmckibben: Trump is making biggest bet any leader has ever made: physics isn't real, and climate change can be safely ignored https:…",837801 +RT @JoseMGo66241080: Test nice day it will be a hot summer with more global warming https://t.co/XbY6jPvr5p,411449 +"RT @SafetyPinDaily: We’re “removing outdated language”: Trump’s EPA has taken down its climate change page | via @qz +https://t.co/UgrBo6N9i4",46829 +"RT @ExconUncle: One bird cannot stop deforestation, carbon monoxide, oil spills, global warming etc etc.... But TOUCAN !! https://t.co/tNXu…",422748 +RT @DavidPapp: Oman's mountains may hold clues for reversing climate change https://t.co/G8KTZFRPro,703922 +RT @KatrinaNation: My take this am -- Trump’s denial of catastrophic climate change is a clear danger https://t.co/rVYrkjAzRu,329328 +"30 Cancel billions in payments to U.N. climate change programs +31 Lift restrictions on production of job-producing American energy reserves",604545 +"RT @tuesdayreviews: 2044 + +Expert: Central planning made effects of global warming far worse. + +Bernie bro: Well actually, that wasn't real s…",194969 +"Whistle blower-NOAA scientists cooked climate change books, gets zero coverage by liberal media- still think theirs isn't fake news?",386862 +RT @motherboard: Vancouver is considering abandoning parts of its coastline because of climate change https://t.co/2vM1TiYfkR https://t.co/…,778479 +@realDonaldTrump @TGowdySC @SenatorTimScott globalists need to stop manipulating weather 2scare people into thinking global warming is real,25665 +RT @MarkRuffalo: .@EPAScottPruitt doesn't think CO2 drives climate change? Let's send him a copy of 'Global Warming for Dummies': https://t…,587685 +RT @JasonMorrisonAU: Dealing with 'global warming' Down Under. https://t.co/GOQzwYofUP,154455 +"RT @EcoHealth13: Conversations about climate change +The Naked Scientist @RadioNational +https://t.co/xh4Jedj2Iy",810205 +"RT @bourgeoisalien: TRUMP:I don't believe in climate change bc it never believed in me + +TRUMP's inner voice: ur confusing that with ur dad…",429754 +RT @nadasurf: .@IvankaTrump i really wish climate change wasn't real but i'm afraid it is. please help. the world would be so grateful. al…,497142 +RT @JacobWhitesides: I think that's global warming not christmas https://t.co/VVAzjVXH6w,332117 +COP22 host Morocco launches action plan to fight devastating climate change https://t.co/t0h9Fk3xfS @aarmd1 #COP22 #climatechange,689977 +RT @michelmcbride: these people don’t even accept scientific consensus on climate change. Directing to expert opinion is a dead end https:/…,15344 +RT @CDP: America's corporate giants are unequivocal that tackling climate change is an enormous business opportunity…,348067 +@ANOMALY1 You would need one of those liberal global warming expert to explain a phenomenon like that.... 🤔. LOL. 😂,445232 +"RT @WIRED: Obama, speaking about climate change, urges the importance of science and facts when developing solutions.… ",110434 +RT @Newsweek: A high-level climate change summit was mysteriously cancelled a few days before Donald Trump took office…,23501 +"RT @baesicderek: just vote for Hillary fuck it, at least she believes in climate change",745898 +RT @flippable_org: Scott Pruitt is dangerously wrong on carbon dioxide & climate change. He has no evidence for his claim. We have decades…,348993 +RT @jaylicette: I'm really worried about what's going on with the planet and the weather and climate changes and global warming. Send links…,86112 +"RT @UN: There is optimism in the fight against climate change, but the best time to act is now. @WMO chief explains more in…",847851 +RT @YorkshireWP: This graphic by PBI perfectly illustrates the extremely worrying effects climate change is having on the Arctic sea…,609103 +Analysis: Trump's a climate change pariah https://t.co/hDFsfFy5rb #WYKO_NEWS https://t.co/wazAO6GhcP,839077 +"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",257291 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,529894 +Climate hawks unite! Meet the newest members of Congress who will fight climate change. https://t.co/0VhsXRzyZw via @grist,589853 +"RT @Forbes: UNICEF USAVoice: UNICEF has issued a new report on what climate change is doing to our kids +https://t.co/zWYzEuPO9O https://t.c…",916547 +This sh*t is real | Scientists know storms are fueled by climate change. They just need to tell everyone else. https://t.co/eBb9C1IR7N,479855 +kiwinsn: cnnbrk: Judge orders ExxonMobil to turn over 40 years of climate change research. https://t.co/oBYGuFSIGA https://t.co/nMhp7g3g2r,715783 +It's been 1 week since I deleted Grindr. The sun is brighter. The birds are singing. Actually this may just be global warming never mind.,764927 +Holy moly this bitch thinks global warming is fake https://t.co/kWywtdsEsR,784447 +RT @cool_as_heck: Unbelievable that Club Penguin is shutting down yet people still deny the impact of climate change on our planet,862004 +"Pollution, climate change affecting everyone: Rajnath Singh - Economic Times https://t.co/uOVrHoiXkY",788502 +"RT @haydenblack: New EPA chief Scott Pruitt says there's 'tremendous disagreement' about climate change. + +Specifically between corporation…",905470 +RT @verge: Google Earth’s Timelapse update illustrates 30 years of climate change https://t.co/kTDUWZASfc https://t.co/0zIdtW9bzG,59972 +RT @CBSNews: Bernie Sanders: 'What astounds me is that we now have a president-elect who does not believe climate change is real…,558929 +RT: @ajenglish :Not all fur and waddles: This Penguin colony is at risk from climate change https://t.co/YCRwpA7iWi,749131 +The other climate change Trump doesn't understand: How the energy business climate has shifted - Washington Post https://t.co/bJBBieGsac,33039 +Meteorologist Paul Douglas talks climate change under Trump @jimpoyser https://t.co/FkeCMmjL6J https://t.co/cbO5FXPGv4,692983 +U saying bringing back manufacturing jobs and global warming isn't real is not being out of touch with reality? https://t.co/sAe7nOYgSC,456800 +Malcolm Roberts on why he doesn't believe in climate change - SBS https://t.co/BzWERwZOlq,167743 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,206677 +"Derrick Crowe is running for Congress to unseat one of the most ardent climate change deniers in Washington, Rep. L… https://t.co/VhgDuERdWD",76347 +RT @danvstheworld: God knows I never expected to say this but I hope Prince Charles kicks Trump's ass over climate change.,975857 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,900572 +"RT @PaulEDawson: USDA has begun censoring use of the term 'climate change', emails reveal. #ActonClimate #ClimateChange https://t.co/D545F…",776019 +RT @Slate: Trump will be the only world leader to deny climate change. https://t.co/thTQM5qEy6 https://t.co/0WvubdXUqu,315754 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,618247 +@BGPolitics Ever consider the fact that money is imaginary but climate change is real? It puts this proposal in perspective.,854472 +Will climate change hurt our mental #health? https://t.co/7FOAuVs3zT https://t.co/p6yffKUYhb,767416 +"@aniaahlborn I had to scrape an inch of powdery white global warming off my windshield the other morning... But hey, I live in Ohio",824297 +"Centrica has donated to US climate change-denying thinktank + +https://t.co/7d9RLZqrHu",226628 +"RT @YesBrexit: Tim Farron: 'There's no bigger threat to our country than climate change.' + +Those suicide oak trees need watching. #BBCDeba…",384950 +RT @SierraClub: “The only way to defend Sudan against climate change is through education. Trump’s ban cuts us off from that” https://t.co/…,470743 +"@RupertMyers Good luck to him getting climate change, social justice and inequality support from Trump.",628227 +RT @royalsociety: A saddening new study suggests many species will not adapt fast enough to survive climate change https://t.co/WXHKL8avw5,569901 +RT @HirokoTabuchi: Why do people question climate change? via @nytclimate https://t.co/2gt8B442Y3 https://t.co/dcIgYRZFNp,183605 +"RT @MediaEqualizer: London's mayor saying can't stop terrorism...but can stop climate change? And if he's right, why no terrorism in T…",39796 +RT @PopSci: Doctors unite to say climate change is making us sick https://t.co/T5Hryel0Jl https://t.co/KBlt2ouP5K,967810 +RT @GavinNewsom: Trump's choice for EPA Chief said he's skeptical of climate change & believes the debate on it is “far from settled” https…,842975 +RT @williamsonkev: This is the clown who's gonna battle against climate change when he leaves Whitehouse. LOL https://t.co/FIxFejs34h,829262 +"I think it will help, also, if the 'clean' part is emphasized more - for those who will always deny climate change. https://t.co/PUxNinW16U",43283 +I really don't see why you can't read the Bible AND believe in climate change,263778 +RT @Lagartija_Nix: Donald Trump to send Nasa astronauts to the MOON by cutting US climate change budget https://t.co/p4Twmmv2kz,544747 +F U climate change!!!����(but also I'm very aware this is all our fault cause people are gross monsters. I'm sorry mo… https://t.co/8nyZ0eHEA0,160865 +"After floods, Peru has an opportunity to rebuild smarter | Climate Home - climate change news https://t.co/iBgCuB4pGq via @ClimateHome",870306 +RT @voxdotcom: Trump took down the White House climate change page — and put up a pledge to drill lots of oil https://t.co/pFTyaKxmLW,317941 +.@RepJohnKatko Don’t let our children face climate change disaster! #ParisAgreement #CleanPowerPlan #SaveTheEPA #ActOnClimate #swingdist,242541 +"RT @CIBSE: '72% of people we surveyed were concerned about climate change. It's not just an economic argument, it's moral too.' R Gupta #CI…",264786 +I find it hilarious I argued for three days on twitter with atleast 50 climate change scientist idiots and now you will be getting 0 for BS.,502689 +RT @BuckyIsotope: Good thing America doesn’t have to worry about climate change because Jesus will protect us with a magic bubble,175518 +RT @ClimateCentral: This is why National Parks are the perfect place to talk about climate change https://t.co/dlza7hpubc https://t.co/nqqO…,966995 +RT @HarvardHBS: Business is one of the few institutions with the capacity to tackle climate change on a large scale…,58075 +Warning on climate change as mercury rises - Independent.ie https://t.co/PbCviP7yTI,936594 +RT @DineshDSouza: Let's see if the world ends when @realDonaldTrump 's climate change rollback goes into effect (Hint: It won't) https://t.…,945413 +"@MyMNwoods Hey! We have a new board for bouncing ideas on climate change, are you interested? https://t.co/LTVC09rfhf",956383 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,796714 +@evcricket if climate change radically alters precipitation rates I wonder how that impacts ROI for solar projects?,994587 +It's 65 degrees how can you not believe in global warming?!,855668 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,632029 +"@Bakari_Sellers away@mikefreemanNFL yeah, this will make climate change disappear. Yeah",99436 +"♥The Taiwan government should apologize to the whole world, making air pollution caused the global warming. + +https://t.co/DEawwT5nO9",498187 +RT @TheEconomist: Over 90% of global warming over the past 50 years has occured in the ocean https://t.co/1nwF6rlpM3,459281 +"RT @CenCentreLoire: Also in english, must read abt connections between climate changes and armed conflicts 'From Climate Change to War' htt…",314913 +RT @nytimes: See how climate change is displacing people around the world. Resettling the first American climate refugees: https://t.co/FgH…,343021 +RT @ClimateChangRR: Top climate change @rightrelevance influencers (https://t.co/cYQqU0F9KU) to follow https://t.co/3he3MjiW9d,761759 +RT @GreenStar_UK: There has always been reasons to #GoGreen but what are the effects of climate change? Find out:…,9180 +#Nigeria #news - BREAKING: #Trump pulls US out of global climate change accord https://t.co/nm6FBqIjkD,118420 +Carbon neutral' forest resource grab: A corporate detour in climate change race https://t.co/87nvSZX14X @IndependentAus,144978 +RT @PopSci: Six irrefutable pieces of evidence that prove climate change is real https://t.co/Zazn0D9vrI https://t.co/gVyz0KndxA,259239 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,597539 +"@turnflblue What we need is all powerful czar. One that can, in the name of climate change, dictate our lives for us. Sign me up!",803311 +@BlacksWeather Is this just summer or increased by global warming or can we say if one or the other ?,678530 +THREE active hurricanes. look me in the eyes and try to tell me global warming is fake. https://t.co/0FUyKFMb1z,738379 +Trump’s defense chief cites climate change as national security challenge https://t.co/nafqXkLZmH @SvD @dagensnyheter @AHallbarhet,784916 +RT @engadget: Trump to sign sweeping rollback of Obama-era climate change rules https://t.co/ioPYZM2rd4 https://t.co/4iWtB9hnv5,723261 +"RT @AJEnglish: How China, one of the world's biggest CO2 emitter is taking the lead in the fight to stop climate change…",520511 +RT @TwitterMoments: The US Agriculture Department has reportedly been instructed to use 'weather extremes' instead of 'climate change.' htt…,318150 +California launches new climate change conference to help fulfill Paris Agreement targets https://t.co/cLA3nzHp2m,347280 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,658258 +BBCWorld: Obama administration gives $500m to UN climate change fund https://t.co/bVuauwnfIQ,834309 +"RT @CllrBSilvester: Gov gave £274 million of your taxes to charity 'to fight global warming' +But has no idea where the money went ???… +ht…",742929 +RT @ineeshadvs: 150 years of global warming in a minute-long #symphony – video https://t.co/wvspa9absi @Alex_Verbeek,957353 +Trump falsely claims that nobody knows if global warming is real - https://t.co/gOHeEY2Yc4,892508 +"@POTUS You are NOT as smart as this man, and HE SAYS the climate change is real and affects the US! And he has SCIE… https://t.co/h0KZ3TUkWA",629115 +Show President-elect Trump that you care about global climate change. Stand with us and make your voice heard! https://t.co/cIHs85vk1F,45783 +"RT @NewScienceWrld: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/fC15w5bBiv https://t.co/qovDLDW7bU",374554 +"RT @dpcarrington: ICYM ‘Moore’s law’ for carbon would defeat global warming https://t.co/rVXigOkHVD +by me https://t.co/hnBgwcE8r5",533692 +"RT @TheDailyEdge: #ImagineTrumpsAmerica +Tax breaks for the rich +Spiraling debt +Slowing economy +No action on climate change +Hostility toward…",239498 +"RT @climatehawk1: Research in ancient forests shows tight link betw #climate change, wildfires https://t.co/SqITlNX48i #globalwarming…",31211 +"RT @SoCal4Trump: Q: What about climate science programs? +Mulvaney: Do you think tax $ paying for climate change musicals is a waste?…",236762 +"Scott Pruitt goes beyond blocking climate change data—will use EPA to get on the bad side of the FBI, but that's just me. #Maddow.",499387 +RT @lauriecrosswell: Trump isn't going to do anything about climate change. He just wants to meet famous people like Leo & Gates. These mee…,372368 +RT @deedeesSay: @realDonaldTrump @NASA If you support science and scientists... then you MUST support climate change!! #resist #trump #TheR…,264138 +Their was a civilization who was more concerned on global warming while innocent muslims were been slaughter in #burma #syria #Iraq,76328 +#weather The world’s best effort to curb global warming probably won’t prevent catastrophe – The Verge https://t.co/IPEPGh5VJ6 #forecast,114951 +RT @Thomas1774Paine: WATCH: Al Gore refuses to give direct answer when confronted over bogus 2006 claims on climate change https://t.co/yWx…,814831 +"RT @CorrectRecord: .@JenGranholm's message to millennial voters: 'If they care about climate change, she has to be their candidate.' https:…",268297 +Some of the variation in fire regimes in this area is attributed to anthropogenic — human-made — climate change... https://t.co/fxfLddo57Q,87226 +"Under Trump shadow, world leaders tackle climate change - https://t.co/QxbVRScYEH",145525 +RT @NickSchiavo_: 'We need to organize. We don't have the luxury to choose between racial profiling and climate change' - @yeampierre on ra…,742467 +RT @Zeke_Tal: He dismantled the whole myth of global warming in 9 words. And some people say he isn't a genius https://t.co/4lct5Xfoji,733277 +@ClimateNewsCA @SteveSGoddard https://t.co/W35Ep04dGH What happened to global warming @algore?,556429 +RT @ConversationUK: What you need to know about the Trump-Xi summit: from trade to human rights to climate change – and North Korea…,984662 +RT @Jackthelad1947: Can coral reefs survive rapid pace of climate change? #StopAdani #savethereef #auspol #qldpol @TheCairnsPost https://t…,863695 +RT @NancyEMcFadden: Next commander-in-chief picks climate change denier-in-chief to lead @EPA. We'll stand our ground. CA’s ready.…,718856 +"RT @twofacedent10: @CChristineFair I was literally shocked when he said, climate change was a Chinese propaganda. Now I understand why Socr…",556202 +"I mean, even Palestine and Israel agree that climate change needs to be addressed.",458662 +RT @sadearthclimate: @realDonaldTrump @mike_pence I cannot support you until you stop denying climate change. Protect our planet by support…,4008 +RT @Harringtonkent: You can't ride out climate change. Game Over. https://t.co/skRyf687Kj,65794 +"Cases of severe turbulence to soar thanks to climate change, say scientists - https://t.co/5YhqcVKJHo https://t.co/pxqwVBoLrf",308686 +RT @MarkLevineNYC: Trump's Tower is perfect symbol of his climate change denial: hogs more energy than 95% of comparable bldgs in NYC:…,77619 +"RT @helenmallam: Time for John Humphrys to retire? +No, that time was ten years ago. +@BBC lies to balance climate change, happy to fuel raci…",986237 +RT @MikeBloomberg: Cities are key to accelerating progress on climate change – despite any roadblocks we may face. https://t.co/hPQF6MJQ1A…,536921 +RT @kstate_geog: Physics' Neff Lecture on Sept. 12 highlights climate change understanding: https://t.co/EYDwBqVAY2,327880 +"@neontaster But in Kluwe's example, in the future climate change will kill actually self-aware, thinking human beings.",519276 +TBF to that Mike Rowe/Bill Nye comparison: Mike Rowe deals with *real* things like jobs and poop. Nye works with things like global warming.,344602 +"RT @AltStateDpt: According to @NASA, 97% of scientists agree it's 'extremely likely' humans are causing climate change. + +This is not a deba…",369696 +"@VictoriaAveyard I know that's not what this article is even about, but still. China could singlehandedly curb global warming.",183392 +RT @MotherJones: Cable news spent less than an hour covering climate change in 2016 https://t.co/47BO4go9j2 https://t.co/pxJ0UaDN2Q,21776 +RT @NatGeoPhotos: These stunning photos of Antarctic ice present visual depictions of climate change: https://t.co/P9ppiMwjMY https://t.co/…,103782 +RT @IanDunt: May with Trump. Fox with Duterte. Foreign Office on climate change. Brexit shows that desperate nations have no principles.,395442 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,528923 +RT @JimCaligiuri: @exxonmobil why do you fund climate change deniers?,203021 +RT @SFUnified: Students @ MLK built model houses to withstand flooding caused by climate change. Lots of project based learning on…,210803 +#NEWS GOP candidate Greg Gianforte gives GREAT answer on climate change; Dem Rob Quist… https://t.co/EkfVGMXYIL,244909 +"RT @trojan719: Why don't you fucking global warming idiots just go away,! Get a real job for a change'.",201132 +RT @NoGMOsVerified: The Carbon Underground brings down-to-earth solution to climate change #GMOs #RightToKnow #GMO /ngr https://t.co/mCZNv4…,333838 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",242928 +RT @nhbaptiste: Most scientists call it 'scientific consensus' but this lawmaker calls it 'climate change policy preferences' https://t.co/…,549548 +RT @Carbongate: Top Russian Scientist: ‘fear a deep temperature drop — not global warming’ https://t.co/zqgkOQfYZg via @PSI_Intl,971087 +RT @MarcusWRhodes: Butterfly conservationist who informed climate change policy gets OBE https://t.co/sKUfch35Rw,198173 +RT @eci_ttip: .@EP_Environment #CETA goes in the opposite direction of our commitments to limit global warming below a temperatur…,507787 +"RT @timesofindia: India, China already showing strong leadership to combat climate change: UN environment chief…",744350 +"RT @ddale8: Accurate but rare NYT language here: headline describes Trump's EPA pick as a climate change 'denialist,' not a 'sk… ",989276 +"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",464956 +RT @FrankBruni: 'Scientists' won't sway Trump. I direct you to climate change. I direct you to vaccines. https://t.co/kiiEyN4E4A,825104 +"As Trump heads to Washington, global warming nears tipping point https://t.co/SrhZF1buvq via @markets https://t.co/59ys5Ayekw",893902 +"We must combat climate change. Indigenous ppl are protesting for our earth, our water. Yet this happens: https://t.co/EUDmjbgbkx",790917 +RT @DeanBaker13: More evidence of that Chinese hoax on global warming https://t.co/Ek1LXTliaQ,939067 +"RT @thehill: Trump budget eliminates dozens of EPA programs, climate change research: https://t.co/qS1fC0SCbA https://t.co/tunHyhyPIZ",44875 +The fight against climate change: 4 cities leading the way in the Trump era https://t.co/4PwGkymGHe v. @guardian https://t.co/xWPC84scZD,725908 +RT @theblaze: Watch: It takes Tucker Carlson just 90 seconds to completely destroy liberal hypocrisy on climate change…,162327 +"RT @KamalaHarris: I stand with @JerryBrownGov in saying that California will not back down on climate change. +https://t.co/xP8Y6eSmyx",857432 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,512973 +RT @PsyPost: Study: Moral foundations predict willingness to take action to avert climate change https://t.co/qiwmBoSIeq,665155 +RT @MrEvanMcCann: 2017: People don't believe in global warming but they still trust a fucking groundhog to predict the weather.,481258 +RT @Independent: Emergency campaign launched to convince Trump climate change is real https://t.co/obbXYhFxNS,101492 +RT @IsabelleJenkins: Is climate change the next emerging risk for #banks? PwC’s Jon Williams on this key topic https://t.co/SqEfkZkvKV,282384 +RT @Stevenwhirsch99: Obama can take a 747 plane to rally for Hillary and then ask us (tax-payers) to support 'climate change'. Hypocrite mu…,563804 +RT @afreedma: Rick Perry sounds so reasonable while calling for a climate change 'debate.' Too bad it's BS https://t.co/0tbEeBKu3g https://…,380930 +Bill Gates warns against denying climate change. #climatefacts https://t.co/3uJ2r1QHOQ via @USATODAY,63274 +Donald Trump’s Mar-a-Lago Florida estate to be submerged by rising sea levels due to climate change via /r/worldne… https://t.co/ceJuDNubje,796774 +RT @jiatolentino: What if there was a climate change fundraiser compilation album called It's a Hot One that was just 13 artists covering '…,642040 +China to Trump: Wise men don’t sneer at climate change https://t.co/dNZMpXBCi2,500526 +"RT @CowsEatGrassBlg: Climate change and global warming is a clever way to distract from what is truly happening...global poisoning. +#scienc…",671048 +RT @GeoffGrant1: National Parks are perfect places to talk about climate change. Here's why https://t.co/HJZ8njSJRz https://t.co/QinEAgNcGb,486218 +RT @robreiner: Ed. Sec. against public ed. HHS sec. opposed to Medicare. Labor sec. against min. wage. EPA head a climate change denier. DT…,511422 +@Tearanged maybe he'll make the climate change easier lol ���� https://t.co/2grVo3Wg5e,165759 +"@JonahNRO No but seriously, oj is getting out.... he will kill us all. This is more ominous than global warming",645301 +"RT @IssaShivji: '...just as climate change is the natural byproduct of fossil capitalism, so is fake news the byproduct of digital… ",710223 +RT @Harvard: University of Alaska scholar describes a coming crisis of displacement due to climate change https://t.co/dg4ecZy6gj,990571 +"RT @RepStevenSmith: A CNN host said we should all vote for Hillary because she believes in climate change. + +These countries make one t…",569637 +Event in #Kendal on 30th Nov 7.30pm: 'Images from a warming planet' by Ashley Cooper (talk & book launch): https://t.co/JT1aiUuap7 #Cumbria,721243 +Sweden passes climate law to become carbon neutral by 2045 | Climate Home - climate change news https://t.co/TjlxGvXM0S,548509 +fighting climate change all over the world except here in the U.S. where our President believes his a hoax created… https://t.co/fufUdtNANL,274643 +@skilling tells #AtlanticAirSummit that climate change is happening in round table with @gretamjohnsen and @DAS_Illinois.,695145 +@realDonaldTrump doesn't believe in global warming? https://t.co/AxD9Xzuz5W,255777 +RT @AnnCoulter: Everybody use aerosol this week! Maybe we can jump-start some global warming. https://t.co/fgGCv3JHH2,593154 +EPA chief: Carbon dioxide not 'primary contributor' to climate change @CNNPolitics https://t.co/4k9fxHkreu,502769 +"SHOCK: The ‘Father of global warming’, James Hansen, dials back alarm https://t.co/0qbzmWFQ59 #thedailybulletin",599372 +Those who #preach from the altar of man-made global-warming purposefully confuse natural climate change with man-made global warming.,579198 +"RT @iamtdags: Yet climate change is not a thing. Wake the fuck up, @GOP @realDonaldTrump https://t.co/Wsdmz4bQ81",174276 +"RT @pablorodas: #climatechange #p2 RT Endangered, with climate change to blame. https://t.co/1lWNWChZuL #COP21 #COP22 #climate…",952316 +"In executive order Tuesday, Trump will dramatically alter US approach to climate change: https://t.co/sI6YSpwQWz",146567 +@alexburghart There's £1bn missing! Gone as a bung to homophobes anti-abortionists and climate change deniers in ex… https://t.co/fDCE8t8bDX,519007 +Thunderstorms in February? And there are SOME people who say global warming isn't real. #how #globalwarming,497620 +"Depression, anxiety, PTSD: The mental impact of climate change - CNN [Our ancestors are from there so proly related] https://t.co/1pX8PDbKUq",83071 +RT @haroldpollack: The New York Times should not have hired climate change bullshitter Bret Stephens https://t.co/35zUSWXvev via @voxdotcom,316882 +@RedShirtOne @XCrvene @pogatch44 @dianeneve53 @nullhypothesis9 like climate change?,441233 +"RT @neymadjr: - women's rights +- lgbt rights +- planned parenthood +- black lives matter +- climate change +- education +- disabled p… ",534393 +"RT @SamSchaffer3: Today we are mourning the end of the USA, the rights of women and minorities, and any progress in climate change. #Trump…",313809 +RT @GreenEdToday: 'I believe climate change is the defining environmental issue of our time. It's hurting people around the world. It…,515011 +@realDonaldTrump @EPAScottPruitt @jiminhofe So more than half of Americans believe in global warming. So why is Tru… https://t.co/iWh9fXjluU,53376 +And investing today in mitigation & adaptation to #climate change will limit human suffering & limit risks/costs --… https://t.co/aTglwWV0pf,449332 +Alberta ice climber to go inside a glacier to measure climate change effects #climatechange #iceclimbing… https://t.co/b2suzYtYaY,358684 +"RT @SocialistVoice: Tories now have a climate change sceptic, a man who hates Europe, an NHS privatiser and a PM who hates human contact ht…",910878 +RT @realDonaldTrump: It's freezing and snowing in New York--we need global warming!,683328 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,632209 +"RT @renew_economy: Trump’s position on clean energy and climate change is little different to that of Tony Abbott’s, whose policies... http…",63394 +UW faculty challenge DNR climate change revisions: https://t.co/Ye7rnNXsTv https://t.co/y4BrPpER56,258494 +RT @Amplitude350Lee: This is nuts. The 'Green Party' is endorsing a man who doesn't believe in climate change. I guess they got the 'g…,17146 +I can't seem to find proof that global warming exists... https://t.co/sIIm16FPp4,113406 +March 2017 continues global warming trend https://t.co/AfxRhcZiVl https://t.co/LdQ2E4GA9l,791872 +RT @womensart1: Argentinian artist Andrea Juan's decade of Antarctica installations/performances highlighting climate change…,30382 +Just found this. An environmental cover-up to substantiate the global warming narrative? @FrankMcveety https://t.co/0FiJxfL07t,468651 +RT @joshgad: The fact that not one of our three debates raised the question of climate change is a disgrace. https://t.co/FdqCXkm34A,807521 +"RT @YaleE360: Thanks to climate change and ice melt, countries are preparing to transform the Arctic into a major shipping route.…",844696 +"RT @c40cities: Aggressive mitigation of methane across all sectors can reduce global warming, improve public health and air qualit…",37056 +"guess who trump learns science from? + +Putin says climate change not man-made https://t.co/rb8vCaMBrA",697676 +@SecretarySonny @POTUS @USDA @AsaHutchinson climate change is no joke! Good luck to all!,108031 +"RT @BalrogGameRoom: global warming? fine +trump getting elected? ok + +but not this oh god please not this https://t.co/8QDPxxeRw0",863487 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,550647 +RT @g_mccray: EPA head Scott Pruitt denies the basic science of climate change https://t.co/qVnxk7bwL7 via @nuzzel,872306 +RT @FSologists_AK: Subsistence hunters say access to wildlife resources greatest threat from climate change says @uafairbanks study…,368994 +"RT @goldengateblond: Hey Tanya, the effects of climate change can significantly impact terrorism. https://t.co/TOQ3yOXRX5",987129 +@nytimes Amazing and beautiful. Too bad they will be in danger of extinction due to climate change.,293586 +"Top Diy story: To slow climate change, India joins the renewable energy revolut… https://t.co/54jseciF6h, see more https://t.co/va9CZrcnbD",659119 +RT @MrBeastYT: If global warming doesn't exist then why did Club Penguin shut down?,489550 +Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/K5utnt6dJv,688476 +If you think global warming is a joke please watch Before The Flood. Unreal doc,557113 +June 7th. Its 12 degrees outside. Fn climate change is fn real people ��,458344 +"@AlexHaase2010 if global warming ever kicks in and we get some warm weather I'm taking Lacey to DQ for her cone, she love em",343594 +RT @catfuI: The new president of america is going on trial for raping a 13 year old girl and doesn't believe in climate change,423020 +"RT @frontlinepbs: In 2012, FRONTLINE took an in-depth look at the groups fighting the scientific establishment on climate change https://t.…",3462 +"Mixed signals for economic switch on climate change https://t.co/plNVePUXVh https://t.co/SvbziCCVs9 + +— ABS-CBN News (ABSCBNNews) November…",256331 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,182779 +RT @SincerelyTumblr: if global warming doesn't exist then why is club penguin shutting down,726997 +"RT @Blueskyemining: Meat production is a leading cause of climate change, water waste, and deforestation. #GoVegan! https://t.co/QQjXNxLk48",839310 +"RT @climatehawk1: Carbon dioxide must be removed from atmosphere 2 avoid extreme #climate change, say scientists…",366691 +RT @keywestcliff2: #Chicago #BlackonBlack murder rate soar. #Dem run cities responsible for more deaths than 'global warming' will ever cau…,793782 +RT @NewsHour: Listen to 58 years of climate change in one minute https://t.co/3yHZ7omEsT (via @KUOW and @EarthFixMedia),761451 +UCSD scientists worry Trump could suppress climate change data https://t.co/pIFHnoYPRR,529987 +"RT @patagonia: If our elected leaders fail to approach the environment & climate change as serious issues worthy of urgency & action, it wi…",880139 +RT @AshGhebranious: Truffles speaks about inter-generational theft. His climate change policy is inter-generational murder #auspol #qt,907108 +"RT @EricHolthaus: To help understand how extreme this is, even *North Korea* signed on to the Paris agreement on climate change. +https://t.…",95023 +"RT @NewsfromScience: EPA head Scott Pruitt said today that CO2 is not a major player in climate change, contrary to scientific consensus: h…",340565 +RT @Greenpeace: These @NASA photos of climate change will shock you into action. Not #alternativefacts https://t.co/7eid8iGFxO https://t.co…,313583 +RT @axios: A slimmed-down U.S delegation will attend the next round of UN climate change meetings in Germany next week. https://t.co/bUpfgd…,91110 +RT @washingtonpost: 'Al Gore offers to work with Trump on climate change. Good luck with that.' https://t.co/3w5uUhkM89,674536 +RT @MikeKellyofEM: ACT leaves most of Australia behind on climate change initiatives: report https://t.co/kZCk1Bs7vO,725981 +"@politicususa They also deny climate change, & believe pro life means stopping trespassers & bad drivers with lethal force.",791988 +@AnnastaciaMP 's strange plan to fight climate change & help protect the Great Barrier Reef. https://t.co/ZGRCPeDAP4 via @brisbanetimes,10750 +"RT @najeebabdul: This guy who is being tapped for EPA likes global warming because of warmer weather! #trump #elections2016 + +https://t.co/Q…",70886 +RT @caseyjohnston: ironic that climate change is making for great protesting weather,568043 +RT @nowthisnews: Pope Francis and Angela Merkel are teaming up to fight climate change https://t.co/wVkR7TahO0,148204 +"RT @irisakkermxn: Happy Earth Day. +Let's talk about animal agriculture being the number one cause of global warming and gaia's destr…",955877 +"I don't believe in global warming, cuz I see the opposite. It's become much colder in St.Petersburg in recent years.",710384 +I voted!!! Yes I voted for the crooked nasty evil one! Mostly because she believes global climate change is real. #imwithnasty,700357 +"Bill Gates warned against denying climate change and pushed for more innovation in clean energy,… https://t.co/iMY49pJOFt #technology",403622 +RT @gecko39: One of the most famous global warming scientists says climate change is becoming more extreme https://t.co/hwVWzMXPSK,379890 +A third of the world now faces deadly heatwaves as result of climate change https://t.co/YEp2XRSSS6,214790 +RT @KFJ_FP: It is kind of hardcore that @exxonmobil is to the left of Trump on climate change. https://t.co/ndaDgq8VfL,673915 +RT @CoolestCarib: How climate change is stripping the Caribbean of its prized coral reefs | MNN - Mother Nature Network. #CoolestCarib http…,599658 +Exxon has known about climate change since the 70s. Instead of sounding a warning it conspired to profit. #rejectREX https://t.co/LFQwfmVooY,514363 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",12212 +"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",37585 +"Trump win a 'disaster' in the fight against climate change, scientists and environmentalists say https://t.co/XdQ3IGUjxN",269742 +TheEconomist: Is Exxon Mobil's carbon tax proposal a public-relations exercise or a commitment to fight climate change? …,561455 +"RT @TheRReport: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/bsC1lY9Rzp",233339 +We already have died to a climate change one that has been unhealthy for eight years -at last we may even now have… https://t.co/smkCoD5Ffh,734564 +RT @7NewsQueensland: Australia has officially signed up to the global deal on climate change action agreed in Paris:…,152162 +"RT @ciarakellydoc: Definition of #covfefe ? += massive distraction from US pulling out of Paris climate change agreement",652743 +RT @pierrecannet: Vatican urges Trump to reconsider #climate change position https://t.co/xTgzrClgKi #ActOnClimate #Pope,842866 +RT @jimrossignol: Remember: climate denialism doesn't make sense *even if* you have doubts about climate change. The solutions to it…,829108 +RT @WorldfNature: How Margaret Thatcher helped protect the world from climate change - CityMetric https://t.co/znvEB7gK4Z https://t.co/LHg1…,427747 +RT @maddecent: listen to ur soundcloud? haha not until u admit climate change is real buddy,385763 +"RT @GhostPanther: Biggest loser tonight is the human race. Cause climate change is gone as an issue in Trump America. + +THIS IS A HUGE DEAL.…",867962 +"https://t.co/RfKGKDpa01 + +Working towards the 2018 elections will help us fight climate change.",584277 +RT @vinnycrack: shes thinking about global warming tell your husband https://t.co/LWWFA5aoiC,977469 +"RT @EnviroVic: Nato General warns climate change poses a global security threat — says it's not too late, but we must act now. https://t.co…",4565 +@saswyryt @AlexCKaufman @AmericnElephant @TuckerLangseth So all discoveries re climate change 'have already been ma… https://t.co/9VEmJEepQ2,596205 +RT @AfricanBrains: China to enhance cooperation with developing countries on climate change: vice https://t.co/f6R0MuNmxj #china #climatech…,106146 +"RT @Youth_Forum: We need to do all in our power to tackle climate change, before it is too late! Young people deserve a future!'…",194447 +Russian President Vladimir Putin says climate change good for economy https://t.co/dLS2sVmTOR,935981 +RT @StopTheseThings: Australia's energy crisis is all self-inflicted and largely down to the scaremongering waged by global warming... http…,382689 +"RT @NMNH: Arctic coralline algae, like the 900+yr old specimen in #ObjectsofWonder, are data mines for climate change studies. https://t.co…",877209 +RT @scifeeds: Trump’s election marks the end of any serious hope of limiting climate change to 2 degrees https://t.co/aXDzodjg5D https://t.…,951367 +RT @pnehlen: Forecast: another 8 inches of climate change with record low temperatures.,886593 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,413497 +"RT @Independent: Trump’s climate change stance ‘sociopathic, paranoid and malevolent’, world-leading economist says https://t.co/rM4UD9mLkZ",168716 +"RT @MikeDelMoro: Wow - the DNC nat'l press secretary's full statement on the deleted Badlands tweets about climate change: + +'Vladimir Putin…",779455 +@Philosocrat Oh I believe in climate change. I just don't believe in Delaware.,209806 +RT @theSNP: FM: 'I think we should challenge the views of anybody who challenges the science around climate change.' #FMQs,556990 +"RT @umleismary: good morning i hope u have a wonderful day, unless u believe that climate change is a hoax",55922 +The leadership void on #climate change https://t.co/C2ChfnJfp9 via @ecobusinesscom,393562 +RT @NFUtweets: Addressing climate change is essential for the future of British farming #COP22 https://t.co/nAzdxnqnoa https://t.co/pJ1RYlC…,980856 +RT @EcoInternet3: El Nino-linked cyclones to increase in Pacific with global warming -research: Reuters https://t.co/5wqyWpIOmQ #climate #e…,921808 +RT @spacetits_: When you're enjoying the warm December weather but deep down you know it's because of global warming https://t.co/Nq4ycaaMEp,463431 +"Supporting action on climate change, https://t.co/73gaXx8oac #energy",574520 +Yung seminar kanina na parang kinokonsensya ka pa kung bat ka pa nabuhay dahil nakakacontribute ka lang sa climate change 😂 tf 😂,116121 +"RT @factcheckdotorg: .@realDonaldTrump told @nytimes he had an “open mind” about climate change, but repeated false & misleading claims. ht…",43620 +Trump's other wall: is his Irish resort a sign he believes in climate change? #LBC https://t.co/3erBLWBwd1,941858 +"RT @politico: Perry calls for climate change debate, says he doesn't know Trump's stance https://t.co/XkNlZr56SE https://t.co/mlqpetsFyC",977028 +@brhodes Touché! NYT loses credibility by doing this. There is no scientific doubt​ that climate change is happenin… https://t.co/uLWu0ZI7aX,127189 +RT @wef: Best of Davos: How can we avoid a climate change catastrophe? Al Gore and Davos leaders respond…,997627 +RT @newscientist: People prepare to fight their governments on climate change https://t.co/YlweEG7QVD https://t.co/8kdzTRxl6d,146296 +RT @TomvanderLee: A good read: ‘Moore’s law’ for carbon would defeat global warming https://t.co/7t9EfUoWtb,68755 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,969351 +RT @kyrasedgwick: Devastated that the one binding agreement to combat inevitable climate change has been defanged by our new president @rea…,666496 +"@sanvai kind of already is, climate change and pollution and species going extinct, We were given paradise and are blowing it (up) pun",742828 +"RT @climateprogress: Scientists know storms are caused by climate change. They just need to tell everyone else. +https://t.co/1aiiP2VGrd htt…",594821 +"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",248163 +Rethink 'carbon' to make CO2 work for climate change solutions https://t.co/sqjFzN2Vee,212783 +@SenFeinstein Fake news. Climate cooling-60s-80s;climate warming 90s to present; now climate change- it is always c… https://t.co/IoquEYZb92,530408 +RT @LeoHickman: British scientists face a ‘huge hit’ if the US cuts climate change research - quotes @piersforster @SABatterman etc https:/…,271077 +RT @MattMcGorry: Important article on need 2 not make #NoDAPL JUST about climate change thus erasing the struggle for Native rights…,29116 +RT @AlexCKaufman: President Trump is pulling out of the Paris Agreement the day Exxon shareholders vote on stronger climate change policies…,97327 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,103934 +There's no proof humans are causing global warming | Whidbey ... - Whidbey News https://t.co/KRaCosCmmS,5281 +Hey @realDonaldTrump tell hurricane Harvey that global warming is a hoax,966764 +RT @AstroKatie: Governments of several world powers are failing us on climate change. We need to act without them if we want any hope for t…,833394 +Al Gore says that Trump’s daughter Ivanka is very committed to climate change policy that makes sense….... https://t.co/iZsEkvw8JR,769034 +90% of scientists studying climate change were paid to falsify their results - still confused https://t.co/LVTkTCDGNt,427885 +@DanRather the game's up. You've been bribed for YEARS to push BS global warming so that the globalists can RAPE us with a huge carbon tax,101015 +"G20 Summit: Counter-terrorism, climate change may hog agenda https://t.co/NtnBvtNSfa",135053 +"Tillerson: Exxon spent billions DENYING climate change, dealt w/ dictators, NO diplomatic experience. @SenRubioPress",445073 +The good thing about @realDonaldTrump is that his policies will lead to a dignified mass suicide via climate change,594718 +"RT @SteveKoehler22: If by global warming you mean the world +starting to warm up to Donald Trump.... + +then NO ....there is no global warmin…",485337 +I pray to the day that America rely on scientist and meteorologist more than animals on whether or not climate change is true.,652031 +Legend @simoncbradshaw -#COP22 climate change talks making progress despite Donald Trump's shadow https://t.co/QfQMko1gn5 via @RAPacificBeat,295823 +RT @ClimateActionWR: Gender equality associated with climate change was a big topic at #COP22: https://t.co/NletbKnED5 [@momentum_unfccc] #…,898107 +"RT @frodofied: We believe that Labor Unions are good for America and we actually know, not believe, that climate change is real. We believe…",621822 +RT @FT: Martin Wolf: That the US presidential campaign has unfolded without a focus on climate change is astounding https://t.co/wlPX49VQrT,593768 +"Or will you revert2 your FORMER beliefs n global warming,abortion& that stupid wall? AttentionWhore genuflecting2 T… https://t.co/ZgGKtkSiVY",724899 +"RT @polNewsNetwork1: Thanks to Trump, NASA's new budget will avoid wasting money on climate change, and focus almost entirely on space a… ",87739 +"@elonmusk 'Am convinced global warming is manmade so I'm leaving Paris in my jet, leaving a huge carbon footprint,… https://t.co/2j63f3qGNb",830073 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,142961 +"RT @Conservative_VW: Finally a Real SCIENTIST��‼ + +There has been no global warming in the last 17 years despite increases in CO2 concentr…",61106 +Video: Conservative can lead on climate change. Why is @FoxNews in the way? https://t.co/sXGKep5NYx,221043 +RT @KazmierskiR: I don't know if we can stand all this global warming. 🙄 https://t.co/omB1Q2a2oL,696913 +Not necessarily stupid. Might need to get used to eating bugs as ravages of climate change mount. https://t.co/EUB4B2gIOm,295268 +@ginaaa climate change is real people!,753928 +RT @nowthisisliving: I was busy thinkin bout ... how @realDonaldTrump doesn't believe in global warming and half my friends homes are flood…,649950 +RT @climatehawk1: EPA Nominee Pruitt downplays #climate change threat to oceans | @jackcushmanjr @InsideClimate…,238297 +RT @kwilli1046: Guy who founded the weather channel and says global warming is a complete hoax based on faked data https://t.co/ilxCj4MT9y,265204 +Sir Andy Haines: Tracking effects of climate change on public health: Earlier this month the… https://t.co/FCqI6LuKym | @HuffingtonPost,19559 +RT @bulleribio: I will continue to teach the science of evolution and climate change in a public school that serves students of all stripes…,305511 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,992050 +RT @sorola: Let's fight global warming together. Crank your air conditioner & open your home's windows for 1 hour. Together we can make a d…,346418 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,82564 +RT @HeatherMorrisTV: I've been behind climate change for almost ten years feeling like an outsider. It's nice to… https://t.co/ZNREizOGEG,212312 +RT @document_news: “Before the Floodâ€: Leo DiCaprio’s climate change doc gets record 60 million views. #BeforeTheFlood #climatechange https…,150821 +RT @CozyAtoZ: 'How we know that climate change is happening—and that humans are causing it' https://t.co/0DkakDqnP8 #science #feedly,680282 +Enjoy this weather now because we're all about to burn in hell with global warming.' 😂,711087 +"RT @BernieSanders: The stakes are enormously high. Literally, in terms of climate change, the future of the planet is at stake. https://t.c…",883893 +"RT @AnjaHuffstutler: I just found out someone I followed is a climate change denier. And apparently a Trump supporter. + +See, trans people…",360801 +"RT @jilevin: Minutes after Trump becomes president, White House website deletes all mention of climate change… ",578270 +"For 12 years, plants bought us extra time on climate change https://t.co/iWSLpOhx1A https://t.co/mDcJUcdfNI",788765 +RT @intlspectator: UNITED STATES: Trump is consulting on how to withdraw the US from the Paris climate change deal,684593 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,177297 +"RT @SenSanders: On virtually every major issue — raising the minimum wage, climate change, pay equity for women — we are the majority",658714 +"RT @MindOfMrCallum: I hope that, after refuting climate change, Trump refutes the 'Theory' of gravity and floats the fuck away. #ElectionNi…",946725 +"RT @meganamram: 'whoever denied it, supplied it' also works with climate change",935871 +RT @cookespring: @BragginRightz @realDonaldTrump There is no global warming there are scientists who can prove it,453781 +RT @NatGeo: Are we too late to fight climate change? https://t.co/797Rx2UXQA #YearsProject https://t.co/LV2Fy0uuge,370318 +Go into my crew's discord and they're talking global warming shit,702503 +RT @DiscoverMag: Traditional cycles of planting and harvesting are being thrown off as climate change upsets weather patterns:…,278400 +RT @sustyvibes: Sustainable Development and climate change are two sides of the same coin - Ban Ki moon #SustyQuotes,944133 +RT @IziThaBoss: We need to become aware of climate change!!! https://t.co/wqWEoY8ma0,647470 +"Trumps policy's on climate change, if we make it that far, is what's for sure going to kill us.",475065 +RT @ClimateReality: Gallup poll (March 2016): More Americans than ever are taking climate change seriously https://t.co/uVIRF9Ob9w #Climat…,592615 +RT @Telegraph: Brian Cox hits out at BBC for inviting climate change denier on Radio 4 https://t.co/CZydMa2Lvq,579070 +RT @DocGoodwell: Beef production to drop under climate change targets – EU Commission https://t.co/slVXObaTdW,134505 +"RT @meljomur: So @alexmassie this is who the English support, while Scots support an FM who is signing climate change agreements…",642708 +RT @climatehawk1: 'Virtually certain' mountain glaciers' retreat due to #climate change https://t.co/smpTdkcXbn #globalwarming…,167603 +"RT @patagonia: If our elected leaders fail to approach the environment & climate change as serious issues worthy of urgency & action, it wi…",555272 +RT @sam_sicilipadi: thread! giving indigenous communities their land rights back is proven to improve damage created by climate change…,743195 +"me to my parents: 'wanna know what sucks? you guys are gonna die of old age. i'm gonna die from global warming' +'who cares' +UH, ME. I CARE!",959807 +RT @RedHotSquirrel: £274million spent ‘to fight global warming’ but the Government has no idea where the money actually went. https://t.co/…,217024 +RT @SenatorDurbin: More evidence that we cannot surrender in the fight against climate change like @POTUS wants us to. https://t.co/ss1CuXd…,443267 +RT @plus_socialgood: Next in the #EarthToMarrakech digital surge: @Climatelinks hosts a chat on climate change innovations in 3 key develop…,397017 +If next summer ends up being a month-long heat wave I'm pissing on global warming naysayers.,596814 +"March for Science rallies take aim at climate change skepticism, proposed budget cuts https://t.co/S8LdDFKc7i via the @FoxNews Android app",533952 +RT @_richardblack: Some climate change advice from Lord Farage... https://t.co/4YEiTozX66,800696 +RT @RogueEPAstaff: @Alt_Mars @CBSNews The Trump admin's Red/Blue panels on climate change put lipstick on the pig.,112363 +RT @mj_bloomfield: Here's a nice little learning tool for those teaching the politics of climate change https://t.co/qUW4YcRJQ7,988128 +A from @katewdempsey: Continuing to be a big voice on climate change in every way is really important. #UMMitchellSem,759592 +"RT @asamjulian: 15 more dead because of climate change. Oh wait, nope, it's Islamic terrorism again. https://t.co/2plj8xPqrD",684206 +RT @pablorodas: EnvDefenseFund: Why is Pres Trump attacking climate change efforts that the EPA has been working on for decades? https://t.…,159362 +".@aliterative asks if maybe our worries are displaced, because climate change is going to destroy the world anyway.… https://t.co/3WUHMxoHQv",246328 +RT @MiaFarrow: Trump's EPA chief says carbon diodlxide doesn't contribute to climate change. See EPA website…,304396 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,54264 +RT @rcklr: .@autodesk leads in using generative design to tackle climate change challenges https://t.co/Ut3dbd9v6e via…,908329 +"#ClimateChange #CC Polar vortex shifting due to climate change, extending winter, study ... https://t.co/7UhFTFzXDQ #UniteBlue #Tcot :-(",849716 +"What has she been doing to 'fight' climate change up until now? No, she doesn't get kudos & her father isn't gettin… https://t.co/FPeKwnuznR",424570 +RT @tan123: Climate scam momentum update: 'Cambridge clashes with own academics over climate change' https://t.co/aGeDy6C3IR,133226 +RT @MarshallBBurke: 'This … follows from the basic laws of physics’: Scientists rebuke Scott Pruitt on climate change https://t.co/xJ26IPp8…,624182 +"it appalling. unless climate change is abated, power prices won't matter https://t.co/WbvkoocjZ9",847038 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",534999 +How do you 'not believe' in climate change like... it's happening,514432 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,489534 +"RT @usnews: The Trump administration is denying climate change, but cities and states are fighting back. https://t.co/Uw7gOe3T8g via @usnew…",417355 +RT @markwindows: White House declares 'global warming' funding is ‘a waste of your money’ https://t.co/vj4nVfvqfM via @ClimateDepot,714692 +EPA chief: Carbon dioxide not 'primary contributor' to climate change - https://t.co/RpwS7jHK72 https://t.co/xni2uPAxrO,250868 +I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/wTCTJoOdgB,192977 +RT @notoriousalex: i am digging this global warming stuff,645212 +"#selfhelp,#survival,#tools Effects of climate change, fourth water revolution is upon us now… https://t.co/wnpBPXEko8",903171 +"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",214224 +A 200-yr-old climate calamity can help understand today’s global warming https://t.co/1CnV57E95u,332795 +"RT @kimmelman: Hope you will read and share this piece about Mexico City, the first in a series on climate change and cities: https://t.co/…",230188 +RT @MikeBloomberg: We're writing this book because it’s time for a new type of conversation about climate change.…,957788 +RT @NewsfromScience: The Trump administration appears to have walked back plans to scrub climate change references from @EPA's website: htt…,102140 +When you're going to school to fix climate change and to be a climatologist and the future president doesn't think climate change is real,574414 +"Retweeted Geoff Manaugh (@bldgblog): + +Nostalgia for the win. Skepticism about climate change drops when it’s... https://t.co/W229BOMedM",471592 +RT @thehill: Sanders tears into EPA head for saying CO2 isn't a 'primary contributor' to climate change https://t.co/T4689dXKFD https://t.c…,782767 +How is climate change influencing migration? @NatGeo #APHG #APES #EdChat #SciChat https://t.co/D2bDi8QBHV https://t.co/0Nd3L2ozxn,151657 +"RT @CatalyticRxn: Term 'global warming' was more controversial, among conservatives than 'climate change'. Liberals didn't care. #sciwri16",324578 +"RT @BTSbornfirst: Vote @BTS_twt for the #BTSBBMAs Top Social Artist award + +rt to end global warming + +Today We Fight https://t.co/ipYoCS3bcg",999173 +RT @theblaze: ‘Bombshell’ climate-change study could totally dismantle the claim humans are causing global warming…,741669 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,934059 +"RT @mmfa: In short, the media's climate change coverage is a disaster of historical proportions. https://t.co/etot6d9WC2",219327 +"@Vickie627 @JuneSaidF @five15design wasnt that the democrats points in the election? Fear trump! Fear global warming, now hate all who",640084 +RT @philstockworld: I just published “Why we need to act on climate change now” https://t.co/Ruo4UKRefl,865195 +"Here's hoping we can eliminate global warming. Our planet is dying, and it needs our help",577052 +RT @stairfish: If trump doesn't want to do anything against global warming i fuckin hope he drowns first. Incompetent piece of orange,507163 +"RT @usnews: The Trump administration is denying climate change, but cities and states are fighting back. https://t.co/G2nVN3qtU5 via @usnew…",408984 +RT @NRDC: Urge Trump not to threaten our wildlife and wild places or reverse our progress in fighting climate change:…,639773 +RT @MotherJones: Cable news spent less than an hour covering climate change in 2016 https://t.co/47BO4go9j2 https://t.co/z76XcNHNCM,479385 +"RT @EmilyFicker: I wrote about the visible effects of climate change for @MHSNewspaper_, check it out! https://t.co/GmdJq3k7Nz https://t.co…",169503 +Are we really to cool to fight global warming?' https://t.co/8rTDtlBLsn,110462 +RT @AJEnglish: On @AJEarthrise: How are the world's two biggest carbon dioxide emitters [China & the US] tackling climate change?…,251179 +"RT @HillaryPix: Trump Just Told The Truth, And It’s Terrifying: A plan to cut $100 billion in federal climate change spending. +https://t.co…",969955 +"RT @NYTScience: As global warming heats up the Arctic, algae production is way up, and scientists don't know what that will mean https://t.…",933588 +RT @aviandelights: Canberra posts hottest summer ever for max temperature. Maximum summer temps already influenced by climate change https:…,365700 +RT @BAJItweet: African migration expected to rise due to accelerated climate change - UNEP https://t.co/LSGUmmyg2e @africanews,267452 +RT @SmithsonianMag: Peaches are more frequently being grown in cold-weather climates as climate change affects the viability of crops. http…,797195 +RT @DragonflyJonez: Kendrick gonna fool all y'all. He just gonna drop a 18 min track on a jazz beat beboping about climate change tomorrow.,280489 +"RT @petefrt: Dems Are OUT OF TOUCH with People's Concerns, Say 67% Voters + +Obsessed with bathrooms and global warming + +#tcot…",149414 +why is illegal immigration talked about more than global warming :a,942202 +RT @vxktuuris: will you still claim that global warming isn't real when there's food shortages?,603517 +RT @MarkRuffalo: This is how bad things could get if Trump denies the reality of climate change - The Washington Post https://t.co/D0ZwSx5v…,326443 +@GeorgeTakei Don't worry about climate change...here's a secret. It's a hoax to tax us according to our carbon footprint. It's complete BS!,292224 +Moroccan vault protects seeds from climate change and war https://t.co/ILmYeP1432,521526 +Investing to make our cities more resilient to disasters & climate change https://t.co/QonQ1XQOZM @WBG_Cities #ResilientCities #Disasters,960021 +"RT @feeIingmyoats: right wingers: there are only two genders. it's biology. you cant argue with science + +right wingers: climate change is a…",806425 +"6. Modi has acted decisively on climate change, ratified Paris agreement; Trump has said that climate change is a Chinese hoax.",231162 +@seanhannity Embrace truth do you? then call out Trump about climate change and the affects of polluting our drinking water. if not you lie,568815 +The controversy surrounding Bret Stephens' article on climate change reveals just how hypocritical the left can be: https://t.co/qaUn7TOQWU,966665 +RT @T_S_P_O_O_K_Y: @beardoweird0 @20committee I actually have a degree in Environmental Studies - and yes - man made climate change is a ho…,360405 +RT @ClimateCentral: Here's how climate change could flood cities (and states) as the world warms https://t.co/snfRq1je8A #BeforeTheFlood ht…,495872 +"|| Trump taps climate change skeptic Scott Pruitt to Head EPA + +https://t.co/DrL9t1Z03K via @ShipsandPorts",320667 +RT @jeffdrosenberg: . @SenSanders tears into Trump’s 'disaster' of a climate change order ➡️ by @lee_moran https://t.co/5ZShbOCewa via @Huf…,66860 +RT @AFP: ExxonMobil knowingly misled the public for decades about the danger climate change poses to a warming world: study…,581466 +"Want to hear nonsense and propaganda about climate change? Ask Scott Pruitt. + +Want to know the *actual science*? As… https://t.co/FAIYV4f6sw",248539 +BBC News - EPA chief doubts carbon dioxide's role in global warming https://t.co/m5Scm2ZEmt,108857 +"RT @DanNerdCubed: Those interests being racism, sexism, misogyny, wall building, climate change denying... https://t.co/vw9c3Gn43x",644838 +Trump administration suspends plan to delete climate change material: https://t.co/67uXkzIFCY,474280 +RT @lumenaequitas: @JoshNoneYaBiz I hate when global warming runs people over.,787055 +https://t.co/akXkaHTZhM Monday’s eclipse be a call to action on climate change: https://t.co/OOxS4Egcg1,277933 +"@realDonaldTrump Please Don't be stupid with climate change, it's as real as you getting elected is.",273967 +Bitl team is workshopping ways to combat climate change w VR #ideasmadetomatter https://t.co/1Anj6H6fVJ,556307 +Are there even any plausible arguments against climate change???,807648 +I intend to cook longhorn cow as I consider climate change.,51870 +"No, climate change is real; been happening for 4.5 billion years. Giving $ to bureaucrats to stem the inevitable is… https://t.co/cm529HDdNM",94877 +"RT @climatehawk1: Refreshing honesty: ‘Stop lying to the people’ on #climate change, Schwarzenegger tells Republicans…",116574 +RT @JuddLegum: Trump just gutted U.S. policies to fight climate change https://t.co/4CD890aX7N https://t.co/YxIaIKezQR,399562 +RT @JustSommerRay: not letting global warming stop us https://t.co/QgAXS34aVZ,730487 +RT @Brinkbaeumer: #MSC2017 Antonio #Guterres calls climate change and population growth the two main global problems. @VP Pence did not men…,951265 +"RT @EricHolthaus: Holy wow. Remember those kids suing Obama & big oil over climate change? +They just *won*. +Read this: +https://t.co/HnZBICG…",926505 +RT @kates_sobae: climate change is honestly so rude,170438 +"RT @mattmfm: Democrats: climate change is important +Republicans: nope it's a hoax +NYT: there go Democrats again touting boring centrist pol…",372720 +RT @Labmate_online: The effect of climate change on the food chain is huge ðŸ¼ https://t.co/S0O81gdj3w #animals #biodiversity #species https:…,591257 +"Record-breaking climate change pushes world into ‘uncharted territory’ + +https://t.co/Z1yVvcOEnV + +#climatechange #environment #oceans",165101 +RT @ajplus: President Macron is inviting U.S. scientists to France to help fight climate change. https://t.co/DHY2mgCIp5,152577 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,288444 +RT @CBSNews: 'Bring it on': Students sue Trump administration over climate change https://t.co/JPIUzp0hM8 https://t.co/PFeDZXEQMC,57552 +is not correlated to NIMBYs are state legislation climate change their aesthetic by the USDA revive,643771 +Passes House 236 to178. Among grants denounced many of the example studies concerned climate change #ScienceMarch https://t.co/WkANDjsVj5,958204 +RT @luthorszjm: Kara's heat vision is the root cause of global warming. Everything is melting.,320134 +@MarkCCrowley Immelt is picking up where Trump dropped the ball on climate change https://t.co/YmvrvyEx22,210202 +RT @bondngo: What are the facts about climate change and what can ordinary citizens do about it? @andynortondev @IIED https://t.co/eHl7tE8X…,120685 +"RT @grisanik: As I predicted climate change is accelerating : +https://t.co/kLptvFdp9l",326563 +"RT @DavidKirklandJr: Scott Pruitt is right. The sun is the main driver of 'climate change.' + +You don't have to be a scientist to know this…",265061 +"RT @DanMalloyCT: In the absence of leadership from the White House in addressing climate change, it is incumbent upon the states to…",764221 +RT @drewphilips_: Y'all wanna know what's weird? How global warming is real and is like a really big problem skskdldk,177961 +Ocean Sciences Article of the Day - How will New York cope with climate change? (Yale Climate Connections) https://t.co/newn8DbAy2,106628 +"RT @IntelOperator: 'There's an even broader danger to leaving the military to address the threats from climate change.' + +https://t.co/pG6VV…",282903 +@_Makada_ So you believe in that science but not global warming? #Rightwinglogic,981255 +RT @_richardblack: I cannot believe anyone still uses “climate change is bollocks because it was cold todayâ€. Especially in the @FT…,697050 +RT @WorldfNature: This is what climate change looks like - CNN https://t.co/3mR7sG9KIU https://t.co/1Gro5nv8Jg,699241 +"TANUJ GARG: With all the man-induced climate change, I hope something remains of #Antarctica by the time I visi... https://t.co/YD7G397qYP",646970 +"RT @ntinatzouvala: Bernie on the sovereign rights of Native Americans, clean water, climate change. #NoDAPL https://t.co/GyOzMhz2CP",695251 +RT @AnotherDawg: @CaptialBusLoan @ImmoralReport @DarHuddleston Today's global threat is NOT 'global warming'! It is SOROS & son #crookedcli…,832086 +BBC News - Most wood energy schemes are a 'disaster' for climate change https://t.co/5y4u0p8Thh,152329 +The truth' is that climate change is real. Pruitt is a dangerous oil-and-gas shill who doesn't believe in basic sc… https://t.co/fpVXULCNTe,561889 +"How can we escape the quagmire of [#climate change] denial? … just talk about it.' — @alicebell + +[Also @KHayhoe's… https://t.co/T7AETEU3Zc",590212 +RT @pinoshade: @JackPosobiec All these 'smoking guns' are going to ramp up global warming.,914020 +"RT @sallykohn: Oy, for all those in my feed saying weather and climate change aren't related: https://t.co/Bl16HZIlvu",675260 +"RT @tomandlorenzo: Well, now we know that 'covfefe' is Russian for I don't give a damn about climate change.",307271 +@davidsonmark650 @stltoday Why don't you believe in climate change? Maybe that's the question I shoulda asked to begin with,738307 +"Late Pleistocene-Holocene vegetation and climate change in the Middle Kalahari, Lake Ngami, Botswana +https://t.co/cAvWNIgbXE @scott_louis",670025 +RT @lisa_kleissner: To deny climate change is to deny all who are impacted. #Philanthropy and #impinv want to empower a different outc…,140016 +Global 'March for Science' protests call for action on climate change https://t.co/KeNTKi5Tqa https://t.co/ABhiQYXpM6,973171 +@DiMurphyMN Um ... it's climate change and the North Pole is a f'd up as the rest of the world. #EndOfDays,732909 +RT @UN: 12 #globalgoals are directly linked to climate change. The #ParisAgreement is crucial to achieve them.…,153191 +RT @realDonaldTrump: The global warming we should be worried about is the global warming caused by NUCLEAR WEAPONS in the hands of crazy or…,716583 +@EPP @ArielBrunner Isn't climate change just a scam to make the poor pay more taxes?,422296 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,293089 +RT @jayrosen_nyu: Bloomberg is starting a site wholly devoted to climate change and the economics of. https://t.co/iYIn3fzq9J It won't both…,134300 +EPA: Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/aVS3sm1kSy #ScottPruitt,892921 +"RT @khushi_Verma666: #MegaTreePlantationDrive ji GURU JI, only YOUR efferts will save us from global warming, love YOU",465699 +RT @ejgertz: Can a promising-& troubled-technology for fighting global warming survive Donald Trump? https://t.co/S6tZNZwzja via @nytimes…,609512 +RT @nytimes: Obama spoke in Italy about how climate change was imperiling food production around the world https://t.co/z9IAwj7Quv,580483 +New head of @EPA rejects scientific consensus on human activity's link to climate change: https://t.co/AMwR62PAEM… https://t.co/HvHReUkVa4,176298 +RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,884073 +RT @ATF_udeyyy: Nah global warming is real life shit,172648 +"From Trump and his new team, mixed signals on climate change https://t.co/ocwnCnZWym https://t.co/vvdhSOtts5",395722 +Siberian Snow Theory Points to an Early and Cold Winter in U.S. https://t.co/IvaCFa19Wy via @business So much for global warming!,351392 +RT @SenatorWong: Climate change affects all nations and tackling climate change is a shared challenge that can only succeed if we al…,721553 +"if you ever want to see global warming in action come to NC, we go from 80° to hailstorms faster than trump can say china",681784 +RT @wattsupwiththat: Let the wailing begin: ‘Moral values influence level of climate change action’ https://t.co/0sV7TaJD8v https://t.co/iY…,385663 +"I was hoping global warming was real and I could bore youngsters by talking about snow in England, sledging etc https://t.co/hVNbVwNai4",844602 +RT @KamalaHarris: The goal of the Paris Agreement is simple: reduce fossil fuel use in order to address climate change. Abandoning it = aba…,888673 +"RT @Liza76N: I’m cool but global warming made me hot.. + +MARVOREE DreamTeamGoals",976202 +"RT @PolitiFact: Yes, Donald Trump once said China invented climate change https://t.co/xkMM5PgrMp https://t.co/uo72PCD2PN",846688 +Company directors to face penalties for ignoring #climate change #auspol https://t.co/0I572OeAXg via @Jackthelad1947,954728 +"RT @hemantmehta: Don't worry, everyone. When President Trump does nothing about climate change, Florida will be the first to go.",618950 +starting to dig this whole global warming thing,762599 +RT @NatGeoChannel: One of the easiest ways to help combat climate change in your daily life is to stop eating beef. Here's why:…,539961 +"RT @GreenpeaceEAsia: More than 137 million people in India, Bangladesh and China are at risk from climate change-triggered flooding https:…",550361 +RT @KKelseyBITCHH_: Polar bears for global warming https://t.co/8JsbiG0TfP,407571 +A brilliant sci-fi thriller imagines how the massive floods of climate change could transform Earth… https://t.co/0vRbw4W5Lt,656096 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,378318 +"Science is ok for Lefties to use when it comes to climate change but not ok regarding gender. + +#SituationalScience https://t.co/24jqQn9D69",967793 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,75392 +"Wow, watch the documentary 'Chasing Coral' on Netflix, it's beautiful, sad, and so informative! We need to address climate change now!",177800 +RT @AnimalsAus: .@BillNye the Science Guy re: combating global warming by eating kindly ������ #GlobalWarming #EatKind https://t.co/A7VfLg7aqZ,408225 +RT @MythiliSk: My latest: @g7 blames US for failure to issue joint statement on #climate change https://t.co/qp01WVoSgo,680118 +RT @Jeff_McE: @PhilipRucker @MSignorile I'm sure Tillerson is hiding more than his 'alias' while emailing about climate change. #WhatsHeHid…,297379 +"RT @PolitJunkieM: @tata9064 @BackwardNC @danhomick @JaneTarney +Lamebrain Skarvala is a far-right climate change doubter Unbelievable! http…",527068 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,434966 +Did Donald Trump just kill the Paris climate change deal? https://t.co/h37d71qFdt via @ABCNews,900632 +"Alternative technological solutions for climate change' about to kick off #ClimateChange #PuanConference +#PuanConference",130158 +"Guy on Baggage thinks climate change is a conspiracy +Guy: Why is it so cold?? +Other guy: you’re a dumbass :l + +marry the other guy come on",341406 +RT @LisaClaire9090: Stunning photos of climate change https://t.co/NFP6dDR5yP via @cbsnews,522679 +"RT ReutersWorld: In a rare move, China has criticized Trump's plan to exit the Paris Agreement on climate change:… https://t.co/fLUE2KPnPH",483207 +RT @capitalweather: The whole 'it snowed so global warming is fake' line is getting old. Ppl who deny climate change is real need to genera…,221942 +"Pope Francis appears in ‘climate change’ movie featuring Obama, Clinton, Leonardo DiCaprio https://t.co/5CzqVt7r7d",587012 +I added a video to a @YouTube playlist https://t.co/925Kp7Ga7u OBAMA DESTROYS Republicans on climate change,441095 +Wil Weaton celebrates @sunlorrie's recent schooling on climate change. https://t.co/RQSSueACrs,536195 +RT @SamGrittner: .@BadlandsNPS was just forced to delete all their tweets stating facts about climate change. Here's one that you ca…,43396 +RT @ajplus: Which candidate is going to take climate change seriously?ðŸŒ https://t.co/jDL1NTenQ5,991333 +"Yes, but climate change does make me money. Climate denial make me make me money. https://t.co/fsdHRN7jwu",542338 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,966161 +“Indus people knew how to deal with climate change” -- Cameron Petrie https://t.co/pWsOm9bdjw,209660 +"RT @Myth_Busterz: When illiterate and #JaahilPMModi spoke to students on climate change... irony died a thousand deaths + +https://t.co/81JDf…",653577 +"@NBCPolitics @mitchellreports by climate change, are you talking about the extremist man made alarmist position or… https://t.co/NDAlX4Pt3W",357971 +"2016's 'exceptional' weather proves that climate change is real, say scientists https://t.co/7J0ECzfA0P",407024 +RT @PetraAu: Company directors can be held legally liable for ignoring the risks from climate change https://t.co/ArYEhCswiI,94220 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,638817 +RT @TheDailyShow: .@neiltyson on why climate change denial is a threat to democracy. https://t.co/Q8yVDAy848 https://t.co/arwB8OiSa8,194215 +RT @ComedyCentral: Leonardo DiCaprio met with Trump yesterday to be ignored about climate change.,856259 +RT @glazerboohoohoo: if you don't know a ton about the paris agreement or how dangerous trump is to slowing climate change this will help h…,614917 +"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",621121 +You and your friends will die of old age while my generation will die from climate change',278551 +RT @JuddLegum: She probably shouldn't have campaigned for a guy who thinks climate change is a hoax invented by the Chinese then https://t.…,106543 +RT @thehill: Sierra Club calls for investigation of EPA head over climate change comments https://t.co/ScRbItLACq https://t.co/T3N6vKXAGL,637263 +RT @sciencetargets: Can business save the world from climate change?https://t.co/2e7bHF9doP By @BiancaNogrady #WeAreStillIn @CDP…,868154 +RT @Independent: Climate change denier who says no one can explain global warming gets completely schooled by someone explaining it https:/…,928749 +"RT @GuardianUS: From 2015: Exxon knew of climate change in 1981, email says – but it funded deniers for 27 more years… ",311979 +"RT @TomiLahren: Folks, the Alt Left. Ignores radical Islam. Blames global warming for terror. Special kind of blissful ignorance. https://t…",299209 +"Some ppl need to get their head out, we caused climate change, we are the only way to fix it https://t.co/DRVIXDtLt4",838786 +"RT @pharris830: Ask yourself why can't we see the WH visitor logs, why are they deleting climate change data, why are LGBT exempt from 2020…",740050 +#socialmedia Trump really doesn't want to face these 21 kids on climate change https://t.co/jTj2wY7dkO,618306 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,125116 +@IntelOperator It's a good thing climate change is a hoax made up by the Chinese otherwise we'd be in big trouble.,943217 +"If you choose not to believe in global warming, I choose to believe the guy wearing the Affliction shirt at the party won't start a fight.",556335 +RT @chuck_gopal: This is when you know this climate change shit is real. https://t.co/BmqVA10VE5,522328 +"RT @tan123: Room full of microbiologists polled: 'How many of U believe climate change is world's #1 threat?' + +No one raised hi…",708449 +"RT @keithboykin: Contradicting @NASA and @NOAA, @EPA administrator Scott Pruitt denies CO2 is primary contributor to climate change. https:…",76467 +RT @Independent: Government 'tried to bury' its own alarming report on climate change https://t.co/rHNgbZzXK8,713495 +"RT @SimonMaloy: just watch, the response to/excuse for this will be that the EPA is already politicized because it pushes a climate change…",317157 +Trump proclaims climate change a hoax as if that will alter the truth. Unfortunately we will all pay the price for his stubborn ignorance!,874864 +Trump team memo on climate change alarms Energy Department staff https://t.co/KptSePmt7Q,769447 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,723661 +RT @HeckPhilly: But climate change and society's view of death will have to change one day if we want to advance our descendants.,169776 +"RT @SteveSGoddard: - @NASA has tripled global warming since the year 2000, during a time when satellites show no temperature increase.…",341817 +"RT @JuddLegum: 4. As scientific evidence of climate change has mounted, Stephens position has remained the same…",279315 +Rep. Lamar Smith took a quick break from healthcare negotiations to tell us climate change isn't real… https://t.co/1sPPFKjT6i,56671 +My hubs is watching @TuckerCarlson make a fool out of @BillNye The Science Guy on FoxNews. TC is tearing BN apart RE: climate change. 😁😁😂😂,586033 +"Ian Gough (@LSEnews): climate change and inter generation justice: needs should trump want, now & in the future.… https://t.co/OLvGkNFRAY",424489 +"If you still think global warming is real, time for 'waky waky...' https://t.co/Lm0pIyR5J2",670559 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,813882 +RT @guardian: Why we’re all everyday climate change deniers | Alice Bell https://t.co/BD9RDcSRgL,743424 +RT @Chris_arnade: NY Times readers care deeply about climate change & their carbon footprint https://t.co/H3mOgGqQMs,998561 +"@SenatorMRoberts Global warming is real. I know the other liberal nonsense has no scientific basis, but global warming does.",35843 +RT @NinjaEconomics: China tells Trump climate change isn't a hoax it invented https://t.co/uzyfIAURZ1,148459 +"RT @shanmutweets: Very good, impactful doc from @LeoDiCaprio got to take big steps for a positive climate change #climatechange https://t.…",141814 +RT @NoNo2GOP: Analysis | EPA chief’s climate change denial is easily refuted by the EPA’s website https://t.co/VXba5mHfAL https://t.co/N0Sn…,899926 +"@ProtectthePope @EWTNGB But at least, the French government doesn't deny climate change, or else they would have to deal with @pontifex",66867 +"RT @PRESlDENTBANNON: We must seek innovative solutions in addressing climate change, like eliminating most of the people.",249425 +But the fight against climate change.,827222 +@mashable @meljmcd We have to get through to people re: climate change. Trump is the anti-change,933298 +"RT @Manly_Chicken: I am now 100% opposed to any regulations against global warming. +Not because I don't think global warming is real,…",717876 +RT @CattHarmony: Is this why the left said climate change is 'man-made'? #Science #ClimateChangeIsReal https://t.co/lZLWBX12K2,76495 +"RT @mehdirhasan: Over past few days, the New York Times has published inhouse op-eds making the case for Marine Le Pen & for climate change…",170533 +"RT @SteveSGoddard: It has been 17 years since the UN said global warming killed us all. +https://t.co/3iPRs71C9b https://t.co/S1quSVbKn3",278 +Displacement linked to climate change is not a future hypothetical – it’s a current reality #COP22:… https://t.co/NvpC18X7Yq,614316 +@IndivisibleTeam save the EPA and continue fighting global warming?,215952 +The effects of climate change will force millions to migrate. Here's what this means for human security. -… https://t.co/h0R78f4ck4,486044 +@sphinney2020 This is wonderful! Coral has been dying because of rising ocean temperatures due to global warming. W… https://t.co/D0xvmaTUZY,565883 +"Kate Brown, other Western North American leaders reaffirm climate change fight https://t.co/UZy4TGC12N via @PDXBIZJournal",333596 +Vox This one weird trick will not convince conservatives to fight climate change Vox… https://t.co/6ufCkB3CdP #hng… https://t.co/FEjJWzvdqV,774118 +"Develped countries hv greatly​ contribted to global warming thru their asymtrical develpmnt policies, onus of corr… https://t.co/sLbScbOQPk",759320 +RT @antonioguterres: Shocked to see effects of climate change - 30% of Tajikistan's spectacular glaciers melted. There's no time to lose…,729321 +"After France, the climate change discussion moves to Morocco. https://t.co/fX9afjP6Rg",734928 +"Mexico's Maya point way to slow species loss, climate change https://t.co/XhKkp2XGub",996973 +RT @drshow: Weds: Dangerous political speech & how it can incite violence. Then: Where Clinton and Trump stand on climate change→https://t.…,263240 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,967543 +Let's take a look at how some of Washington state's reps feel about climate change: https://t.co/iYu3SndQAG https://t.co/iaCGV7vhbr,88271 +RT @ClimateChangRR: Jerry Brown promises to fight Donald Trump over climate change https://t.co/NC6FQRT9h4 https://t.co/ZuyghInkJf,51682 +RT @DineshDSouza: I call this political climate change https://t.co/pWonlMemsB,765829 +@Firegal_01 hate to burst your bubble but man made climate change ain't real and the environments doing just fine.,526501 +The man that Donald Trump wants to oversee the EPA is a denier of climate change... This world is literally fucked,538022 +So that Trump site that's going around? I genuinely and sincerely asked for him to meet with climate change experts and try to save us.,464819 +Trump has no regard for the environment. He doesn't even believe climate change is real,743385 +The Paris climate change deal has become law; an important step towards fighting climate change. https://t.co/yz0NK6xPIN,352378 +@yetiweizen @MarkRuffalo Do you understand environmentalists are -directly- responsible for climate change because… https://t.co/jxdjaPZuxk,896685 +"RT @thelpfn: 1ï¸⃣day left to join the @ConservationOrg Thunderclap against climate change on Twitter, Tumblr, FB. Join us!…",344913 +Chinese & EU officials have been working to agree a joint statement on climate change & clean energy #EUChinaSummit https://t.co/gQiHAkNm3B,103328 +RT @RollingStone: Revenge of the Climate Scientists: Leaked report highlights facts about climate change in the Trump era https://t.co/jY0L…,317955 +"RT @amritabhinder: Germany Bans Meat At Official Functions + +Animal agriculture leading cause of climate change, environment degradation htt…",323535 +RT @ketchup1d: Goodnight everyone except for people that think that climate change isn't real,884118 +What can China do to counter Trump's move to axe US climate change efforts? - See more at: https://t.co/9V4ZL0YgpB,907600 +"Despotism, neoliberalism and climate change: Morocco's catastrophic convergence https://t.co/mWPQgzpKAp via @MiddleEastEye",319388 +"@jawabdeyh true,but the media is also important in drumming up support and highlighting impacts of climate change and the need to plan trees",94543 +"��@CNN: all we can say is Russian, Russia, Russia I say @CNN is why Russia made global warming",906238 +"RT @Marek96308039: @jansims471 For some days, Obama is in Milan and is propagandizing climate change. He does not realize that climate…",166594 +RT @USATODAY: Elon Musk: I'm out of Trump council if Paris climate change deal dies https://t.co/9FCmlPp0di https://t.co/N5QfMdrC2U,498008 +@UNEP climate change.,20718 +@introvertedHue After spending 8 and a half hours outside today I fully support global warming,137232 +How is Al Gore still a thing? If you predict the earth will end in 2012 bc of climate change and instead nothing changes at all ur done.,576299 +#ICYMI: Prof. Paul Rogers examines the disruptions caused by climate change and conflicts in the world https://t.co/KfTScqGHwt,213588 +RT @TaigaCompany: TV coverage of climate fell 66 percent during a record-setting year for global warming - https://t.co/WGD6SVDiFO,745401 +"@seth_gal nobody cares about that stuff anymore, it's sad, global warming is inevitable so literally who the fuck cares about it",490678 +"RT @scottsantens: Yes, we have tornadoes here now in New Orleans. But climate change totally doesn't exist. It's just that freak even… ",407623 +"RT @MacleansMag: Would the pipeline and climate change debates been different under Jim Prentice? According to his book, maybe not: https:/…",57607 +RT @trutherbotred: They push climate change down your throat so you don't think about the massive pesticide and plastic pollution that's go…,874698 +The changes humanity needs to adapt to climate change would cost <0.1% of global GDP #ClimateFacts @ConservationOrg https://t.co/kwxoJdrWvt,708834 +RT @ZeroGenmu: This is why global warming is never being solved https://t.co/GjPALiENIX,698181 +@ClimateOfGavin @ScottAdamsSays @StalinsBoots @hausfath I'm happy Scott talked about climate change. Helped me find Gavin's blog,789444 +RT @Newsweek: Climate change 101: Trump's policies will only accelerate global warming | Opinion https://t.co/Q0eNxY2Xcj https://t.co/25fvL…,846358 +@TuckerCarlson i thought that 100% of climate change scientists believed in climate change.,726457 +RT @WorldfNature: Scientists seek holy grail of climate change in Oman's hills - ABC News https://t.co/ejhvxHEnro https://t.co/5Pu4pGYIa2,721486 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,85593 +RT @CNNPolitics: The EPA chief says carbon dioxide is not the 'primary contributor' to climate change https://t.co/baokrLe2gc https://t.co/…,612031 +RT @TeslaMotors: Rising temperatures put millions at risk as climate change hotspot @third_pole (world's 3rd-largest store of ice) is melti…,338459 +Art Basel 2017: Hypnotic underwater procession tackles climate change https://t.co/AgQTTzmosW,11187 +RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,64779 +@Boejarnewall global warming is real. Guys I'm super cereal.,257851 +RT @NRDC: Morocco is leading by example in fighting climate change w/ a 52% green energy target by 2020. https://t.co/1CsgdWMS9B via @guard…,222681 +Trump to roll back use of climate change in policy reviews: source https://t.co/KKunLugyF1 https://t.co/X3M00onQHB,85769 +EPA chief: Carbon dioxide not 'primary contributor' to climate change https://t.co/MAPyu62eLU https://t.co/i7cnomsoSs,491695 +"RT @TimothyAWise: Would industry lie to you? +DDT +tobacco +lead +asbestos +radiation +PCBs +DES +benzene +Bisphenol A +CO2/climate change +glyp…",69652 +RT @CNN: Indian PM Modi had said it would be a “morally criminal act” for the world not to do its part on climate change…,978637 +RT @RAlNYBOY: me thinking how this warm weather is bc of global warming but my seasonal depression is gone early https://t.co/M8qaT6JY5P,194315 +Donald Trump doesn't believe in climate change — here are 16 irrefutable signs it's real… https://t.co/i2TYNoHfkU,842272 +RT @sydneythememe: 屄 climate change for desert 屄,566358 +TONIGHT! Turn out the lights and #TurnUpTheDark! Get loud about climate change for #EarthHour's 10th anniversary!... https://t.co/Y0EaVHLQtc,836624 +RT @NextGenClimate: Three things business can do to fight climate change under a Trump administration: https://t.co/bjECCkT4Lw @HarvardBiz,896889 +RT @WHLive: “We’ve promoted clean energy and we’ve lead the global fight against climate change.â€ —@POTUS on the progress we've made to #Ac…,928128 +90 #megacities in the C40 need to raise $375B by 2020 to follow through on commitment to tackle climate change. https://t.co/pclfk4CrpE,32619 +"@zarahs He probably thinks of fires the same way he does global warming & weather. Things just burn sometimes, always have. 😳",4454 +the President of the United States of America thinks climate change is a joke and wants to build a 3000km wall,300730 +RT @NewYorker: Scott Pruitt denies the scientific consensus on global warming and disputes the E.P.A.’s authority to act on it:…,462746 +Google just notched a big victory in the fight against climate change - The Verge https://t.co/xaMSDZjg6c,18230 +RT @guardian: Fiji PM invites Trump to meet cyclone victims in climate change appeal – video https://t.co/ORWjy7XgXR,762818 +RT @anastasiakeeley: Our EPA director went on Breitbart radio and denied that climate change has any relationship to Harvey. https://t.co/p…,786587 +RT @TIME: Gov. Brown vows to fight Trump on climate change: 'California will launch its own damn satellite' https://t.co/qvklrPf6jK,709164 +@marshall5912 @KyleKulinski So many ppl okay with the fact our now president doesn't care about climate change & possibly thinks its a hoax.,310079 +"RT @FT: At $65m, this is the most expensive condo in Miami Beach — but could climate change affect its value?… ",300903 +"RT @IET_online: How does climate change affect 7,000-year-old mummies? 😮 Envirotech Online https://t.co/YsW1EROPq5 #mummy #mummies https://…",311755 +"RT @Seasaver: All seven species of sea turtle are on the @IUCNRedList. Overfishing, climate change, habitat destruction & polluti…",52324 +@CharlyKirby @Seasaver Bellamys published only 1 climate change article edited by climate skeptic Sonja Boehmer-Chr… https://t.co/Yt8hGp4M4E,756349 +"RT @colettebrowne: Today, Obama donated $500m to a climate change fund and commuted Chelsea Manning's sentence. +Trump was sued by a woman h…",360063 +RT @girlposts: if global warming isn't real why did club penguin shut down,679442 +"RT @ProtectWinters: .@realDonaldTrump, the US military thinks climate change is an imminent threat. Listen to them. #100Days #KeepParis htt…",121576 +Teens suing U.S. over climate change ask for Exxon's 'Wayne Tracker' emails https://t.co/VfWphr5oWh via @Reuters,491908 +#NowReading: Gender and intersecting inequalities in climate change studies https://t.co/a2qf2INyrD @Esther_Fahari https://t.co/tjKWSoeGMU,660702 +The Liberal Party's 30 years of tussles over climate change policy .. https://t.co/oAbGoTQsKU #energy,728978 +Curbing climate change has a dollar value — here’s how and why we measure it' https://t.co/VU8VhFJarX,849682 +"RT @ChrisJZullo: #StepsToReverseClimateChange stop electing climate change deniers. We must tackle this problem as a global community, not…",548683 +"RT @davidsirota: Photo background: apocalyptic climate change + +Photo foreground: humanity nonchalantly continuing to burn fossil fue…",277746 +"RT @BradReason: In rare move, China criticizes Trump plan to exit climate change pact https://t.co/vSvaVgeR7R via @Reuters",912506 +March 2017 continues global warming trend https://t.co/nJoPCltBs0 https://t.co/TYZJsYZzxf,261231 +"RT @BadAstronomer: As much of the US freezes, here’s a #tbt reminder that yes, this bitter cold is a sign of global warming.… ",481398 +Cutting cow farts to combat climate change: https://t.co/Ggk6A0xtwa - BBC News - Home #Latest,529619 +RT @iansomerhalder: Speaking of climate change-TONIGHT Is another killer episode of @YEARSofLIVING ! 10/9c on @NatGeoChannel https://t.co/T…,864134 +"Finally, someone backbone: Energy Dept. rejects Trump's request to name climate change workers, who remain worried https://t.co/qiJvfhLmkR",764226 +RT @NeilGreenMidWor: More modelling linking global warming to the extreme weathers we are already facing. https://t.co/TvxTGqUDFf,257799 +Your mcm thinks climate change isn't real and argues about it on Facebook articles about the damage of climate change.,366010 +#Indigenous knowledge key to climate change https://t.co/26dkNcFeQK via @newscomauHQ #climate,578643 +RT @HenryMcr: Great to hear @climategeorge talk about communicating climate change to people not like ourselves @mcrmuseum…,857669 +"RT @nxthompson: To slow calamitous global warming, we may need to bring lab-grown wooly mammoths back to Siberia. https://t.co/livR6FuJ4I",478994 +"RT @XHNews: A top Chinese envoy says China will continue its objectives, policies and measures in combating climate change.…",673788 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",836471 +"The National Park employee who tweeted climate change data, in defiance of Pres. Trump will probably get fired, but… https://t.co/97rNOUA986",5195 +Naomi Klein: the hypocrisy behind the big business climate change battle https://t.co/AEqHRfjeZq,744071 +Yeah you're all dancing and drinking beer while global warming is happening,819993 +RT @ajplus: U.S. Secretary of State Rex Tillerson used an email alias to send and receive info related to climate change while…,105033 +"RT @KatyTurNBC: Trump says he will cancel Billions of dollars to the UN for global warming. 'By the way, no one knows what happens to that…",577219 +RT @mitchellvii: I have discovered the cause of global warming (and cooling)! It's that giant ball of burning fusion in the sky. #WhoKnew?,451731 +"Brace yourself for a bitterly cold winter, as climate change shifts the polar vortex https://t.co/TKrnPz6LIx https://t.co/setORHsbeK",839701 +Hopes of mild climate change dashed by new research https://t.co/mL6ZAVPZPc,873740 +"And yet there are those who say climate change isn't real, hmm https://t.co/GWQf3GdmxO",103273 +"You were the ice berg, and now I'm global warming bitch.",829729 +Acting on climate change is Africa’s opportunity https://t.co/lHySj0Ey6l #itstimetochange join @ZEROCO2_,687709 +"RT @Reuters: In a rare move, China has criticized Trump's plan to exit the Paris Agreement on climate change:…",975580 +@CoachTimSalem Give global warming a few more years,992939 +"RT @ClimateCentral: America “can’t walk out when the heat is on” over climate change, U.K. says https://t.co/ssmelJkfAI via @Newsweek https…",755969 +"RT @rehaanahhh: it was 60° yesterday and now its snowing, but tammy said global warming is a hoax so we have to believe her!!! #snowflake",425274 +Bigger beaches for us yas bitch yas global warming https://t.co/HBXaFEOKCr,449925 +RT @ninaland: Thought of the day: anti-porn feminists are the flat-earthers of the intellectual world (along w/climate change deniers). @Th…,673834 +"A global health guardian: climate change, air pollution, and antimicrobial resistance - ReliefWeb https://t.co/XhU1OJyyXo",242524 +Clinton: I believe in science. I believe that climate change is real. (Convention speech) https://t.co/LsjgmOe0Cu,699239 +my soulmate is probably lost somewhere in the woods fucking some cute black chick w a fat ass & im here reading on global warming. Fun,964461 +"RT @DrJillStein: Trump pretends not to believe in climate change, but he's buying a wall to protect his Ireland golf course from rising sea…",189638 +RT @commonwealthorg: Commonwealth drives strategies to put climate change into reverse https://t.co/Kp8eax4qkk,440494 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,286814 +RT @LisaBloom: We will be the only developed nation in the world led by a climate change denier. https://t.co/tR1DclGWEz,947754 +RT @WorldfNature: The climate change battle dividing Trump's America - The Guardian https://t.co/CTazAqStR9 https://t.co/xDO6SyKMKg,611158 +"RT @Spam4Trump: Trump will go down in history claiming that climate change doesn't exist, while meanwhile the great barrier reef and the Ea…",930418 +"RT @ratpatr0l: Niggas asked me what my inspiration was, I told 'em global warming, you feel me? https://t.co/2U8qrsUNiL",881582 +RT @Slate: The kids suing the government over climate change are our best hope now: https://t.co/AAecrGraLG https://t.co/aX4A6r7KtT,321503 +RT @JammieWF: Must be climate change. https://t.co/hHW9rdYv6k,978268 +RT @latimes: You can now figure out how much you're contributing to climate change https://t.co/UVvBJk9VBL https://t.co/3IAx9ISczr,90863 +RT @insideclimate: Leading scientists quickly denounced @EPA head Scott Pruitt's comments questioning CO2 as key climate change driver http…,461856 +"According to the U.S. Committee on Science, Space, and Technology, scientists have fabricated global warming. + +https://t.co/34OI8Qhp68",159752 +"@realMSTD @IBM @PathwaysInTech if you believe n climate change,no one will stop you from sending them a check or ditiching your car.",893413 +RT @henkovink: NATO urges global fight against climate change as Trump mulls Paris accord https://t.co/PrQhO3ET9V via @Reuters,97582 +"@jjmcc33 this is a story about weather on the east coast and mid west, not about climate change. you can help yourself by reading the story.",70433 +"RT @ziyatong: I find it interesting that a lot of people who don't believe in climate change, believe that Noah built an arc because of cli…",54251 +RT @highlyanne: Teachers: did you get climate change denying propaganda from Heartland Inst? NSTA will trade it for a science ebook! https:…,202195 +RT @HuffPostPol: GOP plots to clip NASA's wings as it defiantly tweets urgent climate change updates https://t.co/M910vXQ3FX https://t.co/s…,410018 +EPA faked biosludge safety data just like it faked global warming temperature data … Shocking truths unveiled in… https://t.co/P1qdsFagr6,505784 +RT @DanNerdCubed: Trump's put a climate change denier in charge of the EPA? https://t.co/iKRrbXRS4f,273223 +RT @lifeaseva: Taking shorter showers and buying reusable bottles won't stop global warming. It's the main result of our agriculture demand…,886247 +"RT @ESAFrontiers: Key drivers of coral reef change—fishing, water quality & climate change—must all stay within safe boundaries…",938271 +"During its earliest time, a scientist over 80 y/o was well aware of the climate changes we face today + +https://t.co/gdqroLmZdK",943867 +#Growthhacking #Startups #PPC #ideas #solution #idea The best solution to eliminate the climate change is in: https://t.co/nAzqrCc1M0,131809 +"RT @lakotalaw: “Our ancestors and our spiritual leaders have been talking about climate change for a long time.” + +Support... https://t.co/j…",617622 +"RT @QuantumAdvisory: When it comes to climate change, are pension actuaries like the frog...? https://t.co/4e8urFZ6CR https://t.co/mViVBjnI…",377222 +we literally skipped winter again in my state thx global warming,477261 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,640045 +RT @nowthisnews: Bernie Sanders wants to talk about climate change and income inequality – not 2020 aspirations https://t.co/rASODRTr3T,965900 +RT @jessalarna: when ur enjoying the peng weather but deep down you know it's cause of global warming and we're all gonna die soon https://…,19444 +"@nickkerr1961 @guardian He's got a lot more stains like racism, bigotry, climate change denial, misogyny. .....",359565 +RT @ClimateCentral: Donald Trump could scrap the Obama administration’s plans to combat climate change once he takes office…,608805 +"RT @alisonjardine: Beginning a new landscape, based on my Telluride series. + +Concerned about a climate change denier running the EPA?…",232495 +"Trudeau to raise residential school apology, climate change with Pope Francis https://t.co/l8gtHS87Zt #CTVNews #CTV #News",123701 +I recall Obama tried to have dissent outlawed on climate change. https://t.co/6a7MVw0NjC,817217 +"RT @LTorcello: If scientists don't talk about climate change, while actual impacts are being felt, the public will always treat it…",635161 +But according to #Trump there is no climate change nor problem whatsoever ... #keepdreaming #houstonflood https://t.co/c80fTpxial,247020 +"RT @SFBaykeeper: A new study shows a link between climate change and SF Bay oyster die-offs +https://t.co/XTlBLVp8PO",617451 +More intense and more frequent extreme weather is a consequence of climate change we’re experiencing right now.'… https://t.co/DAdtOeCTGE,938781 +RT @FAOclimate: #Climatechange goes far beyond global warming & its consequences. Learn more about #UNFAO's #climateaction via…,30759 +RT @Slate: Trump will be the only world leader to deny climate change. https://t.co/thTQM5qEy6 https://t.co/0WvubdXUqu,705452 +"RT @SreenivasanJain: Trump's top picks so far: a WWE promoter, a climate change denialist and a guy nicknamed 'Mad Dog'. And then there's T…",349996 +@NPR No question on climate change? Nobody wants to risk his or job on this question?,119394 +Pakistan ratifies Paris agreement to combat climate change https://t.co/DepwfbxmSk,896443 +UN climate change agency reacts cautiously to Trump plan https://t.co/U2i72kAS7x,719233 +Donald Trump believes that climate change is a myth invented by the Chinese — how does that level of stupidity even breathe unassisted?,607289 +"RT @enriqaye: im tryna SMASH +S- save the bees +M- maintain a healthy lifestyle +A- address climate change +S- support environmental reforms +H-…",303795 +RT @nvisser: I'm in Marrakech at #COP22 -- what big questions do you have about climate change/the environment? Email me: nick.visser@huffi…,123568 +RT @GoogleForEdu: Happy #WorldEnvironmentDay! Let's ensure we celebrate every year by teaching about climate change…,287032 +RT @WayneDupreeShow: Pelosi: Border Wall Will Leave Children Hungry �� How much money did they spend on climate change again?…,914400 +...and then he spouts anti-climate change nonsense and alludes to pro-Trump Birtherism. Then claims almost all clubhouse is pro-Trump. GTFO.,24611 +RT @voxdotcom: A Trump adviser wants to scale back NASA’s ability to study climate change https://t.co/XLdutJfevB,441152 +RT @KimHenke1: Call @EPAScottPruitt 202-564-4700 and express concerns about his stance on CO2 emissions & climate change. He is gambling wi…,100465 +How does climate change affect British gardens? https://t.co/iNkXl5lEkP,257636 +RT @WRIClimate: @CNBC He should have a look at a few irrefutable facts on climate change science that says otherwise: https://t.co/caMZaq9r…,587932 +RT @markarodrig: @MaureenShilaly @ChooseToBFree He's too worried about climate change,323729 +"RT @toph_bbq: Trump picked a climate change denialist, who has sued the EPA, to head the EPA. + +https://t.co/w39W4YVOy0",50830 +RT @NYTScience: Americans overwhelmingly believe global warming is happening. Far fewer think it will affect them personally.…,599546 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,552116 +RT @backdoordrafts: Gov. Jerry Brown warns Trump that California won't back down on climate change - LA Times https://t.co/NCvDBSAWvn,878865 +"@BLKROCKET @YahooNews So what? What we do? Few people will seed that planet when we ruin this one. And, we'll climate change that one.",494211 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,803869 +"RT @altUSEPA: The EPA's climate change web page shall remain in place for now. At least until it can go away more quietly. +https://t.co/TAZ…",882581 +"RT @ben_thurley: “The Coalition Government has abandoned all pretence of taking global warming seriously.” +#climatechange… ",535734 +Pacific leaders to turn up heat on climate change - Seychelles News Agency https://t.co/dbZIqeGj2W,995446 +"A turistattraction needs to collapse before the reality of climate change is taken seriously.. + +https://t.co/Bn4wXnwbpA",318172 +Washington Post - Trump's pick for Interior secretary can't seem to make up his mind about climate change https://t.co/Q3wXPo9wpB,51166 +"RT @coverboyomie: Warm today, snow tomorrow and niggas still denying climate change",801017 +73 degrees on November 1st.. But global warming isn't real right?,447285 +RT @EricHolthaus: The researchers found the amount of global warming might be higher than previously thought once CO2 levels double (prob b…,735991 +RT @MadamClinton: To the world: A man who doesn't believe in climate change is now president of one of the biggest polluters. This will aff…,100505 +RT @unfoundation: We know that gender must be considered in all climate change mitigation efforts from now on.-@jeannettewocan #EarthToMarr…,72085 +Trump's favorite techie thinks there should be 'more open debate' on global warming https://t.co/9J2WqyMbal,844827 +"RT @AmyMek: Let's blame it on Russia today, tomorrow fake news, next up global warming! This is getting really old! YOU LOST! GROW UP!�� #C…",204185 +Trump signs executive order blocking Obama-era action against climate change. We'll see how well fossil fuel profits stop the rising seas.,135358 +"RT @NickRiccardi: Finnish president on threat of climate change: 'If we lose the Arctic, we lose the globe.'",265254 +"France, where “climate change” causes Islamic terrorism https://t.co/ssPWBm186o",426503 +RT @HarvardChanSPH: In a recent episode of our podcast Lise van Susteren discussed links between climate change and mental health…,226392 +"RT @Resistance_Feed: The Energy Department climate office bans the use of the phrase ‘climate change’ . + +Trump is trying to rewrite scienti…",829793 +@RyanMaue r u saying as argument for climate change these stats don't hold water?,822833 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,613321 +RT @dailykos: Maine state rep's new bill forbids discrimination ... against climate change deniers https://t.co/2Jgmt3bDUU,789678 +RT @NAUGHTONTish: Donald Trump isn’t scrapping climate change laws to help the 'working man'. https://t.co/yE57ADLh7l,167452 +RT @Sick_Sage: Unnecessarily contributing to traffic and global warming. Smfh irresponsible. https://t.co/9A81TI8Pb6,134392 +"RT sacau_media: Time for a farmers’ convention on climate change +https://t.co/39LZ3BsZOz https://t.co/SRoxSg7tj5",761645 +RT @UNEP_CEP: We need to improve the data and gather and consolidate information on global warming to prepare for the future - models need…,265477 +RT @LarryT1940: We're in an interglacial period between ice ages. It's not global warming. This has been happening for eons.…,456308 +@jddickson @AnitaDWhite is maxine waters stupidity caused by global warming too ?,928781 +"RT @RealAlexJones: The latest globalist witch hunt is on as NYT declared incoming EPA head, Scott Pruitt, a “climate change denialist.” +htt…",488311 +RT @ClimateCentral: This is who is leading the world (and who is faltering) on climate change action in one map https://t.co/Cs2qXsnELQ htt…,637257 +@MotherJones whhhuuuut? An Oil man denying CO2 contributes to climate change?? Surely not.,398134 +Palau: on the frontline of climate change in the South Pacific https://t.co/R35GcXAWjZ,291255 +RT @deaddilf69: The iceberg wouldn't be there bc of global warming you dumbass Bitch https://t.co/8Jx4MRhe0s,636686 +RT @NatGeo: The rise in sea levels is linked to three primary factors—all induced by ongoing global climate change. Take a look: https://t.…,691251 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,717856 +RT @ryanstrug: I swear every single 'climate change' video I find has comments disabled. `The debate is over because we'd lose if we had on…,921344 +RT @tinynietzsche: be the climate change you want to see in the world,16525 +"RT @Holbornlolz: Next up + +#G20Hamburg + +Something to do with climate change apparently + +https://t.co/7Sp2rogQRx",738565 +RT @almightylonlon: It's mid November & im outside ... at the park ... with just a tshirt on ... in Chicago this is global warming at its f…,114799 +so much for global warming,64363 +RT @manahelthabet: To those who don't believe in global warming. Giant iceberg splits from Antarctic https://t.co/A5dozkdiOu,349755 +"RT @_CarlosHoy: To keep global warming under 1.5C, we need to accelerate #ParisAgreement implementation &amp; increase our ambition. - ed",709627 +"RT @MarkRuffalo: Because they know climate change is a hoax they started to make things very sad and unfair! Tremendously, very sad… ",896596 +The BBC has been weak on its coverage of climate change via /r/climate https://t.co/5za2XXbuYW #rejectcapitalism #… https://t.co/jJHUOn1reb,126674 +RT @jmsexton_: NY Attorney General uncovers email alias used by Rex Tillerson to discuss climate change at Exxon | DailyKos…,20322 +"RT @JaredWyand: Steve Bannon means bye bye to the climate change scheme we're spending $22,000,000,000 a year on for 'research' + +https://t.…",344127 +RT @romeogadungan: Semua orang sepertinya harus nonton Before The Flood di Youtube. Dokumenter National Geographic tentang climate change.…,380343 +America’s youth are suing the government over climate change https://t.co/KALEtrWL8W by #WeNeedHillary via @c0nvey,431495 +RT @AndySpenceYheke: The effects of climate change are escalating. What next? Monsoon season in NZ EVERY year in the summer? https://t.co…,666836 +"RT @JooBilly: The problem w/that is climate change is now a matter of national defense--nowhere is that more true than Houston. + +#Harvey",979256 +RT @veroniqueweill: .@AXA is committed to & investing in reducing global warming @JL_LaurentJosi @AXAUKCEO @AXAChiefEcon @AOC1978 @AXAIM ht…,522596 +"MarketWatch: Trump EPA chief Pruitt rejects link between carbon dioxide and climate change https://t.co/fhkJ1eNDam + +Trump EPA chief Pruitt…",922437 +Al Gore offers to work with Trump on climate change. https://t.co/nVsUonKdar,936407 +"reason for global warming and lack of rain +And solution + +https://t.co/FGStSvRgnL + +Please watch this",177547 +"RT @nybooks: Like tobacco companies denying that smoking causes cancer, Exxon spent decades hiding the truth about climate change https://t…",854940 +RT @jelle_simons: Leader of the 'free' world on climate change: https://t.co/ARNZ9x0mPG,219086 +"RT @sleepingdingo: .@mikebairdMP Actually, I think the land clearing laws are worse. Direct impact on global warming! Please reverse t… ",285478 +"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",376394 +RT @insideclimate: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/CO0p9PU3Fd,278668 +nuclear war so that don't have to worry about climate change. https://t.co/XiyIkDApYv,803944 +"Is Charles Koch a climate change denier? Charles Koch would say you’re asking the wrong question. + +“Obviously, if... https://t.co/HHOOmWLieN",919590 +RT @GuyKawasaki: Everything we need to know about the effects of climate change in one terrifying graph. https://t.co/rKAJZYEt4I,671551 +"RT @PopnMatters: Stabilising population helps solve poverty, climate change, biodiversity loss, resource depletion, hunger, the list…",944137 +@tiniebeany climate change is an interesting hustle as it was global warming but the planet stopped warming for 15 yes while the suv boom,794925 +"RT @Dory: Me: *Enjoying Life* +My brain: you're broke, a nuclear war could start soon, and global warming is getting worst https://t.co/aNfZ…",756835 +RT @NewYorker: A lot of the confusion about climate change can be traced to people’s understanding of the role of theory in science https:/…,485914 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,60176 +"Why President Trump will be awful for clean energy, climate change fight via @FortuneMagazine https://t.co/anegB7P6pl",45335 +"RT @RepAdamSchiff: We believe in dreamers, climate change and healthcare for all. We build futures, not walls. We are Californians. We are…",155423 +"RT @markitgirlz: With Trump as president, China—China!—will be the world’s biggest champion of fighting climate change https://t.co/shkOROo…",777221 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,302729 +@realDonaldTrump Ur going to compound climate change with ur anti environmental stance. New $$ making endeavor gas… https://t.co/xxvlHunfP8,270476 +"Hanson visits reef to dispute climate change. + Senator Pauline Hanson has slippe...https://t.co/YL8R2uRnin",564907 +"RT @SamJamesVelde: It's 90 degrees in early November in Los Angeles, but you know ....according to Trump global warming and climate change…",868071 +If you don't think freedom of speech is under attack ask yourself why the EPA has a gag order and can't discuss climate change.,511137 +be hate inchworm thymes global warming maroon mcchicken is marina,765166 +@realDonaldTrump NASA provides proof of climate change. I'm sure you could talk to them yourself. Please do that. https://t.co/wBGyncL5dP,686589 +"RT @TheAuthorGuy: Hmmm, climate change witch hunts? And still 32 days 'til inauguration. +https://t.co/EIOlsb20YH",179460 +Government facing legal action over failure to fight climate change - The Independent https://t.co/bvcRS6sY6Z,979548 +No @VaiSikahema it's not just 'summer there'...it's called global warming. This isn't normal.,161158 +"RT @JoyAnnReid: So the federal govt won't be fighting climate change for the next 4 years. They *will be fighting abortion, voting, healthc…",122086 +RT @AMZ0NE A SciFi author explains why we won't solve global warming. Read the blog. ▶https://t.co/SkfzcYglrf #amreading,242717 +RT @davidsirota: Most climate change denialism is a reflection of,820265 +RT @washingtonpost: CDC’s canceled climate change conference is back on — thanks to Al Gore https://t.co/rsgScuTXxn,301262 +RT @nokia: Our followers say stopping global warming is a top priority in the future. How can technology fight climate change?…,548778 +"RT @papermagazine: The LGBT, climate change, HIV/AIDS, and disabilities pages have already been removed from the White House website… ",50847 +RT @Kathleen_Wynne: We've reached our 3 billionth recycled container! Thanks to everyone fighting climate change by keeping cans & bott…,816109 +"RT @genemarks: America’s loss is China’s gain: Trump’s stance on climate change is a gift to the Chinese +https://t.co/xHe4u4oIeb",529955 +@carolinaluperc @NCStandards global warming is some serious shit,223003 +@NYCMayor We all know climate change is real your dumbass. It's called the ebb and flow of Mother Nature. Go read a book you hack,306003 +"RT @AstroKatie: Seems much of global warming denial these days is data nihilism. Lots of 'you can't possibly know!', little substantial arg…",670436 +RT @parthstwittter: how can our snow have melted if climate change isn't real? @absltly_haram https://t.co/4Bqikjj4oK,927913 +RT @GlobalGoalsUN: One more day! The #ParisAgreement on climate change enters into force on Friday. Ban Ki-moon needs us all to take a…,797806 +RT @nowthisnews: Al Franken is the master of humiliating climate change deniers https://t.co/8yu54IPI3P,518697 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,320211 +RT @NYTScience: Trump has called climate change a Chinese hoax. Beijing says it is anything but. https://t.co/tPCyXdfKAC,312148 +"Do you believe that recent climate change is primarily caused by human activity? +more: https://t.co/CuNMYc00Hw https://t.co/zQUeX3QTKN",703919 +"RT @PiyushGoyalOffc: India’s clean energy share to reach 46.8% by 2021-22; will achieve committed climate change goal much earlier +https:/…",951694 +RT @NYTNational: Trump has called climate change a hoax. Now he has the chance to destroy efforts to beat it. https://t.co/i9hdsPig9Y,78201 +Six irrefutable pieces of evidence that prove climate change is real | Popular Science https://t.co/IQ8KowQQBf,178353 +RT @NathanJonRoss: 17 US states together filed a legal challenge against White House efforts to roll back climate change regulations https…,856674 +RT @ProPublica: Weather Channel attacked Breitbart News for a post last week that denied the existence of climate change. https://t.co/NY8m…,88796 +RT @SpiritualSmoker: it's absolutely disgusting how big of a problem climate change it yet nobody seems to give a fuck,763171 +RT @richardbranson: 8 ways you can make a difference to climate change: https://t.co/vVz3HupO4l #readbyrichard https://t.co/5Zi4VXbbij,961797 +RT @tan123: 'Senior Nasa scientist [Gavin] suggests he could resign if Trump tries to skew climate change research results' https://t.co/M0…,331941 +@truth_2_pwr_ @Slate In a PBL study only 43% of meteorologists surveyed even believe in man-made climate change.,61059 +"ProudlyLiberal2: RT ChrisJZullo: Karen Handel opposes marriage equality, climate change and would outlaw abortions. Make an impact #Georgia…",228395 +"RT @Reuters: Budgets and business, climate change, oil prices and protests. Get your headlines in the Morning Briefing:…",906839 +RT @usachemo: @ActinideAge @tder2012 More proof that climate change has a religious aspect that sometimes overshadows the scientific part.,796076 +"thefirsttrillionaire Red, rural America acts on climate change – without calling it climate change… https://t.co/Zpe8DTW3RB",550181 +RT @umSoWutDntCare: @MrJamesonNeat @PatrickMurphyFL Florida you need Dems in office to get things done with climate change! #VoteBlueNoMatt…,584668 +RT @billmckibben: Mildly Disturbing Headline Dept: 'Stratosphere shrinks as record breaking temps continue due to climate change' https://t…,858574 +#BeforeTheFlood a documentary on climate change ðŸ³ðŸ¼ðŸ§https://t.co/vkSGOpO5fE https://t.co/ad7ef58YPF,397634 +@rainbowscome @billmckibben Exactly! It's address climate change or slowly kill ourselves,774584 +Angela Merkel promises to take Donald Trump to task at G20 summit over climate change via /r/worldnews https://t.co/LsBf0ghrrX,376780 +Hurricane Dineo hits SA hmmm and global warming doesnt exist according to some lmfao SA doesnt get this global warm… https://t.co/csAy0QGd5n,571842 +RT @Mensvoort: Holland before the dykes (500 AD) looks a lot like Holland after a global warming catastrophe.…,598952 +RT @EcoInternet3: California lawmakers passed a landmark #climate change bill — and environmental groups aren't h...: Business Insider http…,251053 +"I generally avoid posting politically charged material, but as a scientist I'm dismayed that many world leaders still deny global warming.",156160 +"@curticemang @JPJones1776 @CDNnow No. Chelsea has connectedness, child marriage and climate change going for her!",209792 +RT @_ajaymurthy: The last time Bill marched was to stop action on climate change. He also called Helen Clark a cow. There’s that ba…,623700 +RT @jiljilec: bees are dying out & climate change is destroying our environment yet the nigga I want has the audacity to act like…,386349 +RT @COP22_NEWS: #climatechange: To deal with climate change we need a new financial system #p2 https://t.co/XUbIM5wvej https://t.co/n44pUJ6…,975607 +"RT @NaomiAKlein: In approving Keystone XL, the State Department 'considered a range of factors' - not one of them was climate change https:…",710461 +We need a democratic president- the Democratic Party is the future! ������they embrace climate change!����,414286 +RT @climatehawk1: 2nd Wisconsin state agency has solved #climate change by removing mention from public website…,504386 +"RT @GlobalWarmingM: Ta Prohm’s haunting ruins are also a 1,000-year-old climate change warning - https://t.co/bfpdRP9Jx2 #globalwarming… ",615210 +RT @LibyaLiberty: Best climate change advice: https://t.co/GU35pzw3iA,686504 +RT @Exxon_Knew: 'ExxonMobil has a long history of peddling misinformation on climate change.' @elizkolbert in @NewYorker #ExxonKnew https:/…,201360 +RT @CNNPolitics: The EPA chief says carbon dioxide is not the 'primary contributor' to climate change https://t.co/tx0NLedD6H https://t.co/…,477876 +RT @Sanders4Potus: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump th… http…,857523 +"RT @WomensInstitute: Make, wear and share green hearts in Feb to #showthelove for all that could be lost to climate change #WENForum #whywo…",65576 +"RT @handsock_butts: Reporter: Trump, what are your thoughts on global warming? + +Trump: Rearrange 'Miracles' and you get 'Car Slime' This me…",311290 +RT @AP: VIDEO: New study says Earth will lose 10 days of mild weather by end of century because of global warming. https://t.co/hMlUsJhOn5,354703 +@albertacantwait @paigemacp - I guess climate change isn't real.,713717 +"@climatebrad @elonmusk Musk prioritizes NewSpace over environment - look at him fundraise for climate change deniers +https://t.co/0QZs4nzVUD",3484 +Energy Day comes as major companies lead the fight against climate change https://t.co/xEFmnRSVeJ,333986 +@funtrouble1 So what you're saying is because he has the educational background to understand the science of global warming you mock him.,433077 +RT @Descriptions: if global warming isn't real why did club penguin shut down,987845 +RT @uchinatravel: #GameofThrones' @NikolajCW and @GoogleMaps are showing climate change in Greenland https://t.co/yTJkPZ54sl……,487343 +He's not protesting climate change he's protesting inaction and insufficiency of action on climate change! https://t.co/ujFWxjiAZg,389631 +Theresa May says she won't address climate change at the G20 summit https://t.co/5784fELpZx https://t.co/f3KMDQB1Hz,349078 +"RT @NPR: The German chancellor had described G7 climate change talks as 'very difficult, if not to say very dissatisfying.' https://t.co/uw…",110116 +Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/6sR48wg6e4,853938 +RT @climatehawk1: Wisconsin state agency solves #climate change--just deletes it from public website https://t.co/v12i9R9wYH via…,280471 +"RT @NatureNews: The East Antarctic Ice Shelf is beginning to reveal its vulnerability to climate change, and scientists are worried…",528472 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,148108 +"RT @thenatehelder: When I'm on adderall thinking about finals, dark matter, climate change, and bees dying https://t.co/3xjBVLRSkb",344553 +when will people start talking about the climate being a human right? climate change is about human rights.,916759 +RT @ChristopherNFox: Merkel seeks to bolster support among #G20 members for tackling #climate change ahead of G20 summit on 7-8 July https:…,259516 +RT @kfhall0852: France's President is bilingual & believes in climate change. Our President cannot even speak English & thinks grav…,961234 +@aatishb @AstroKatie That the operator of @HouseScience thinks it is acceptable to harass people traumatized by climate change is horrific.,423634 +Post Edited: Trump ‘set to pull out’ of Paris Agreement on climate change https://t.co/bkksuiGf1X,857805 +RT @insideclimate: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/CO0p9PU3Fd,397365 +"♥The Taiwan government should apologize to the whole world, making air pollution caused the global warming. + +https://t.co/MPX4PhRDVP",857555 +"RT @dickfundy: Day 49 + +- EPA chief says carbon dioxide doesn't contribute to global warming. +- Flynn concealed foreign lobbying work from J…",989563 +"RT @daraobriain: Trump staffer Mick Mulvaney, wearing a Shamrock, announced an end to Meal on Wheels and climate change research. Happy St.…",288858 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,29623 +"Stopping global warming is only way to save GreatBarrierReef, scientists warn: https://t.co/DZxIQX9xJ9: #AdaniMineEnvironmentalDisaster",296324 +RT @tilc9: David does not mess about. Brilliant as per. If Attenborough isn't enough to get people to take climate change seriously.. #Grea…,195452 +"RT @BasedElizabeth: Liberals are more worried about Islamaphobia (which I believe they invented, kind of like global warming) than they are…",89006 +RT @KewGIS: Coffee and climate change in Ethiopia https://t.co/ud6CUXD3tD,685999 +RT @thelizarddqueen: have you ever heard of animal agriculture? Also known as a leading cause of climate change? https://t.co/kt6I7vFsX0,953360 +"https://t.co/dG4W1CTvdz Counting the cost of pollution and climate change, wind energy is much cheaper than burning… https://t.co/VwgGkxczua",398016 +Zombie health care bill dies in DC while bipartisan majority moves climate change bills in CA. Know hope.,23380 +RT @wef: Knowing about climate change doesn't make you care more. Your political beliefs might though https://t.co/W774R9nruZ https://t.co/…,858247 +"RT @sciam: Science and the Trump Presidency: What to expect for climate change, health care, technology and more… ",251406 +"RT @KHayhoe: How do we know this climate change thing is real - not a natural cycle, not an elaborate hoax? https://t.co/MvAWypaOJe #global…",892567 +RT @MailOnline: Scientists say climate change IS real with 'no room for doubt' https://t.co/AtetDXN1lz,544308 +"@realDonaldTrump Oh please. We have failing infrastructure, climate change (it's real), Flint water, cutting all se… https://t.co/QTztUs5aLk",736038 +Former President Obama is giving a keynote address on food security and climate change... https://t.co/XrVXFFZzII b… https://t.co/HQ4aXacz0o,788588 +RT @ProfTerryHughes: Minister's Op-Ed on Protecting the #GreatBarrierReef. No mention of tackling #climate change. https://t.co/bRVLto0enq,422746 +China 'laughed!' at Obama’s climate change speech,839256 +"On racism,global warming,and immigration policies,Poets of America take on Trump! https://t.co/XqDOAtMKmB",151320 +"RT @drvox: My new post: New research shows: yes, Exxon has been misleading on climate change https://t.co/JUGsu8yM5f",306785 +"It's not global warming, but cooler temperatures are the most pervasive throughout most of US: https://t.co/bMehhkkNw2 #climate",847300 +"RT @xoapatis: @bbhzeo @bynfck Gue tu bingung, apa hubungannya sm global warming",992698 +RT @9GAGTweets: Major causes of global warming https://t.co/fD2kbo0ZHh,659398 +RT @teenagesleuth: HRC used Obama's time machine to start the Industrial Revolution so she could use climate change storms to make Texas re…,147593 +"@Susan_Hennessey Long list of things more serious and immediate than climate change: e.g. Putin, gene drives, Pakistan/India nuclear war.",145217 +"RT @ClimateReality: Protecting our public lands, safeguarding our air and water, and acting on climate change shouldn’t be partisan iss… ",223963 +RT @nowthisnews: Listening to Barack Obama talk about climate change will make you miss common sense #tbt https://t.co/KmjYjBshIV,810561 +@realDonaldTrump I swear to god if you do nothing about climate change we are all going to die from prehistoric ice diseases. Congrats.,291291 +His opinion: The challenge of climate change: https://t.co/IhOhTk9zfM,703836 +RT @climatestate: Al Gore’s new climate change movie arrives just in time. https://t.co/471qPva31U,211575 +@MeredithFrost @gangwolf360 @artistlorenzo Brilliant! Art can do a lot to promote action on climate change. This highlights that.,238579 +"RT @Heritage: 23 environmental activists, trial lawyers, and academics came together to shut down dissent on climate change—using… ",210624 +"@themadvalkyrie you're right, global warming is already an issue. We can't pollute the air more.",819555 +RT @MJVentrice: Climate Change is something that is realized in the troposphere. I'm not aware of research regarding climate change's impac…,558154 +"@databreak Geez, that's HOT! Mail melt 2? +Can it be that global warming thingy? +Nah, Trump said it's a hoax, & he's… https://t.co/FiYFulklEa",592357 +RT @citiesdiabetes: The link between health and climate change is strong. A common vision for urban policy that includes health serves…,276482 +RT @PMOIndia: SCO can devote attention towards climate change: PM @narendramodi,673932 +RT @preston_spang: It's November 1st and the high today is 85° yet somehow people still say global warming isn't real. 🙃🙃🙃,995721 +RT @PublishersWkly: Stranger than Fiction: Why won’t novelists reckon with climate change? | @thebafflermag https://t.co/JItwCqGUXM,592147 +RT @edyong209: Trump’s “hoax” tweet has set a ridiculously low bar for his nominees on climate change https://t.co/J1OvWh6xsl https://t.co/…,773618 +RT @EnvDefenseFund: Historic news clips reveal that scientists forecasted the effects of climate change as early as 1883. https://t.co/35d7…,684165 +Nelson presses Wilbur Ross on protecting climate change data https://t.co/p4s9UqdjAO,350641 +RT @clairecoz: 'We used to grow apples here. Now we grow oranges' - how climate change is changing life in Nepal's mountains https://t.co/x…,87764 +"RT @Trump_ton: If you live in Texas, voted Trump, deny climate change and believe God sends storms as a punishment - hope you're enjoying a…",272814 +"These days temperature in Milan, Italy should be around 0°C. It was 16°C at 10 AM today. Call global warming a theory.",435767 +"RT @ImeldaAlmqvist: Brief message from a 13 year old shaman about reversing global warming! + +https://t.co/AsteUGKdNG",62657 +@foxandfriends the people that push climate change are the same that push segregation racism and we're Grand dragons of the KKK Democrats,296443 +"DUP 'the anti-abortion (...) party of climate change deniers who don't believe in LGBT rights'. + +Bigoted Healy-Rae… https://t.co/nYzeTRCQcX",263147 +"@KADYTheGREAT Aww that's no fair! I sent him, but global warming ��",671827 +"It's November and this is the forecast, but sure climate change is a hoax 👌ðŸ¼ https://t.co/V6Aq0FvcXJ",928178 +This is not climate change!!! This is the wrath of God upon the wickedness of mankind.The only hope is Jesus Christ… https://t.co/ErIaM2TZKV,467586 +"Scott Pruitt, head of EPA, isn't so sure carbon dioxide drives climate change https://t.co/2iQ2nFTBpa via @Mic",755440 +World leaders duped by manipulated global warming data https://t.co/er0fRQJQyC via @MailOnline,254496 +RT @RepMarkTakano: Since our fed agencies are no longer allowed to...I want to share some climate change facts that @realDonaldTrump doesn'…,460932 +"RT @patagonia: If our elected leaders fail to approach the environment & climate change as serious issues worthy of urgency & action, it wi…",147670 +"RT @daveanthony: If the Great Barrier Reef can die and the deniers don't bat an eye, it's time to get militant about climate change. A huge…",569718 +RT @BarbieBee63: @FREEDOMPARTY2 God said if you remove Him from your land He will make it a wasteland. It's not climate change but a…,643831 +RT @spinosauruskin: People are actually using the 'plants need CO2' argument as a rebuttal to climate change https://t.co/umGAiv8i6V,886969 +RT @yoginibear11: Wait--they want to fight climate change? Is that a misprint?😳 https://t.co/ZIyRWedoUQ,232075 +"RT @IslamicReliefUK: 'The Earth is green & beautiful and Allah has left you as stewards over it” – Muslim + +Tackling climate change is ve… ",109532 +"Because if you are a denier of climate change, you are a denier of your own existence.",468568 +RT @YahBoyAang: I blame the Fire Nation for global warming,4936 +RT @lordstern1: My new op-ed in @FT about China's leadership on climate change: https://t.co/QiPwXuFfNb,203154 +"RT @ABC: Trump team compiling names of Energy Department staff who worked on climate change policies, document shows… ",27673 +"@GodandCountry51 @megynkelly I know it's hard for you people to grasp, but this is CAUSED by climate change.",129667 +"RT @StopEatingBees: If climate change is real, how come I ain't seen any climate dollars? + +#IAmAClimateChangeDenier",98126 +"RT @krauthammer: Obama fiddles (climate change, Gitmo, now visit to Havana); the world burns – as Iran, Russia, China, ISIS march. https://…",279960 +RT @CrazyinRussia: Russian haven't got time for your climate change bullshit. https://t.co/r4HUPHiZqR,417611 +"RT @Mod_Ems: Mon. temp -5°F (with wind chill). Thurs. 65°. I'm just relieved there's no such thing as climate change, or we'd see some REAL…",179502 +"So this is winter now. I'm not complaining, but people who say there is no global warming are smoking crack. https://t.co/lv5jaMiZbM",649846 +"RT @SteveSGoddard: January 20, 2017 is the day we end the climate change scam. +On January 20, 1977 it was snowing in Miami and hot in… ",972392 +RT @EdinburghMSYPs: SYP supports the Paris Agreement & urges Scot & UK Govt to work with other nations to ensure talking climate change is…,690263 +RT @INCRnews: Investors are acting on #climate change -new doc just released from @AIGCC_update @CeresNews @IGCC_Update @IIGCCnews https://…,844854 +RT @PattyMurray: When we are already seeing the effects of climate change—it’s unnerving Trump would choose a climate change denier to set…,64801 +There's gotta be at least a 70% correlation between who's wearing sweatpants on campus right now and who believes climate change is a myth,725765 +Proud to be part of the fight against climate change @Heurtel @stpierre_ch ; one of #Qc top priorities #QcDiplo… https://t.co/RJDm1qjLy6,500151 +Soon AAP will blame them for global warming': Twitter mocks Preeti Sharma Menon for blaming EVMs fo exit polls… https://t.co/AJS6hVCxNk,137665 +RT @itsmelukepenny: U.S. national parks tweeting climate change facts is an act of rebellion against today's Trump news. Not joking. https:…,327170 +RT @RogueNASA: Trump administration buries a government site designed to educate children about global warming https://t.co/KWVnzX6Oak,737240 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,835581 +"@ericbolling Eric, climate change is a natural process which happens every 500 years. Your male guest is an idiot he drank the coolaid",975161 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,76414 +RT @ClimateNexus: Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/KanMC92G2k via @MiamiHerald https:…,957883 +Satellite launched to monitor climate change and vegetation https://t.co/aUyFA4W7s3 #DSNScience #spaceexploration,946476 +RT @scifri: Here’s how to change the mind of a climate change denier. https://t.co/mzU0LaEmck https://t.co/dunJVqJk5u,933294 +I enjoy what I predicted global warming.,854047 +Glacier photos illustrate climate change https://t.co/B9bv0MLMxj https://t.co/bsEP0PFDhp,117233 +@XxSnakeProxX now I'm failing to see the correlation between climate change deniers and their substantial lack of evidence and,270551 +RT @guardian: 'Where the hell is global warming?' asked @realDonaldTrump in 2014. Well... #GlobalWarning https://t.co/3n8F5g9E3e https://t.…,65083 +RT @guardiannews: Bird species vanish from UK due to climate change and habitat loss https://t.co/pSodQ352qU,202684 +INCONVENIENT DATA? Whistle blower says NOAA scientist cooked climate change books https://t.co/A8A8kcxJZC https://t.co/uPfrpv4KAf,64863 +"RT @EcoInternet3: This is what ancient, 3km long ice cores tell us about #climate change: World Economic Forum https://t.co/W9zSLCeSdl #env…",390621 +"RT @devitosdick: trump is president, carrie fisher died, regular show is ending, global warming is real. life is basically stupid at this p…",149562 +"On climate change, Scott Pruitt causes an uproar — and contradicts the EPA’s own website +https://t.co/hFguRWZvsk https://t.co/UN0PdBHiRH",292543 +"From healthcare to climate change, Obama's bold agenda remains incomplete https://t.co/BPdPzaC37C",263451 +"I’d be gay, but I was the World Trade Center, right now, we need global warming! I’ve said if Hillary Clinton were running",40122 +Is global warming real?,573893 +RT @ClimateNexus: Trump says ‘nobody really knows’ if climate change is real https://t.co/9ucnGI1FO2 via @washingtonpost https://t.co/gVPTz…,774671 +"RT @beeandblu: Is he the reason for global warming!? +@iHrithik you make our hearts skip a beat 🙈 +#HrithikRoshan @Hrithikdbest… ",879851 +RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,86848 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,397160 +@wikileaks the 'science' behind climate change is financed by the same people that control the media you're bad-mouthing. YOU take THAT in.,475194 +With scientists and religious leaders. Oceans and climate change. #COP22 #climatechange https://t.co/2r5f5omzH1,637080 +"RT @NotAltWorld: EU pledges $20bn/yr for next five years to fight climate change despite Trump's plan to pull out of #ParisAgreement + +https…",740039 +RT @kim: Adoption was Junior's signature issue in the same way Ivanka worked on climate change & Melania wanted to stamp out bullying.,925132 +"Tennessee broke a record of over 100 years with the high of 74 on Christmas Day. +Tell me global warming isn't real",629995 +meanwhile america's president-elect doesn't believe in climate change 😍 https://t.co/B2G2FkhF4h,687834 +"RT @iamrajl: Stop by poster 166, if you want to talk about hydrological modelling and climate change! 😀 @ArcticNet #ASM2016… ",869772 +"Top story: China rolls its eyes at Trump over his ridiculous climate change cla… https://t.co/4iduFECBg0, see more https://t.co/bJytaDKdOI",762016 +RT @SebDance: Only hearing the uncritical voices of Brexiters on BBC akin to 'filling its airwaves with climate change deniers co…,926397 +RT @SenKamalaHarris: Our scientific community has spoken on climate change. I want them to know with certainty that I hear them. https://t.…,647788 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,562390 +RT @UNFCCC: Going to @UN climate change conference #COP23 in Bonn in November? Start preparing now with this resource:…,535086 +British scientists face a ‘huge hit’ if the US cuts climate change research https://t.co/xM1mOV7IMz,424682 +Jane Goodall calls Trump's climate change agenda 'immensely depressing' https://t.co/ch8oK051eF,877815 +"@HalleyBorderCol Also, appointing a leading climate change skeptic and science denier as your EPA guy is already a bad outcome. Predicted.",696873 +RT @NasMaraj: Not to be dramatic but if we don't take climate change more seriously we're all going to die https://t.co/Y2PgKVwnbd,475889 +RT @AJEnglish: This cute Penguin colony is at risk from climate change https://t.co/IBMSbIssbX,31358 +RT @infowars: Climate Report to UN: Trump is correct to be skeptical of 'climate change' claims... https://t.co/hhssrar2pc #GlobalWarming #…,378750 +"RT @acespace: Extra Credit: This is a much-needed reminder when facing an issue as large as climate change. Thanks,…",444206 +".@ScottPruittOK Taking on your new job, it makes sense to learn facts about climate change and the environment. #ClimateChangeIsReal @epa",608581 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,728954 +RT @realDonaldTrump: The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,957113 +You gotta be a new kind of dumb to think that climate change isn't real??????,801794 +RT @CarbonBrief: NEW - Guest post: Adapting to climate change through ‘managed retreat’ https://t.co/ucdpLzxTza https://t.co/5Mf172NU9e,518225 +RT @MattBors: Florida. Half the state's going to disappear in ten years due to global warming. They're going for the guy who says it's a Ch…,358103 +"@sallykohn Well, gee. That's called earth cycles which can last for decades. If there is a 'climate change' the cycle will explain it.",680249 +Scientists call for more precision in global warming predictions: Source: Reuters… https://t.co/1Mb6l4J3DQ,330131 +"RT @NatGeo: The ocean is home to treasure troves of biodiversity, and protecting these areas builds resilience to climate change https://t.…",639079 +The reason why there is no global consensus on climate change is that different countries have their own interests at heart. #climatechange,568837 +Inspiring: filmmaker from Odisha wins her fourth National Award for her film on climate change @theLadiesFinger… https://t.co/27ov1ndnCb,674514 +"New York 2014 - buried treasure, global warming, corporate espionage, plucky kids, love, action, community & a plan to end late capitalism ��",408712 +"RT @JonRiley7: Trump denies climate change while Somalia's drought & starvation proves the consequences +@OxfamAmerica…",751683 +RT @AnthonyAdragna: OOPS: EPA left up its climate change information in SPANISH. https://t.co/qv8DxLVEz1 https://t.co/ylas9QyBRL,83788 +@StacyBrewer18 What is funny to me is in his private legal affairs he uses climate change to justify his cases. Then in public denys it.,870105 +"RT @AngelicaJoy__: It's so nice out LOL global warming, we're all finna die https://t.co/8QsUzRURXz",506017 +and ya'll thought global warming wasn't real -___-,990787 +"RT @Waterkeeper: Stream Before the Flood, a new film about climate change by @LeoDiCaprio & Fisher Stevens, for free. https://t.co/uRaXqAri…",249793 +RT @AbortionFunds: .@NancyPelosi would never endorse a climate change denier - so why an anti-abortion candidate? https://t.co/hLFbTWsGir,500428 +Does anyone think global warming is a good thing? I love @peltzgomez . I think she's a really interesting artist.,474046 +RT @WTFFacts: This photo by Kerstin Langenberger shows how polar bears are being affected by climate change. https://t.co/oJJePGBpSD,285709 +RT @ceerara: so many people actually don't believe in climate change !!!??¿? it's alarming ??!!¡¡!!!!,738823 +"RT @top1percentile: Arguable more serious with its impact over a shorter timescale, and far more easily rectified than climate change,… ",713163 +"@ajplus this climate change, world is warming huh?",254402 +@HawaiiDelilah Radical energy shift needed to meet 1.5C global warming target: IEA https://t.co/Z2xLWdaJA1 via @Reuters,784922 +"RT @climateprogress: Brace yourself for a bitterly cold winter, as climate change shifts the polar vortex: https://t.co/AzExUHPNIL https://…",172957 +RT @physorg_com: New technique predicts frequency of heavy precipitation with global warming https://t.co/rPFtaEYrRQ @MIT,152465 +"RT @Fusion: Imagine, if you will, a world where the media covered climate change the way it covers Hillary's emails…",808051 +"RT @realDonaldTrump: It's freezing outside, where the hell is 'global warming'??",485595 +RT @Martina: Octopus in the parking garage is climate change’s canary in the coal mine https://t.co/nzRm0e8LG2,907857 +"@CoryBooker Nothing contributes to climate change, God controls it all.",976351 +RT @tan123: Guy who claimed 'climate change is a barrage of intergalactic ballistic missiles' now calls for 'less emphasis on “…,890487 +World leaders duped by manipulated global warming data https://t.co/JZjiM5wZpU via @MailOnline,22342 +RT @egervet: The heat is on... simple visualization of global warming in the past 100 years https://t.co/NvGCiz2x8R,793794 +RT @WhitfordBradley: This is huge. We need a bipartisan solution to climate change. @RepCurbelo is heroically leading the charge. https://…,397069 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,696234 +The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competitive.,446222 +"RT @mitch_at_EEN: From heatwaves to hurricanes, floods to famine: seven climate change hotspots https://t.co/Ki5IIY15Ip",421398 +"RT @davidrankin: Trump admin denies climate change & will do nothing about it; a Dem admin would have said they believe in clim change, don…",133429 +RT @thehill: NY attorney general: Tillerson used 'alias' email account to discuss climate change issues at Exxon…,906252 +Actus Mer/Sea News: Via @CBDNews - UAE’s fragile reefs will be under more strain: climate change report -…… https://t.co/21pSbcencG,414092 +RT @HarvardChanSPH: Health is the human face of climate change https://t.co/yBhqleDWeU https://t.co/Nozrp8FY7x,921186 +RT @DrexelNow: Did you know? An urban climate change research hub has opened at #Drexel https://t.co/OYctqDXlpi https://t.co/rFBWSeKmO2,73317 +There will be a banking royal commission after we change the government. Also marriage equality and action on climate change. #auspol,750866 +RT @GodfreyElfwick: My 8 year old niece told me 'I believe climate change also contributed to their vulnerability when it came to being…,404488 +RT @climatehawk1: Trump’s election marks end of any serious hope of limiting #climate change to 2C | @drvox https://t.co/O4uA38Ayq6…,217262 +"RT @PRESlDENTBANNON: 1. Get in power by denying climate change +2. Pull out of Paris Agreement +3. Watch liberal coastal cities wash away +4.…",82084 +"RT @dyoofcolor: me: exo has reversed climate change and freed us from our sins +someone: thats not possib- +me: https://t.co/h7jLnZbynh",178765 +Check out the @BillNyeSaves episode on climate change then go change the world #EarthDay https://t.co/BXkHklLST5,856902 +@DRUDGE_REPORT I coughed up a piece of my lung today. Because of climate change.,128311 +RT @xtrminatewhites: If I get a girlfriend we can stop global warming gamer girls DM me,28674 +@TerryDiMonte global warming anyone?,622104 +"RT @PMgeezer: 'China warns Trump against abandoning climate change deal!' +China not reducing emissions! Only we are. https://t.co/5YdlBvNg…",530054 +"RT @LAXX: The man who is going to be president of the United States doesn't believe in global warming. + +The world is fucked.",381560 +".@DeidreBrock pls publicly oppose DUP views on abortion, same-sex-marriage + climate change #DUPdeal",98355 +"@FLOOKLYN Well, his position on climate change definitely isn't a lie. https://t.co/cB0QNkpkGM",740344 +BBC News - G7 summit agrees on countering terrorism but not climate change https://t.co/aRObkNFQLI,138808 +RT @simon_schama: Fact: theman who said climate change was a 'Chinese hoax' now President elect of USA . Facty enough for you? https://t.co…,170089 +#ItShouldveBeenBernie He supports climate change action! Not sure abt any other politician. 2them $$$ always win… https://t.co/d95ugIUGKT,226215 +RT @EnvDefenseFund: 3/4 of our energy is being wasted. We’re losing money & contributing to climate change. Six key solutions. https://t.co…,423833 +"Millennials: In addition to housing affordability and climate change anxiety, have some nuclear existential anxiety… https://t.co/ycDKBqhqWY",369913 +RT @climatehawk1: Doctors warn #climate change threatens public health - @kavya_balaraman @SciAm https://t.co/4IsKwQp2Rp…,95896 +"Fam, if Gov. Deal denies climate change again.. and suggests we all just pray for rain.. again.. I'm DONE with this state forever",97840 +How does one not believe in global warming?,89084 +"RT @realDonaldTrump: Give me clean, beautiful and healthy air - not the same old climate change (global warming) bullshit! I am tired of he…",239009 +Republicans who support combating climate change urge Trump to stay in Paris deal https://t.co/nrQLs4Tfa1 via @HuffPostPol,366412 +"RT @LastWeekTonight: If you don’t believe man-made global warming is a a silly issue, give to the Natural Resources Defense Council (https:…",851148 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,474593 +RT @Canadian_Filth: China has 3500 coal plants so Alberta is shutting down 5 to save the world from climate change,633845 +RT @theCEWH: Research shows inland #wetlands can mitigate climate change by improving carbon stores & offsetting CO2 emissions…,51545 +How the global warming fraud will collapse https://t.co/hAMaWGKlCs,278633 +"@linyalinya Doon nalang sa basa tapos walang amoy. Kapag inasar ka, sabihin mo climate change nakikisabay lang sa p… https://t.co/pA9qLHynTk",39361 +RT @MarkRuffalo: Don't Trump our children. Record-breaking climate change pushes world into ‘uncharted territory’ https://t.co/4t31ZqceS9,221510 +RT @Independent: Leopards are moving into snow leopard territory because of climate change https://t.co/lmkD3Khzm0,66321 +@umairh @davidsirota Maybe climate change is just the Earth's immune response to us.,66661 +"RT @cnni: From urbanization to climate change, Google Earth Timelapse shows 32 years of changes on Earth… ",613615 +China deserves to be the biggest power in the world if they will battle climate change unlike the US,942704 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,15587 +"Donald Trump wants to meet Leonardo DiCaprio again, discuss climate change +#Trump #LeonardoDiCaprio #Climatechange +https://t.co/9ol16E9duc",353103 +"RT @GSElevator: Cool climate change speech, bro... https://t.co/fUCIfS4Iy0",271735 +RT @SenWhitehouse: We've got to be quicker to respond to the issues climate change poses RI fishermen like @SeaHarvesters' Chris Brown http…,159461 +RT @carolinagirl63: Sounds like more swamp needs draining....DOE won't provide names of climate change staffers to Trump team https://t.co/…,807877 +US 'forces G20 to drop any mention of climate change' in joint statement • https://t.co/qQlXc4LNzX •,934854 +RT @Joannechocolat: Amber Rudd: We wouldn't consider telling Trump he's wrong about climate change because 'that's not how diplomacy wo…,409387 +RT @PennyPurewal: Sad. We are the ones causing the climate change. Mankind must know that humans cant survive without earth but plane…,203644 +"RT @mattryanx: Tomi's favorite hobby in 2016 was calling climate change 'bad weather.' But in 2014, she said it was an agreed-upon… ",635192 +RT @climateWWF: The #ParisAgreement establishes a new way of working together to change climate change @WWF @manupulgarvidal https://t.co/9…,772176 +RT @Mr_S_Clean: Remember when climate change was called global warming but they had to change it because we're going through a cooling cycl…,227248 +y'all really voting for a man that doesn't believe in climate change,319106 +RT @ClimateCentral: Here's where people don’t believe in global warming https://t.co/LnCz4SU2BX via @PacificStand https://t.co/oD7uksAAOa,128668 +RT @indianz: Tribes go it alone on climate change as Trump team shifts priorities https://t.co/cJJRDo7USC https://t.co/UpSBMPIk8o,731220 +"Through #climate change denial, we're ceding global #leadership to #China. https://t.co/D6BHK8D7Ue https://t.co/sJ9QhRy0Sn",311826 +RT @RogueNASA: Science deniers are dangerous. The impact of climate change is real. There are consequences for infrastructure and human lif…,808440 +"RT @ImaYuriPhan: If we painted the roof of every building in the world white, would we reduce the rate of global warming?",615105 +RT @Nix_km: WTF is wrong w/ Jerry Brown & the California Legislature? MORE taxes & HIGHER gas prices for FAKE 'global warming'.…,723926 +A new book ranks the top 100 solutions to climate change. The results are surprising. https://t.co/enWeOTohV6 via @voxdotcom,582734 +RT @altNOAA: Trump's other wall - a seawall around his golf course he says to protect against effects of climate change! https://t.co/WnTnc…,520223 +"RT @nycjim: In Florida, Trump pledges to stop sending money to the United Nations aimed at fighting climate change. https://t.co/G7kNkbrNM8",858352 +"Ocean goes from Jaws to jellyfish as climate change progresses, says @thetimes https://t.co/FD9hQZdiYS",606234 +Thank goodness for global warming because without it we would still be in the Cold War,276096 +RT @Wahlid: If global warming is real then why are my nipples so hard��,254986 +"RT @RealKyleMorris: If you think that climate change is a greater threat than radical terrorism in this world, you're part of the problem.…",381775 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,592526 +RT @antoniodelotero: good morning to everyone except climate change deniers,230347 +@MissBills2You damn global warming is serious shit.,61228 +"if trump wont support climate change, we will be having summer christmas next year",819339 +RT @SwannyQLD: Turnbull’s backbench lining up with Abbott on sinking the Paris climate change agreement #auspol #qt,995982 +"This is not global warming, an invasion etc.. got 3 hurricanes in the golf now this? This is the rapture, God is an… https://t.co/veIb2ZHOwS",727863 +"US federal department is censoring use of term 'climate change', emails reveal https://t.co/JOPStYc6VN",186751 +That $52-billion road bill just made California's next climate change move a heavy lift,964719 +Stand up to climate change deniers with the League of Conservation Voters. https://t.co/2mmHHtqpqS #PositiveAction,125624 +#eco #environment #tfb Selenium deficiency promoted by climate change https://t.co/Df7fPHXCA3,344973 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,949789 +RT @guardianeco: Tony Abbott says 'moral panic' about climate change is 'over the top' https://t.co/f7MiLOiQA2,599330 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,265518 +"RT @kellyblaus: Damnnnnn.....is it hot in here, or are Conservatives just blatantly denying proven scientific facts that global warming exi…",298147 +#weather Climate change: Fresh doubt over global warming ‘pause’ – BBC News https://t.co/H5GAZVlAp2 #forecast,226325 +"Make that: climate change-denying, misogynist, petty, corrupt, hateful and doddering-old-fool MODERN DAY PRESIDENTI… https://t.co/8zXHdOuCqe",239874 +RT @comingupcharlie: I can guarantee people on the Buller coast wake up and think about climate change https://t.co/rTb3enBZku https://t.co…,301650 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,157290 +"RT @1followernodad: ok a climate change denier heading the EPA is AWFUL, but what's that shade of lip stain my dude https://t.co/w8BKE4wZ3s",345248 +https://t.co/8sLwOkUSZs 'intended to prevent natural gas being wasted & to cut methane emissions contributing to climate change.',137668 +@Reuters Good they are the ones that have created this so call climate change & need to clean up their dirty air. Funny Fake Science,387140 +Ryanair's O'Leary refuses to accept global warming is a reality - Irish Independent https://t.co/MtXMdzgsur… https://t.co/awLliPwrOM,393316 +How is the global warming working out https://t.co/r9TStvcg62,940665 +RT @CassRMorris: @altNOAA This is Ptolemy. He's super concerned about how climate change affects wildlife. https://t.co/068wrR4gUi,206952 +@gaylec_ global warming man,541428 +"so, if CO2 is not 'a primary contributor to the global warming that we see' TELL US WHAT IS PRUITT!! https://t.co/Wq0gTHCa7y via @PolitiFact",886796 +RT @Greenpeace: The physical reality of global warming doesn’t bend to denial or “alternative facts.” https://t.co/lzFluNj39D https://t.co/…,546374 +"RT @LineDams: @ifmsa delegation to #UNFCCC #SB46 highlighting health co-benefits of tackling climate change; 2 for 1 deal, save e…",922849 +@neiltyson global warming or global hysteria?,857364 +RT @nytimesbusiness: If we're going to survive climate change we need better ideas a whole lot faster. https://t.co/0f7cU920CU,528773 +RT @rulajebreal: China reprimands Trump: There is an international responsibility to act over climate change. https://t.co/DGF3PEQxPb,348027 +"#news On climate change, it’s Trump against the world https://t.co/Xi3BS0ddVa",534413 +One can only hope that the little we are doing to prevent climate change isn't decimated tomorrow. https://t.co/ZdfKn3ttLR,447525 +"Can we please get #SallyYates to stump for climate change, women's reproductive rights and affordable single-payer healthcare?",607037 +RT @guardianeco: Paris climate change agreement enters into force https://t.co/JJTou0jtLj,136714 +New Maine anti-discrimination bill would protect… climate change skeptics https://t.co/6z86KY0UXG #pjnet #tcot #ccot https://t.co/ugANjdyKE7,698954 +"so excited for the fall... the climate change ��, the leaves ��, Halloween �� and Thanksgiving��.... IM JUST READY FOR THE FALL ☺️!",496231 +RT @MyFavsTrash: sad to see what climate change has done to the Grand Canyon �� https://t.co/rmdzq4cu6b,112559 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,746719 +RT @pzmyers: Another sign of doom: the climate change denial of Rex Tillerson https://t.co/n0SQWXfQhO,56423 +@StateDept @JohnKerry President Trump will expose your lies and agenda to bilk the people with fake climate change! You will be caught!!!,111610 +RT @ajplus: China is emerging as an unexpected leader in fighting climate change. https://t.co/3mNFCBCZnR,59106 +RT @ruthsatchfield: Watch Tucker Carlson lose it after Bill Nye takes him to school on climate change https://t.co/8SNrZIoqob,324423 +"RT @WalshFreedom: They push gun control, but glorify guns in their movies. + +They cry about climate change & fly on their private jets. + +#Ho…",903495 +The @PentlandCentre & others are calling for a globally-funded scientific team to help tackle climate change… https://t.co/yuZVpEcABn,522578 +RT @PolitiFact: Is it true that Ron Johnson doesn't believe people contribute to climate change? Mostly. https://t.co/dfsqhlmm5v,330418 +"@washingtonpost But, climate change is a 'liberal hoax.'",170036 +"RT @Greenpeace: 100 nations have agreed to take actions to prevent disastrous climate change. +There is no turning back.…",811734 +Kerry tells climate conference that the US will fight global warming — with Trump or without - Los Angeles Times https://t.co/eEsMlyra4F #…,336133 +RT @SensesFail: The nom to run the EPA doesn't believe in climate change. That is an absolutely ridiculous situation.,61446 +RT @climatehawk1: It's time for investment asset managers to step up on #climate change https://t.co/S20yoKx2rT #ActOnClimate #divest https…,286684 +RT @thehill: American Meteorological Society comes out against EPA head on climate change https://t.co/rOd39Kh37F https://t.co/ONWV5Y5xKk,86718 +RT @BeingFarhad: A “deadly duo” — invasive species and climate change https://t.co/xZpVPtYb2P https://t.co/EHA8zFA7kO #ClimateChange #tfb #…,378434 +RT @guardianeco: Five ways to take action on climate change https://t.co/oPAdYN1daO,95056 +RT @bitchrunmyfade_: @bobsadget Black women have been on here blaming black men for global warming at one point and y'all think them bei…,157217 +RT @docj76tw: Our military has been saying for years that climate change is a national security issue. Here's how: https://t.co/rPjIyevOYG,678843 +"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",131307 +RT @motherboard: Fiji's prime minister pleads with Trump: 'save us' from climate change: https://t.co/6GGy9FnOn6 https://t.co/jbPZ4zeG7N,531053 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",947694 +"RT @peta: The honeybee population has been nearly decimated from disease, pesticides, and climate change. Protect them by say… ",759959 +RT @epocalibera: #Greece #earthhour2017 Acropolis turned off its lights to raise awareness on climate change #Athens…,976235 +"Retweeted Christopher N. Fox (@ChristopherNFox): + +Exxon ordered to turn over documents in #climate change probe,... https://t.co/kh9eOClj4Y",772212 +Republican proposal for a $40/ton tax on carbon emissions to fend off global climate change could be a non-starter… https://t.co/d0Qci8NwY2,869188 +National Geographic’s climate change documentary with Leonardo DiCaprio is now on YouTube https://t.co/S8IbXczGgt via #thenextweb,7256 +5 climate change challenges India needs to wake up to https://t.co/k4YMowjchc,910026 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,970748 +"Dituduh Trump membuat hoax global warming, China berang | https://t.co/pePDfGjZaZ http:",960297 +@FrankReinthaler @ScottAdamsSays most skeptics r not 'denying' climate change. They just don't want to throw 90 billion to UN to 'fix it'!,487259 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,2648 +Oh dear... EPA boss says carbon dioxide not primary cause of climate change | New Scientist https://t.co/TY9OUn14ur,93493 +"RT @RussHansen51: By exposing the global warming hoax as the scam that it is, #Trump has saved American taxpayers $4.7 Billion Per Yr https…",320569 +"RT @undimas69: If we are not killed by climate change,#ClimateChange #entrepreneur_86 #MondayMotivation #MakeYourOwnLane #defstar5…",435902 +My major is straight up about climate change. We won't get funding???,24812 +"RT @tha_rami: When climate change starts having disastrous effect, I say we jail every person in government voting against climate exactly…",709950 +RT Climate Reality: We *should* rely on good science — and 97% of climate scientists agree climate change is rea...… https://t.co/yuznMiVOLW,191870 +"RT @UNEP: Scale of migration in Africa expected to rise due to accelerated climate change. @Kjulybiao, Head of our Africa Off…",544288 +RT @GIRLposts: im gonna just ignore the fact that the world is either about to end bc of climate change or nuclear war and focus o…,599634 +Data on climate change progress is disappearing from the US State Department website https://t.co/3pGe9xVlcx https://t.co/M2trVXmzHT,948396 +not necessarily global warming- it's always coldest in the morning and warmest in the afternoon https://t.co/SLEXZhN3j5,628855 +RT @ClimateCentral: February’s record warmth was brought to you by climate change https://t.co/mJLXdJs0jk https://t.co/WldhSAxjHl,219705 +RT @Reuters: Trump team memo on climate change alarms Energy Department staff https://t.co/iOVFu9i8s4,76369 +"RT @peytonmarieb: People of 2017: +*dont believe in climate change* +*believes in the Kardashian curse*",209707 +RT @davidicke: One of key proponents of climate change 'science' now says eating weed killer is safe for health & good for planet…,529193 +"So sad must do more 4 global warming, save polar bear home 😃 https://t.co/pBAn5acKU6",488505 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,649995 +#Endangered #penguins hunting for fish in wrong place after #climate change creates '#ecological trap' #nature https://t.co/pKE5Md9ZFT,328227 +#AdoftheDay: Al Gore's stirring new climate change #ad calls on world leaders. https://t.co/QmmxMOcBop https://t.co/c0ptYPFEPK,734220 +RT @raywolf3rd: Watching Soylent Green in light of climate change today certainly lends a different perspective than when it was first rele…,569724 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,617157 +"For 12 years, plants bought us extra time on climate change - The Verge https://t.co/GHBevys4ka",835618 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,497694 +RT @redsteeze: Sam Power spent her time at UN lecturing about dangers of Israel & climate change. But she totally cares about Assad now @Sa…,6641 +"South, southeast face Europe's most adverse climate change impact: agency https://t.co/YmPJ4sy5Sp",791125 +"RT @greenparty_ie: Tackling climate change requires the power of connection & collaboration rather than the exploitation of fear, divi…",479666 +@DrummPhotos @LjHaupt @datrumpnation1 I would exactly call that a ringing endorsement for climate change by the military.From your article:,232716 +Using microbes to fight climate change:,786460 +"The Weather Channel shuts down Breitbart: Yes, climate change is real https://t.co/bJepbLLCuU https://t.co/zTt8nJaHVH",492966 +"RT @ThtGuyMichael: is this real life? trumps 100 day plan intends to cut BILLIONS of dollars towards climate change, and to start the…",885363 +Lol it literally rains on trumps parade the day he is inaugurated as his first act of his presidency is to cancel the climate change act.,346906 +RT @JudicialWatch: JW suspects fraud ‘science’ behind the Obama EPA - a scheme to end coal under the guise of fighting global warming.…,295934 +RT @DineshDSouza: I'm trying to think what possible fact would disprove global warming and I believe I have the answer--when the research f…,650486 +RT @GlobalGoalsUN: The #ParisAgreement is just the start. What else is @UN doing to limit climate change? Check it out:…,958263 +"RT @RailMinIndia: Students learn about climate change on last day of Science Express. +https://t.co/CALBmgwlLs https://t.co/oTjIM7dEL4",939823 +@CIFOR @Hijaukudotcom lets go green stop global warming,69802 +"RT @Obscureobjet: @Avaaz Its as if climate change will begin with Trump, of whom it is said he ll destroy the planet in less than a month.…",264749 +.@AGScottPruitt I know global warming isn't real bc my driveway is covered in snow #checkmate but can u come shovel it for me,744004 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,903111 +RT @NPRinskeep: Wow. China points out that Ronald Reagan and GHW Bush supported international climate change talks https://t.co/pWsmSvx87J,464048 +How can people be so ignorant when it comes to climate change #ClimateCounts @PUANConference @PakUSAlumni #COP22,353129 +"https://t.co/HUv2vGQd3d-top stories Trump's EPA: Cuts, infighting and no talk of climate change https://t.co/pV9NBHsAeY",781817 +RT @AnonyPress: 2016 was the year that the United States elected a man who believes that global warming is a Chinese conspiracy,105244 +Antarctica: Revelation about sea creature could shed light on climate change https://t.co/kynvKIBqyO https://t.co/znnKXcPHKo,899313 +global warming (名)地球温暖化,421940 +"The story of man-made #global warming is a story of science fiction put forth to advance a primitive, collectivist political narrative.",651955 +RT @thehill: Trump admin tells EPA to take down its climate change webpage: report https://t.co/aBtTwWmD7K https://t.co/6CFN8Ga0dD,966826 +@jordanashley137 Everyone seems to be quick to forget that the marginalized face the harshest repercussions of climate change,277192 +RT @DoYouScience: Stopping global warming is the only way to keep the coral reefs from dying https://t.co/TTNt1rERMr,557101 +"RT @RGasperWRI: Thanks, Obama...for making the U.S. more prepared to face the impacts of climate change https://t.co/xVWUfyT63C",16077 +RT @TheDemocrats: Why are scientists marching tomorrow? Because climate change is real: https://t.co/wf7UdctuyQ,788753 +Did you miss this great collection of global stories on solutions FOR climate change? See https://t.co/Q4NrfPK9KU https://t.co/3guCL8dsgJ,636671 +"RT @SFWater: View the deterioration of the #SFSeawall & learn why seismic activity, rising seas & climate change threaten it…",209113 +RT @YEARSofLIVING: How to make a profit from defeating climate change by @MikeBloomberg and Mark Carney https://t.co/EqJsoHbU49 via @guard…,17873 +"‘Science Express’ train flags off to create climate change awareness in India. + https://t.co/33az37KLWK by #usha_sen via @c0nvey",263873 +businessinsider: American schools teach climate change differently in every state — except these 19 … https://t.co/vZOxFDgShT,818047 +RT @voxdotcom: Almost 90% of Americans don’t know there’s scientific consensus on global warming https://t.co/oSqEWnJhgK,274518 +@knightlypixies The stress about climate change has really been getting to me and i dont want to loose hope but im so scared,137245 +Scientists call for more precision in global warming predictions https://t.co/pfjHHSKl1v via @Reuters,210901 +"a question asked by my 4 year old pamangkin while finishing my melted ice cream: + +'Why do you have global warming in your ice cream?'",452172 +Concept: blow up the sun to fix global warming,814366 +RT @guardian: Antarctic study examines impact of aerosols on climate change https://t.co/aGba1esRpm,212158 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,90901 +"RT @UNEP: The longer we wait to take action on climate change, the more difficult and expensive it will get:…",143454 +planet succumbs to global climate change from greenhouse gas emissions? The answer is no so enjoying your life here on Earth while your,761556 +RT @ChristopherNFox: U.S. just signed a document calling #climate change a “serious threat” to the Arctic & noting the need for action http…,505773 +"I know climate change is really bad for the world and all, but if it keeps the weather feeling like this, I might be okay with it.",601972 +"Kashmir, climate change, and nuclear war https://t.co/IlfG7FyGn3",74231 +RT @Independent: California says it's 'ready to fight' Donald Trump over climate change https://t.co/9NkhOwoaHM,815985 +RT @brontyman: America’s loss is China’s gain: Trump’s stance on climate change is a gift to the Chinese - Salon https://t.co/ImEhme4Syn,481732 +"@goodthngs I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",627871 +Because of climate change is just the country.,594469 +"RT @Bobbyh214: UN poll shows most people don’t care about fighting global warming https://t.co/TF6Fr5XNVU via @CFACT So many lies, turn peo…",350756 +RT @GlobalGoalsUN: Fantastic sculptures highlighting crops threatened by climate change & environmental degradation. #COP13 https://t.co/pA…,269893 +"RT @GardnerSalad: Also, as an American, i now have to commit to the belief that climate change is a hoax.",6511 +"RT @EnvDefenseFund: The White House calls climate change research a “waste.” Actually, it’s required by law. https://t.co/DTJAZghYlf",436306 +"RT @SafetyPinDaily: Scott Pruitt, head of EPA, isn't so sure carbon dioxide drives climate change | By @claire_lampen +https://t.co/4lhpEO…",780075 +RT @NormOrnstein: NYT session yesterday w/Trump left Tom Friedman hopeful about Trump and climate change. Today- announced killing NASA cli…,143536 +"@AmandaJ718 No climate change isn't real! Scientists don't know what the heck they are talking about!* + +*😉 I don't… https://t.co/2zZG4ZSwAk",635339 +RT @SenSanders: The Dakota Access Pipeline would be a huge blow to our fight against climate change. #NoDAPL https://t.co/47m6yUu4m5,904919 +Scott Pruitt’s office deluged with angry callers after he questions the science of global warming https://t.co/SBoP2Ukqw6,775083 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,201705 +"RT @GeorgeTakei: A whale's entered the Hudson River. On suggestions that it's protesting climate change policy, Trump said, 'She's overweig…",71322 +RT @ProfTerryHughes: HERE is the confronting science of global warming. WHERE is Australia's science-based policy to save…,718755 +RT @sciam: Rain from thunderstorms is rising due to climate change https://t.co/Gr7J1GCDuO https://t.co/D2jYJQfKb6,355397 +"Endangered, with climate change to blame - High Country News https://t.co/3wdry1uIyV",7480 +.@p_hannam: The Great Barrier Reef is the canary in the climate change coal mine: https://t.co/dCP2QqUwMz https://t.co/I1PUYXoAcs,676361 +"RT @TheAtlantic: Welcome to Pleistocene Park, where Russian scientists want to fight climate change with woolly mammoths… ",27930 +"RT @newley: 'By a factor of three, the key threat to global security identified was climate change' https://t.co/o0nIFqpQHZ",689435 +RT @nytimesbusiness: Hundreds of American companies are pleading with Donald Trump not to abandon gains made to mitigate climate change.…,6365 +RT @WhennBoys: Only in America do we accept weather predictions from a groundhog yet refuse to believe in climate change from scientists,117872 +@LetsBCompassion @jennythefriend @JordanSchroll Burning fossil fuels is the number 1 cause of climate change. Not a… https://t.co/nVkiyGWdWh,303319 +"RT @trutherbotsilve: #Climategate, the sequel - How we are STILL being tricked with flawed data on global warming: https://t.co/GQoYmyLHCx",758069 +Great Barrier Reef just the tip of the climate change iceberg https://t.co/T5lZNHIpAc,519052 +"RT @TheAtlantic: A 765,000-person study argues that climate change is already costing Americans sleep, @yayitsrob reports.…",173245 +@Independent @violencehurts While the Australian government remains opposed to renewables. Continuing to burn global warming coal.,906749 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,9631 +"dumbass racist, sexist, misogynist, lying and unqualified corn muffin who thinks climate change is a hoax.",186664 +RT @JayBaumgarten: Glad to see #DeadliestCatch teaching some of its viewers global warming is real with a reduction of available crab this…,818801 +RT @stephenro88: @Trump__Girl @realDonaldTrump dont tell that to Bernie Sanders who tweeted that climate change is our biggest worry right…,610128 +"RT @ksmainstream: .@KCStarOpinion: New EPA administrator & acknowledged climate change denier hired to protect KS,MO,IA,NE environment http…",200984 +"Murray Energy CEO claims global warming is a hoax, says 4000 scientists tell him so - CNBC https://t.co/S5uHkUlz84",946451 +RT @pwthornton: Imagine getting a perfect score on the SATs and then voting for a guy who claimed global warming was a Chinese hoax. Unlike…,588728 +"RT @HuijsmansTim: RT +We're already facing a global warming #extinction. https://t.co/xpF974A4yb",132012 +@KatTimpf The irony of the 'not so tolerant' and climate change believers to use 'bottled water' in an assault; the… https://t.co/ccxbgtIDEX,746803 +RT @alessandracatsi: Conservative groups shrug off link between tropical storm Harvey and climate change https://t.co/3aHgN8Bg0U,684358 +@alexinthedryer global warming is a concept created by and for the Chinese government,180750 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,997932 +The US is relocating an entire town because of climate change. And this is just the beginning https://t.co/rRa5kZJQ5r via @qz,291282 +Can combating climate change coexist with increased US oil production? https://t.co/gkEByfpjw8 https://t.co/kNRFydvXsi,865532 +"RT @Stinkybarbie: there are no facts in the global warming agenda, rebrand it all you want https://t.co/jNjy0nFsTE",937154 +RT @washingtonpost: Members of Congress met to discuss the costs of climate change. They ended up debating its existence. https://t.co/u1lo…,272540 +@zakomano him and his batch of extremists that don't believe in climate change lmao I love the guy buy seriously? 😴😴,28014 +RT @ClimateCentral: “This is the next stage in climate change liability litigation' https://t.co/jGyFKsMc1U,54105 +RT @agbiotech: #Plant scientists have developed #biotech maize capable of mitigating against the effects of climate change:…,677318 +RT @austincarlile: Maybe all of you that don't think climate change is real will disagree with this one too: https://t.co/qYAyKysi84,142298 +Isn't it fun to think that we all boutta die because of global warming and our president still thinks it's 'fake ne… https://t.co/HVrOsAYlu9,546152 +@PhillipCoorey Too little too late. Just let them keep their heads in the creeping sands of climate change. Pathetic!!!!,131990 +Nordic project will solve a riddle of dramatic climate change https://t.co/G03vTJ1keR @paul_v127 @ruth_mottram… https://t.co/h7TKvebvnD,930247 +The only thing that will really change global warming in the long run... #BjornLomborg #quotes https://t.co/VbG8y9hXjS,405814 +"Trump faces G7 squeeze on climate change, trade at Sicily summit https://t.co/TUve0qI4QF #worldNews https://t.co/DXVS9RwZif",849259 +RT @buddy_dek: Anti-Science: EPA chief says carbon isn’t a ‘primary contributor’ to climate change. Science says he’s wrong https://t.co/zY…,970178 +RT @EugeneCho: The reality of climate change impacts everyone but the truth is that poor communities suffer most...perpetuating the injusti…,775969 +The role food & agriculture plays has been almost entirely absent from written commitments on climate change. https://t.co/Mikcfqpgcp,251906 +"Trump is deleting climate change, one site at a time https://t.co/s5mAb0GeKQ #green #engineering",209894 +@CBSNews Also in today's news: Trump declares trees responsible for global warming.,82633 +RT @allegory_io: By 2020 1/2 of global #smartcity programs will include #sustainability & #climate change as KPIs - @btratzryan…,216329 +RT @ericgeller: It's happening: The White House has ordered the EPA to delete its climate change page. https://t.co/uZ4TSegfYi https://t.co…,147245 +RT @livelikelois: Are we still denying climate change??? Bc it's kinda warm outside.,375068 +"I'm all for trump, but this dumbass better start believing in climate change 😂",432029 +"The picture on climate change is not quite as bleak as some claim, says @_richardblack https://t.co/ReciIWNfzS via… https://t.co/ZbD6gzZcrS",681008 +RT @HouseScience: .@BjornLomborg on facts behind Paris deal:“the agreement will cost a fortune but do little 2 reduce global warming”…,985356 +RT @extinctsymbol: Almost 90% of Americans don’t know there’s scientific consensus on global warming: https://t.co/6jkPpRuyh6,83642 +"RT @CBSNews: Donald Trump says 'nobody really knows' about climate change, contradicting settled science on the issue… ",924379 +RT @RobHudsonPhoto: If we all light candles for hope it's going to contribute to climate change. Whereas cursing the darkness is carbon neu…,474657 +"RT @tan123: Of course climate change exists. Also, CO2 is NOT the climate control knob https://t.co/O4C111XxP4",966145 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,943890 +"1/ Over on my work twitter (science org), so very dismayed to see that lots of nastiest climate change denier trolls are military personnel.",226367 +"RT @HI_GreenGrowth: mayors, cities offer 'best opportunity for dealing with climate change.' #honolulu part of @100ResCities to address…",60192 +"RT @voxdotcom: When we deal with food the right way, we can simultaneously feed the hungry and fight global warming, from…",893971 +"ReelectBernie: SenWarren: And the same day Tillerson dodged climate change q’s, ExxonMobil must turn over climate … https://t.co/rCaJA6OiCN",418543 +RT @greenpeaceusa: Did you miss the premier of @LeoDiCaprio's climate change documentary #BeforeTheFlood yesterday? Catch up here >> https:…,13358 +@yashar @jackshafer FFS - denying climate change and promoting mercenaries are NOT 'opinions' they're cankers on humanity,520619 +RT @hondadeal4vets: I will put an end to climate change,321598 +"RT @SenSanders: Will Scott Pruitt, a climate change denier who assisted the fossil fuel industry, combat climate change? Don't thin… ",741056 +RT @ClimateNexus: Trump meets with Princeton physicist who says global warming is good for us https://t.co/R0b9Wue4hl via @postgreen https:…,936461 +RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,143146 +Dont people buy Tesla cars to protect the planet in their own way from effects of global warming? Lets destroy the planet cos we hate Trump,535965 +RT @JoyAnnReid: ...and given that the federal government is likely about to cease action on climate change and weaken business regulations…,281202 +"@realDonaldTrump You're the fake news. Based on data? Scared to release tax returns, no travel ban on Saudi Arabia, & climate change data?",165837 +RT @nfergus: Now I get why so many Republicans deny climate change. Rising ocean levels will submerge the Clinton archipelago: https://t.co…,613580 +RT @CoryBooker: This is terrible – companies causing deforestation that damages our environment & contributes to climate change: https://t.…,446237 +RT @Obaid_Obi_: Individuals should volunteer to the couse of reducing climate change effects. #ClimateCounts #PUANConference @PakUSAlumni,897909 +RT @WIRED: What a Trump presidency means for the global fight against climate change: https://t.co/JhDmByNpNP,35072 +"RT @WakeUp__America: In the Arctic, polar bears face a grim scenario due to climate change. Rising temperatures have caused sea ice to m…",334267 +"https://t.co/S9Up1jDg5k + +No one is talking about increase in solar output contributing to climate change. +@bbc",150295 +RT @emorwee: This exchange between a senior White House official and a reporter on climate change is.... not great. https://t.co/3R6WLV1bKZ,414005 +"https://t.co/mV9UPenX1U +The government says it's a lie, fake news, no such thing as climate change. Here you go!",691449 +RT @intlspectator: UNITED STATES: Trump is consulting on how to withdraw the US from the Paris climate change deal,586333 +G20 members meet Fri to discuss climate change. T chose to meet with Putin at that time & skip hearing challenges t… https://t.co/lGfJd8TdYL,805955 +RT @GovPressOffice: ICYMI: @JerryBrownGov discusses #Under2Coalition action on climate change with @ScotGovFM Nicola Sturgeon today:…,994946 +"@FoxNews LOL, in all this time I thought it was global warming",535234 +"@shauntomson The meat and dairy industries contribute to 51% of global warming, & non plant based diets are the leading cause of disease.",990339 +RT @PremierBradWall: Carbon tax even worse idea after US election. Last thing Cda needs is tax harming economy w/o helping climate change h…,245539 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,142285 +"@politico hmm, maybe some will be made up for by not throwing it at climate change. 1.3tr/yr? #backinblack",471258 +Join the resistance. Follow @AltNatParkSer for LL your climate change and Nat'l Park services. https://t.co/4sXOgYKFfK,181421 +Trump can't deny climate change without a fight - Washington Post https://t.co/svjFLXSXJM,804056 +RT @japantimes: Trump team memo on climate change alarms Energy Department staff https://t.co/ujlN1Ohcuz,250453 +RT @DrJillStein: Military spending is 20X greater than the budget for energy + environment. But the Pentagon says climate change is a dire…,422794 +"RT @NotAltWorld: .@NASA has released a photographic series called 'Images of Change' despite President Trump denying climate change. +https:…",896160 +RT @Better_4_US: #Democrats #Liberals Next 'nothing burger' for losing the election? How about climate change affected the polling m…,493299 +We *should* rely on good science — and 97% of climate scientists agree climate change is real and man-made… https://t.co/FOY693W6uU #Clima…,579107 +RT @gillymac02: Whether you believe in climate change or not it's common fucking sense that we can't live without clean water and oxygen??,853420 +"RT @nytimes: Scott Pruitt, the head of the EPA, said that carbon dioxide was not a primary contributor to global warming https://t.co/j3DZW…",661565 +"RT @MimsyYamaguchi: @ScottWalker Affordable Care Act, legalization of same-sex marriage, Recovery Act, Paris Agreement on climate change, m…",373413 +RT techjunkiejh:RT FastCoExist: Most corporate climate change pledges aren't strict enough to stop climate change … https://t.co/yJOOQuMXyE,962094 +Groups sue EPA to protect wild salmon from climate change https://t.co/3Wb7dq5i8E https://t.co/Xn74fjUjqt,41812 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",504594 +@ABC @kathi728 damn climate change causing all the flowers to bloom.,507593 +RT @AJEnglish: Not all fur and waddles: This Penguin colony is at risk from climate change https://t.co/qZRyCS4WD4,210061 +RT @PiyushGoyal: India makes International Solar Alliance a reality. Solar-rich countries come together to fight climate change. https://t.…,287454 +@RealJamesWoods LOL! These are the same people that believe in global warming smh,536194 +RT @DCTFTW: @MrDash109 That's why the Hollywood elites & climate change millionaires are buying ocean front property. Give me a break. @Ro…,814693 +Press release: MEPs to participate in #COP22 climate change conference in Marrakesh: https://t.co/AjoCybpr3c @EP_Environment,400723 +"the sun is shining, global warming has stopped, I suddenly have straight A's, my skin is clea- https://t.co/O56WL793ix",397613 +RT @tyleroakley: if kathy griffin held up a globe on fire would barron think it's the real earth & donald then denounce global warming?? wo…,609991 +"RT @michelleisawolf: Congressman: god will take care of climate change. + +God: bitch I sent you scientists.",343360 +.@coachella's owner uses his money to support anti-LGBT causes and climate change denial https://t.co/bOfo1lDoYD via @UPROXX,519580 +"RT @sethstump17: Don't understand how human caused climate change can just be ignored like this, we should be taking more steps to help the…",631971 +"RT @WorldfNature: Economic inequality drives climate change, economist finds - ThinkProgress https://t.co/TjBDV0dvcy https://t.co/bR6zd0J4Sh",468411 +progressives absolutely LOVE science when it comes to global warming but absolutely cannot accept it in regards to gender differences,239916 +"RT @ashleycrem: If history repeats itself, Hillary will come out of hiding in about a year, with a beard and a movie about climate change.",937873 +Aung San Suu Kyi’s #climate change crisis: https://t.co/TVnwcOahmc My piece @SEA_GLOBE with @earthjournalism #Myanmar #1o5C #ParisAgreement,562422 +RT @MichaelGWhite: A new book ranks the top 100 solutions to climate change. via @azeem. https://t.co/htATI2bL1V via @voxdotcom,422498 +RT @CNNCreate: 'We should not leave anyone behind' @csultanoglu on future energy and climate change @EXPO2017Astana @UNDP…,88056 +RT @WIRED: Researchers were all set to study the effects of climate change in the arctic. Then climate change got in the way https://t.co/g…,370179 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,729780 +"After Obama, Trump may face childrens' lawsuit over global warming https://t.co/jOXdpBepEK https://t.co/9BAvb3J2ua",758644 +Interesting blog – the power of images to shape climate change perceptions @CarbonBrief @ClimateOutreach |… https://t.co/c2OGPDBIDC,965567 +Al Gore and others will hold climate change summit canceled by CDC https://t.co/bYxjJSWjDZ,327049 +"RT @DailyPsychologQ: From a survey of almost 30,000 scientists, 97% agree that climate change is caused by human activity.",973414 +"RT @UN: If properly managed, climate change action can lead to more and better jobs. @ILO info: https://t.co/o6Mgxasjkq…",109041 +RT @charliekirk11: Will it now be the policy of Disney to never fly on private jets since you are so scared of climate change? https://t.co…,457236 +From tiny phytoplankton to massive tuna: How climate change will affect energy flows in ocean ecosystems https://t.co/pgu9TnW4Tv,703005 +Bill Gates and other billionaires open climate change investment fund https://t.co/mpZJ9Lc3Mx,666461 +RT @SwannyQLD: Barking mad ideology in the coalition is the cause of our energy crisis because climate change deniers are running the Govt…,200379 +"RT @SadhguruJV: We think the biggest problem is global warming. No, it is population. +https://t.co/6Hdxw32ZDd +#WorldPopulationDay",800041 +RT @JustinTrudeau: Touching base with @EmmanuelMacron - we’re committed to addressing climate change & increasing trade to benefit peo…,645036 +RT @colincampbell: 'we need global warming!' https://t.co/bEgUYnMuDq,888342 +"RT @DerekCressman: Bay Area folks ain't cut out for heat. Get used to it, global warming is coming baby. https://t.co/Jk5DgKPWeq",308411 +Nato warns climate change is 'global security threat' as Donald Trump mulls Paris Agreement | The Independent https://t.co/nQmMMcWUIM,896890 +RT @dandangeegee_: climate change a guh kill we tpc,346042 +"RT @Unilever: Took #collective action on #GlobalGoals to end poverty, combat climate change, fight injustice & inequality #12ways… ",211349 +Record-breaking climate change takes us into ‘uncharted territory’. Stable popn can limit climate change victims… https://t.co/tRcemKQXkE,719119 +RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,599794 +"RT @NickKristof: Well, this will stop climate change! White House proposes steep budget cut to NOAA, leading climate science agency https:/…",710238 +Good thing global warming isn't real right everyone? https://t.co/HdBWFIYNmJ,654615 +What does a Trump presidency mean for climate change? #Tech #TechNews https://t.co/ZxBRZR22rj,744157 +RT @UN: Starts today in Marrakesh: @UNESCO conf. on indigenous knowledge & climate change https://t.co/obyaU13EWR…,68991 +"RT @SophiaBush: Censoring our national parks, and scientific facts about climate change, Drumpf? Putin would be proud. #1A https://t.co/We…",62494 +"RT @ClimateRealists: Jim Pfaff: 30,000 Scientists say catastrophic man-made global warming is a HOAX https://t.co/2oescIoENA https://t.co/J…",119981 +RT @larryelder: 'This is why they call it 'climate change'' https://t.co/P24C05hCxt,858023 +RT @HalsallPeter: We are the first generation to experience the damage of climate change and the last one that can stop it. @cathmckenna @e…,470649 +"RT @DaniRabaiotti: You may have missed this, but Defra sneaked the 5 year climate change report out on Jan 18th without announcing it https…",824428 +RT @SaleemulHuq: A long way to go on climate change adaptation https://t.co/IjqpayKX9l,499614 +"RT @laurenepowell: We have the tools, minds, & motivation to address climate change now. Honored to address the global community leadi…",382254 +"RT @COP22: Akinwumi Adesina, the @AfDB_Group supports climate finance to adapt to climate change",927245 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,63744 +RT @BBAnimals: please stop global warming.. https://t.co/S9db4KKKYg,175662 +RT @Adolfhibsta: Another warm day thanks to global warming https://t.co/JlqrEdxIZ1,808354 +Is there a link between climate change and diabetes? https://t.co/KJFw5TtHPt https://t.co/DNAyisYUVk,859015 +RT @JimVandeHei: Phrase 'climate change' scrubbed from NIH website https://t.co/9LZCeJRuXv,22385 +RT @TIME: Donald Trump's promise to reverse momentum on climate change hasn't stopped the Obama administration https://t.co/xk0JdHMtxe,245056 +"@UKLabour All governments (except 47) being too slow on climate change, please come out and show us you would ACT f… https://t.co/WyF4CfVUXU",237976 +"RT @Alex_Verbeek: �� ��‍�� ���� + +Talking to students on the importance of the #CircularEconomy and the impact of #climate change and…",884803 +RT @UN_News_Centre: #COP22: #UNSG Ban urges rapid increase of funding to address climate change. https://t.co/GzkhU6sl4C https://t.co/oqOw7…,107153 +RT @BigJoeBastardi: very very good point. If it misses everyone no one cares but if it slams someone it will be climate change point https:…,467496 +When Jimi Hendrix sang about climate change in 1967: https://t.co/NKpim6YEzX,935108 +"allkpop: Ryu Joon Yeol narrates EBS documentary about climate change +https://t.co/Sdk8eGfAMK https://t.co/tMM1ZyoHO2",835385 +RT @tveitdal: How to teach kids about climate change where most parents are skeptics https://t.co/DnJkZdUWII,345228 +RT @EmoLizzyMcguire: when florida drowns because of climate change https://t.co/zE7OHFIXqp,656751 +"@OchiDeedra I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",64369 +"RT @InxsyS: The real culprit behind climate change? +According to Rick Perry: 'The, um, uh, ocean waters and this environment that we live i…",822812 +"RT @cristiaaandiaz: Climate change and global warming is real +If our president won't do anything about it then it's up to us!!",893774 +"RT @AJEnglish: How to help those displaced by climate change? +https://t.co/aodvxtyRqb https://t.co/GIKa8theUD",300949 +I just joined @NatGeoChannel @21CF in combating climate change. Take action #BeforeTheFlood https://t.co/tE2DWywYJT,368266 +RT @issafrica: Top read | Land privatisation & climate change are costing rural Kenyans. https://t.co/eKvjwl7RKI https://t.co/Kd5rvbN3j4,762993 +RT @jankivelli: global warming is so real man.,364409 +RT @Koxinga8: Australia PM adviser says climate change is 'UN-led ruse to establish new world order' https://t.co/WWVR6fQPL7,165076 +Donald Trump cites global warming dangers in fight to build wall at his Ireland golf course https://t.co/3lXwRZ17UF via @YahooNews,845006 +We need a solid political cabinet in the White House who can stand up for climate change.,482039 +Why I actually like working in the insurance industry? B/c : No climate change skeptics ! https://t.co/BSaTIBjtqI https://t.co/acZ8YohfwX,934736 +"Daines on agriculture, climate change and Russia - NBC Montana https://t.co/NA5KViglHe",964388 +RT @deray: How climate change affects you based on which state you live in https://t.co/nh4HrLp8ix,57305 +Did you know that the use of human labor in farms conserves energy thus reducing global warming?… https://t.co/YNThEZ3lbV,955294 +It's not going to matter what bathroom ur trans grandson is going to be able to use bc they're going to drown to death due to global warming,64942 +RT @IBTimes: What do storms like #StellaBlizzard say about global warming? https://t.co/tMJrN9WRGx https://t.co/icBTU7qB6A,339722 +RT @alexberardo: Trump's plan to reverse all climate change laws is like ripping stitches out of an open wound so you can tie your shoe wit…,804326 +RT @JamesMartinSJ: Why climate change is a moral issue...and a religious one. https://t.co/Ca5ZtwIoJ4,196186 +RT @catfuI: The new president of america is going on trial for raping a 13 year old girl and doesn't believe in climate change,945210 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,910005 +"Funding for climate change research-->Funding for space exploration. + +So the plan is just to find a whole new plane… https://t.co/plD3bWOlqH",256047 +RT @MailOnline: Is global warming going to cancel the ski season? https://t.co/tasd3FxQcV,684487 +RT @WorkaholicBlake: if global warming isn't real then explain this https://t.co/O2czkMthBe,596984 +"RT @NasMaraj: Scientists: *global warming will make natural disasters worse* + +Global Warming *makes them worse* + +Y'all: GOD IS SENDING US A…",100902 +RT @WorldfNature: Green Party claims climate change 'bigger than Brexit' - BBC News https://t.co/rwbKKxF0Y3 https://t.co/hbixwF2DAi,555448 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,972459 +RT @lomehli: wow i can't believe climate change isn't real and obama is a muslim now,925684 +RT @blkahn: Reminder: it's not just about one country. We're all in this climate change thing together https://t.co/nsqFbnxz3X https://t.co…,331377 +"RT @justcatchmedemi: GlblCtzn: 'We must stand with every child who is uprooted by war, violence and poverty and climate change.'@ddlovato h…",326789 +RT @lifeaseva: Taking shorter showers and buying reusable bottles won't stop global warming. It's the main result of our agriculture demand…,649869 +RT @dimitrilascaris: Australian coastline glows in the dark in sinister sign of climate change: https://t.co/ParSUHiqfC #climatechange #kee…,447927 +@LKrauss1 Any chance the world's most brilliant psychologists can incept the reality of climate change into the head of Donald Trump?,162757 +@simplysune14 @RC1023FM some leader don't believe in climate change in especially when it don't change there pocket,121988 +Donald Trump likely to pull out of Paris deal: US states pledge to continue efforts to combat climate change -…… https://t.co/FkI7wbmHwM,876900 +"Letter: Working on the puzzle of climate change: Salt Lake Tribune: In early June, more than 1,000… https://t.co/ws5Z4ErRDZ #ClimateChange",428436 +RT @_IamLynn_: Dryspell ikipitisha 3months ni climate change.,980099 +RT @NYTScience: Republicans used to say 'I'm not a scientist' when confronted with climate change. Here's what they say in 2017: https://t.…,469400 +RT @MotherJones: Republicans beg their party to finally do something about global warming https://t.co/IxlSfrC1iO https://t.co/9yX20HSkjK,69303 +"RT @BarackObama: The Paris Climate Agreement is a big deal in the fight against climate change—and now, a big step closer to reality. https…",901450 +RT @FactTank: 49% of Trump supporters care not too much or not at all about climate change: https://t.co/HPmL385tJh https://t.co/eOaAdvWdAN,469091 +@TuckerCarlson @FoxNews Great debate with that guy about climate change. You won.,107745 +"RT @AHlMSA: Screaming 'adopt don't shop' & 'global warming' don't mean a damn thing if you fund animal ag. Own up, at least TRY not eating…",759608 +RT @rriproarin: @thisiswatt @PostMalone if you need proof global warming is caused by mankind you just have to listen to this heat! https:…,105104 +RT @kylegriffin1: Pruitt's office was so swamped w/ angry calls after he questioned global warming science the number was disconnected http…,937094 +RT @SenatorHassan: We need an Energy Sec. who will fight climate change & build a cleaner energy future. That's why I voted NO on Rick…,505536 +The Paris climate change agreements are a great place to work from as we move towards true sustainability. https://t.co/yUrHXEfDFc,166852 +RT @nytimes: Read the draft of the climate change report https://t.co/PbmYwShMTy,955751 +"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",297133 +RT @powershiftnet: Millennials to @NYGovCuomo: are you brave enough to stand up to Trump on climate change & #SaveOurFuture?…,840457 +"RT @SamJamesVelde: It's 90 degrees in early November in Los Angeles, but you know ....according to Trump global warming and climate change…",246498 +RT @TravelLeisure: #GameofThrones' @NikolajCW and @GoogleMaps are showing climate change in Greenland https://t.co/62fD8d22Ic https://t.co/…,453796 +RT @ABCPolitics: UN Secretary General Ban Ki-moon says he believes Donald Trump will make a 'wise decision' on climate change…,752359 +@southern_raynes and CA political 'climate change' is happening... storm brewing (will always ❤️ this strong man in DC����,680137 +"RT @NYMag: The realities of public health, much like those of climate change, bedevil American conservatism https://t.co/BEXpkqmWVw",651615 +"Donald Trump set to visit France for Bastille Day, Macron will bring up climate change, trade issues https://t.co/8gXWQ6ILFX",34294 +[WATCH] Cycling naked for climate change - Eyewitness News https://t.co/dmhqcdX7lR https://t.co/358kgSihtq,566577 +UN meet calls for combating climate change on urgent priority https://t.co/hkImbvxy2b,546774 +RT @thehill: Trump admin tells EPA to take down its climate change webpage: report https://t.co/DE2Ps0Gzad https://t.co/04VmHUj4KO,672130 +RT @Drsinboy: Preparing our health professionals to combat climate change https://t.co/j9RAZ0a8m9 via @CroakeyNews,180963 +"RT @internetsmom: the floor is global warming + +u.s. government: +https://t.co/91cUZeyCcP",894127 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,818501 +"Pixar, now more than ever we need you to make a movie that convinces the normies about climate change",57049 +RT @evetroeh: Prediction: climate change will lead to the revival of the indoor shopping mall.,480533 +RT @elnathan_john: Everything from climate change to desertification from rustling to porous borders. From politicians to criminals. The ca…,249370 +"Begnotea enumerated indications of climate change. In the PH, he mentioned the increased arrivals of typhoons as one example.#SealSUMMIT2016",175803 +Due to climate change no doubt... like the climate of 'why should I give you something you sell me back for $200 a… https://t.co/M0epUjQJ0u,390055 +Donald Trump may face young people suing over global warming - The Sydney Morning Herald https://t.co/1BH5S2Mbqj,797992 +RT @AJEnglish: Will a Trump presidency set back the fight against climate change? Share with us your thoughts below #COP22,720945 +RT @ClimateDesk: There's one last thing Obama can do to fight global warming...and Trump wouldn't be able to stop it https://t.co/Smeql79AR7,538702 +"@swirlOsquirrel Smoke another joint, grab a tea, and get on with how Comey lost the election, our global warming. Ur entertaining.",526631 +China is taking global warming seriously. Shame about the US. https://t.co/BA9ShybgO2,233659 +RT @ClimateGuardia: 3 signs that the world is already fighting back against climate change - The World Economic Forum #auspol #springst ht…,288602 +"RT @activist360: IN 2017, IT HAS COME TO THIS: Scott Pruitt, Trump's top climate official says humans are not causing global warming https:…",810965 +#WorldOceansDay is a great day to learn about how climate change is affecting sea levels. ������ https://t.co/TbASIa64di,111100 +John Kerry says he'll continue with global warming efforts https://t.co/I6VAiQMjXK #science,528758 +#Brazil Rio's famous beaches take battering as scientists issue climate change warning https://t.co/5DLDxQMU3C https://t.co/L64KCKnxTy,564829 +Well done @elonmusk Enlightened America will rise to the climate change challenge despite @POTUS… https://t.co/3qyeJgqbus,538223 +"agriculture is bad we should stop agriculture because it causes climate change' + +me: go starve",39918 +"RT @RealAdamRose: climate change + +climate change + +climate change + +there's no politics if there's no planet. + +climate change + +climate change…",128542 +RT @CNN: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,110687 +RT @ClimateReality: A1. We’re turning off our lights and starting conversations about climate change—and the power we have to solve it #Mak…,198596 +@jbendery Isn't the news here that liberalism is raising hysterics who think climate change is going to take forty years off their lives?,64585 +RT @realtimhess: Still can't believe that Donald Trump is a President who rejects basic science. 97% of scientists agree climate change is…,586728 +RT @DavidCornDC: So @Scaramucci is against the wall and for climate change action & gun safety measures. So why does he 'love' Trum…,223741 +RT @M_Steinbuch: #unbelievable: EPA chief Scott Pruitt says carbon dioxide is not a primary contributor to global warming https://t.co/Z6w5…,753397 +"@Linda0628 I'm glad to hear it! But it was flooded when that person tweeted, yes? I was RTing in the context of my climate change tweet.",290174 +RT @ajplus: Diplomats at the UN global warming summit are very concerned about Trump's stance on climate change. https://t.co/wZ6VbM60K8,542214 +Trump abolishes climate change in first moments of regime https://t.co/VeQrEkCskG,372837 +"RT @ErikSolheim: At the #R20AWS, talking with @Schwarzenegger about local action to fight climate change, and health and economic ga…",288012 +#IfinditFascinating that people still question climate change? Do you even science brah?,94780 +RT @sciam: Fifty-nine percent of voters want the U.S. to do more to address global warming. https://t.co/IkgORHI1bC https://t.co/TXkzRaMfkW,964126 +RT @lhfang: Jaime helped coal firms defeat Obama's climate change legislation. Worked for banks. No qs about his lobby career https://t.co/…,869801 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,366133 +RT @guardian: Want to fight climate change? Have fewer children https://t.co/cfEg31Wgt0,702070 +The case for collaborating on climate change https://t.co/MGYEn61fGH,407850 +"BlAme it on global warming!, Snow falls in SAHARA DESERT for only second time in living memory https://t.co/ImhhvVvMnM",681790 +RT @BernieSanders: #ImVotingBecause the future of the planet is at stake. Hillary Clinton will combat climate change. Donald Trump thinks i…,528548 +RT @SenSanders: If we don't address climate change there'll be more conflict over limited resources. We must listen to scientists not fossi…,830318 +RT @bogglesnatch: Independent study shows NOAA was right -- there was no global warming 'pause'. https://t.co/Onx0WqxxPY,720943 +EPA head Scott Pruitt may have broken integrity rules by denying global warming https://t.co/gO0OZ9H1HS,355391 +"#NewNBATeams @midnight + +The global warming trotters",910133 +@francoisd8000 They don't belong in captivity for our viewing pleasure ... but you're right global warming is another problem they r facing,644426 +Free trade helps to deal w/ impacts of climate change argues H. Lotze-Campen @pik_climate #T20blog… https://t.co/GeuOWlOUrc,892393 +Pretty afraid watching this @Heritage foundation briefing on climate change on @cspan 😂😂😂,147139 +New priests to learn about global warming as part of formation - Green - News - Catholic Online https://t.co/7i9WmAKrMh (NEW WORLD ORDER?),242092 +"@IndianaUniv Global cooling, global warming, oh wait.. Climate Change.. My tax dollars flushed down the FN toilet �� �� Ridiculous",337513 +"Well according to our lord and savoir Trump, global warming doesn't exist. + +And since we always know Trump is right… https://t.co/eGFr6Tz40p",442543 +"RT @RepRaskin: Proposed cuts to @NOAA would devastate climate change research and resiliency. Who's designing the budget, Vlad Put… ",331242 +RT @Phosphorus_ie: Conference to focus on manure management in battle against climate change https://t.co/Nk75izEM2p,697685 +Growing algae bloom in Arabian Sea tied to climate change - https://t.co/W6QReCj9Zx https://t.co/Us6ysUPPsJ,238142 +RT @alicemmilner: Palaeoecology tells us species constantly move w/ climate change.Policy needs to take long term future view to reflect th…,639271 +RT @SierraClub: California signs deal with China to combat climate change https://t.co/ysFmBeSUTI (@thehill),390876 +RT @deathpigeon: A silver lining to global warming. https://t.co/ZodblSJhoo,892822 +RT @ScotGovFM: First Minister met with the Governor of California Edmund G Brown. Joint agreement signed to tackle climate change.…,368716 +New post on my blog: What will Trump presidency mean for efforts to curb climate change? https://t.co/l7UDMTHrvP,391611 +@alison_rixon @SAPaleAle @JacquiLambie just like the irrational church of climate change persecutes skeptics today.,26366 +RT @Joelsberg: @IvankaTrump So NASA is correct about this but wrong on climate change?,830437 +RT @ClimateReality: We don’t have to choose between putting Americans to work and acting on climate change. Retweet if you know the US…,213126 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,421994 +"RT @RichardOSeager: @SteveBriscoe6 @MaryStGeorge @NZGreens So far none of the parties have adequate polices on climate change. +#LeftWithEno…",585939 +@TheWaiverHounds 'Yeah right! Let me tell you some more global warming...' https://t.co/9WzkMqseEM,475433 +"On climate change, Trump won't kill the planet - The Globe and Mail https://t.co/LyKmVstgDY",481193 +Panelist at #sustainableag deflects discussion of climate change. 'CLIMATE CHANGE IS REAL' shouts audience member. 😨😨,388001 +"RT @RICSnews: News | In the race to curb climate change, cities outpace governments. #WBEF https://t.co/eapT3jr7Ca",721285 +"RT @mwbloem: #DYK For each 1 degree of global warming, 7% of world will see decrease of 20% water resources…",395050 +@wesearchr i'm gonna go for the darkhorse candidate 'global warming',577469 +"#Nigeria #news - Satellite launched to monitor climate change, vegetation https://t.co/b37E5ISjS6",211607 +Can energy-efficient lightbulbs help Zimbabwe reach its climate change goals? https://t.co/YOHWKvMHIb https://t.co/gebJguc8pF,574907 +RT @BraddJaffy: The Trump-Putin meeting is taking place at the same time the other world leaders are discussing climate change https://t.co…,805807 +RT @Oldyella49: Seriously? They're endorsing someone that denies global warming. They should be ashamed. https://t.co/tbyRI6pWVF,661405 +"California Republicans join climate change fight, tell colleagues 'it would be foolish not to engage' https://t.co/Tu171Tk6Hr via @TheWeek",767832 +Veterans urge the White House to stand by our fight against climate change as senior advisers debate exiting the... https://t.co/lJiA8XJAR3,851400 +climate change. change the stairway Krystal.96x.,726350 +RT @bigmacher: #IWishICouldSpeedUp global warming. It's cold!!!,826614 +Now's the time: we need a strong #FTT that works for those hardest hit by climate change and poverty!,821952 +sun cycles and global warming' https://t.co/qEsfH7WFQ9,468095 +"RT @ClimateCentral: February was the second hottest on record, despite the lack of an El Niño, a clear mark of global warming…",225454 +RT @cnni: No snow where there should be. Bleached anemones. Cracks in the ice. This is what climate change looks like:…,937705 +"France regrets G20 meeting outcome on trade, climate change https://t.co/ziskKVWWJx via @Reuters",346504 +"RT @EricBoehlert: reminder: network evening newscasts this yr spent 125 mins on Clinton emails, 0 mins on climate change;…",372790 +"RT @verge: What 720,000 years of ice can tell us about climate change in the past — and the future +https://t.co/4Tnxcpx165 https://t.co/t0Q…",715616 +What is climate change? https://t.co/lL5BkLpDw6 via @DavidSuzukiFDN CO2 & #climate for dummies:,281080 +"Google:Malcolm Roberts' climate change press conference starts bad, ends even worse - The Sydney Morning Herald https://t.co/tmoQsV0PNa",361431 +RT @climatehawk1: Here's why #climate change would swamp Trump’s border wall – @climateprogress https://t.co/2MUr6MY4zm #ActOnClimate…,434867 +RT @ImranKhanPTI: Pak 7th most affected country by climate change. Apart from immed reforestation we must plan for clean energy today https…,425309 +Great Barrier Reef is A-OK says climate change denier as she manhandles coral https://t.co/7AEnNmizkn https://t.co/A3VaLfAypn,698813 +RT @StayHopeful16: Mike Pence gets buried for pretending he can’t understand the importance of climate change https://t.co/l50y1jp5Zb via @…,615023 +"@BofA_News I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",641 +"New York Times actually asked in a TWEET..' What’s a greater threat to Guam? North Korea, or climate change?' + ��Insane Liberalism!",937551 +RT @spectatorindex: IMAGE: New Zealand newspaper discusses climate change in article from 1912 https://t.co/uZhOybd0MK,133842 +"RT @SteveSGoddard: The whole 'climate change' scam is fake news, from top to bottom. The biggest fraud in science history. https://t.co/5kM…",252814 +@ElizHarball @SusieMadrak @exxonmobil @SuzanneMcCarron Didn't Exxon scientists do some of the original research on climate change?,575434 +"Everglades restoration report shows success, but climate change remains a challenge https://t.co/5iRYMwaBoi https://t.co/sbm8YPeCGr",242013 +RT @JustinCase02: @merz_steven No one with a brain who is honest believes man made global climate change. They even changed it from 'global…,206664 +RT @Super70sSports: Climatologists now believe global warming was dangerously accelerated by the Hall and Oates H2O album cover. https://t.…,399851 +"RT @ZachJCarter: Anthropogenic climate change immediately threatens food and water for 100s of millions of people. + +THE CAUSE IS RIGHT, AND…",104630 +RT @The_Win_Trump: Trump begins tearing up Obama's years of progress on tackling climate change https://t.co/kFTGzy7kZh https://t.co/GNatn2…,237325 +RT @CNNPolitics: Why climate change experts fear Donald Trump's presidency https://t.co/HrFP4c1qSH https://t.co/zvhRsjqrx6,814076 +It doesn't look like climate change is going to be stopping any time soon. #climatechange #globalwarming #science https://t.co/5qM0L3lbk6,438092 +RT @TPM: Fourteen Democratic state attorneys general warn Trump that he'll face litigation if he scraps climate change plan…,902087 +"RT @RedTRaccoon: #UselessScienceExperiments + +Using snow to prove climate change isn't happening. + +Support the #climatemarch activi…",845881 +RT @DennisWardNews: Grand Chief Stewart Phillip says Indigenous peoples are already climate change refugees. https://t.co/pTXWNxyqQs,93753 +"RT @MikeBloomberg: With partners like the EU, we're creating a path to victory on climate change. Great to meet w/President @JunckerEU…",746802 +RT @alertnetclimate: Can Finland's Sámi reindeer herders survive climate change and logging? https://t.co/w1IFiW0AQY @Fern_NGO #Finland htt…,545644 +If we could overturn global warming … how exiting would that be? https://t.co/0pZZV4GKZL,494858 +"RT @SamJamesVelde: It's 90 degrees in early November in Los Angeles, but you know ....according to Trump global warming and climate change…",744232 +"1969: By 2017 we will have flying cars, no global warming, high end technology. + +2017: https://t.co/YlAbClAiIy",518375 +DON'T FALL FOR GLOBAL WARMING @realDonaldTrump!! ->What's going on between Ivanka Trump & global warming guru Gore? https://t.co/gOc4Vt5nOb,673188 +RT @billshortenmp: Used to have fairly strong views on climate change too. https://t.co/yJN6twCzww,650394 +RT @NnimmoB: 'We didn't create the problem;but we have the solutions. ' - Indigenous women fighting climate change @Health_Earth https://t.…,579240 +The GOP absolutely believes in climate change. They just know we're fucked and are consolidating power before the coasts start to go under.,283548 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,964677 +I’ll build a man – we need global warming! I’ve said if Ivanka weren’t my office and you all know it! Please don't feel so,733088 +RT @SpiritualSmoker: it's absolutely disgusting how big of a problem climate change it yet nobody seems to give a fuck,795451 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,189822 +RT @HuffingtonPost: White House gives $500 million more to help poor countries fight climate change https://t.co/wHFynQk0zO https://t.co/pA…,554376 +RT @JunkScience: Trump in Jacksonville: 'We will cancel millions and millions of global warming payments to the UN.' #climate,83587 +"RT @71djt: What a headline. +Trump to name Scott Pruitt, Oklahoma attorney general suing EPA on climate change, to head the EPA https://t.co…",77193 +"RT @HuffPostPol: Thousands march in Washington, D.C. heat to demand Trump act on climate change. https://t.co/s3irCK2nZq https://t.co/EN1Px…",802848 +"@mench_ke I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/u1UbQXLmrF ?",258627 +RT @amazonnews: 1/4 Amazon continues to support the Paris climate agreement and action on climate change.,665792 +"RT @AGBS2017: Green Building can help us limit global warming to 2 degrees – rather than 6 degrees +#AGBS2017 #AGBS2017FINALDAY",322201 +"RT @billyeichner: Head of the ENVIRONMENTAL PROTECTION AGENCY doesnt believe CO2 contributes to global warming, contradicting, oh ya… ",23535 +RT @MariaAlejAlva: @curvegawdess climate change isn't real tho right? i mean we have countries UNDERWATER and the western half of amer…,630135 +RT @BBAnimals: please stop global warming.. https://t.co/S9db4KKKYg,848949 +RT @ThisWeekABC: .@algore: Trump administration 'comes off as tongue-tied and confused' about climate change https://t.co/A9cSdVohZX…,802178 +@canberratimes For $100 per year per household we will ignore climate change???,203862 +"RT @latimes: Despite Trump's skepticism, nearly 200 countries pledge to keep fighting climate change https://t.co/YheWWAD9nz https://t.co/l…",239658 +"RT @JeffreyGuterman: #Trump has selected Myron Ebell, a climate change and global warming skeptic, to lead the @EPA transition team.…",456223 +RT @SenatorCarper: There are no alternative facts when it comes to climate change. And there’s no alternative planet. https://t.co/pyj3C9Jr…,586979 +"RT @hemantmehta: Don't worry, everyone. When President Trump does nothing about climate change, Florida will be the first to go.",474632 +@CRhodesTWilson heck with a high I want to solve climate change world hunger eliminate US debt create jobs & cure cancer only cannabis can!,651329 +"RT @ezraklein: All the risks of climate change, in a single graph: https://t.co/nvnr97cCDi",889489 +RT @cosmicaIly: When u ask him what the leading cause of climate change is and he says 'animal agriculture' https://t.co/Nx8ozn7oQU,725388 +"Huckabee on prioritizing terrorism over climate change: 'A beheading is worse than a sunburn' +Nothing says dumbass… https://t.co/dLLPLrd5g6",477844 +Why coal miners need a moratorium (but can't ask) | Climate Home - climate change news https://t.co/LFvWnIZ1cX via @ClimateHome,376894 +Best of Davos: How can we avoid a climate change catastrophe? Al Gore and Davos leaders respond… https://t.co/785AzHIa9f,402248 +RT @p_hannam: Hey @Barnaby_Joyce I hope you are listening to this excellent summary of climate change and WA farming: https://t.co/XnN0MUVK…,310164 +"RT @AssaadRazzouk: In the new new world, China lectures the United States about climate change and the importance of cooperation betwe…",130849 +RT @CattyTheDoormat: Although I think it's ludicrous that Trump is a climate change skeptic- there are ways everyone can do their bit to co…,374093 +"RT @paulapoundstone: If we don't like flooding, and it looks horrible, we'd better take global warming real fucking seriously.",481749 +Elon needs to not go to Mars because if we cannot solve climate change and capitalist imperialism we do not deserve to expand our reach.,463808 +"RT @KamalaHarris: From melting glaciers to rising sea levels, we can’t ignore the evidence—humans are contributing to climate change. +https…",288000 +RT @CNNPolitics: OMB Director Mick Mulvaney on climate change: “We’re not spending money on that anymore” https://t.co/uJ1zwwqhNH,845217 +"Everyone had to complain about global warming when we had nice weather, and this is what we get for it. Smh.",757316 +This statue in Berlin is called 'politicians discussing global warming'.. Retweet if #funny #reaction #lol https://t.co/kKxPilaUv9,262230 +@bbcweather hi is the high temperatures a natural occurrence or is it a consequence of man made climate change ?,167856 +RT @LangBanks: Finally got the perfect gift for Trump for his inauguration... Prince Charles’ new Ladybird book on climate change…,215975 +RT @guardianscience: ‘Moore’s law’ for carbon would defeat global warming https://t.co/x3MXzofik9,182510 +RT @harambaetista: good morning to everyone except everyone the bees are dying and we caused global warming we should be ashamed of ourselv…,396184 +RT @nowthisnews: Remember when we had a president who acknowledged climate change was real? https://t.co/zC3RNfEo3N,449083 +RT @pemalevy: He is a microbiologist. He's standing in the rain because politicians are ignoring science and global warming https://t.co/VQ…,627919 +"RT @NatGeoChannel: Watch #BeforeTheFlood right here, as @LeoDiCaprio travels the world to tackle climate change https://t.co/LkDehj3tNn htt…",944107 +@crabtrem Yes! Imagine all the money wasted. Trump's plan to ditch payments for climate change will save us billions!!,314291 +RT @PleasureEthics: We use the sea around Britain as a place to build on water & work out solutions to climate change #opendata #smartcitie…,907344 +It's midnight in November in colorado and I'm literally walking around in shots and flip flops. Don't tell me global warming isn't real.,380697 +"@JimW_in_NM “The Secret Society of Anti-AGW-ACC Cultism,” an organization that claims climate change is a hoax was… https://t.co/cK9ipreZTH",374602 +It was literally 96° in LA today in mid November & our future president doesn't believe in global warming...,568728 +RT @jamalraad: Sen. Jeff Merkley patiently exposed Rex Tillerson on climate change https://t.co/LKGOdkOQQd via @voxdotcom,32358 +RT @FXS_Finance_EN: PwC's 25 Fastest Growing Cloud Companies signal software climate change #All Finance #United Kingdom https://t.co/6fMV9…,358751 +RT @frankdpi: Obama takes a swipe at Trump over climate change policy - Daily Mail https://t.co/bTr3KGcqMo,601169 +"Merkel urges EU to control their own destiny, after Trump visit, climate change decision https://t.co/YiIs4NmnsX https://t.co/FNAlJ5gLcp",563515 +"RT @kevxnkvto: So we just gon act like the weather in 20 years ain gon be extremely unstable and global warming don't exist, bet",825374 +"RT @matthaig1: Believing in climate change is not left wing. It's just science. If you don't believe in it, that's because of your ignoranc…",401164 +Arctic ice melt could trigger uncontrollable climate change at global level | Environment | The Guardian https://t.co/6ATfKqSPG6,269512 +"RT @wwwfoecouk: Watch, share and #ShowTheLove 💚 with a RT because climate change risks so, so much - music by @Elbow +https://t.co/61Bag2UFsI",736903 +"Pope Francis appears in ‘climate change’ movie featuring Obama, Clinton, Leonardo DiCaprio https://t.co/cJPy80oDRQ",665185 +RT @GlobalMomsChall: A4: Collaboration is key! We need to work together to address climate change. #EarthToMarrakech https://t.co/KImvRjFcon,703493 +"RT @GSmeeton: The picture on climate change is not quite as bleak as some claim, says @_richardblack https://t.co/ReciIWNfzS via…",649176 +RT @VICE: What the future looks like with a climate change denier in the White House: https://t.co/957NwcUBbq https://t.co/cNoEW5AGRW,89747 +"RT @TomCBallard: Senator Malcolm Roberts on terrorism: + +'MUSLIMS ARE EVIL AND WILL KILL US ALL!!!' + +On global warming: + +'Everyone stop be…",801434 +"In executive order, Trump to dramatically change US approach to climate change @CNNPolitics https://t.co/s9XAj0tyHi",750936 +"Trump will be the only world leader who denies climate change, giving the United States the official title of Dumbe… https://t.co/oCuViLX4n4",62996 +"Hey, we are all fucked. Welcome to earth where it snows, rains, gets hot and where the people say climate change is a hoax",197941 +"RT @openDemocracy: With a climate change denier in the White House, what are the prospects for the Paris Agreement on climate change? https…",931726 +RT @scienceclimate: If anyone wants lessons on how to learn about climate change. It's here. ������ https://t.co/cpxsaxzjvr…,999411 +"RT @CBCNews: After Trump's Paris pullout, MPs line up behind climate change accord https://t.co/jyi0eFDQ9Z https://t.co/MpDOHKM1Kf",166179 +"@wraithburn I’m creating a new think tank for climate change, would you join and post your tweet also at https://t.co/5FRPWXpvU7 ?",415347 +RT @nowthisnews: Rick Perry is a proud climate change skeptic — but Sen. Al Franken is having none of it https://t.co/RjL95OtD0G,703334 +RT @elisewho: Hey remember that time that Donald Trump backed urgent action on climate change? It wasn't that long ago https://t.co/ciohQ43…,535633 +"RT @_K_N_Z_: It's not 'spring' you fools, it's global warming and it's boutta snow next week. #minnesota",848046 +"RT @ESQPolitics: China is now embarrassing the U.S. on climate change. + +How did we get here? + +https://t.co/y48vTaD0vW https://t.co/XxAfY2h…",26885 +"RT @Blubdha: @simonworrall Prince Charles; climate change is 'wolf at the door', mtg w Donald Trump mooted https://t.co/umeKlbTR7R via @tel…",656503 +RT @JulianBurnside: Senator Paterson skilfully evaded dealing with the major point: accepting the reality of climate change #qanda,876235 +"Retweeted Washington Post (@washingtonpost): + +Opinion: Phoenix heat, Tropical Storm Cindy show how climate change... https://t.co/7qWekKiYSa",253058 +@kumailn Isn't it amazing how people who don't believe in global warming or science trust & believe we can predict… https://t.co/0qpfVEfJoe,335901 +"@realDonaldTrump You don't have to believe in climate change to want cleaner air, water, and a healthy planet. Don't let pollution win.",486930 +"RT @LeeCamp: 44% of bee colonies died last year due to climate change/pesticides. When bees die, we die. ...But who's counting?",519709 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,751553 +"Ran a 5K in shorts. In January. In Pennsylvania. OOOOOook. Thanks, global warming. https://t.co/aJuga2tn1O",15916 +RT @hodgman: The New York Times should not have hired climate change bullshitter Bret Stephens https://t.co/0dn1OarWei via @voxdotcom,876083 +’hereTs another story to tell about climate change. And it starts wiht water | Judith D Schwartz https://t.co/vtKGCvhhlT,549489 +RT @FoxBusiness: .@realDonaldTrump: 'We will also cancel billions in global warming payments to the United Nations.' https://t.co/HxeORNHL5p,484787 +RT @Pat1066Patrick: Major TV networks spent just 50 minutes on climate change — combined — last year. https://t.co/XEBHh2Q86Y,339205 +"RT @robinince: J. Delingpole said 'liberal left have lost the battle against climate change', unaware that the acid sea won't just flood th…",293922 +RT @SierraClub: Women Mayors break the glass ceiling to tackle climate change https://t.co/RjV0YXhbVF via (@HuffPostPol),716370 +"RT @Greenpeace: The world is on fire. And if we continue like this, climate change is only going to make it worse…",121979 +"@DailyCaller climate change is doing as much good to our planet as bad. Better crops, less death, etc. We headed into cycle cold period",355364 +RT @Jon_Pantaloon: I swear if it's 80 degrees on Christmas again I will personally defeat global warming. Revenge is a dish best-served cold,652890 +"RT @zachhaller: 'You're going to die of old age +I'll die of climate change +I just lost 40 years life expectancy' + +https://t.co/3eAbvcJ4xF",736209 +@ScottAdamsSays 'Sci. consensus on man-made climate change is at same level as sci. consensus that cigarettes cause cancer. ' #persuasive,506571 +「環境がテーマの文章ででやすい単語２」 global warming：地球温暖化 greenhouse effect：温室効果 ozone layer/ozonosphere：オゾン層 skin cancer：皮膚ガン the Kyoto Protocol：京都議定書,874194 +RT @foe_us: 'A study of our electrical grid that fails to even mention climate change is barely a study worth reading.' https://t.co/zPVLup…,24852 +"@historylvrsclub How would of thought he would grow up to be an advocate for climate change, global warming crap!!!",960566 +"Apparently the elderly, poorly read & educated DJT nominates a politician who denies climate change to head NASA?! #FunnyTrump #FallofTrump",932863 +Perils of global warming could sink coastal real-estate markets - https://t.co/84tWCjc5X7,329246 +RT @abbymccartin: don't understand why some people think they have the luxury to not 'believe in' climate change lmao,339552 +"RT @semodu_pr: We should stop #climate change, otherwise climate change will stop us - #climatechange #future #Earth #Mankind #environment…",175017 +"Let's make this perfectly clear: CLIMATE CHANGE DENIERS should be called what they are: CLIMATE TERRORISTS. Yes, climate change is that bad.",605037 +"In Trump budget briefing, 'climate change musical' is cited as tax waste. Wait, what? - Washington Post https://t.co/4HsbpGgHBo",910328 +RT @Earthjustice: BREAKING: Trump to issue a sweeping exec order that will undermine critical action to fight climate change tomorrow…,379922 +"EPA chief says carbon dioxide doesn’t cause global warming https://t.co/DHazzs01iZ via @BostonGlobe + +https://t.co/pclxOFIysp. MARCH",620027 +RT @WhiteHouse: .@POTUS on how acting to combat climate change can help the environment and grow the economy: https://t.co/dLThW0dIEd,798220 +care about climate change' is one of the most useless phrases concocted. It can mean too many things. 1/? https://t.co/avZrKwXnwt,378654 +RT @mishacollins: Good point! @realdonaldtrump IS the candidate who might end global warming by bringing us nuclear winter. DON'T BE…,90310 +RT @slforeign: #Somaliland faces its worst drought ever but is still excluded from discussions on climate change. It's time to end…,660044 +Fighting climate change isn’t a “waste of money” — it’s a good investment https://t.co/v3sfqVOCHd via @Verge,143190 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,350310 +RT @davidsirota: Remember how Gov. Jerry Brown just refused to back single-payer? Well now there’s this on climate change policy.…,743542 +RT @newscientist: Most people don’t know climate change is entirely human-made https://t.co/kbAPaoR3TZ https://t.co/JNAuLwESAp,66186 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,772331 +RT @guardian: Arctic ice melt could trigger uncontrollable climate change at global level https://t.co/AuNkUlVX3c,205514 +RT @kurteichenwald: China is now explaining the history of climate change science/politics 2 underscore to Trump they didnt do a hoax. God…,743938 +"If u aint concerned with global warming my nigga, u should be",534691 +@lakshmisharath mam r u also interested in the field of climate change ? Just asking,52110 +"@EcoWatch @ukycc @CANEurope @RebelMouse Meanwhile, no one in Utah believes in climate change",179889 +RT @BBAnimals: please stop global warming.. https://t.co/S9db4KKKYg,921175 +RT @thehill: EPA flooded with phone calls after EPA head denies CO2 role in climate change: report https://t.co/vOE1d0hMtD https://t.co/1wo…,516392 +Washington state youths sue government over climate change - The Mercury News https://t.co/4U7qkukSSW - #ClimateChange,967962 +And Mr #DonaldTrump says that climate change is a hoax! What a pity. https://t.co/dGNzeTrmg3,8838 +Mexico-sized algae bloom in the Arabian Sea connected to #climate change | Inhabitat https://t.co/WQ2AxM3eAo,192236 +RT @jay_zimmer: Icebergs for global warming https://t.co/8ZYOZK4KfR,212983 +Surprising that @EPA has not changed the content 'Humans are largely responsible for recent climate change' yet.. https://t.co/4HVVn7yEMh,203985 +Beginning of the youth conference on climate change and REDD + @ONG_AIDEPur # Copmycity225,710768 +@karaisshort It's a legit question as global warming has changed our environment,524220 +"@VP @POTUS @NASA @NASA_Johnson So, the VP doesn't believe in climate change, that people are born LGBT, or that birth control (1/2)",750797 +"RT @JaredWyand: Mon: 'Hey Al, stop by Trump tower & pitch me climate change' + +Wed: 'Hey Al, I'm gonna nominate the guy who thinks you're fu…",964888 +"RT @StationCDRKelly: Tragic day yesterday with the passing of Piers Sellers, astronaut classmate, friend, and champion of climate change… ",969489 +RT @AmericanVoice_1: Surveys find 97% of #ClimateChange experts believe global warming is real & human activity is the main cause. Do you t…,178619 +"@PatriciaRobson9 @cenkuygur Their messages of being pro climate change, pro gay rights, pro immigration reform, pro gun control not enough?!",704138 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,132174 +Pretty sure we are about to see George blame penguin shit for global warming any minute now.. #QandA,46263 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,817449 +RT @Greenpeace: Happy 2017! Let's make it the year for stronger action on climate change: https://t.co/eHVVy2NULg #PeopleVsOil https://t.co…,870810 +RT @MuqadessGul: I assure you that I'll be the voice of climate change in the Senate. - Senator Mushahid Hussain Sayed @PUANConference #Cli…,233755 +"RT @GLOBE_Nigeria: 2/2)..of acting to mitigate climate change is real and cannot be ignored,”- @BarackObama @SPNigeria #NigeriaGreenEconomy",609080 +"@touchofgrey9 ⚡️ “Apocalypse bunker for seeds gets flooded by global warming” by @anchor + +https://t.co/sM9DRkLxV2",981674 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,417942 +RT @ChinaUSFocus: Follow to learn more about how China and the U.S. plan to combat detrimental climate change. https://t.co/VLo5nZ1PmM http…,992917 +"Documentary explores how climate change is impacting Yosemite +https://t.co/rJbqNhv8L4 https://t.co/ZiHXVfQ7Dr",84796 +@StormhunterTWN @weathernetwork I'll bet everyone is happy we have global warming. Imagine how much worse could this have been?,346872 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,631393 +RT @sajeebwazed: #Bangladesh demonstrates coping with #climate change as #CoP22 talks begin https://t.co/4LJ45mwvmn,340881 +RT @ajplus: Leo takes on climate change skeptics: “You might as well not believe in gravity.â€ https://t.co/v8EdagKObD,216823 +RT @Andrew_Marcus21: @MLoParis @BeverleyMaxwe15 @Jane9873 True but he also is a global warming scam promoter & appeaser and booster of I…,182348 +RT @PeterGleick: The @nytimes replaces '#climate change dissenter' with 'denialist.' Thank you for reconsidering key word choice. https://t…,567946 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,141268 +U.S. Energy Department balks at Trump request for names on climate change - Reuters https://t.co/6d8mAMmfFS,684612 +#fragrance #beauty #fashion The powerful smell of pine trees and climate change https://t.co/XaCUsIhY3J,687469 +RT @Crapplefratz: I've been saying the same thing about 'man-made global warming' for decades. Glad to see you're finally coming arou…,702863 +RT @BernieSanders: 'The concept of global warming was created by and for the Chinese in order to make U.S. manufacturing non-competiti…,286035 +"RT @kellykvee: Science may say climate change exists and here's how we can stop it, but philosophy says why climate change is bad and why w…",284067 +"RT @Pinboard: In both cases, a millenarian obsession with End Times prevents work on actual problems: climate change, ethical problems of m…",458157 +United states engagement with african partners on climate change hydroelectric energy ppt The United States has worked closely with ...,834117 +RT @CNN: How cities across Africa are fighting the effects of climate change https://t.co/zcSZtTsIuP (via @CNNAfrica) https://t.co/DRzqJd2F…,255010 +RT @Independent: Government to 'scale down' climate change measures in bid to secure post-Brexit trade https://t.co/Up9Gd9kvut,797499 +@z0mgItsHutch CNN is the result of decades of boiling down rhetoric to the point where climate change is debated by pundits on air,646377 +"RT @sjredmond: Hey Jerry Brown,climate change deniers are solidifying their support. The Koch Brothers Are Pulling Trump's Strings. https:/…",940776 +RT @abcnews: Westpac's new climate change policy is bad news for #Adani's Carmichael mine in Queensland #ausbiz…,195519 +RT @vornietom: If climate change isn't real then what the hell is up with this turtle https://t.co/HfyZQPzBAr,993798 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,364112 +"RT @cinespia: Happy Birthday @LeoDiCaprio +Thank you for standing up for climate change and human rights. ✌ï¸ https://t.co/k3Ytjn1Rha",197836 +"RT @Planetary_Sec: ���� + +Four-star veterans urge Trump-government to continue U.S. support for combating #climate change…",245546 +"RT @FilmFestList: At Sundance, Al Gore says storytellers can rally the fight on climate change - https://t.co/5hchr3VwhB… ",365759 +Hawaiian Airlines joins international climate change study - https://t.co/W6QReCj9Zx https://t.co/BVU9nsAoGg,896324 +@RMaintainers @mary122514 0bama /9/11/2001 global warming climate change carbon trading scam..killing off 1142 peop… https://t.co/xik2rwNyF9,351010 +"EPA chief: Trump to undo Obama plan to curb global warming | @scoopit https://t.co/TWiPVmS04w + now you can breath more carbon dioxide.",502504 +"RT @latimes: Despite Trump's skepticism, nearly 200 countries pledge to keep fighting climate change https://t.co/YheWWAD9nz https://t.co/l…",332354 +"RT @mike4193496: Bill Nye is protesting Donald Trump. +No one cares about Bill Nye. Old old news. He's a hoax just like climate change & th…",484950 +"@EPA @EPAScottPruitt @WashTimes Humans on the verge of causing Earth’s fastest climate change in 50 million years +https://t.co/6fJMS1WHeX",37265 +"RT @PajaritaTW: no, Alicia. los grandes perdedores son los latinos, los q luchan contra el climate change, los indocumentados, los…",202025 +RT @ChrisCuomo: Notion that all advisers who helped make this decision never discussed global warming with Potus? Come on. https://t.co/sh…,886374 +"RT @CECHR_UoD: Benefits far outweigh costs of tackling climate change - say economists +http://t.co/FvZS45Bidc http://t.co/alfK8fFezb",180486 +@NoahCRothman Problem here is many believe envir regs shouldn't be left to states. Country should act in unison to threat of climate change,687405 +"@EWErickson Is all the data -- polls, election results, alleged global warming -- manipulated? + +What, other than God's Word, is trustworthy?",298447 +RT @BjornLomborg: Don't blame climate change for the Hurricane Harvey disaster – blame society https://t.co/8IKqtsgdfl via @ConversationUK,9338 +"RT @Independent: 80,000 reindeer killed due to global warming melting sea ice https://t.co/n3602Dt8gm https://t.co/mPQ1pNaRep",982971 +RT @EricHolthaus: Just something to keep in mind: A President Trump would halt most efforts to tackle climate change. Not much point of any…,328782 +RT @newsbusters: CNN took a break from conspiracy theories about Russia to promote Al Gore’s conspiracy theories about climate change. #alg…,208788 +Come on china enough of your global warming conspiracies!!!!,477780 +RT @Amazing_images: Here you can see who the victims of global warming are ... https://t.co/NuZDI1Hloy,941588 +RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,576611 +"@bravenak @smcvea When global warming REALLY hits, somehow climate change deniers will overnight shift gears and bl… https://t.co/CrWBdE61Np",947570 +"@highwaystarzo 1 of the benefits of global warming & international terrorism,is that more people are holidaying in England,ill drink to that",997910 +RT @emmaroller: A climate change skeptic running the EPA is now a reality https://t.co/8JUq66p1Qz,74986 +"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",496365 +RT @JulianCribb: Stephen Hawking has a message for Trump: Don't ignore climate change https://t.co/11SUBs0VlH,502482 +"Finally, Paris climate change agreement designed by crooks- #Trump is not buying this crap https://t.co/afS8vBckLs",961810 +"RT @GovMarkDayton: Today, Gov. Dayton joined the #USClimateAlliance, joining Governors across the U.S. to address climate change…",94242 +RT @scienceclimate: Do you teach climate change? Join the climate curriculum project. @edutopia https://t.co/cpxsaxzjvr #lessons…,183339 +"@FoxNews @brithume @POTUS shut it down & arrest or fire all of these Democrat saboteurs, their 'climate change' hoax & lies end right now",780613 +RT @whosanto: if global warming is real why my girl cold hearted,658499 +RT @Doughravme: The only way States can fight against climate change is 2 work around the treasonous authoritarian conman in the WH https:/…,144485 +I believe in Mr. Trump about as much has Mr. Trump believes in climate change,485804 +"In Trump's America, climate change research is surely 'a waste of your money' https://t.co/wMgxASPhmz",265961 +"RT @CarolineLucas: One single mention of climate change, with no detail at all. Nothing at all on air pollution. Total environmental failur…",974437 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,430035 +RT @miel: if you are not wanting to 'get political' consider this - trump's actions re: climate change will render this plane…,906357 +RT @alyshanett: 92 degrees in November... da fuq?? But climate change isn't real... 😒,327332 +RT @Fusion: Why the scariest response to climate change is finally being taken seriously: https://t.co/jPL6QR5n54 https://t.co/LlgQFlVIly,460921 +RT @PrisonPlanet: A bunch of Oxford elitists want to tax the food of poor people because 'climate change'. How about fuck off instead? http…,493471 +RT @UN: #WorldOceansDay: Crisis beneath the calm of Seychelles as climate change threatens coral reefs #SaveOurOcean…,16241 +RT @clareshakya: Denying denial: time to arm ourselves with facts & shore up ambition to tackle climate change @IIED @andynortondev https:/…,58712 +17 U.S. communities are actively relocating due to climate change. Upwards of 13 million Americans will be at risk… https://t.co/DVoRZ5ZrD8,816270 +"RT @elimeixler: .@AJEnglish appears to have taken down a heinously anti-Semitic tweet about climate change denial. +Cuz deleting me…",910551 +RT @pettyblackgirI: Well considering her husband doesn't even believe in climate change the 'gift of nature' won't be able to heal sick…,771337 +"RT @TonyKaron: 'Do you now, or have you ever believed that climate change is caused by human activity?' https://t.co/RnHCvwRrAI",573204 +"RT @Scout_Finch: It's climate change and saving the planet and mankind, not picking where to vacation. https://t.co/SeYz8wWGWm",367907 +"@RVAwonk + +That's the guy who brought a snowball into the house floor and said it was proof that global warming wasn't a thing, isn't it?",372518 +@DavidCornDC @MotherJones does he know there's a difference between weather and climate change or does he lump them together? Oh right...,639437 +"RT @CLMTBerkeley: Head of EPA denies carbon dioxide causes global warming – video: Scott Pruitt, the new head of the US Environmental… http…",474666 +RT @washingtonpost: EPA chief pushing governmentwide effort to question climate change science https://t.co/x0g3CwNlrR,648482 +RT @JGreenDC: The most polarized on the issue of climate change scored the highest on assessments of scientific literacy https://t.co/6LNDm…,143860 +RT @insideclimate: Gov. Jerry Brown warns Trump that California won't back down on climate change https://t.co/CO0p9PU3Fd,114275 +"RT @USMC_DD: Questions Trump never answered +Obama's wiretapping evidence? +Did Russia hack? +Is climate change a HOAX? +Why no cameras @Press…",358451 +"RT @xanria_00018: You’re so hot, you must be the cause for global warming. +#ALDUBLOSTinLOVE @jophie30 @asn585",576988 +"@darrenrovell pollsters 👎Like the deniers of climate change. +They have no clue!",346022 +"RT @globalnews: “In Paris, we came together around the most ambitious agreement in history to fight climate change,” Obama said. https://t.…",533375 +RT @sloat24: Damn I wish global warming was this good when I was a kid so I coulda trick or treated in 70 degree weather,887942 +RT @rabihalameddine: Trump calls global warming a Chinese hoax. Clinton emails.,643526 +"RT @AstroKatie: In case you were wondering: no, 4 years of US-led inaction on climate change will not go well for the planet. Now is when i…",435200 +RT @KeepsinItRealz: I blame global warming and something about gay wedding cakes. https://t.co/x4L2JN2ark,73621 +RT @highimjessi: America's new president doesn't believe in climate change and thinks women who have abortions should be punished. Welcome…,430733 +"Trump just had to do it...stared at eclipse without glasses. Scientists said NOT to , but they believe in climate change so must be false",187712 +RT @therealroseanne: #Obama's bullshit has caught up w him: global warming is caused by radiation from Japan's nuclear accident which he ha…,216777 +"RT @HillaryClinton: 'If you believe in science and that we have to act on climate change, then you have to vote!' —Hillary https://t.co/jfd…",236330 +"Scott Pruitt, the head of the EPA, said that carbon dioxide was not a primary contributor to global warming https://t.co/PFgvJgbMNV",615817 +"Nicholas Stern: cost of global warming ‘is worse than I feared’ + +https://t.co/6w3nouwg3V",279661 +@BadAstronomer @Syfy How about we study global warming on some hypothetical expoplanet. Those Earth studies are just to provide a baseline.,515797 +My one request: during all the coming coverage of the hurricane please make a note of how often you hear climate change mentioned.,846929 +"RT @Bentler: https://t.co/iB1xnJDJKi +A man who rejects settled science on climate change should not lead the EPA +#climate… ",927705 +Humans Caused 100% of the Past Century’s Global Warming - Unnatural Causes 100 percent of global warming over t... https://t.co/KvzPmEJfBI,337882 +Must-watch: Leonardo DiCaprio's climate change movie 'Before the Flood' - https://t.co/qJQxWXN6aF https://t.co/W75wlPjKz1,651214 +"RT @_Makada_: Sahara Desert gets first snowfall in almost 40 years, but the fake news media told me global warming is real! + +https://t.co/L…",751056 +"RT @Hope012015: Trump to undo Obama plan to curb global warming, EPA chief says https://t.co/RME4KwJ5iQ via @BostonGlobe",248125 +They aren't bright enough to understand. I will translate. 'Tattoo Kardashian iPhone8 herbal enema climate change s… https://t.co/76uYPGh3do,659759 +First two paragraphs are loaded with bullshit about climate change and forced carbon tax.. this government has got… https://t.co/KoEgsFZLGf,44797 +"RT @cleanh2oaction: Scott Pruitt misled the Senate at least 3 times abt climate change. As a former baseball player, he should know wha… ",798117 +RT @Niki_London: Not surprised. This is a man who thought global warming was propaganda. https://t.co/uA5lozZR5Q,638313 +New Post: Global warming causes Alaskan village to relocate. How to stop climate change before it’s too late https://t.co/pzKU7Ubom8,204555 +RT @ClimateTracking: Why is #women participation and engagement important in climate change work both in policy and grassroots level?…,540417 +RT @michaelhallida4: 97% of scientists told the LNP climate change is real and happening so Josh Frydenberg say COAL will save you. Morons…,352057 +"RT @SuzanneWaldman: 'Activists, treating climate change as a problem validating their policy goals, contributed to climate skepticism.' htt…",799088 +"Getting used to the snow in Tabuk, KSA (desert) was weird but snowing 190km north of Riyadh? We have serious global warming issues- Wut even",934720 +"The longer we wait to take action on climate change, the more difficult and expensive it will get:… https://t.co/xjzE7XXmp4",529609 +RT @albertasoapbox: Why a #C02 tax? I would like to see the Alberta #PCAA have a public discussion on the science of global warming. C02 la…,358662 +"RT @UberFacts: President-elect Trump has selected Myron Ebell, a climate change skeptic, to lead his Environmental Protection Agency transi…",704245 +Trump-fearing scientists remove 'climate change' from proposals - https://t.co/Pl8D4zh0Ve,932974 +"£1.5 billion for climate change denying creationist anti-abortion, anti-science, homophobic fraud and terror enablers.",531048 +Deny climate change and stop protecting our nation's natural spaces. This is how we make America great again. https://t.co/rMQD6YKklU,71743 +"RT @ThePoke: #recap 23 amusing signs to distract you from the perpetual doom that is Brexit, Trump & climate change… ",767345 +Group says Nigeria needs 2.4m litres of biodiesel daily to meet climate change… https://t.co/qSCg7iwHcV #EnergyNews,530839 +RT @NRDC: G7 leaders blame US for failure to reach climate change agreement in unusually frank statement. #ParisAgreement https://t.co/dbX…,815047 +"RT @MissLizzyNJ: Blizzard Warning: A bunch of snowflakes will try to shut this trend down and replace it with muh global warming. + +❄️��❄️��❄️…",128752 +"RT @joostbrinkman: Cost of climate change: World's economy will lose $12tn unless GHG's are tackled. Thats $12,000,000,000,000 #ActNow http…",39654 +RT @KvanOosterom: Celebrating entry into force of #ParisAgreement to counter climate change with #SIDS colleague PermReps hosted by…,132905 +"RT @samgeall: China understands the need to mitigate climate change. But also: wants to move into position of technology leadership, restru…",116459 +I admire the irony of David Koch being a major sponsor of NOVA while at the same time pushing climate change denial.,165532 +called global warming a hoax perpetrated by the chinese' I'm wheezing pls watch this https://t.co/UfiPVNyYGb,502758 +RT @mitchellvii: Americans are even less worried about Russia than climate change.,284295 +RT @SaleemulHuq: Need to invest in long term capacity building to tackle climate change instead of sending fly-in and fly-out international…,29769 +RT @YaleE360: Botanist plans to use unique biodiversity of Appalachia to save plants from climate change & boost region’s economy https://t…,818671 +RT @LeeCamp: A 1991 Shell Oil video shows they KNEW about the dangers of climate change all along [WATCH] https://t.co/ikn9y3NU7m,201465 +Does Trump getting elected mean global warming isn't real? Find out tomorrow at our annual Flat Earth Society Convention,663088 +Scientists say climate change is causing reindeer in the Arctic to shrink - The Week Magazine… https://t.co/KqKE89sIF4,184683 +@ChrisMBassFTW I'm surprised more businesses haven't parted ways with GOP due to the religious nutters. Denying climate change?! Bonkers!,281280 +RT @mttmera: Dry ice will save global warming thanks dayjah,496917 +RT @bencaldecott: Mark Carney: firms must come clean on exposure to climate change risks | Business | The Guardian https://t.co/kBGGOIDWN3,229445 +RT @drewepting: How about that global warming folks,906993 +"RT @PoliticKels: Don't worry about global warming. We're going to build a new Earth, a bigger Earth, it will be the best Earth ever #TrumpN…",734003 +RT @TIME: 'This is the pivotal moment in the fight against climate change' https://t.co/IWaQ77MD3f,970888 +RT @CharlieDaniels: I cant remember if Al Gore invented the internet before or after he invented global warming,75892 +RT @YourAnonNews: Why don't people understand Exxon Mobile and the Koch Brothers are funding the narrative that climate change doesn't exist,829171 +RT @newscientist: It just got harder to deny climate change drives extreme weather https://t.co/dbI8WdX0fW https://t.co/AKvQVfjmTg,487955 +"RT @Jackthelad1947: Wild weather & climate change #StopAdani #keepitintheground #auspol #qldpol #science + https://t.co/UCLs3zB3Pb",127968 +World leaders duped into investing BILLIONS by manipulated global warming data https://t.co/iLEtQKfB14 … https://t.co/n4pUAYxXER,274632 +RT @MaryCreaghMP: Theresa May should use her meeting Donald Trump to tell him that climate change is not a 'hoax'. https://t.co/J0xzYRBYag,731069 +"@donttrythis I hear this a lot in my part of the country, show me recorded data showing evidence of climate change from 1000 years ago.",221632 +@JenniferGrayCNN @hm5131_massey Of course one candidate believes in the science of climate change the other dismisses it.,769168 +RT @realLO2017: @realLO2017 If 'global warming' is #real then why do we have so many snow days? China is responsible. Sad!,641285 +"RT @GeorgeTakei: Pope Francis gave Donald a copy of his climate change encyclical & a treatise on progressive economics. + +Hope he included…",454883 +@POTUS @realDonaldTrump Donald most intelligent speech on 'climate change'... https://t.co/ixYhB4CbLy,821566 +Moroccan vault protects seeds from climate change and war #RABAT #Morocco #seedbank https://t.co/RO9t0IK4HQ https://t.co/7FqCCuyFqT,314629 +RT @CivilJustUs: How do they expect us to care about global warming with all this penguin on penguin crime?? https://t.co/HypysWHvVV,82988 +"RT @JoshButler: I went to Antarctica with @TomCompagnoni for this massive project on climate change, science and exploration… ",696785 +RT @naheinyaar: Find yourself a guy who cares about global warming and the bees dying,797805 +RT @washingtonpost: Analysis: Hurricane Harvey and the inevitable question of climate change https://t.co/k3sRVeamO9,525201 +"#ClimateChange #GIF #New #world, green, earth, waiting, sign, sitting, climate change, soul… https://t.co/j6qZUpV3R1 https://t.co/KjOSdnyrcI",599152 +"@luisbaram @EcoSenseNow rule #1 of climate change alarmism, the current year is always the hottest on record.",466357 +RT @GadSaad: imply that I am a climate change denier BUT it does imply that I don't believe that my soccer injuries were caused by climate…,191679 +RT @sierra_markk: Happy Earth Day! Stop denying climate change! Science not Silence!! I love earth!,777617 +"RT @tveitdal: G/: Trump’s colleagues want to change his instincts on climate change, but few can predict how he might react…",3581 +RT @NRDC: Flat-out denial of accepted science: Pruitt says he doesn't agree CO2 is a primary contributor to climate change. https://t.co/NP…,176471 +RT @UCSUSA: Will fossil fuel companies join in fighting #climate change? https://t.co/zQk51TivZE #CorporateAccountability https://t.co/2Doj…,188510 +RT @postgreen: The quest to capture and store carbon – and slow climate change - just reached a new milestone https://t.co/J73phLV7de,852019 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,687573 +RT @SethMacFarlane: HRC proposes installing half a billion solar panels by the end of her first term. Trump thinks climate change is a hoax…,1499 +"RT @DaniNierenberg: 'Let's give the next generation agriculture that protects soil, promotes biodiversity, fights climate change.â€ -K.…",687976 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,815050 +RT @ajplus: Is this deal to fight climate change too late? 😕 https://t.co/e76UJNCYN8,670948 +"RT @davatron5000: A climate change denier as head of EPA. +A creationist as head of Education. +A Nazi-inspired database for Muslims. +Ugh. Th…",321255 +@EPA Scott Pruitt wants to set up opposing teams to debate climate change science https://t.co/Mz1LWpIsBc,683149 +RT @Thomas1774Paine: How bout you refund the billions you've stolen in federal grants to fund your portfolio. Real climate change: To yo…,157906 +"RT @MarkDiStef: Yes really, Australia’s senate set aside one hour to debate “the disputed theory of global warming' https://t.co/71ryMJkDbX",723426 +"@erinisaway if you're able to turn a blind eye to climate change & consider it an issue for thirty years down the line, you're very wrong.",977979 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,693058 +"RT @suzlette333: A million bottles a minute: world's plastic binge 'as dangerous as climate change' #Pollution #ClimateChange +https://t.co…",917095 +"RT @MDSebach: If by 'climate change experts' you mean 'catastrophic climate change cheerleaders' or '...partisans,' their fear is…",197950 +RT @InfoDesign_Lab: We discuss how to communicate climate change with @bjornhs and Espen Larsen @klfep @unioslo https://t.co/LWK3jojtDY,812383 +It's the beginning of November n I'm wearing jeans n a t shirt n sweating but y'all still think global warming doesn't exist ðŸ¸â˜•ï¸,122505 +Ice core samples used for climate change research melted after freezer failure https://t.co/1zoDcSJdYV,913830 +"this year is snowing more in USA/canada/europe and sahara desert than other years, i can agree with trump that global warming is hoax xD",286098 +"@Sluttela not this year apparently, global warming kill us all",76092 +Badham favours workers (coal jobs) over climate change (too much fossil fuels) - 'jobs save nature' or some such b… https://t.co/V4JeXLDO8u,544534 +"RT @explicithooker: me: Leo come over +Leo: i can't im busy +me: my friend said global warming isn't real +Leo: https://t.co/kveRTYlpIi",370160 +"RT @Tomleewalker: u talking about tackling climate change + +▶ ��──────── 23:07:42 + +u talking about the environmental effects of animal ag + +▶…",527515 +"As climate change heats up, Arctic residents struggle to keep their homes #Arctic https://t.co/SM9eYMZ9Z4 #Arctic",617472 +RT @climatehawk1: Insurers count cost of #Harvey and growing #risk from #climate change | @reuters https://t.co/eyZXdWtyUT…,177127 +RT @TheAuracl3: Vice President Elect Pence just confirmed an anti-LGBT agenda is definitely on and Trump appointed a climate change…,173098 +RT @AnimalBabyPix: The effects of global warming https://t.co/NV3eFwBk6D,328325 +"From Oslo to Sydney, #cities are leading the way in setting ambitious goals to curb climate change. https://t.co/FnyNUb8k2G",443275 +RT @RogueEPAstaff: EPA has taken down its climate change website. #climatemarch #altgov https://t.co/qp8CBvZQB0,662169 +RT @NowaboFM: Now @POTUS will change his opinion: climate change may not be invented by China - but by Japan. Great stuff.…,745784 +3/ objective journalism sticks to facts: 'science says climate change is real' - and avoids ascribing motives etc.… https://t.co/u1fsUDQ4xE,877890 +RT @pleatedjeans: Santa gives coal bc the North Pole is cold af he's trying to speed up global warming in 100 years his workshop will be be…,129486 +Scientists just published an entire study refuting Scott Pruitt on climate change: https://t.co/GG2xjz0fz7,57431 +RT @thehill: EPA removes climate change page from website amid 'updates' https://t.co/LeALQozE8L https://t.co/7uch58zYUH,184494 +RT @Fusion: America is about to become the only country in the world with a leader who doesn’t think global warming is real.…,653677 +"@FCPSMaryland We have to have a snow day tomorrow, with global warming we won't have many left. Fit 'em in while you can right?",77414 +RT @LodhiMaleeha: I was honoured to deposit Pakistan's instrument of accession to the Paris agreement on climate change at UN today. https:…,766841 +RT @nature_org: World leaders reaffirm their commitment to climate change and the #ParisAgreement. https://t.co/q6dKopWrSo https://t.co/BMp…,340443 +"RT @rootsinterface: i love being queer, supporting women & poc & their rights, believing in climate change & evolution & basic science, aid…",331063 +@GregHands @tradegovuk Agreed. Does the forecast account for works required for global warming preparation/ resilie… https://t.co/uC88QGCnvi,560136 +RT @GreatGasScam: #FossilFuel driven climate change disaster yet #auspol throw our $$$ at their mates in #Shale #CSG #GAS. Smacks of…,791454 +1 News • '‘Fight against climate change is a moral obligation’' via @233liveOnline. Full story at https://t.co/j7W89CP1NS,804182 +RT @RichieBandRich2: 75 degrees in Chicago on November 1st...global warming but aye it's bussin,996054 +"RT @NewsHour: What a Trump administration could do on immigration, health care, climate change & more in his first 100 days. https://t.co/Z…",997577 +"Pruitt’s EPA office deluged with calls after he questions science link between human activity and climate change~ +https://t.co/u1mXTADByw",678955 +politico: Merkel's visit this week will test whether allies can persuade Trump not to blow up their efforts on global warming… …,146227 +RT @GEMReport: Both teachers and students need to learn about climate change and its underlying causes #COP22…,299148 +"#EPA chief Scott #Pruitt: Carbon dioxide not a primary contributor to global warming https://t.co/OU0IWzeYG1 +#Embarrassed as a country yet?",964213 +G20 finance ministers ditch anti-protectionist pledge and #climate change commitment after US opposition: City AM https://t.co/kg2Lz6IxpP,703910 +"RT @cbcasithappens: Canadians help U.S. scientists protect climate change data: +https://t.co/xdeifq0G7l https://t.co/mC1QEozHTf",651805 +RT @Reuters: EPA chief unconvinced on CO2 link to global warming. Via @ReutersTV https://t.co/eeG5RieyTY https://t.co/l67L0dr6AZ,360112 +RT @MBlackman37: #ChrisChristie successfully getting tan is proof global warming exists.,554929 +Obviously the scientists behind the global warming conspiracy have calibrated these plants incorrectly. https://t.co/Z4oHmf3REn,460850 +@spacealienzz & people here still have the nerve to say global warming isn't real !,266567 +"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",988459 +RT @climatehawk1: China blames #climate change for record sea levels | @Reuters https://t.co/zmKndsamHI #globalwarming #saveourfuture…,54960 +@AlwayzB_ the problem here is.. what is the long run when we cut funding to the EPA and climate change destroys the planet,262128 +Having a phone without a headphone Jack will be like having a president who doesn't believe in climate change https://t.co/8dOaodLoxO,390911 +"@YogiBabaPrem @FOTCangela @CNN @DrJillStein Well if you voted Jill, how's climate change going for ya among other t… https://t.co/hau4lGqJrq",663234 +@helenhuanggg @joyceala it's a waste of wood and causes global warming tho. Killing trees for no reason,207607 +#bbc US diplomat in China quits 'over Trump climate change policy': The Beijing-based envoy… https://t.co/7UlFff6210,166012 +"RT @charliejane: It's definitely true that fiction should be dealing with climate change way more, but there's been some great stuff: https…",215025 +RT @jameshupp: Batteries are great but the best way to fight climate change is to elect 70 or so additional Democrats to Congress. https://…,819232 +"seriously, though, would saying 'climate change is an alien conspiracy' really be any sillier than denying its existence completely",738464 +"As climate change heats up, Arctic residents struggle to keep their homes #Arctic https://t.co/H2w6cStnUy #arctic",152114 +@POTUS @NWS oh and global warming arming is fake news right?,812759 +China tells Trump that climate change isn't a hoax it invented https://t.co/rVm8xZR6Pv via @business,249602 +"RT @DavidParis: ahaha the ALP are saying, fresh off their approval of Adani, that progressives need to work together on climate change. FFS…",802862 +RT @jamespeshaw: A strong Green heart in the next progressive govt means ambitious climate change legislation in the first 100 days https:/…,713304 +The entire global warming mantra is a farce. Enlist in the #USFA at https://t.co/oSPeY48nOh. Patriot central awaits… https://t.co/Qb5F99nDKF,577367 +RT @Channel4News: .@LeoDiCaprio calls on citizens to vote for “people who believe in climate changeâ€; @realDonaldTrump has called it…,491349 +RT @ATBigfoot91: Hey MAGAs: how stupid are you when 100K PhD.s tell you global warming is caused by CO2 yet you never even heard of…,652650 +"@televisionjam issues of unemployment, infrastructural & economic development, climate change, social intervention programmes & civic pride.",967930 +RT @davonmagwood: When you believe global warming is fake news. You do dumb shit like this. https://t.co/V8tiREQfvy,900531 +im howling at these global warming memes but for real im acctually worried about the environment https://t.co/xTBy9fRiSv,869994 +RT @wef: 7 things @NASA taught us about #climate change https://t.co/Gxxm61F2iB https://t.co/xvmMjzUWWZ,677812 +RT @SenSanders: We have a president-elect who doesn't believe in climate change. Millions of people are going to have to say: Mr. T…,576783 +RT @NYtitanic1999: Boris Johnson thinks no one should tell Donald Trump he's wrong about climate change https://t.co/4Zfs2u6mKt https://t.c…,401607 +RT @benandjerrys: We've come too far to back down now. We must continue to fight climate change and #KeepParis. Join @ProtectWinters…,935016 +RT @TheInfidelAnna: Im not willing to change my lifestyle because of climate change. I dont care. I want ISIS wiped out #MAGA…,743175 +"RT @GhostPanther: Biggest loser tonight is the human race. Cause climate change is gone as an issue in Trump America. + +THIS IS A HUGE DEAL.…",966359 +You know who doesn’t care about climate change? Everybody. #GetReady https://t.co/3CgxfwUGPp,208243 +RT @elonmusk: @TheEconomist ... on how to address threats of climate change. They do require a global response.',332009 +"RT @1followernodad: parent: I'd do anything for my children! + +Scientist: here's how to stave off climate change so your children can stay o…",486157 +RT @leepace: Bali. The mud under mangroves hold one of natures best solutions to climate change. Blue Carbon Solutions.…,343615 +RT @bvdgvlmimi: completely normal. climate change is absolutely a myth. nothing to see here folks let's keep pretending the world i…,462164 +RT @thinkprogress: TV coverage of climate fell 66 percent during a record-setting year for global warming https://t.co/uliCapYn4e,407405 +RT @LeeCamp: 44% of honey bee colonies died last yr due to climate change& pesticides. 90% of great barrier reef has died. When bees &ocean…,931719 +@a2controversial BTFO global warming conspiracists,642445 +"@TwitterMoments 'Uh......fake news! Ain't no such thing as climate change' + +- A republican, somewhere in America.",940529 +UC Berkeley researcher debunks global warming hiatus - SFGate.. Related Articles: https://t.co/WskgTLf1vw,693850 +RT @richardbranson: Everyone from Sir David Attenborough to Rex Tillerson knows climate change is critical: https://t.co/m5BWwat5Hu https:/…,846956 +RT @MDBlanchfield: Al Gore thought Trump ‘might come to his senses’ on climate change. Nope. - The Washington Post https://t.co/B1m76WmtGA,999669 +RT @sophiaxemily: Obama has spent time creating a plan for climate change issues and it's gonna go down the drain bc TRUMP THINKS GLOBAL WA…,256463 +"RT @craigtimes: Jack Black calls @FLGovScott 2x about #Florida's lack of action on #climate change, can't get thru https://t.co/xpRzEHpONy…",37534 +@HuffPostPol - We all know climate change is real.,930321 +"RT @CapitolAlert: As Trump appoints climate change denier to EPA transition team, @JerryBrownGov doubles down on climate change fight https…",495749 +Wow......the Chinese are soooooo good at this climate change 'hoax' smh....... I sure wish our next president had a… https://t.co/FPmpm5uYS4,363368 +"Stopping global warming is only way to save Great Barrier Reef, scientists warn: Improvements to water quality or… https://t.co/EmoIfnzRWB",482774 +RT @WinWithoutWar: Rex Tillerson funded climate change deniers for 27 years despite Exxon’s knowledge of climate change in 1981. #rejectrex…,968706 +RT @michikokakutani: The Arctic is undergoing an astonishingly rapid transition as climate change overwhelms the region. via @sciam https:/…,984473 +Al Gore offers to work with Trump on climate change. Good luck with that. - Washington Post https://t.co/kn4RGZw1B1,537348 +RT @obliviall: «Il concetto del global warming è stato creato dai cinesi in modo tale che l’industria manifatturiera Usa non fosse competit…,511380 +"RT @mcarrington: SHOCK: The 'Father of global warming', James Hansen, dials back alarm https://t.co/vHKoqtuKXP #FAKEGlobalWarming… ",74611 +"@criticalthinkrs @nlingua @realDonaldTrump you mean saving some Americans job , focusing more on economy than climate change maybe",714843 +@BreitbartNews 93 million a day??? That would probably solve the 'climate change' issue.,83398 +RT @business: China tells Trump climate change isn't a hoax it invented https://t.co/eWVQtI28t3 https://t.co/7qV3RfzTTE,953071 +@Not_a_rake1234 @AnaBulger2 @KgiardenKaren @jjauthor @KevinPlantz don't make stereotypes. She might believe in some kind of climate change,644182 +RT @ingridfcnn: More #Science facts adding to body of research on #climate change. Perilous warming increase in #oceans.…,636836 +Rex Tillerson made Trump’s position on climate change seem like a hoax https://t.co/adb6oek74b,591233 +"Under Obama, national parks tweeted about climate change. + +Under Trump, they tweet about shit. https://t.co/kANnVpZj9F",479785 +"RT @SenSanders: When climate change is already causing devastating harm, we don't have the moral right to turn our backs on efforts to pres…",366080 +@iainkidd Genocide and mass rape are more horrific and evil. Irreversible climate change is potentially more catastrophic. Apples/oranges.,86880 +"RT @CSUBiodiversity: Conserving natural sounds is an important, yet often overlooked practice, especially as climate change alters the s… ",285987 +@kerrence Good thing climate change is a liberal hoax and weather won't continue to get more and more extreme going forward,560727 +"If global warming doesn't exist, then why did club penguin shut down?",248082 +RT @corpsemap: you know who was really good at science? the oil company guys who figured out climate change in the 1960s. didnt help much,53406 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",152769 +"RT @SenBookerOffice: In May 2016, Scott Pruitt said the debate over global warming “is far from over.” 97% of scientists & a majority of… ",953075 +How informed are you on climate change? Take the quiz and find out. https://t.co/bHqs83HQ70,798231 +RT @DmitriMehlhorn: Phrase 'climate change' scrubbed from NIH website https://t.co/G0NPCCwAR2,596716 +"Trump's transition team crafting a new blacklist—for anyone who believes in climate change + +https://t.co/NhzeA2RcLG",496433 +"RT @J_amesp: Thankfully, America's autocracy will be short lived and the world we know will be killed by climate change before we repeat th…",68652 +RT @altUSEPA: 75% of extreme heat events now attributed to climate change. https://t.co/TW5MMWQmIx,415102 +RT @k_leen022: let's just keep pretending global warming isn't a thing and enjoy the 60 degree weather in january 👍🏼,247580 +The bigger pictture: combining #climate change reduction #policies with ensuring #humanrights https://t.co/ycY0soFWbP via @ecobusinesscom,739680 +"RT @InvestWatchBlog: Trump killed Obamas, Merkel & China's global climate change initiative today. ( The Paris Act) - https://t.co/POwlb1n6…",467608 +"RT @TheReel_in: Watch, absorb and act upon Leonardo DiCaprio’s dire warnings on climate change in ‘Before the Flood’ https://t.co/7NpajBFLrG",120848 +@JodieMarsh How do you feel about Trump's denial of climate change though? He says one of his first jobs will be to cut funding...,799462 +RT @kshaidle: .@ClimateDepot meets up with @SheilaGunnReid at the UN climate change confab in #Marrakech #COP22... #MAGA https://t.co/aHUiL…,580292 +"RT @ZachTBott: Global warming and climate change isn't real, so fuck the earth amiright??",943835 +"RT @jfberke: Bloomberg has a message for Trump on climate change. + +https://t.co/84G5pzeUwN",990402 +"Climate talks: 'Save us' from global warming, US urged https://t.co/uwHvPMeE5l #BBC",955360 +Why didn't Theresa May make a PUBLIC declaration about Trump's climate change u-turn? https://t.co/3I7N1OqVhI via @MidWalesMike,947963 +"@sidharth_shukla well, after your contribution at global warming phenomena you owe to humanity a kind of compensation ����������",784748 +RT @MichaelSpenc72: Questions about climate change ? This gif says it all. Retweet. https://t.co/YrdNU6eYig,502914 +"Harvests in the U.S. to suffer from climate change, according to study https://t.co/96EpDPwTIt https://t.co/NHdC7alKOz",365296 +RT @ClimateBook: Call US EPA administrator Scott Pruitt +1 202-564-4700 and tell him global warming is real and is due to CO2 emissions.,158992 +Oil & gas as part of the solution to global warming: materials. Read https://t.co/rg5sqrlkfG,471246 +David Hempleman-Adams urges climate change action after Arctic voyage https://t.co/sTIJ402RFO,345671 +@Dad613 @democracynow @mgyllenhaal nuts is ignoring climate change so you can keep greedily polluting.,687199 +"Charlie Clark talks Uber, climate change and fentanyl at mayors' meeting with Trudeau https://t.co/n1pUtHZsVY #uber",321723 +"RT @ddlovato: #IVotedBecause I believe in equality, we need comprehensive immigration reform, I am pro-choice and global warming IS real. #…",174439 +RT @FollowTheVegan: People who care about climate change: one of the biggest factors a person has personal control over is eating vegan. ht…,442391 +RT @ClimateTreaty: Mangroves and marshes key in the climate change battle - Huffington Post https://t.co/y1W5N3SvIo - #ClimateChange,750827 +"@RaylaKrummel Lmao I believe that to but not about this, if you believe global warming isn't real then you're wrong… https://t.co/PkvTKhG39K",171801 +RT @rabiasquared: And climate change has much to do with this. Pruitt is helping dig this grave. https://t.co/58dXCQ0wHW,165677 +SPPI is a green advocate and helps in the preservation of more trees to help curb climate change. https://t.co/ClawMrUPJJ #exteriorpainters,563428 +"RT @sydneythememe: Donald trump, the now president of the United States...... does not believe in global warming ðŸ˜",464821 +The unthinkably high stakes for climate change that we’ve completely ignored this election https://t.co/jItgZUnfKs via @voxdotcom,116432 +"Latest climate change scare story: Rising oceans to produce '2 billion climate refugees' by the year 2100, alarmis… https://t.co/mq9Iv2omaw",204331 +"RT @jedrlee: Hey girl, are you climate change? +Because I'm going to ignore you until you fuck me.",644706 +"RT @ABCPolitics: Trump team compiling names of Energy Department staff who worked on climate change policies, document shows… ",305351 +RT @NYTScience: Want a real snapshot of Trump's climate change policies? Take a look at the proposed Energy Department cuts…,731500 +"@MauritsGroen @Standplaats_KRK Ye-, men denkt aan abrupt global warming zelfs- en dan zijn we mega-fucked, en snel ook",17208 +RT @Thomas_A_Moore: polar bears for global warming https://t.co/6AITzjHapC,19337 +i think the day i understand why many people don't think climate change is real is the day i die,8755 +"RT @PeterHeadCBE: +40C never been recorded in UK, but could quickly become common with climate change. Also drier S Coast,wetter West. http…",133797 +@climateguyw This hot is nonstop - thanx climate change. We have weathered enough heat for the summer-at least rain… https://t.co/DJbZnWJZOK,255140 +RT @mcnees: Periodic reminder that Trump is a hypocrite who knows that human-driven climate change is real. https://t.co/s0KMY79Wk3,627021 +RT @PhotograNews: Meet the woman using photography to tackle climate change - The Independent https://t.co/cryWp9tIeh,914045 +#weather King County among US hotbeds of belief in global warming – The Seattle Times https://t.co/k73QzA3xX6 #forecast,763365 +RT @grist: Major TV networks spent just 50 minutes on #climate change (COMBINED) last year https://t.co/Wm8OGXEN1b https://t.co/RFXvU56uum,655183 +RT @tweetotaler: Today's @PLOS Reddit AMA: #scicomm researchers answer Qs on science literacy and climate change. https://t.co/SRDwdDvhVW #…,773911 +"When asked about climate change, Hillary Clinton stated that she will 'Deliver on the pledge' President Obama made to combat global warming",411123 +RT @benmekler: It's 91 degrees in mid-November and the president-elect wants to cut 100 billion dollars in federal climate change spending,125139 +Watching Bill Nye the Science Guy special on climate change. One dude just leaves us 15 more years to survive. Doomed,647348 +RT @StephenSchlegel: she's thinking about how she's going to die because your husband doesn't believe in climate change https://t.co/SjoFoN…,335490 +"Shrinking glaciers are ‘categorical evidence’ of climate change, study says https://t.co/Nd58nlqfjF",660005 +"RT @ULTRAVlOLENCE: Interviewer: 'What do you think about global warming?' +Melania Trump: 'Hello... He's kind he's strong, he's a great... c…",612647 +RT @Complex: .@BillNye on climate change under Trump: 'Maybe the world will end' https://t.co/KPW3tq2082 https://t.co/NzK32hWIxg,53118 +"@CNNPolitics @cnnbrk taking money from the little people cant fix global warming, its a ponzi scheme to steal from poor to give to liberals",402290 +"Tackling climate change doesn’t cost the Earth, and Britain is the proof, writes Michael Howard @guardianopinion… https://t.co/8VrTy58tmb",954816 +RT @ClimateRealists: Three Cheers: Another US agency deletes references to climate change on government website https://t.co/yvhm28dBRt,285572 +pnwsocialists: Microbes in soil are essential for life and may help mitigate climate change via /r/climate … https://t.co/bV7LDB5RnC #just…,682172 +RT @GlennKesslerWP: The Trump administration just disbanded a federal advisory committee on climate change https://t.co/t8LenfJl5S,229711 +Older politicians that deny climate change are too old to care. It's time for politician change.,17840 +"RT @SteveSGoddard: 'for the last four decades the global warming industry has been almost wholly under the control of crooks, liars, ....'…",959088 +RT @ClimateChangeB: Guest Opinion: Time to act on climate change #ClimateChange https://t.co/4ijOsrYEZz,638708 +RT @alexwagner: The areas of the US that will be most disproportionately affected by climate change are red states in Trump Country: https:…,940588 +@SenSanders scientists disagree in means of dimension not in means of origin of global warming and climate change as such.,288271 +RT @a35362: Scientists explain apocalyptic effect of Trump pulling out of the Paris climate change agreement…,961513 +Just watched Nat Geo's documentary about climate change! #BeforeTheFlood #FeedTheMind #BeInformed,46205 +RT @kazahann: & this will be their pretext for Iran 'US Navy emphasized that climate change poses a threat to national security.'https://t.…,27319 +RT @ScienceNews: What’s the cost of climate change for your county? https://t.co/K6dXuOdebc,634943 +"RT @BrittanyBohrer: Brb, writing a poem about climate change. #climatechange #science #poetry #fakenews #alternativefacts https://t.co/RpUs…",895714 +"2016: the year climate change came home: During the hottest year on record, Karl Mathiesen travelled to Tasmania… https://t.co/WwSrJQfvMg",875167 +RT @loop_vanuatu: Pacific countries positive about Fiji leading the global climate change conference in November. https://t.co/PIPRndhkYd,78329 +"RT @xanria_00018: You’re so hot, you must be the cause for global warming. #ALDUBLaborOfLove @jophie30 @asn585",867455 +RT @chloebalaoing: climate change is a global issue that's only getting worse. eating plant based is the least amount of effort that h…,470892 From dfe5019a38f372c6c9d1a2847b62b4db6c63ca69 Mon Sep 17 00:00:00 2001 From: chidinm_madukife Date: Fri, 23 Jun 2023 04:28:50 +0100 Subject: [PATCH 18/19] clean data - no stopwords, punctuations, urls, #s, @s --- clean_test.csv | 10547 +++++++++++++++++++++++++++++++ clean_train.csv | 15820 ++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 26367 insertions(+) create mode 100644 clean_test.csv create mode 100644 clean_train.csv diff --git a/clean_test.csv b/clean_test.csv new file mode 100644 index 00000000..8ed8c669 --- /dev/null +++ b/clean_test.csv @@ -0,0 +1,10547 @@ +tweetid,clean_message +169760,europ look china make sure alon fight climat chang +35326,combin poll staffer climat chang women right fascist state +224985,scari unimpeach evid climat chang alreadi here +476263,putin got jill trump believ climat chang think hoax +872928,femal orgasm caus global warm sarcast republican +75639,trump muzzl employe sever govt agenc effo suppress info chang amp environ +211536,yes wrote 3rd yr comp sci ethic pa told climat chang deni lectur wrong amp mark down +569434,indonesian farmer weather chang w conserv agricultur +315368,british scientist face huge hit us cut climat chang research +591733,aid agricultur sustain agricultur climat chang adapt smallscal farmer via +91983,climat chang globalist +67249,biggest threat economi climat chang +143459,hes ceo compani lie climat chang hell secretari state meet rex tillerson +663535,venic could swallow water within centuri thank global warm +20476,it warm outsid climat chang ha naiv know cub wsãââ +815297,nigga ask inspir told em global warm feel im cozi +274098,presidentelect believ climat chang million peopl go say mr tãââ +30045,welcom recommend publish msps today improv scotland plan tackl climat chang +681487,midnovemb amp hot hell global warm hoax oh +708966,recordbreak climat chang push world uncha territori guardian +393689,hous scienc chairman get heat texa race global warm skeptic +186705,bill nye slam cnn climat chang skeptic air +233977,michael moor call trump action climat chang declar war +525794,presidentelect believ climat chang million peopl go say mr tãââ +863649,s masterpiec never knew mani thing associ global warm +315964,pretti sure saw aicl say wed get global warm brexit mayb bus +588985,believ climat chang ackley refer ignor +669979,make free movi rais awar climat chang +137059,gov jerri brown warn trump california back climat chang +556915,ashbi tri dive question away culleton back climat chang journo persist robe walk out +951973,green world dese revers climat chang allan savori via +72939,let talk climat chang +205796,photograph rais awar victim climat chang epic shoot bed lavaãââ +478581,matter much democrat scream lie protest spread hatr global warm scam alway be +453375,entir canadian river vanish due climat chang research say +555551,wow ãâåyou friend die old age iãââm go die climat changeãâï +219030,might get tomorrow enjoy global warm +546209,gov jerri brown warn trump california back climat chang +416919,day koch oper pruitt take epa climat chang site trump cross anoth koch wishlist itemexp +433824,climat chang skeptic say unit state go ãâåshredãâï un climat agreement +621526,trump tap climat chang skeptic scott pruitt head epa via +616108,speak climat chang global movement stop +70943,incom gop assemblyman believ climat chang good hus our enemi +153248,climat chang global warm also extrem winter storm like stella +854719,dismiss find 97 climat chang scientist like dismiss medic communiti find smoke bad you +616444,presidentelect believ climat chang million peopl go say mr tãââ +118418,white hous warn princ charl lectur climat chang new york post what war england https +846132,physicist co2 caus climat chang respond video +443106,climat alarmist stop believ fraud global warm fat joe amp steve aoki call climat chang exp +758958,presid trump disappear civil right climat chang lgbt right +376412,million british aid wast oversea climat chang project foreign aid renew energ +667731,gop deni climat chang stop worryingabout coal amp sta push solar coal miner get work htt +222107,third world face dead heatwav result climat chang +349545,new wave state bill could allow public school teach lie climat chang via +284026,malcolm robe 77 vote take aim australia climat chang +564727,rememb want list work gender issu climat chang want name name here +522979,scientist studi climat chang scientist general like said +460970,current 70 degre could snow tomorrow sunday global warm real promis +371750,coloss windbag climat chang denier hope resid jaywick mersea listen owen +251299,much feil land left africa deep rain forest farm could acceler climat chang https +485211,we presid america believ global warm +502976,doug edmead prof rowah paner epa crime out climat chang denier surpris surpris +623282,climat chang +217605,scott pruitt spent career deni scienc climat chang danger choic run epa +225330,coral surviv caribbean climat chang +58854,liber think the scienc settl global warm yet deni scienc chromosom gender https +723671,scientist seek holi grail climat chang remov co2 atmospher cbs news +366409,bet number believ climat chang scari believ him +704565,thank insight review amp passion natur solv climat chang problem see photo atãââ +655925,guess perk global warm open beer garden februari +717618,climat chang us reloc entir town isl de jean charl louisiana +922449,teen su us climat chang ask exxon wayn tracker email via +729885,chines premier trump fight climat chang global consensus invent china +599133,australian govern today ratifi pari agreement reaffirm commit global action climat changeãââ +89885,65 degre novemb awesom moron eah absolut batter mate sorri climat chang turn meãââ +249039,sharp chang due cold front low pressur system direct relationship climat chang +440750,absolut disgust big problem climat chang yet nobodi seem give fuck +18663,solv climat chang complex topic singl crude brus +314549,epa chief scott pruitt say carbon dioxid primari contributor global warm +643414,bret stephen first new york time column classic climat chang denial +61835,river canada turn piraci global warm popular scienc +659073,watch right here travel world tackl climat chang httãââ +178597,worri global warm were go build new eah bigger eah best eah ever ââ +152298,fatih birol 23 climat chang come energi sector +581943,screw left repeal ocar ignor global warm religion limit immigr slash entitl pe +781913,check weather stori believ global warm climat chang stori sold un vatican amp obama +336886,mani mani problem univers basic incom help solv climat chang stress inequ +624852,norwegian oil product keep global warm well 2c +655116,calabar super highway creat challeng climat chang especi tropic forest context transpo +5591,agre need chang climat chang +731620,look forward read malcolm robe repo climat chang though hear word yellow crayon hardãââ +872882,us budg climat chang despit indigen group arctic nation plea +320393,scott pruitt climat chang freakout calm carri on +353463,us reloc entir town climat chang begin +816508,us forc g20 drop mention climat chang joint statement +636325,still uninform climat chang hoax top scientist resign admit global warm big scam https +53058,diplomat un global warm summit concern trump stanc climat chang +725589,latest remind solv climat chang would incompar less expens live +693559,want save planet climat chang problem peopl +66255,climatecentr citi sydney oslo set ambiti target cut climat chang nat https +218797,soooo search criterion scientist unconcern climat chang +307092,suppos climat chang hit galveston 1900 left 12000 dead peopl +188557,way get guy orbit are v would flown alreadi prioriti global warm sat +137392,steve bannon mean bye bye climat chang scheme were spend 22000000000 year research +597086,huge thank thousand peopl world stood fight climat chang http +96006,look scientif research climat chang +330509,actual like hilari endors altern energi donald say climat chang hoax chines +78639,trump administr disband feder advisori committe climat chang +536231,watch right here travel world tackl climat chang httãââ +304814,presidentelect believ climat chang million peopl go say mr tãââ +553696,need healthi ocean fight climat chang regist commit +455898,hoaxhasnt global warm 17 yearsfact +745466,here presid trump execut order climat chang mean world +846719,jane goodal call trump climat chang agenda immens depress +722710,stop global warm donãâât look good shos +989172,german economi minist block agreement climat chang plan markus wacket novemb 9 2016 reuter germa +492079,5 pay gop unteth realiti debat whether climat chang real republ +315869,crowd lowcarbon altern critic avoid danger climat chang +32675,freak occurr affect peopl never get asthma becom common victoria due climat chang effect +959684,far tell nobodi journalist claim due global warm +641938,holi see call intergener solidar deal climat chang independ cathol news +933443,happi ãåââãåå½æãåââ want see someth truli scari amp made great documentari global warm httpãââ +458401,left wing lunat promot global warm go look outsid dummi +554994,sister view pipelin climat chang issu endgam me cant it +461467,trump ask list name climat chang scientist women right advoc amp antiterror offici +902353,antarct volcano caus rapid climat chang end last ice age +178794,this to find solut climat chang look bigger pictur +387356,fire bumsthat give littl climat changeno tax payer fund incom sourc +380276,predict climat chang 100 year ago +824355,remind everyon extrem heat event becom much frequent due climat chang weve caus we +685606,agre peopl claim co2 posit plant amp global warm good absurd limit effect case +85488,believ global warm vote +50608,watch climat chang documentari befor flood to know hes fight for ãååïãååïãååå½ãååâ³ãååâ² +447977,shocut fight climat chang real go solar ãåâåãååå½ãåâ +943930,marrakech test momentum fight climat chang +183083,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +359626,centrica world leader action climat chang +810128,think go die husband believ climat chang +380913,expect us care global warm penguin penguin crime +516209,one issu greatgreatgreat grandchildren talk refer trump year climat chang +993538,sta look gut climat chang find th +594772,websit goe dark year work done climat chang disappear say anonym epa staffer +22428,china tell trump climat chang hoax invent +991876,sound exact like china made global warm tweet +504172,natur humaninduc climat chang could caus half arctic sea ice loss +283272,2017 give dup power dup are antiaboion antilgbt right climat chang denier +914599,im wear flight jacket februari nyc life good global warm +752129,rise conserv voic call climat chang action +701957,realli wellwritten aicl huffington post im 100 convinc mankind caus global warm +858489,realiz cant even make small talk weather ill go global warm +221704,drum twitter carbon brief help climat chang scientist +409406,remind global warm polit argument fact must react global polici httpsãââ +468372,impo 100 year eurpoean climat chang data r +818509,al gore offer work trump climat chang good luck that washington post +204729,futur planet stake hillari clinton combat climat chang donald trump think iãââ +394896,everi time someon paicip berni vs hillari argument talk climat chang +397593,doctor chang way die young me think horror climat chang await us that idea +465474,doc say climat chang make american sicker take away ignor climat +450344,polar voex shift due climat chang extend winter studi find washington post +502719,rememb global warm never mind im pack flip flop +816499,era climat chang egypt farmer learn adapt dri land https +291002,think go die husband believ climat chang +301225,age trump climat chang libel suit head trial +402773,proof climat chang exist hell frozen over great see this cant mis +81233,kelp forest disappear due climat chang kyle mcburni +642569,the concept global warm creat chines order make us manufactur noncompetitiãââ +900041,subsid switch clean energi much subsid big oil could easili slow halt climat chang we +67900,global warm fake world leader dupe manipul global warm data via +237131,cover disast like ignor climat chang fail basic duti journal +311030,state lawmak main introduc bill would affirm climat chang denial free speech state http +975455,new studi provid solid evid global warm +69232,head veteran affair that vetan anti climat chang person head epaan anti public school person look +156024,visual climat chang 8 stori 5 countri nyt photograph captur aerial view +268543,scientist copi climat chang data fear trump crackdown +586693,far good dismantl climat chang initi extrem vet enforc regulatori reform protect +709157,address climat chang therel conflict limit resourc must listen scientist fossiãââ +582003,climat chang chang landscap ahead saturday +689136,soft spot anim natur that firm believ climat chang +953619,manmad climat chang real no room doubt say exp mail sunday +971710,pleas compar coverag email nonsens climat chang russian game elect get back meãââ +809619,threaten basic human need climat chang catalyst instabl migrat conflict +595597,problem ny time climat chang think +274499,trump administr begin alter epa climat chang websit +771063,generat shift colleg republican pois reform pay chang reuter +597739,christiana figuer former head un climat chang bodi climat action alreadi show +110053,possibl may right climat chang possibl would 242 rip withouãââ +723442,scari think global warm happen quick amp current presid even acknowledg prob +881554,global warm exist club penguin shut +704923,carbon dioxid major contributor global warm +822018,climat chang threaten american agricultur +505322,reindeer shrink climat chang arctic put food ice +120776,poor countri suffer climat chang sad surpris there new map show impact debt defaultãââ +404757,countri 2nd highest greenhous gas emiss planet elect climat chang denier presid ââ +811053,figur much contribut climat chang +317696,kid su govern climat chang best hope now via +734766,cop22 digit calltoact climat chang +841196,like not human remain global connect face common problem like climat chang terror +400682,perhap senat rice enlighten us piec anatomi realli caus climat chang +649511,climat research cancel expedit climat chang make condit danger +740566,realli bad news effect uncheck global warm good read well research +798359,friend vote trump also believ global warm find issu impoant genuin curious +861578,white hous claim presid trump view climat chang evolv although theyr current singlecel +5417,palac studi ph move climat chang deal placat ramo blast dute +609894,coffe cuz global warm suppos drink whiskey morn plain like kinda alcohol +174874,sander tear epa head say co2 primari contributor climat chang +227482,sheila gunn reid repo un climat chang convent morocco +316886,wood energi scheme disast climat chang tell new repo +112798,state dept climat chang page chang provid anoth clue trump approach climat chang +44507,brilliant mind peopl count persuad trump pull pari climat chang ac +444423,sweet go presid said climat chang biggest threat world peac trump recogn amp act upo +878768,usda repriorit 43 million safeti amp restor effo ca say limit resourc amp climat chang limit effo 22 +951095,happen now million human forc flee arm conflict climat chang inequ and +970445,trump said climat chang hoax warn dire effect app build sea wall irish golf cours ht +208227,far largest issu generat face climat chang amp elect someon think conjur upãââ +545402,combat global warm snowflak make fun +498559,deni evid climat chang like find odd spot intim region deni genit herp +454769,spring came earli year it surpris climat chang culprit +490905,think go die husband believ climat chang +343981,believ global warm real thing take look +891649,get believ climat chang +794296,rare move china critic trump plan exit climat chang pact +669149,12 econom fact energi climat chang via hamilton project universityofchicago brook +104997,trump admit climat chang real applic sea wall protect golf cours +54711,donald trump refus believ scientist sent leonardo dicaprio educ climat chang environmen +756770,trump tri speak climat chang classic trump word salad take look exchang nyt +632633,mental health implic climat chang +882503,get die old age well die climat chang +604089,india ask develop countri provid financ tech suppo develop nation tackl climat chang thrãââ +37591,gov moonbeam burden poor higher tax solv imaginari problem global warm +304290,monster snowstorm colorado forc postpon climat chang amp global warm ralli +167356,ever done stori geoengin relat climat chang +398680,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +268980,trump talk climat chang leo dicaprio +485450,al might relat wright brother think solv global warm sent email everyon +246743,harvey turn point fight climat chang +83632,gon na stop talk climat chang actual someth +804653,planetari health call address nexus human health environment sustain amp climat chang +614272,presidentelect believ climat chang million peopl go say mr tãââ +699619,food secur climat chang +128361,cdcs cancel climat chang confer back thank al gore +617614,florida face one largest hurrican histori state govern run climat chang denier https +756863,el niño warm planet may spark zika epidem scientist repo washington post +550624,sudan farmer work 2 save soil chang bring dese closer +971913,long ago blatant state truth purpos climat chang +597102,gop senat climat chang mankind actual flourish warmer temperatur via +468901,netherland climat chang hypothet drag economi it oppoun +512603,first twitter 4 result unit nation climat chang confer held marrakech morocco +869,climat chang stress grid iso +135515,thank ãåëœâ im dump global warm ya know +471002,polit leader sweden take step actual address climat chang dismiss hoax creat china +76054,ãåëœï reagan believ climat chang lincoln fought civil right wash actual arm revolutãââ +835455,wereldwijd veel meer windmolen minder global warm minder zeespiegelstijg minder windmolen op zee +593722,stop global warm way save coral reef +209903,busi save ladi libey climat chang climat chang +311687,11302015 ibt cop21 full speech princ charl deleg climat chang talk pari +38624,join combat climat chang take action +140169,trump argu realiti climat chang depend much might cost busi +50739,watch right here travel world tackl climat chang httãââ +134179,write global climat chang im go awff +368885,farmer may see climat chang season issu longterm need awar trigger behavior chang +955073,us need lead way combat climat chang fourãââ +642519,harvey expect futur climat chang american infrastructur grossl +849811,one exampl new york gov declar sandi respons climat chang clear evid +377434,inform beauti extrem global warm solut current tabl +61946,hello today im go talk global warm talk definit global warm current situat +128149,im jordan 14 year agei care climat chang ive learn school realli big problem +545779,depress anxieti ptsd mental impact climat chang +145812,futur planet stake hillari clinton combat climat chang donald trump think iãââ +839220,want help conserv climat chang etc +23630,nichola stern cost global warm is wors fear +631635,descent begin choos top chang skeptic lead protect agenc +659284,care lyin ted cruz use man power polit great wall need global warm ive +636800,greenleft divorc argument global warm evid amp scienc push windsolar solut nuclear foolish +246233,the real challeng climat chang mind chang de wakeup call van thoma rau van bij +224961,gt trump tap climat chang skeptic scott pruitt head epa via +227170,elect presid man believ global warm hoax perpetu chines +24500,eah get hotter mass media coverag climat chang get colder +444613,new new world china lectur unit state climat chang impoanc cooper betweãââ +173797,think go die husband believ climat chang +183700,imagin will world media cover climat chang way cover hillari emailsãââ +305251,gov jerri brown warn trump california back climat chang +487336,global warm realli crazi thing dmv 70 degre weather earli februari +521403,china trump make climat chang los angel time +741971,think go die husband believ climat chang +171732,good point candid might end global warm bring us nuclear winter beãââ +354162,recordbreak climat chang push world uncha territori +572875,need educ local communiti climat chang amp local strategi tackl it mr mungw +337961,wow speak sad poster child white privileg pathet diabet caus climat chang +39327,peatland restor plan cut climat chang gas emiss +666488,know convinc someon climat chang pose existenti threat human without news stori stat +686787,climat chang total hoax +248289,futur generat studi inbr moron south midwest elect man deni global warm 2016 +644357,scott pruitt offic delug angri caller question scienc global warm +106812,rockefel famili secret climat chang plan tri forc countri +492300,near coral reef ruin climat chang +929522,presid trump plan cut fund program fight climat chang +827492,gon na tell adrean prove global warm exist +92888,oh yeah global warm destroy us dead ass +748860,think go die husband believ climat chang +544547,climat chang direct relat global terror +970736,im believ climat chang brian work chang mind compar sho term forecast +805808,anthoni scaramucci repres administr believ climat chang marriag equal prochoic +320551,bet bottom dollar climat chang belov establish scientist politicallycod impl +210944,climat chang economi were trap idiot netherworld greg jericho must drop stupid +109631,epa chief scott pruitt doubt carbon dioxid main culprit global warm +251292,last night call ipa destruct nonsens global warm right httpsãââ +170364,okay jet car caus global warm relax +948426,impoanc climat chang emerg prep work +780776,good news might die infect global warm get us +693604,whitehous fill creationist climat chang denier plus side god give grandchilãââ +799998,toxic air bigger threat plant climat chang +373943,id love see dumb nation royal commiss climat chang judg train evalu evid +593149,soil help combat adapt climat chang play key role carbon cycl via +264289,system chang climat chang scientist promot radic climat action marshal plan climat +479344,describ global warm suppoer actuallygtgt +820909,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +492817,anybodi deni climat chang existenti threat societi qualifi lead social level +831733,presidentelect believ climat chang million peopl go say mr tãââ +405413,great sat night documentari watch idea impact beef consumpt climat chang +685176,googleher worst defens climat chang skeptic ever see washington post +982870,prayer nice combat climat chang realiti matter +92655,impoant thread climat chang +929710,alreadi happen hundr anim plant local extinct due climat chang +365298,snow be bleach anemon crack ice climat chang look likeãââ +597644,cnn news servic pivot climat chang +908494,need move reloc coastal water go continu rise global warm and +532450,left right agre fox news destroy epa chief scott pruitt climat chang +431470,need understand climat chang fact fiction +261786,fwiw probabl lost battl climat chang tonight +126953,challeng think modern mission eg around climat chang care new direct innovat +157454,rare move china critic trump plan exit climat chang pact +911863,top stori climat chang scott pruitt caus uproar contradict t see +968491,foodtank futureoffoodorg amp barillacfn bring togeth divers voic discuss climat chang food sy +341684,hey monti saw tweet yep global warm freez us deathcycl eah climatesmil +868000,vault built protect seed worldend scenario get flood climat chang melt ice hear more +937870,american want aggress action climat chang reutersipso poll +196243,imariajohnsen shirleyst suggest creat section climat chang theyr remov inform it hot topic to +749947,human stay shoot foot mayb global warm inevit itãââ end global weather era too lol +10201,would leav entir countri hand man think global warm hoax creat china +861465,without action climat chang say goodby polar bear +418775,epa chief denyg basic scientific consensus around co2 caus climat chang im readi prote +561942,rememb read climat chang impact card wildfir one scenario alway thought was +61831,g20 summit show trump took us first worst climat chang year +224428,pm nawaz order disburs rs 553m across pakistan fight climat chang +470738,climat chang denier long spend jail heresi +694377,blame everyth global warm +557591,somewher antisci debat climat chang seem forgotten eg acidrain poison alga boom statu +504856,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +988980,macron invit american climat chang scientist come research franc +811937,presid honest acknowledg limit commit pari climat chang agreement +78955,twelv direct link climat chang essenti succesãââ +166783,thatcher understood conserv true climat chang denier john gummer guardian world new +2520,um month temperatur averag alway brought climat chang +268418,time govern busi amp individu sta take climat chang serious react lawãââ +911873,human verg caus eah fastest climat chang 50m year poke angri bear https +380946,fuck global warm neck frio im current lookin 95 leo +841067,global warm real problem climat scientist cheat lie tamper data +760341,dicaprio climat chang doc want albea feel veri bad via +872864,acknowledg possibl climat chang real thing negativelyãââ +833511,architect help citi proactiv address possibl danger catastroph climat chang impact +795400,negoti world biggest trade deal set begin canada want climat chang ad +947288,blue state citi pull end run around trump climat chang +97754,thank god global warm isnt real +848402,nigga ask inspir tell em global warm +77036,princ charl coauthor ladybird climat chang book +280663,devic could read stori climat chang denier tri focus solut +654324,shosight budget 2017 ignor health impact climat chang +105628,trump name epa head su epa climat chang meet w al gore leonardo dicaprio gon na hel +227665,one hand centr speak pari agreement commit fight climat chang local damag aarey +169839,scottish parliament committe question ambit draft climat chang plan holyrood magazin +334216,mean global warm realli fake +502105,repli tweet joke due climat chang uv radiat +174279,energi depament close offic work climat chang abroad https +193681,do dont know southeast wildfir climat chang +457324,see canada readi global warm see fire use old plane cant keep sad +562231,accord climat chang hoax fuck moron +254480,retweet know climat chang caus human amp need work toward transform energi system a +432635,recent quinnipiac poll 73 public concern climat chang trump respons ban phrase climat chang ht +916814,jule coupl hundr yrs late worri climat chang manup amp accept th +217862,hurrican come heel harvey show climat chang polit issu humanitarian one +454694,presidentelect believ climat chang million peopl go say mr tãââ +512554,citi best arm fight climat chang un climat chief reuter +249736,us peopl believ angel world yet global warm ridicul concept new leader +979904,trump forc un stop make compulsori nation contribut fund global climat chang program https +841942,pari agreement show on climat chang actual wit era global cooper consensus httpsãââ +141852,doctor warn climat chang threaten public health via +279014,rahm emanuel reviv delet epa climat chang webpag +511552,3 scientif paper deni climat chang review found flaw https +502057,canada permafrost collaps thank climat chang via +822243,full page ad nyt 2009 call urgent action climat chang believ httãââ +586976,hope mild climat chang dash new research +870627,think go die husband believ climat chang +809260,say didnt know follow order doesnt cut it were talk runaway climat chang be +258979,doomsday narrat climat chang work here victoria herrmann +342572,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +833715,one troubl idea climat chang found new evid favor +63205,pope ohodox leader make climat chang appeal heal wound creation +327,futur planet stake hillari clinton combat climat chang donald trump think iãââ +286773,russian presid vladimir putin say climat chang good economi +831328,psycholog effect climat chang includ pretraumat stress disord say lise van susteren +265516,obstreper panjandrum scientif establish elid queri climat chang is +988076,reutersipso 72 american want aggress action climat chang few see prioriti +92963,presidentelect unit state america climat chang +813089,serious concern hope rais climat chang polit agenda asap +372840,us nation object g20 climat chang statement +460869,judg environment activist trial say climat chang matter debat +700900,us withdraw climat chang agreement trigger worldwid boycott us good +54421,gore left wh woh 500k climat chang scam 150 million amp buy beach front propey after +83811,think go die husband believ climat chang +932229,trump presid chinaãââchinaãââwil worldãââ biggest champion fight climat changeãââ +14731,scienc guy climat chang consequ ice age ave britain got new wine industri white hous leak +416245,global warm real club penguin shut down +91717,hillari understand climat chang real creat devast problem trump believ expand fossil fueãââ +37782,may ask can suppli one paper prove climat chang real +168950,donald trump call global warm ãâåveri expensivebullstãâï also motto trump univers hãââ +791767,ocean heatwav destroy tasmania uniqu underwat jungl climat home climat chang news via +612474,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +863569,think go die husband believ climat chang +833620,uncomfo pruitt stanc climat chang enviro reject nuclear power +831050,ban ecig tobacco control confer make much sens ban wind power climat chang conãââ +327186,vatican urg trump reconsid climat chang posit via +70954,energi secretari rick perri deni human main caus climat chang +744906,peopl hyster point two side climat chang debat scientist vs lobbyi +410805,oh theyll piss amp moan fund va amp vet embassi educ climat chang studiesetc fundãââ +321290,tonight 1715 durham uni lectur climat chang amp greenland ice sheet +560166,bore would like talk global warm +199999,let see prove climat chang now iceberg sink +520958,bad climat chang get realis mistak wonder terribl day think +486093,trump energi sec deni manmad carbon dioxid main driver behind climat chang +433768,said best hope chang man made fix +170942,presid believ global warm were doom regardless +97769,two climat sceptic head epa amp energi trump cabinet mean fight climat chang +574580,fake news global warm lie +427983,hot scientist now blame global warm +536786,river piraci latest weird thing come climat chang +64572,believ climat chang sta +932658,repeat me carbon pollut caus climat chang +875904,colombia rain bomb chang fell dark night http +388184,sever decad water may well level everi day and much higher storm due climat changeãââ +448406,shes think global warm tell husband +280094,women play critic role lead progress public health climat chang econom develop more +196585,trump can not allow block action climat chang letãââ +297123,everglad restor repo show success climat chang remain challeng eurekal +583405,whatev come twitter argu climat chang denier ãåââž monitor environ job bye ãåââ¹ãåïâ +749358,defi stalinist global warm rule say trump econom advis +8540,businessasusu climat chang head 4ãâc warm 2100 creat world grow uninhabiãââ +92130,wish instead global warm global cool bc hate heat know tweet might dumb idc hate +682459,global warm +493774,think go die husband believ climat chang +81514,arctic climat chang studi cancel due towait itclim chang +937131,new york ag sec state tillerson use pseudonym wayn tracker discuss climat chang ceo exxon +683822,nj republican rebuk trump climat chang jonathan d salant rep frank lobiondo +181932,lmfao global warm gon na kill us mimosa day pai februari aint gon na attend themselv +185061,well never tackl climat chang nuclear weapon prolifer scienc stagnat bros m +718905,full page ad nyt 2009 call urgent action climat chang believ httãââ +467768,suppo scienc real climat chang special hypocrit +50360,amp donald trump want know prove nasa pa whole chines climat chang hoax +37282,world leader dupe manipul global warm data via +324725,environ go take massiv hit time evid climat chang right eye httpsãââ +587613,global warm caus snowstorm even scienc bro heat mix with oh forget +759085,femal mayor take chang via +995304,2000 head csiro said 5 comput model fail global warm even 1c rise 200i +62430,industri doc leak 1991 reveal aim reposit global warm theori not fact +959472,insid one republican attempt shift pay climat chang +134816,impoant aicl need 2 make climat chang thus eras struggl nativ rightsãââ +443799,corpor deni exist climat chang greenhous gas emiss environment racism etc effo 2 preserv +84144,trump seem chang mind climat chang +626595,putin vacat topless hes siberia snorkel mani tropic reef there must global warm h +382192,8 yrs or more climat chang denial disastr planet sayãââ +249680,studi believ stop climat chang +209100,tillerson use email alia discuss climat chang exxon chief execut wayn tracker +505060,great thoughtprovok interview w kim stanley robinson new york 2140 novel climat chang +510212,global warm final over war too clear skin im cri +454150,know pa im say link make think understand caus climat chang +900706,scienc magazin trump defens chief cite climat chang nation via +355447,human child airplan meow seat next longer care global warm +415557,presidentelect believ climat chang million peopl go say mr tãââ +431394,climat chang push anim and human diseas new place +796461,head s environ agenc deni human blame climat chang +551013,super fun amidst global popul boom 9 billion global food shoag climat chang hooray +71926,mayor lead climat chang polit gain say exnyc mayor +260753,lolllll climat chang foot termit emit human activ +883406,tomorrow nov 1st suppos 70s global warm thing yall need worri fineãââ +973790,tule comeback cuba risk climat chang +673020,rich noth stop climat chang fall us hero stop make vagu request power st +573493,learn iiwi pronounc eeeeve hawaiian endem threaten climat chang avian malaria +850799,daughter middl school scienc teacher climat chang denier cite exxon exp class +596499,fuck global warm neck frio +430720,climat chang alreadi effect us amp project get wors +970612,basic climat chang denial appli hous polit economi hes learn learn +645141,12 centuri later continu struggl climat chang denial decept tobacco industri propoion https +122672,aus bus complicit big lie poss save reef without tackl global warm htãââ +572212,burn rain forest one largest impact climat chang +590281,lake tanganyika hit climat chang overfish +185082,steve bannon mean bye bye climat chang scheme were spend 22000000000 year research +643999,donald trump environment protect chief scott pruitt not convinc carbon dioxid caus global warm +276142,believ climat chang fake research still believ real thing pleas conãââ +522428,white hous call climat chang fund a wast money video +242869,refus believ peopl believ climat changewhich guess would make climat chang denier d +859835,rex tillerson might trump worst cabinet pick say oil baron block intl climat chang effo +179238,trump elect victori threaten effo fight climat chang +830861,interest aicl climat chang post carbon societi +659715,thank premier mcleod meet today focus climat chang amp build economi work t +742214,bannon senior counselor presid climat chang hoax cost us 4 billion per day +44768,huffington post buzzfe amp vice blaze new trail climat chang coverag +156753,there thing climat chang hiatus +689726,know countri narrowli benefit global warm even world suffer overal russia +659825,hey girl climat chang im go ignor fuck me +805236,sinc im throw truthbomb there couldv chang world fight climat chang blow +484743,hit bbc invit climat chang denier radio 4 +843791,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +401342,think go die husband believ climat chang +268165,im watch disgrac leader hand bigot misogyn climat chang denier uk pm their +450971,leftist milit peddl bullshit suppo climat chang fakenew dem keep pile up boy is +969588,robe f kennedi jr issu warn presid trump climat chang polici +493909,signific pas australia alreadi see climat chang drive insur premium +775367,the concept global warm creat chines order make us manufactur noncompetitiãââ +102955,world leader ignor climat chang say michael bloomberg https +356595,dark out laura global warm duh +860992,donald trump get white hous global warm could magic disappear +478186,green leader fear presid donald trump threaten progress climat chang +235851,impoant news australia fail global warm scienc hater govern +859554,case think everyon accept climat chang real get realli obvious +383555,perspect hes face crimin charg deceiv everyon climat chang tillerson go perspect yourself +568803,industri smog climat chang +522415,said fake spiritu woke ppl meat fact bad energi caus global warm cant love +493050,global warm real ice age 5 +568528,deni climat chang around 4 billion year leftist think last 100 year +371027,toni abbott say moral panic climat chang over top +554560,phrase climat chang denier time speak plain +969599,dup condemn climat chang denial trumpstyl propoion +70097,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +898167,futur planet stake hillari clinton combat climat chang donald trump think iãââ +483103,vichit2017vichit2017secretaryross budget cut climat chang research my attitud scienc vichit2017 +773089,think go die husband believ climat chang +436540,thursday nyc event climat chang amp watch live +214657,realli want deputi sheriff racist climat changedeni time ask serious qs slavish well fãââ +824653,berni sander want talk climat chang incom inequ ãâ✠2020 aspir +132616,thereãââ simpl explan this donald trump know climat chang real give shit you httpãââ +962166,5 percent chanc avoid danger global warm studi find +357327,think go die husband believ climat chang +183595,googl notch big victori fight climat chang via cnbctech +338190,watch leonardo dicaprioãââ climat chang doc onlin free +821753,encourag come climat chang activ nov 25th 300pm500pm eton centri activ walk +782634,tillerson use email pseudonym wayn tracker exxon talk climat chang new york attorney general +355771,west coast state fight climat chang even +102889,said bomb libya climat chang initi liber would defend it everyday show trump +335544,us donald trump undo obama plan curb global warm say epa chief +417438,congress declar climat chang nation secur threat +99418,yrs ago jame lovelock said sea level rise best climat chang indic integr yoyr variabl +774033,let anyon tell us cant reach pari climat chang goal believ will +151834,mention public health gain made via climat chang solut especi plant base diet +573075,nato urg global fight climat chang trump mull pari accord +675187,japan rank among worst perform tackl climat chang ãââ¹ japan today +488287,propos cut epa fund target region climat changeori initi +317596,wrong health care wrong climat chang +848773,watch special climat chang oh wait window +177318,global warm bullshit need rockabilli tape need rockabilli tape 2 happi im that +743728,govern pretend serious climat chang action realli were frack would illegalãââ +166017,plz invest multipl plant pleas us american 4 climat chang produc job at +668192,one affect climat chang sit front porch day noth +242646,like lesbian caus hurrican harvey climat chang say rightw comment +572824,congrat elect pleas let dup call shot aboion gay right climat chang +516374,ââs climat chang documentari +569974,trump inaugur page climat chang civil right remov white hous websit +368987,trump pivot climat chang take shape feder websit go blank via +35989,leonardo dicaprio final got oscar use accept speech talk climat changeãââ +439267,one candid louisiana senat runoff embrac climat chang fact ar technica +425036,presid unit state tri forc scientist talk climat chang wild +978741,peopl trump blame make climat chang +161511,trump boost coal china take lead climat chang +158819,load crap admiss climat chang real journalist you +225262,lost job higher energi price true cost obama climat chang crusad +398562,profess love danger global warm +940439,sure global warm malala biggest liber hoax ever joke +657384,fight climat chang tree grass +348631,nation academi confirm 40 rise co2 last 40 yrs main caus climat chang see http +950221,came congress said want best voic climat chang could be +390207,98 scientist prove climat chang exist say 2 prove real okay im 98 insid girlfriend did +633050,iceberg global warm +45603,the concept global warm creat chines order make us manufactur noncompetitiãââ +892219,latest presid trump announc us withdraw pari climat chang accord +763551,climat chang denier gone lisa mackenzi explor fact global warm +219247,donald heard fake news hurrican texa told us usa global warm fake +78219,al gore climat chang documentari an inconveni truth get sequel +106376,chris wallac call former vp al gore global warm claim +664990,everyon vote trump die old age diabet firework rest us die climat changeãââ +61204,bye bye bank regul bye bye deal climat chang bye bye health care bye bye diplomaci +444521,rare move china critic trump plan exit climat chang pact via +162744,watch right here travel world tackl climat chang httãââ +10394,global warm scientist could tell exact date need add antigel agent fuel id appr +107336,senior fellow john cronin aicl discuss preselect trump stanc climat chang +400960,forget speech climat chang real effect old age +157258,bori johnson think one tell donald trump hes wrong climat chang +762553,deni climat chang danger 45th us presid +398197,here thing even climat chang hoax it isnt clean air pollu +513701,21 kid su trump climat chang +450710,trump pull usa pari climat deal pledg stay engag issu climat chang +192494,u appli aboion global warm climat chang soooo exagger +376697,al gore press climat chang action trump era +466375,speier pelosi credenti climat chang sterlinggot cap trade thru hous die senat +600809,west pokot counti kenya herder face realiti climat chang brutal +337306,think go die husband believ climat chang +597597,here you person realli climat chang elect peopl think real +282282,know global polit climat chang terrifi plus side least antibiot resist kill us +619747,eras web page eras climat chang +848426,ay girl global warm caus hot af amp ruin life +468720,indigen knowledg contribut climat chang knowledg base attract increas attentionãââ +954154,ask inspir said global warm +544640,coral die global warm collid local weather south china sea +192358,trump administr goug eye amp cut ear evid climat chang say +768797,great graphic show impact climat chang human health +817583,1 global challeng includ climat chang amp fascism 2 special relationship sycophant 3 dontãââ +864589,explor effect climat chang s stream huluãââ +104220,repo 33 state combat climat chang simultan grow economi +725297,21 kid climat scientist su us govern forc contend threat climat chang https +973859,one board advisor work save speci antarctica climat chang read more +942269,scifi author explain solv global warm +145192,straight face say human cant affect weather believ human induc climat chang +965827,shell knew oil giant 1991 film warn climat chang danger environ guardian +861437,expect us care global warm penguin penguin crime +296887,talk climat chang pay peak oil her ugo keep joke the +817495,unampfao mustpressoncountriesagriculturaldepamentsnot2usechemicalfeilisers2stop chang +273994,2 like global warm million topic we must someth enough +799474,american revolut postpon due global warm +177872,fight climat chang isnt wast money it good invest +532392,40 flight ground heat wave window climat chang effect air travel +770417,imagin understood starvat amp climat chang crisi vegan solveãââwhil tãââ +706812,climat chang real undp work gvt mitig effect climat chang improv peopl +193396,ayo global warm like actual real thing b +863034,quit un climat chang bodi could trump quickest exit pari deal الخروج الامريكي من مؤامرة المناخ +967152,global warm devast california today +948038,yet anoth disturb consequ global warm +608126,new poll show record percentag american concern global warm say caus human act +412897,analysi trump want kill popular climat chang program sfgate +970466,us presidenti elect creat global warm anxieti +604868,koala like water theyr driven drink climat chang +94532,say happi eah day eat meat everi meal anim agricultur lead caus climat chang +820173,long ago dang time fli bet climat chang sum thing too +833762,exxon rex tillerson repo use alia wayn tracker email climat chang +604371,canãâât ignor climat chang think immigr polici +961064,49 follow say defeat climat chang key ensur sustain +419528,communic climat chang environment issu great talk +79982,weve wait long time thank final invit climat chang discuss gtgt +564369,white hous websit pgs climat chang lgbt right amp civil right alreadi longer exist remind w +489017,snow be bleach anemon crack ice climat chang look likeãââ +887262,daili mail time subscrib flee wake climat chang column new +402712,sure ur buy global warm climat chang whatev next call +963864,insid renegad republican movement tackl climat chang +854765,fear de facto adapt climat chang +331759,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +26332,2 and bit week left take action add voic call ambiti climat chang +238943,irrelev get push fantasi myth climat chang tax payer wallet +431614,children win right sue us govern action caus chang +329434,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +680680,peopl vote trump think global warm fake satan witchcraft 100 real feel hashtag bless +39578,sta talk climat chang denier long term mass murder +670432,100 scientist eu assess challeng pose climat chang 5th7th april +371166,yall think climat chang real im mind blown stupid +686203,new studi ocean heat content scienc advanc suppo evid global warm +118985,4 year straight inact climat chang pa +263823,timelin everi ridicul thing trump said climat chang +275604,carbon levi could limit impact climat chang studi suggest +390449,climat chang comic in +553573,trump sign sweep rollback obamaera climat chang rule +159171,harvey shown us risk climat chang houston chronicl +172630,global march scienc protest call action climat chang +867879,readi flood boston analyz tackl climat chang +555667,thank put peopl polit talk climat chang hope continu speak truth +107607,sander trump need confront realiti climat chang +671813,7 question russia debat amp zero climat chang drug povey lgbtq educ +29467,tansat china launch climat chang monitor satellit +424298,us alli plan give trump ear climat chang g7 summit +247885,entir climat chang nonsens becom religion there4 make u cant critic disagre like +66440,talk climat chang summit taormina itali unsatisfactori said german ch +794065,call take care land call good busi sens call climat chang +383354,ya know yt ppl idk yall gon na realli make whole global warm amp sun exposur thing get w +73974,grappl unempt pension crap healthcar war climat chang theyll appal didn +597362,disheaen trump seek fast exit climat deal still believ global warm hoax wow +873587,imagin a shall make starv corps relat right go extinct climat chang shitãââ +755011,go green china climat chang isnt consid hoax +736998,address global climat chang demand immedi ambiti action govern industri is +117248,energi day come major compani lead fight climat chang ââ +692018,still wonder n time feel need fair amp balanc w climat chang denial holocaust denial +813376,think go die husband believ climat chang +834684,cdc abrupt cancel longplan confer climat chang health +546314,jjn repo reveal devast impact climat chang livelihood +876985,obvious climat chang denier confer propaganda org fund +207998,presidentelect believ climat chang million peopl go say mr tãââ +110340,well bolton ceain reduc climat chang concern were gon na glow anyway +715656,bring tourist jampk improv connect mitig climat chang chenaninashri tunnel offer ma +88611,googl notch big victori fight climat chang +716533,florida half state go disappear ten year due global warm theyr go guy say chãââ +269830,deni climat chang antisci denier thrown prison what mean think race so +661339,cricketeurnedpolitician fight climat chang billion tree time +96822,mt cnns brian stelter destroy weather channel founder john coleman global warm deserv en +101833,gallup poll show american ever concern climat chang +548873,washingtonpost energi 202 macron tri soften trump stanc climat chang other fail +432375,the effect climat chang go intensifi time us ban ki moon secretari general +963943,tonight join convers combat climat chang +105738,parent id anyth children scientist here stave climat chang children stay oãââ +814952,child right approach climat chang long overdu +933283,presidentelect believ climat chang million peopl go say mr tãââ +476266,studi ancient penguin poo reveal antarct coloni surviv relat volcan activ climat chang +713154,berni sander call clinton suppoer liter term climat chang futur planet atãââ +729178,republican challeng trump climat chang +739461,done whine twitter yet mr presid storm supercharg climat chang want make wors to +46459,no say peopl vegan right complain global warm true +564711,scienc lose uninform opinion climat chang yet +9295,poor decis scienc proven climat chang entir world agre there +89381,launch climat chang bond fund read more +997108,stephen hawk messag trump ignor climat chang +434160,get wh sharabl site revamp say big oil friend climat chang hoax +632113,readi take necessari step reduc climat chang revolutionari energi evolut +349480,everyon glad 80 degre weather octob cant stop think global warm +981685,actual made climat chang video made frie +891296,avoid talk climat chang becom appar point pride trump administr +795819,peopl believ global warm propaganda shove throat 30 year nothin +22856,depress anxieti ptsd mental impact climat chang cnn +176472,guess good news global warm acceler trump watch florida less factor futuãââ +760306,break epa chief say carbon dioxid primari contributor global warm deni scientif consensus https +364909,suppo climat chang bill haunt california republican leader mercuri news +593804,great aicl research genet studi futureproof plant speci climat changeãââ +307467,potus brief climat chang attack took place around world yesterday +610642,climat chang man know fault now post hoc fallaci googl it +129662,despit global warm alaska littl ani warm sinc 1977 except barrow shown below httãââ +569359,rare move china critic trump plan exit climat chang pact +561862,evid global warm less pronounc predict +423167,rex tillerson get vote see hes hide climat chang +840583,guy snow real govern fake promot global warm snow scari warm good +683275,climat changelov liber explain massiv program like pari accord impos us wo a +190548,im grate time took tell impoant stori climat chang thanãââ +958471,all 3 talk politician let antiglob climat chang conspiraci continu infect govt +740052,liter 75ãâ outsid novemb 1st global warm +631040,also claim obama bug him climat chang elabor hoax amp one christian heso +976028,good point candid might end global warm bring us nuclear winter beãââ +990527,astound shift storm chang worsen coastal peril yet fed govt total defund https +58802,there plenti evid skeptic climat chang +406698,come revolut energi product could make fight climat chang difficult +166458,appoint epa chief climat chang denier attack scienc +758638,friday fieri back foh exxon amp nys ag schneiderman climat chang info probe +864544,thing get tricki liber govern trump white hous roll back effo climat chang +937863,doubt human caus climat chang real doubt eclips month method produc fact +839640,forest crucial fight climat chang protect acr amp match it +43118,prochoic progay marriag amp accept realiti anthropogen climat chang could u vote 4 trump +554437,britney combin global warm ladi gaga one tweet fave +24114,dup oppos aboion rape victimsdeni climat chang insist fossil place satan test +594987,trump presid chinaãââchinaãââwil worldãââ biggest champion fight climat changeãââ +2994,hat take modern stanc climat chang vote yes strengthen vic climat law +983985,photo kerstin langenberg show polar bear affect climat chang +738824,biggest threat countri southern border climat chang that trump +578675,dakota access pipelin would huge blow fight climat chang +246789,harm climat chang unfold slowli may pali undon deton nuclear weapon irrevers +459925,law tackl climat chang exceed 1200 worldwid studi via +723464,ny ag say tillerson use alia email climat chang +939557,that chang climat chang order cover lie ass +962770,opinionclim chang noth way 2 remov money pocket 4 greeni projectsãââ +432283,lot peopl share terrifi piec climat chang read +295172,iron 1111 tweet climat chang real basic challeng amonra see annihil +354011,trump purg climat chang feder govern +917171,sex intim sacr bodi templ share anyon believ climat chang +368282,care climat chang miss tonight grip doco impact global secur +799357,saudi arabia stick climat chang pledg +218943,hous republican buck trump call climat chang solut +354686,scott pruitt head epa said carbon dioxid primari contributor global warm +180377,solut global warm +979574,trump view climat chang +457365,scott pruitt say hes challeng scientist hold tv debat whether climat chang threat +855074,freez injuri climat chang real threat vineyard impact europ frost risk damag +527673,deni climat chang oppos lgbtq right ban muslim defund plan parenthood corrupt goe on +785117,best pa list global warm aicl trump idiot +973760,climat chang look like world doesnt want take climat chang serious +928581,call type winter wonderland global warm +56229,climat chang strip caribbean prize coral reef +489025,เกดจาก global warm ซงสวนใหญมาจากฝมอมนษยคะ ทำใหระบบนเวศทวโลกเปลยนแปลงไปคะ +43190,alarmist say global warm blame record tick popul there one massiv problem +563462,polar voex backi global warm play role +972585,time stop climat chang team nation geograph fight climat chang +593576,russia hack denier amp climat chang denier lot common either theyr corrupt refus 2 accept univerãââ +327139,let hope deal it food cost risesgasglob warminghateviolencechildren separatedfamili hungri ãåâï +615819,think go die husband believ climat chang +538945,schwarzenegg launch project help lawmak challeng trump climat chang +967095,10 place visit disappear due climat chang +993681,et channel chemtrail climat chang whistleblow altern solut +568295,antarct ice sheet impact climat chang +969003,hey trump still go deni climat chang rise sea level engulf southern white hous +644408,never get climat chang trump +956047,presid trump sign execut order combat obama effo regard climat chang +525657,trump sinc elect human caus global warm amnesti dreamer protpp ambassador china +56665,watch right here travel world tackl climat chang httãââ +617655,carbon dioxid primari contributor global warm chief say +838447,right climat chang isnt real gay afraid +931195,evid action climat chang effect climat chang +577981,badland nation park climat chang tweet delet +870874,emma thompson say want peopl shout loud climat chang +480174,want know holacaust denier face jail climat chang evolut denier free +695290,watch leonardo dicaprio climat chang documentari free youtub viaãââ +645362,tillerson repo use email alia discuss climat chang exxon +475332,trump climat chang denial missoulian missoula +78586,keep mind three year left world lock danger climat chang amp possibl collapseãââ +792010,s famous beach take batter scientist issu climat chang warn +600177,64 sunni 32 snowi climat chang rad +579760,think go die husband believ climat chang +733217,queen frack combat climat chang one thing campaign hrc berni anoth lie hãââ +130633,one nation senat join new world order climat chang denial +246139,global warm o +83570,gt research say three year act climat chang it late +233932,still think global warm reallonc set hottest year record viãââ +65704,everyon think climat chang hoax get air condition +720328,think go die husband believ climat chang +182815,moroccan vault preserv seed climat chang doomsday spark crisi +992508,were proud mayor s leadership climat chang copenhagen prepar futur a +582996,mayb go back uzbekistan im sure believ climat chang lol +712952,omg donald trump want shut orbit space camera monitor climat chang +217793,bill nye destroy climat changedeni trump advis william happer +960416,whitehous fill creationist climat chang denier plus side god give grandchilãââ +387077,here stat tree absorb 48 lb carbon dioxid year plant tree reduc global warm +62147,new mexico hit hard global warm today +158157,teeb would even cooler direct appli countri person somalia would benefit climat chang interventionpolici +16196,me thank you subaru clap aikomi aikomi ãââthe present suppos global warm hateãââ +211659,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +368185,wast hour life argu climat chang someon think real +681044,pari agreement climat chang us withdraw trump call unfair via fox news +368951,ãâålamar smith major impedi anyth done climat chang congress tx race +200078,someon deni climat chang simpli can not next presid usa would liter disast eveãââ +947641,rumor secretari state candid dana rohrabach think global warm tooth decay conspiraci expãââ +591630,headlin exac global warm denier usual say +60500,odbama believ climat chang n gave phukk pollin +257401,link hurrican chang yale climat connect more http +478713,1 california fight trump climat chang +735450,dumb republican think snow citi global warm fake +633125,action climat chang calif show succeed visionari amp pra +610055,parent id anyth children scientist here stave climat chang children stay oãââ +632978,epa head scott pruitt deni carbon dioxid caus global warm +365076,pakistan ratifi pari agreement fight global warm +875539,will ignor 99 agreement climat chang win malpractic cynic shosight abdic +758419,fuck guy global warm serious hell +709088,lmao global warm real +768261,massiv studi cancel climat chang +209509,tech cash enough come health climat chang +127305,child left behind quot warm speech introduct +121053,presid believ global warm were doom regardless +19558,kind likeevolut climat chang scienc end gender issu +801712,new california senat kamala harri question cia nomine climat chang spi climat chang yep d +837454,peopl believ man made climat chang dumbest ignor peopl planet +541857,rightsiz inde use languag differ way republican deni climat chang caus by +11629,bbc news g7 talk trump isol pari climat chang deal +10359,trump era citi must amp battl vs climat chang offici daili mail slayt +66175,onc peopl convinc of climat chang politician fall line quick +23284,energi depament climat offic ban use phrase climat chang +211731,uh oh anoth craze muslim cant deal climat chang im sympathi europ the +32828,rick perri longer want elimin doe scott pruitt open concept global warm +300306,danni rollen faur ãâåthe republ seychell view climat chang existenti threatãâï +798465,human activ continu engend climat chang threaten credibl lead inevit +429350,one sad effect climat chang kill reindeer +96211,demand trump adm add lgbt right climat chang amp civil right back 2list issu site https +287991,abraham hick climat chang global warm via +580986,biher bigot climat chang denier guy appointe oppos nomin sam clovi +782530,think go die husband believ climat chang +446353,th raw data kept privat anyon abl verifi accuraci climat chang stat jansen pleas answer +404665,snow be bleach anemon crack ice climat chang look likeãââ +971456,america becom countri world leader doesnãâât think global warm realãââ +503290,global climat chang real +675704,al gore stir new climat chang ad call world leader +225076,leader statement reflect trump posit climat chang us goe histori s +593471,kinda want countri around yeah climat chang top prioriti +481167,climat chang real no +161297,trump someth global warm tangibl benefit us busi +270003,world leader dupe manipul global warm data +411180,scott pruitt offic delug angri caller question scienc global warm +271499,8 10 peopl see chang catastroph risk +672109,impoant action us taken address climat chang threat +602150,true ron johnson believ peopl contribut climat chang most +575468,latest public attitud tacker survey result caus climat chang +181408,tax park car work 1 idea consid minist plan help meet scotland climat chang target +161726,think co2 drive climat chang let send copi global warm dummi +977902,hes fill transit team fossil fuel industri stalwa amp lobbyist continu deni climat chang real scari +788232,yay global warm +725006,look fwd speak today lawyer age climat chang amp +722658,ãâåwill global warm help drive record elect turnoutãâï +600224,american public understand climat chang real caus human time ãââ +793349,fox news tucker carlson implod bill nye scienc guy school climat chang video +451620,donald trump call climat chang hoax worri could hu golf cours +424135,trump budget cut climat chang research intern climat chang program it +88627,look america offici believ climat chang hoax sorri everybodi els +806009,obvious ploy make root global warm smh today satan +192064,climat chang isnt chang know is read book flaunt ignor world +685562,reflect leonardo dicaprioãââ new chang film +284646,hire climat chang denier pretti appal say noth employe singl custo +715307,perfect resourc 4 u use 2 talk 2 yr climat chang denier relat +883501,republican green group seek temper trump climat chang +842439,keep vote moron ignor climat chang basic realiti a +33587,concept global warm creat chines order make us manufactur noncompetit +730304,take care her remind take climat chang hes not +87268,news sturgeon fli usa entourag climat chang global warm environ summit +494947,freez death afternoon ill six flag grate global warm +557924,africa major pollutantclim chang caus industri nation bear termsãââ +351002,climat chang biggest sham world +361958,see climat chang affect uae number risk affect countri economi busi and +624214,us pull pari climat agreement al gore say made climat chang activ gro +513910,american diplomat epa global warm +506543,consensus climat chang increas migrat amp threat multipli conflict mani question nuanc remai +778056,big histori realiti global godfreak media adul overpopulationeconom growth racket champion climat changewast +357156,think go die husband believ climat chang +370081,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +880261,remi nicki minaj beef creat distract climat chang fact temp antaica rea +509403,absolut love amaz initi help reduc global warm +580774,global ocean circul appear collaps due warm planet +837095,scott pruitt offic delug angri caller question scienc global warm +560337,oil industri compani like hampm forever21 amp zara contribut global warm alarm rate releas season 5 +132783,watch flood doc climat chang im scientist made lot sens me +304998,suicid near 60000 indian farmer link climat chang studi claim +819879,10 fragen zur üchtlingskris hier gibt es den aufstieg humancaus climat chang denial humancaus climat chang +849455,worri climat chang trump solv too hell build wall keep climat out +346200,100 popular slogan climat chang +625746,1 repo trump moder climat chang realli irrespons what longer +677462,us energi depament climat offic ban use phrase climat chang no it april fool joke +107732,go singleissu voter make global warm even wors would good issu choos httpsãââ +277516,scienc possibl talk space amp climat chang x chromosom hmmmm interest +119700,want address climat chang amp us competit need work rest world turn away +219147,go climat chang +773453,call arm climat chang brenda civil disobedi penguin new 2017 caoon +813113,global warm get point happen rest eah +121431,presidentelect believ climat chang million peopl go say mr tãââ +258442,govern action isnt enough chang privat sector cut billion ton convers +15784,donald trump charg climat chang refer purg white hous websit +491379,eah possibl sensit global warm previous thought via +767093,anti vax pro life believ climat chang hoax accept evolut scientif 10yo commandeãââ +508244,climat repo un trump correct skeptic climat chang claim ââ +711697,new money system could help stop climat chang guardian ââ +78517,epa environment protect agenc trump name climat chang denier main ebel +592053,hey rememb time donald trump back urgent action climat chang long ago +723025,yall chant climat chang throw garbag everywher event +310230,moron jill stein say istanbul attack islam faultbut everyth climat chang +751878,kim stanley robinson new york 2140 glorious thought experi climat chang +617843,australia face potenti disastr consequ climat chang inquiri told +265859,area law man believ climat chang or much els scienc worri cpd repo scientif b +410288,alaskan villag vote reloc global warm +708448,word jame hansen nasa climatologist climat chang +254072,top militari exp warn climat chang catalyst conflict +791956,kate bigger ngos final see gender equal integr fight climat chang +515974,scott pruitt turn epa away climat chang agenda +972791,presidentelect believ climat chang million peopl go say mr tãââ +330960,climat chang activist stupid +126876,interest tri pic climat chang let me +316154,think go die husband believ climat chang +179087,caoon media cover climat chang way cover hillari email +586916,peopl left defend darwin theori liber dem also believ fairi tale global warm hmm +70846,welcom global warm now +752225,yale survey seven ten regist voter 69 say us stay pari climat chang agreement +404604,want stop climat chang see univers +836527,much besid cbs untru global warm concern suggest less car bad thing hypocrit +678059,ever doubt make differ climat chang read obit toni de brum +333311,day donald trump nomin climat chang denier scott pruitt run epa also meet with +74980,guy nuclear code think obama person wiretap him vaccin caus autism climat chang hoax amp bi +477908,epic size fuell global warm +506657,canada goos want remain profit help fight global warm +980875,spend five minut togeth social need know stanc evolut climat chang +805679,found magnetz thera total 4 magnetz ozon layerz make global warm uzebal +193548,futur planet stake hillari clinton combat climat chang donald trump think iãââ +818493,obama fiddl global warm data shameless manipul +625918,im go die climat chang millenni leftist liter believ this +215713,stas snow sandi ever sinc trump elect global warm alreadi gone away wow bob salvet +126166,global warm hoax drill babi drill sorri trumpgop end human civil +709380,trumpkin tell us climat chang is chines hoax mean tell metheyr idiot without clue im shock +570628,want fight climat chang fewer children +898663,if climat chang make eastern noh america drier autumn color spectacular +103967,answer burn climat chang question +934788,scientist cite climat chang nuclear threat decis move closer midnight ht +327499,malcolm robe host climat chang denier meet parliament tonight ive found copi age +953095,watch right here travel world tackl climat chang httãââ +592527,ocean much stress 2030 half world ocean could reel climat chang +488806,see one side advoc climat chang fix equal right all accept love and +531595,warm sunni day realiz climat chang slowli kill planet actual +899135,longer heat wave heavier smog go hand hand climat chang ar technica +661210,new york say tillerson use alia wayn tracker discuss climat chang http +311285,good news swallow bs climat chang anymor right +956537,oh climat chang real +536614,stop global warm way save great barrier reef +518252,usda tell staff stop use term climat chang +101697,call leader govt busi amp civil societi back ambiti action climat chang +136250,six flag ticker symbol warm simpl essay +571656,map show american think chang 70 believ us withdraw +614530,harri tri come chorus danger global warm eventu +506382,nytim mani presid trump advis urg break key promis climat chang +990558,debat tackl climat chang scienc settl +414640,farmer tackl chang w help +757228,im deepli concern scott pruitt unwilling fight climat chang amp ill vote nomin +741160,vote vote vote vote candid believ climat chang hoax danger person toãââ +80801,s 10th anniversari biggest yet famous landmark go dark climat chang action +14077,im board climat chang dumb analog +44115,presid believ climat chang noth even matter chang way treat mother eaãââ +782491,claim ted cruz father help kill jfk claim climat chang hoax creat chines defend japanes i +141116,ship made voyag would happen without global warm +758470,januari 22nd still snow day amp yall believ climat chang +111565,china may set take leadership role global effo tackl climat chang +108937,two young ontarian first place climat chang hackathon way goãââ +333960,trump guy invent global warm hoax meet maralago awkward huh via +495632,think wonãâât stop climat chang +855633,watch right here travel world tackl climat chang httãââ +387274,global warm say founder weather channel +944823,150 year global warm minutelong symphoni +676644,basi ikaw bala nag caus global warm hahaha +674904,re pruitt decemb look interview local ok radio said similar thing climat chang +706197,donald trump charg climat chang refer purg white hous websit +751823,epa remov climat chang page websit hour ahead +534701,donald trump undo obama legaci climat chang via +776680,kid right sue govern climat chang via +856934,global cool becam global warm becam climat chang becom extrem weather an +838992,yet say global warm +73072,talk last night climat chang remind woke fan guess peopl +592976,fas caus global warm +120301,new presid think global warm hoax creat chines amp second command think shockãââ +477557,take climat chang think decent peopl would rather see dc burn prez trump right wing congresscou +331101,want say global warm thing true saw polar bear wax chest +587789,pleas let turn back clock aboion gay right climat chang +106773,race curb climat chang citi outpac govern +714124,think go die husband believ climat chang +772086,finland arctic council take aim climat chang via +656418,watch absorb act upon leonardo dicaprioãââ dire warn climat chang ãâëœbefor floodãââ +372287,guy watch flood pleas watch it educ climat chang learn much danger world +481477,newli discov peatland must protect prevent climat chang +938734,epa head scott pruitt deni carbon dioxid caus global warm peopl run fuck govern +922926,rural region communiti feel effect climat chang +339447,that say make fun say global warm bs big snow storm bro +325978,tackl climat chang biggest econom oppoun histori us hollywood star and +42066,need middl east climat chang technolog spokespeopl todaytomorrow pleas gmail tweet +382638,angela merkel say right confront donald chang independ +16052,snow be bleach anemon crack ice climat chang look likeãââ +450371,concept global warm creat chines order make us manufactur noncompetit +450653,pet caus climat chang accord scienc alarmist pet shame next +299753,use research climat chang came trump collect royalti oil amp gas compani govt https +643564,open letter bank stop financ climat chang stop financ dakota pipelineãââ +975417,peopl talk climat chang exist oh no scienc hoax witchcraft 0 +890333,trump team request list govern employe work climat chang +759258,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +82004,rahm emanuel post climat chang webpag delet trump administr +187640,teacher problem find today societi class sweden contribut climat chang rasism agai +790339,plant life begin thrive antarctica thank climat chang +760264,horribl effect time us look damag effect global warm +34404,fossil fuel money made climat chang denial word god +387284,rahm emanuel post climat chang webpag delet trump administr +111495,one group dog get propagand day global warm amp male amp group get doggi lollipop amp unicorn +263613,global warm real club penguin shut +811478,epa head fals claim carbon emiss arent caus global warm +615025,lol fact also global warm bunch hot air unless sudan cours +709431,1st glanc climat chang either believ deniedal sceptic know believ agwclim chang +815398,oregon join climat chang coalit trump pull pari agreement +429819,ã ââã ââµã ââã ââã ââã ââã â⪠global warm ã ââžã â¹ëã ââ ã â¹âšã ââã ââã ââã ââã â¹âã ââ²ã ââã ââ²ã ââã â¹ëã ââ²ã ââã ââã âïã ââã ââã ââã âïã â¹æã ââã â¹âã ââ¹ã ââã â¹âã ââã ââã ââ² ã â¹âã ââã ââã ââã ââã ââã â¹âã ââžã ââµã â¹âã ââã ââã â¹âšã ââã ââã ââã â¹âšã ââã â¹âã â¹ïã ââã â¹âã ââã â¹ïã ââºã ââã ââã âåã ââã ââã â¹âžã ââºã ââã â¹âã ââã ââã â¹æã ââã â¹âã ââã ââã ââ²ã â¹âã ââã ââµã ââã ââã âïã ââã ââ +55201,much like everlengthen timelin world end global warm +918786,good dept energi us energi depament balk trump request name climat chang via +505250,research glacier provid evid climat chang +811168,right eah danger place especi climat chang biggest threat yall recogn +616510,insan climat chang global warm real everi child know this +810332,understand altern reason deni climat chang could help bridg divid an +778191,anyon think global warm good thing love ladi gaga think realli interest aist +644140,well guess whos done lose shit climat chang denier get laugh +614087,ebel job dismantl obama admin climat chang relat infrastructur spread climat changeãââ +350693,manmad climat chang denier center solar system ask what frequenc kenneth +224411,agreeth main problem ismani know man made climat chang real iti willpow chang +187760,email reveal usda employe advis avoid term climat chang instead use weather extrem +673695,amp sever hundr arrest compani exec us leader still debat climat chang real amp reviv ineffect war drug +624957,longer heat wave heavier smog go hand hand climat chang +682615,us oblig cut carbon emiss consequ trump climat chang denial +674916,arctic reindeer noh pole shrink becom lighter climat chang +404402,six irrefut piec evid prove climat chang real +53072,trump pull pari climat chang agreement +48112,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +785837,nobodi trust watch corpor media never talk climat chang never talk abo +184816,unsc discuss cite concentr wealth climat chang fuel famin gross inequ +230210,presid think climat chang hoax vp believ evolut great day scienc +915999,sekolah apanya skripsitnya a hahahah gak mandi itu malah menghemat air mengurangi global warm loh haha +376465,say leader itali specifi agent climat chang commit make taormina to +194186,trump polici climat chang strong oppos american new poll indic +106745,leo take climat chang skeptic ãâåyou might well believ gravityãâï +992715,achiev global adapt goal climat chang +274295,porio anthropogen activ caus climat chang alway ask student cool eah heal eah +841614,75 us mayor refus enforc trump climat chang order impoant elect leader commit environ +855159,withdraw pari agreement could lead real action climat chang nuclear power +369248,tonight 830930pm join amp turn light bring attent climat chang learn more +400854,59000 farmer suicid link climat chang india studi find shock appal number +232119,twelv direct link climat chang essenti succesãââ +770087,un pari deal enough avoid worst effect climat chang +61801,worst thing sit back noth climat chang ââ +582837,us research claim beef ban mitig climat chang via +696188,2016 year unit state elect man believ global warm chines conspiraci +710747,look climat chang data nasa websit 2 +943396,via dal sito della casa bianca il rappoo sul global warm al suo posto il piano di rilancio dei combustibili fossili +943553,futur planet stake hillari clinton combat climat chang donald trump think iãââ +957958,ãâthe mediterranean becom dese unless global warm limit 15cãâ +170910,presidentelect nomin siberian zombi anthrax virus global warmingthaw reindeer corps head center disea +680524,fana climat chang fana danger human propagandist fana vital human connect +565587,were late stop global warm renew need someth much drastic s +749902,scott pruitt offic delug angri caller question scienc global warm +748072,theyll tell theyr save global warm theyr lie +937512,soup thank great tweet great weekend also climat chang real leav pari accord +130999,smog shanghai tell us contribut global warm +342929,come fight climat chang there reason hope +406526,vote 8 time measur prevent climat chang think +281624,wrote best presidenti brief global warm donald trump +111021,envdefensefund 3 chas show climat chang world biggest risk +898463,think go die husband believ climat chang +920547,come forc rememb trump would world leader deni changeãââ +300268,donald trump expect slash nasa climat chang budget favour send human back moon beyond +6377,think go die husband believ climat chang +150851,trump say nobodi realli know climat chang real +836682,sen markey call pruitt tap lead epa sciencedeni oilsoak climat changecaus pollut alli +975094,probabl noth climat chang ha +303263,funni global warm real lower mainland bc seen harsh weather like th +469044,russian presid vladimir putin say climat chang good economi +826563,mom told shed kick believ global warm dad sit couch bottl feed +879918,the concept global warm creat chines order make us manufactur noncompetitiãââ +803773,donald trump call climat chang hoax chines offici say anyth but +535044,oh weather outsid fright due climat chang denial +129239,global warm worri global warm caus nuclear weapon hand crazi orãââ +123544,cnn futur climat chang event could lead prematur death exp said atlanta climat meet +955118,plan revers global warm learn here +763466,trump posit climat chang could biggest threat global secur warn +302824,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +970253,white walker got repres threat climat chang +536636,23 cant say elect rep understand accept climat chang instead need say want +225644,suppo renew energi sourc amp save nation amp planet destruct effect climat chang +901410,trump sign order sweep away obama climat chang pledg via +976357,climat chang hoax detail +276425,trump administr disband feder advisori committe climat chang +698782,think co2 drive climat chang let send copi global warm dummi +476182,in caus climat chang feder govern violat youngest generat constitut right to +560795,the taiwan govern apolog whole world make air pollut caus global warm +734099,cant understand realiti mancaus climat chang without understand various factor physic chemistri geographi +874279,climat chang denier must condemn stop thing woh profit like eah +528799,watch right here travel world tackl climat chang httãââ +844516,polar bear global warm +42001,great work human special congratul go climat chang denier +729333,peopl florida vote someon believ climat changeãåââ whole shit flood inãââ +910929,macron want american research move franc fight climat chang via +436637,modest propos fight climat chang sta leonardo dicaprio privat jet lifestyl via +539943,conserv convinc fight climat chang specif kind languag via +158515,indian farmer fight climat chang use tree weapon +913083,first climat model turn 50 predict global warm almost perfect +196246,look fiction climat chang pulp fiction full ãââ twist washington post +312900,global climat chang battl increas cou +247152,presidentelect believ climat chang million peopl go say mr tãââ +621919,presidentelect believ climat chang million peopl go say mr tãââ +72893,so much die come superb failur grasp true danger climat chang +989727,wish global warm meant would warm right now mani reason hate global warm +828411,expect rise mani insect vectorborn infecti diseas climat chang +231642,global warm exist club penguin get shut +294532,think go die husband believ climat chang +322655,19 hous republican call pay someth climat chang dana nuccitelli +238643,next presid make decis climat chang echo centuri havenãâât discuss it +226893,listen entir thing amp conclus climat chang believ liber r bad a +22945,im trump thisglob warm lie devic design govern rais tax enrichãââ +667052,truli apolog contempt religion global warm sinc post tweet receiv akin fatwa hate +330901,climat chang serious +893735,need know climat chang 12 minut +844155,epa chief carbon dioxid primari contributor climat chang +598545,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +792602,trump chang tune climat chang jail clinton +81394,when face challeng climat chang despair act +79720,craziest pa florida vote trump whole state go underwat defund climat chang rãââ +450891,matter great happi 193 countri agre everi aspect climat chang pari agr +689110,feel pleasant silo trump disast keep mind us longer fight climat chang +603282,countri move wo us were go hostil environ amp climat chang prowar +151774,gt100 student challeng look pollut perspect sustain climat chang +427833,u care global warm snake grow much larger hotter temperatur ea +514030,factcheck worldãââ biggest oil firm announc miniscul climat chang fund via +450842,best thing chelsea clinton fight like hell equal pay reproduct right climat chang oth +663940,good stream reason interest climat chang stop come on sinc sh +289537,goe drought global warm first rain fire sta +93580,69 decemb 19th there thing global warm +999485,mass australian fatigu climat chang discuss mass australian want save planet +16012,scienc express train creat climat chang awar +602434,execut order trump dramat chang us approach climat chang +128526,peopl touch tippi top ice berg think sta global warm +567878,un deleg worri trump withdraw climat chang plan +311040,rob green could stop global warm +397558,children su us climat chang add trump suit via +659249,5ãâïãæâ away aicl 50 pari climat chang agreement come forc +732039,give set book kept vaticanpop give letter climat chang +257083,harvey climat chang look like world decid doesnt want take climat chang serious https +653366,inconveni sequel review al gore new climat chang film lack heat former vice presid latest +764741,right effect climat chang applic right everi human sick pollut +240417,presid trump repo sign execut order tomorrow roll back obama climat chang polici htt +941193,1 long pretend stephen incorrect fact climat chang opinion +249928,nz gone crazi tonight tsunami warn christchurch havent heard climat chang thãââ +355194,cdc abrupt cancel longplan confer climat chang health +466127,everywher look oppoun address climat chang everywher look it +986184,hey florida nice littl everglad got there thank vote climat chang denier see hurricaneãââ +194736,kid su trump climat chang alreadi experienc effect firsthand +193995,heathrow expans would huge step back fight climat chang let send shockwav down st aga +630191,talk awardwin 2006 film new documentari look climat chang fight +467505,trump say cancel billion dollar un global warm by way one know happen thatãââ +385475,mention govt climat chang scam amp liber get trigger the ppl believ obama last 8 yea +537515,former independ whose debut interview declar reagan out moder climat chang +689188,epa chief scott pruitt languag climat chang contradict agenc websit +629787,ship made voyag would happen without global warm +125791,trump unravel obama antiglob warm project houston herald +873126,cant stop global warm +634159,vote hillari think climat chang +5824,repeat evolut theori manmad climat chang theori endocrin disrupt theori sãââ +626130,im aliv famili healthi friend prosper boyfriend fine dog love amp global warm kil +710596,princ charl pen climat chang highlight increas uk flood risk +739055,either actual believ climat chang hes will shelv big busi think +584269,vote trump mean actual deni climat chang peopl realiz fuck suppo +930286,left right agre fox news destroy epa chief scott pruitt climat chang +803604,china tuesday reject plan donald trump back global climat chang pact +902313,watch chris wallac confront al gore faulti climat chang claim never came true +365571,megac form allianc unesco manag water climat chang ââ +418391,breitba eah cool climat chang real amp pleas stop use vid +260874,g20 summit end trump odd climat chang alway outsid histori kind trump https +53754,watch right here travel world tackl climat chang httãââ +406691,judg rule school children pursu climat chang lawsuit washington state +958946,lock up climat chang hoax crook hillari climat chang hillari hoax maga donald libtard disa +135258,retweet gou beef provid major contribut global warm +349414,nasa climat chang research like scrap trump via +988959,say what unfoun pali problem brand global warm climat chang peopl +954431,problem right climat chang denier power profit industri destroy planet +985836,our children wont time debat exist climat chang theyll busi deal effect +698510,trump offici meet futur pari climat chang accord +509363,pari hilton better record environ climat chang donald trump +625498,hear climat chang think polar bear also think human displac migrat reloc alreadi +896827,elect leader fail approach environ amp climat chang serious issu wohi urgenc amp action wiãââ +393734,make mistak eg gentleman climat chang happen pm sure mis +326465,tire deal climat chang deni troll here help +856169,climat chang affect wine drink via +404748,theyr get readi purg energi dept deni climat chang +330862,scott pruitt want kind strang climat chang showdown +455496,peopl vote trump probabl think global warm real ãåëœâš +571982,believ climat chang fault petroleum energi product pollut u serious +298506,ceo tri stop sharehold know climat chang affect wallet +98423,think go die husband believ climat chang +660483,africa need tackl climat chang +219919,correct satellit data show 30 percent increas global warm +967026,pai agre scott pruitt need held account mislead comment climat chang +640859,225 canadian jet morocco ãâëœfight climat changeãââ emit cloud hypocrisi ââ +574291,conclus theyr save us global warm +673739,follow ap repoer sail arctic fabl nohwest passag document climat chang impact +490703,trump world leader deni climat chang +811513,exxon mobil urg donald trump keep us sign pari agreement climat chang +357267,realtim panel keep danc around economi technolog climat chang greed pleas interview +366205,join combat climat chang take action +47116,nightmar scenario environment preserv climat chang wildlif protect energi polici +41555,us inact climat chang could contribut us reach tip point hard overstatãââ +666135,gurmeet ram rahim singh sta campaign erad bad effect global warm +997640,capt jame cookãââ intric 1778 record reveal global warm today arctic +381416,execut order trump dramat chang us approach climat chang ty gbuijn +168327,good piec loophol current climat chang regim amp chang suggest +492253,co2 level atmospher hit new high epa head deni role climat chang +422735,rule big oil understand climat chang far better gop includ trump +667117,chang climat chang everyth chang god amp hes still control i lord chang mal36 +202823,want get polit consid trump action re climat chang render planeãââ +10908,bill nye scari rebuk cnn allow oppos climat chang view sum left nutshel +366599,major peopl agre climat chang harm american believ harm them +394665,pari agreement forc today nz among first ratifi big day climat chang battl +734589,granddaught coal breaker becom local leader climat chang +210821,climat chang make hurrican flood wors +191243,ãåâïãåïâ¼ãåâïãåïâ¼ãåâïãåïâ¼ know tree absorb 48 lbs carbon dioxid year plant tree reduc global warm htãââ +435686,aist show climat chang nation park new poster seri +7931,new repo analyz link climat chang fragil nonstat arm group +331666,five way take action climat chang global develop profession network guardian +998608,s ok realli wan na get scare watch s newãââ¹ climat chang doc ãââ +598170,climat chang rapid melt away sea ice countri prep new ship rout arctic +981822,halloween get lot scarier consid bc global warm 80 degre octob amp destroyãââ +349039,freez outsid hell global warm +131708,wood energi scheme disast climat chang +440962,catastroph climat chang +719287,congress top climat chang denier continu attack state probe exxon +866736,trump want downplay global warm louisiana wont let +793383,good news know do everyth need respond challeng global warm +486705,99 scientist tell climat chang real trump say isnt intoler ideolog in +206701,disrupt busi model take action climat chang via +812095,jane goodal call trump climat chang agenda immens depress +813429,tool mind amp motiv address climat chang now honor address global communiti leadiãââ +300273,watch right here travel world tackl climat chang httãââ +246003,call climat chang research wast actual it requir law https +357693,coral reef live die era climat chang +127689,rex tillerson use email alia exxon talk climat chang bbc news +554542,public opinion shift climat chang peopl believ happen human caus it theyr +713892,weather warn intrepid cofound stop climat chang ruin travel +855661,challeng trump 17 republican congress join fight global warm +413022,meet 9 badass women fight climat chang citi +204680,the planet drown denial climat chang write ami goodman +865502,america becom countri world leader doesnãâât think global warm realãââ +70808,watch absorb act upon leonardo dicaprioãââ dire warn climat chang ãâëœbefor floodãââ +542694,financ remain biggest barrier citi tackl climat chang +521642,michael gove attempt climat chang remov geographi curriculum environ secretari tori +90760,river piraci take place breakneck speed climat chang blame geoscientist +599952,mike nelson winter arriv perfect time talk climat chang denver channel +116224,epa want debat climat chang tv challeng scientist prove global warm threat bring on +781730,think global warm bad now go get much wors research predict monday +222272,shrink mountain glacier categor evid climat chang scientist say +520111,sent one nasa anoth where global warm arctic ice cap grow +470642,watch right here travel world tackl climat chang httãââ +241795,us want deni global warm +585620,enjoy global warm cool peopl +969978,teen impact climat chang +800466,new simul put price tag climat chang counti counti +665096,the concept global warm creat chines order make us manufactur noncompetitiãââ +59084,sander pretti dumb ask climat chang harvey +813349,climat chang denier like donald trump believ bbc news +312981,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +965523,trump will definit pull pari climat chang deal +921337,technolog assist access inform climat chang +791417,arctic climat chang make studi arctic climat chang danger https +472174,presidentelect believ climat chang million peopl go say mr tãââ +514550,trump signal hes act vow dismantl obama stupid climat chang polici +418510,understand politician believ climat chang there evid scientif evid come oãââ +344814,obama may face children su global warm +555242,wildfir remind climat chang make wildfir continu problem place https +603943,icant understand peopl believ there secret agenda climat chang +996818,look america offici believ climat chang hoax sorri everybodi els +518736,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +194144,conser dont believ climat chang huge poion antivaxx liber choos wh +548422,donald trmp give combat climat chang us economi me +781735,watch right here travel world tackl climat chang httãââ +90786,us elect trump rest world didntso us polici eg climat chang threaten reãââ +3051,trump said climat chang exist contradict yourself clean environ mean coaloilfrack +402995,want argu fix climat chang okcool but im done talk whether exist informatãââ +224269,two centuri continu volcan erupt 18 ka trigger major climat chang southern hemispher +891634,spot aicl were everyday climat chang denier +661409,final pari climat chang agreement design crook trump buy crap +776823,point done tri convinc anyon climat chang real it absurd see book fell graviti real +773037,ge ceo vow ignor trump continu fight climat chang +716592,china tell trump climat chang hoax invent +709740,im 80 yrs old listen global warm hoax sinc teen amp guess what noth happen +230435,plan could play key role tackl climat chang tell parliamentari committe +105775,naomi klein exact time talk climat chang +277235,six irrefut piec evid prove climat chang real +323839,awar regard advers effect climat chang cope prioriti +485009,scott pruitt climat chang mani global warm denier trump team via +991522,blame chemist harbicid promot climat chang deterg hydroxl molecul may affect +421384,nation park defi white hous tweet climat chang fact mysteri hush up +407930,climat chang denier go actual read better catch up +499185,thank unpreced climat chang sea level la jolla california 1871 +634042,ge ceo jeff immelt seek fill void left trump climat chang effo via +281534,yesterday almost 70 amp today snow worri head epa said believ co2 caus global warm +29564,wrote great piec climat changedeni lawmak christian amp unholi allianc +777475,data risk new us administr unpublish climat chang research submit here https +73475,s wc social crise arctic communiti result intergener trauma worsen climat chang trauma +924278,grow alga bloom arabian sea tie climat chang +945887,also listen brand new song lifetim climat chang climaphob yo https +133825,sustain forestri cost effect supplysid measur combat climat chang global +750622,nuest contribut global warm ride vehicl also wear seatbelt +340947,nine noheastern state take impoant step fight climat chang +477970,think global warm made china +841038,care natur doesnt alway mean leav alon engin climat chang away we +331429,we close tip point global warm becom irrevers prof stephen hawk +861934,epa chief carbon dioxid primari contributor climat chang +117689,mitochondri dna show past climat chang effect gull +231985,storm link climat chang caus 35m cricket club storm decemb 2015 +452498,idiot either unawar climat chang lie serv cabal promot lie +147151,global warm caus alaskan villag reloc stop climat chang it late +402278,polar bear number plummet third global warm +515529,horgan say oppoun end big money polit propoion represent fight climat chang +816064,percentag republican believ global warm 48 believ demon possess 68 jan 13 +320416,chang climat chang hunger begin educ new whole school approach ten countri meet dakar +674363,warmer summer unpredict rain maharashtra yet finalis climat chang action plan +45153,fell asleep climat chang book cram ugh +294203,us energi depament balk trump request name climat chang via +69149,balfour beatti lead climat chang standard +892557,left trump inaugur right everyon want die global warm andor nuclear war +714218,trump voter think institution racism global warm conspiraci fulli believ lol +374533,scientist warn global warm may escal fast could game over soon +799765,donald propos ban entir religionencourag violenc ralliescal global warm hoax yeaa choos ãåââ +406896,gunna say obamacar make mom keep live life believ global warm +493645,trevor assess effect climat chang +77622,anson al gore convinc miguel torr fight climat chang wine +351139,everglad mangrov woh billion fight climat chang +598383,rare move china critic trump plan exit climat chang pact cnbc +437099,im think sta intervent servic rescu children global warm cult +811260,2017 adapt calendar featur women lead effo build resili climat chang +289021,weather 75 degre novemb also worri climat chang ââ +411748,trump undo obama action climat chang energi independ order slam environmentalist but +834122,wonder sturgeon donat 1million californian climat chang iceland all califor +531633,donald trump xi jinp chat schmooz avoid talk climat chang +138830,tear trump disast climat chang order +855031,call concern climat chang +621398,tell trump need tackl climat chang want second term presid +591179,video use young kid promot global warm fear dear mom amp dad climat chang could catastroph +665535,celebr someth bad prove climat chang hoax fake news +625048,feder scientist cook climat chang book ahead obama present whistl blower charg via +395927,worri climat chang creat isi ãåââž +819363,motiv against nonbeliev climat chang vs sound alarm +226513,risk climat chang singl graph vox via thank +230277,bill gate investor woh 170 billion launch fund fight climat chang energi innov https +217668,cost climat chang nordhaush calcul social cost carbon scc 31 per ton co2 +646356,stop worri learn love global warm climat alarmist still run about +585846,sit lectur climat chang california liber take look job theyr doingãââ +320140,exxon manag adopt global warm religion go fight it +7769,china honour commit climat chang pm say us appear pois pull key deal +128883,moral irrespons make albean poorer pay tax make dent global climat chang https +930716,yes let globalist stoog hiss ear climat chang biggest +52091,fix headlin wp trump say fals nobodi realli know climat chang real +865029,world biggest fund manag dah vaderstyl warn compani director deni climat chang +678269,sad confirm devo session pls confirm pruitt climat chang real +646896,scientist overwhelm right climat chang last 50 year +151820,watch right here travel world tackl climat chang httãââ +126071,let blame russia today tomorrow fake news next global warm get realli old lost grow up +390635,bebe dumadagdag ka sa global warm sobrang hot mo be heaven athubr20 +846830,so s climat chang websit gone +903429,scott pruitt climat chang denier fossil fuel advoc burn sequest carbon impact carbon cycl +552575,call citizen vote ãâåpeopl believ climat changeãâï call itãââ +51238,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +398685,capit could climat chang becom debat someth tri devis carbon credit swap for jesãââ +442076,oh that low bar set elon tillerson also said the risk climat chang exist +245264,think go die husband believ climat chang +1847,take action climat chang put troop harm way futur +800950,understand climat chang fake goal us militari domin climat sinc +236737,remind punxsutawney phil climat chang scientist trump regim al +371083,trump administr alreadi defi longheld gop ohodoxi climat chang +288557,global warm scare began +645411,nigga ask inspir told em global warm +582358,horror chelsea clinton blame diabet climat chang get factcheck hard +105065,everyth world depress life climat chang polit penguin penguin violenc ciãââ +105707,rememb everyon enemi american peopl global warm oppress wealth dispar fake news +487304,believ ever accept man made climat chang fact +966654,everi time rain summer blame global warm +367823,weãââv announc creation new exp panel help scrutinis progress climat chang +649275,see gmocrazycrowd rais climat chang amp evolut denier especi evolut hea of +29185,drink h20 plastic bottl 1m bottl minut world plastic bing as danger climat chang +172119,meet unoppos assembl candid say climat chang good thing hus enemi equatorãââ +685650,former noaa scientist colleagu manipul climat chang data polit reason +173254,lead world and falter climat chang action one map htt +287735,secretari state head exxon mobil say man made climat chang real yet head epa l +97811,team w explor climat chang prevent catastroph ãâ âãââ +838235,arnold schwarzenegg team macron fight climat chang +254835,exp say 3 year get climat chang control theyr optimiststh washington post ht +318905,break russian scientist confirm global warm evid friday night 8pm +259043,cdcs cancel climat chang confer back thank al gore +381017,believ climat chang posit live closet +649757,hous scienc said i believ climat chang countri larg leftist propaganda wh +529954,read amp compar outshin fr healthcar 2 gun control 2 climat chang 2 even deal w racial issu +663529,listen older white volunt talk believ global warm wonder trump +423720,1 hes actor scientist 2 global warm model wrong sinc incept +22777,think go die husband believ climat chang +766694,husband suppos save world focus climat chang father +166583,oppos death penalti also believ anyon power oppos univers health care climat chang +282634,high iq would know china didnt creat global warm +353764,friend remind still hot time year bc global warm brought peopl possibl even reptiãââ +461317,california say go sta su donald trump ignor climat chang +31680,tis season realiz climat chang real +998009,even wors project expens polici combat climat chang accomplish +491318,donald ââs first staff pick deni threat climat chang +970330,deforest climat chang join panership +476860,rex tillerson alleg use fake email name exxon discuss climat chang +415960,burn fossil fuel caus climat chang use manufactur +937064,thank global warm one harsh winter racist geezer fall like mosquito +935085,today ipa georgina downer explain climat chang real voluntari vote isãââ +863837,climat chang +166987,trump roll back climat chang polici today symbol gestur hell it via +65621,ãåââãåïâ¾ job need work ãëœâãâï 100 clean energi ãååå½ halt climat chang ãååãåïâ¼ war oil obsoletãââ +486600,afghan farmer suffer impact climat chang ministri agricultur amp undp help adap +389265,fight climat chang requir massiv state intervent shape capit invest decis good luck http +151202,fuck trump pick climat chang denier epa team +906908,would great time rest world find way pressur us climat chang human right +98725,bbc princ charl coauthor ladybird climat chang book +741135,presid trump may deni realiti climat chang new york show world act +184479,effect climat chang felt around world state amp citi must act bc feder govern wont +364623,blackrock urg exxon disclos climat changerel risk +289083,studi link climat chang farmer suicid baseless +101465,leav australia behind climat chang initi repo +877671,major nation offici commit fight climat chang without trump +414975,earli winter weather fantast season beauti craft consist fuss man made climat chang pain academ +819137,detta är riktigt obehagligt söker man på lgbt amp climat chang på får man inga träffar +162715,climat chang made real rainfal shrink temper area sw australia +889367,think go die husband believ climat chang +682050,hecka white think trump cant hu me consid fact believ climat chang werãââ +468148,manag editor write aicl climat chang flux issu htt +276721,ok scare peopl presid electvp elect believ climat chang +809015,spark global warm peopl did hereãââ how +82904,10 incred thing climat chang do number 6 amaz +629958,take trumpãââ denial catastroph climat chang clear danger +282539,hurrican due global warm mother natur +576641,read aicl the greenhous gas emiss blame climat chang what hard write cau +721032,j cole suppo global warm domest violenc cancel gforc 2 hit cinema juli +985863,climat talk save us global warm us urg bbc news un newsãââ +351847,doodlebob need fight climat chang next +102182,let look bright side mayb climat chang kill human global fascist govern sta tãââ +432256,talk wage war climat chang well the war on time join battl +810959,al gore fraud refus debat global warm +339263,climat alarmist offer 500 billion plan stop global warm make ice arctic +426325,world issu critic climat chang could creat mani mani job +634147,donald trump pick cia director refus accept nasa find climat chang independ +43694,suspect climat chang model climat equival pollster model hrc win libera +693219,everyon and liber care climat chang katharin hayho +840612,fuck global warm +292313,new york climat chang immedi existenti threat +459823,think liber end hell theyll final know climat chang +458700,liter sos dumb think global warm fake +886294,citi pick nation slack combat climat chang +72399,california target dairi cow combat global warm stori wnyw +838493,coffe anchor rural develop amp need plan climat chang +239467,catastroph climat chang alon trump presid repres almost beyond measur +966716,comic help us talk climat chang via +88590,here quick remind gove tri remov climat chang geographi nation curriculum +270660,pope believ global warm pope +612857,trump cut fund climat chang research were doom +481502,shld resign mla said human sole caus climat chang one call ab s +953534,trump save us climat chang mayb surfer via +399293,feder scientist cook climat chang book ahead obama present whistl blower charg fox news +325715,deal fight climat chang late ãåëœâ +412226,impact climat chang soil eros posit negat effect land use chang may b +817566,today gender day see project empow women fight climat changeãââ +610516,see ignor peopl global warm truli shock +921902,trump epa chief need review amp analysi find manmad climat chang real also were guttin +279576,effect climat chang endang speci wild underestim new studi found +164195,get it hot debat pari agreement climat chang +233989,us energi depament balk trump request name climat chang +650411,trump build wall irish reso protect effect climat chang +531313,noaa disproven global warm measur olr enjoy cult +4333,epa need region climat chang advis job impact environment protect may ask +643985,trump epa chief sure human caus global warm +556079,eventu us climat chang decent while cant rememb warm march +362728,peopl think climat chang real +619584,regard climat chang +498930,chicago mayor emanuel post epa delet climat chang page +711047,britain progress climat chang stall govern advis say +280183,trump order unravel america best defens climat chang +710884,it come question secur lead to watch see link btw climat chang amp extremãââ +669728,glacier nation park overcrowd thank climat chang +873903,kind conspiraci convinc peopl human action caus danger climat chang kn +133051,kain ask tillerson flatout whether exxon knew climat chang 1982 lie it didnt answer +580652,want get polit consid trump action re climat chang render planeãââ +122184,wall street pressur fossil fuel compani reveal climat chang could hu bottom line +297918,rick perri fals downplay human contribut climat chang +443350,assault america futur also futur everyon forc share warm planet trump a +942345,ur mcm contribut factor global warm +487311,canada gain nice day climat chang globe lose studi ctv news +624290,nation freaki februari warmth assist climat chang +462841,novemb 1st high 89ãâ next person tell global warm myth better prepar catch hãââ +682584,guess dear studi climat chang impact biolog system pa work tri +86801,scientif consensus realiti climat chang prejudic +614098,happen year phx bet happen often climat chang ignor +71036,1000 robin peer review studi show man made global warm wait +603798,believ one day weather provesdisprov climat chang butit 63 degre christma day kcwith c +539219,rememb next time dicaprio lectur us carbon emiss amp global warm +571734,futur planet stake hillari clinton combat climat chang donald trump think iãââ +891254,think mother eah iskinda hot global warm +16967,climat chang look like around world +366465,lost half staff lost half suppoer lost debat climat chang lost inter +468888,dear donald us know climat chang real real threat +755956,queensland fuell global warm +854237,nichola stern cost global warm wors fear heathrowãââ 3rd runway could incompat pariãââ +929586,research look aifici intellig studi futur climat chang deep learn +972465,believ climat chang natur cyclic occurr view back million yr +47414,intern cooper fight climat chang continu without us leadership gt all w +237511,proud stand fellow mayor combat climat chang +473045,address climat chang therel conflict limit resourc must listen scientist fossiãââ +719760,trump realli want face 21 kid climat chang +3380,four thing stop donald trump make climat chang wors +915945,presid donald trump remov specif regul intend combat climat chang more +746072,epa head scott pruitt deni carbon dioxid caus global warm +793658,food secur climat chang agricultur geral h +718346,let trump administr distract fool you must remain vigil address climat chang https +991582,us deni climat chang europ build island hous 7000 wind turbin +186975,would give experiment drug children suppos valid climat chang theori +544544,us geolog survey note hot earli spring tie climat chang dcs spring arriv 22 day earli https +598757,achiev goal effo combat corrupt climat chang must go hand hand +352182,scientist disprov global warm took break +799769,global warm tweet remov feed here tweet govern no +285144,im creat think tank independ thinker solv climat chang would post also +406272,bbc news climat talk save us global warm us urg stick togeth +92988,farmer week call climat chang action +36673,pray climat chang exist +558989,pope franci take climat chang serious embrac scienc matter +261633,jerri brown think gop belief state right could help fight climat chang +239960,sma move may need becaus new adminstr confirm global warm hoax +938879,biggest dystopian book spring american war imagin america torn apa climat chang +638143,canadian citi hit climat chang via +162574,enough tea biscuit engag panel climat chang board govern inv industri suppli chain +78388,oklahoma hit 100 dead winter climat chang real +966667,forza motorspo fun cant help feel like race car contribut global warm t +865944,40 us see climat chang problem sinc christ return decad chomski +972181,first time record humancaus climat chang rerout entir river washington post +946851,global warm loss thing ocean tree etc s05e03 +214800,think go die husband believ climat chang +728032,trump climat chang denial poend dark day climat research say +600651,nah lie listen peopl affect climat chang right donald +728584,govt dont sta action see youth reaction climat chang +706681,agre assess said die climat chang weird point make +589739,forget trump archaic view second can not comprehend fuck idiot believ climat chang +450581,watch right here travel world tackl climat chang httãââ +47561,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +401905,let fight togeth global warm make planet readi h +800981,oh glorious space a climat chang polit issu occur world day +589183,hm make face urin urin everi time someon say global warm real jack +222534,jess watter no one die climat chang climat chang kill peopl +357670,take presid trump accept climat chang shark freeway +923142,februari no climat chang elabor chines hoax cont +497636,massiv climat chang march washington dc trump 100th day offic +443455,ocean vr dive discov coral reef palau climat chang +730705,nbcnew repo world power line trump climat chang +830855,presidentelect believ climat chang million peopl go say mr tãââ +255556,world leader ignor donald trump climat chang say michael bloomberg +961712,vote someon deni climat chang simpli pro life is im put nice fuck mãââ +589379,far like geoengin alluminium caus global warm +956735,watch right here travel world tackl climat chang httãââ +216207,20uncheck climat chang amp futur may starv lack water food +650019,climat chang liber hoax retweet make poll repres accur +606200,hous republican buck trump call climat chang solut +753836,what wo chocol amp champagn risk 2050 due climat chang heat amp drought +847322,cold where global warm +273226,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +83629,america becom countri world leader doesnãâât think global warm realãââ +226734,way save polar bear popul hit brake climat chang us fish wildlif say +788872,we sensibl centr climat chang plz dont ask adani new coal mine plz plz n +870974,bell continu toll recordbreak climat chang push world uncha territori +591870,lindi west live seattl choke smoke nearbi forest fire like stoke climat chang +568912,scientist publish entir studi refut scott pruitt climat chang +789519,california fight climat chang good environ economi +731488,record cold weather ottawa weekend yes know noth global warm contradictori evid +244090,polar bear thank global warm this melt ice sheet interfer abil hunt +735125,trump energi polici includ scrap obama climat chang effo reviv coal +764484,good grief think climat chang weather hang lantern everyon see +646717,watch right here travel world tackl climat chang httãââ +31157,vs model teach us climat chang bill nye save world scientist get view +152232,never came debat skip global warm one thing +414280,popul amp distribut 75 england wildlif like signific alter climat chang +587546,group young peopl outrag lack respons climat chang right sue govern +821756,googl notch big victori fight climat chang via +373215,fight climat chang justic bring updat south brooklyn ny waterfront communiti +826764,trump call obamaãââ view climat chang urgenc ãâåone dumbest statement ive ever heard politicsãâï httpãââ +733307,lol tri say global warm exist still need jacket +596788,dr tim davi tell us harm alga bloom becom common climat chang scari +57392,definit marchther altern fact global warm +761256,ãåâ ëœãââ¼ãâïãâºëãâºâãâïãåëœâ new zealand climat chang protest block old peopl entranc bank polic help httpãââ +586312,biggest pet peev republican pretend climat chang exist +93389,bc stand men sexist racist mean non believ climat chang ââ +93917,billionair richard branson donald trump focus climat chang via +73551,trump meet princeton physicist say global warm good us washington post +165581,global warm doesnt exist climat chang +156791,accord msm evil caus russian global warm +823794,trump call climat chang hoax chanc destroy effo beat it +63392,obama talk need action climat chang farewel speech full transcript +182207,trend nighttim temperatur symptom world warm climat chang http +829750,thank great documentari climat chang realli hit home pleas check project +101290,donald trump mayb human climat chang +639078,climat chang denier head epa creationist head educ naziinspir databas muslim ugh thãââ +960964,putin say climat chang manmad +884242,trump buy climat chang +333194,let use fidgit spinna spin eah opposit way revers global warm +180605,ocean scienc aicl day opinion no god wont take care climat chang high countri news +724302,opinion harvey turn point fight climat chang +464585,amid agent doubt climat chang get involv +857134,turnbul gave gut stare mad right pay climat chang +289751,urban forestri tactic climat chang check consid construct humanampnonhuman encount +746574,what honest intellig climat scientist face mad leftw climat chang +5343,instead build pointless wall focus impoant issu like climat chang educ job healthcar sayin +477522,koala like water theyr driven drink climat chang +446879,left fret global warm actual threat water access avail exist +546541,a conserv case climat action left right centr climat chang affect everyon +732463,dead heat wave go much bigger problem come decad due climat chang research sa +380608,first time sundanc spotlight chang environ +336640,global warm worri global warm caus nuclear weapon hand crazi orãââ +52477,must watch climat chang +194507,tropic diseas spread climat chang crop amp livestock diseas well lot cost were sta suspect +538733,2016 set hottest year ever record spark fresh climat chang debat yorkshir postãââ +622382,smog dangerousreason pollutionw need act act nowclim chang biggest threat world httãââ +758067,new york skyscrap adapt climat chang +969245,got ta admit right global warm dawg novemb hotter two chick kissingãââ +6204,trumpãââ elect mark end serious hope limit climat chang 2 degre +360927,histor mistak world move forward togeth climat chang pari withdraw leav american worker amp +733862,surpris high number german say chang biggest concern left far right voter averag +254831,bay know damn well citi never goe 85 yall still think global warm aint real +312789,watch right here travel world tackl climat chang httãââ +683632,shine spotlight climat chang year +698155,pakistani shell global warm ecolog chang trigger avalanch jampk say armi chief gen bipin +581241,look earli find implement climat chang mitig measur citi +685887,go green china climat chang isnt consid hoax +495618,state fight save eah nation new front line defens climat chang +98564,soa finish game fought climat chang took nap king ralph never left room +422534,florida half state go disappear ten year due global warm theyr go guy say chãââ +378882,climat chang checkup spectacular coral reef watch awesom explain crucial issu +175872,sailor global warm +135908,welcom first us town get feder money move global warm +840249,realli hope climat chang take california cultur sick sea +37433,blame climat chang +231996,supercomput coal countri analyz climat chang +573211,vote phoni well make sure climat chang least worri +703385,leonardo dicaprio hope use ivanka trump push climat chang polici theblaz +11101,2017 human respons global warm respons mention theyr respons +819890,climat chang direct relat global terror +572492,air forc one doubt that pretti penni climat chang ãåëœâ +120502,comparison lamarsmithtx21 say climat chang scienc say climat chang +146930,donald trump sta presid drop pantomimevillain act climat changeãââ +913546,gee bunch 70 year old rich white guy worri climat chang fate planet go figur +808868,snow be bleach anemon crack ice climat chang look likeãââ +383788,novel new lawsuit behalf 21 kid fed fight back climat chang +629338,australia face potenti disastr consequ climat chang inquiri told +429250,lol believ global warm idit +327253,obama like globalist leader suppo climat chang hoax agenda retreat us power +233323,vicki cobb cheeseburg forest evid global warm climat changeãââ +754966,human cost climat chang high need get fossil fuel renew energi 2030 hoãââ +5107,wait thought climat chang fault +285700,yall still think climat chang real understand +997597,global warm real season depress last whole year +605325,game throne allegori climat chang jon snow suppos al gore im someth folk swear +181468,im gunna piss world end lame ass global warm alien invas ai hitman android +921776,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +131890,climat chang real us instal solar panel congress har collect shine old white polit +727491,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +407368,turn climat chang that big one +720318,without washington were work aggress fight climat chang protect futur https +521215,nativ american tribe reject us climat chang pledg uphold pari accord via +699505,despit global warm alaska littl ani warm sinc 1977 except barrow shown below httãââ +260605,dan rather goe climat chang deniersto cherri pick scienc like show realli und +4496,tackl climat chang also improv state public health read more +162556,trump climat chang prob fake scientist nope trump wish knew scientist real trump guess well never know +283270,polar bear natur enemi die starvat global warmingãââ +631070,futur presid believ climat chang person interest keep himãââ +343853,merkel urg bigger fight climat chang us move +195609,uw today rapid declin arctic sea ice combin climat chang and via +729294,europ face rise sea level extrem weather climat chang +342029,major canadian river dri four day climat chang +31305,s view climat chang engin problem +974349,estim propoion scientist reject consensus manmad climat chang 1 17352 0000058 +827385,think go die husband believ climat chang +110637,dont let children face climat chang disast +330981,must read thread ideologu ignor climat chang dod recogn nation secur issu +716213,predict global warm +673772,think go die husband believ climat chang +533976,think got memo allow say anyth posit climat chang +467243,well fair john kerri say climat chang greater threat terror +671317,top russian scientist fear deep temperatur drop global warm via +232183,chad countri vulner climat chang here +489015,china eu could issu formal climat chang statement next week exun offici say +356158,supercomput coal countri analyz climat chang engadget +988748,concuss nfl climat chang fossil fuel industri +240002,bridg heroin realli global warm im shook +873392,think go die husband believ climat chang +345670,presidentelect believ climat chang million peopl go say mr tãââ +356761,retweet inquir say sign climat chang agreement +530584,think go die husband believ climat chang +177001,sick hear russia tweet scandal time talk flint pipelin climat chang +525148,nice see issu climat chang address govern +347083,climat chang noth newth ancient migrat place call sahara dese from eden sweden +784269,strong contend muppet year stick climat chang +420686,presidentelect donald trump say nobodi realli know climat chang real +918830,kid age 920 yo gear take trump cou climat chang via +550616,american even less worri russia climat chang +696228,left turn climat chang form religi dogma beyond reproach cthlc church kill galileo settl scienc +861731,gate bezo jack other woh 170 billion launch cleanenergi fund fight climat chang +677852,think go die husband believ climat chang +591361,develop nation world led climat chang denier +962050,watch right here travel world tackl climat chang httãââ +76649,modern agricultur cultiv climat chang must nuur biodivers +832328,mike penc just kid think climat chang hoax evolut real amp homosãââ +239449,hundr million peopl risk climat chang displac decad a +467995,scientist explain apocalypt effect trump pull pari climat chang agreement +467450,six irrefut piec evid prove climat chang real +127162,anthropogen climat chang absolut real draw specious conclus freak storm regular wet season idiot +477381,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +58715,thank ndp carbon tax magic life bitter cold ab final global warm gone tax air +701473,debat tackl climat chang scienc settl +893061,carbon dioxid primari contributor global warm epa chief say +335217,horribl wake realiti climat chang +909071,tell think climat chang exist +471885,trump sign sweep rollback obamaera climat chang rule +164325,iãââm creat new think tank climat chang would join post tweet also +875446,caribbean countri get financi help fight climat chang +366749,26 imag climat chang sinc elect leader environment movement and +625267,trump cant deni climat chang without fight +805316,know aircondition 90 rayon respons respons global warm amaz +779520,ai util critic problem today climat chang diseas realiz good +967449,mayb pay him like big oil pay deni climat chang hell show +39093,obama climat chang legaci dump billion taxpay well +306078,aye believ climat chang +983065,scott pruitt head epa said carbon dioxid primari contributor global warm +106475,huge kid su govern climat chang proceed trial via +380508,fix climat chang put citi charg coventri council must continu drive area +236562,say global warm real +589848,final year make snow day global warm decid real +741895,compani like lead fight climat chang +204042,need protect planet climat chang real fast help pleas h +238985,yes white hous websit climat chang page gone polici page ta +468940,disast agenc plan climat chang +467571,were actual close elect dude believ global warm like opinion someth +86934,minim negat impact climat chang ââ +650045,cours did deni sexual assault climat chang trump u fraud small stuff him +334396,trump tap climat chang skeptic scott pruitt head epa via +308397,ice age climat chang play bigger role skunk genet geolog barrier +435631,ãâëœthereãââ plan bãââ climat chang scientist fear consequ trump victori +206312,read guardian obama climat chang legaci weaken us invest diy fuel +565453,also wonder peopl like i fuck love scienc facebook page feel climat chang +250852,threat climat chang push environment law new territori write +511144,two option either continu path toward climat chang fossil fuel +985030,anthrax spore stay aliv permafrost 100 year enter climat chang guess happen next +5045,ive long argu were gon na die better term climat chang anyway +962371,hey hit good news judg allow youth lawsuit fed govt climat chang proceed +179695,realli want be nation leader promot bigotri racism antiwomen antijourn anticlim chang +571674,need bedtim read model paper effect realist climat chang food web out +708517,the concept global warm creat chines order make us manufactur noncompetitiãââ +949891,republican logic renew resourc imaginari like climat chang +451267,financi firm lead sharehold rebellion exxonmobil climat chang polici +463572,mahlobo baba global warm caus pravin jacob iqiniso put repo +527910,trumpãââ presid may doom planet heãââll nuke climat chang +446310,yes climat chang hurrican subsid climat chang again come bill g +105414,trump administr solut climat chang ban term +18138,take action climat chang +653784,numinipi na ang yelo sa arctic circl pati si santa nangangayayat na nakakatakot talaga ang global warm +331838,frosti snowman melt presid trump refus take threat climat chang serious +650762,secur futur coral reef requir urgent amp rapid action reduc global warm tis solut +826394,aka similar climat chang american prefer wait late anyth via +164947,understand skeptic realli never understood climat chang denial seem entir plausibl +871573,trump budget plan nasa focus studi space climat chang los angel time +737732,sho list like ceas countri thank climat chang +78892,step 1 identifi key landscap could nativ speci amid climat chang step 2 protect w paner +950200,hell peta worri whale global warm bear ice quiet muslim +484870,poll 29 voter extrem concern climat chang +382863,nice said financi philanthropist alli fight climat chang in french +155451,sorri mayb sexist racist xenophob wall build amp deni climat chang exist cãââ +361880,think co2 drive climat chang let send copi global warm dummi +625561,disappoint made climat chang one top four prioriti +675442,devast global warm inevit due inact intern communiti say lead economist +113514,time say loud possibl harvey climat chang look like +19397,one world lead exp climat chang call rebellion +718093,gender action plan aim integr gender climat chang polici strategi via +428411,me worri career global warm threaten exist drive thru pleas pull +908602,rise temp extrem povey refuge crisi chad countri vulner climat chang +595852,10 lost year climat chang polici entir due climat chang denier vest interest +866548,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +516734,wast side tax us throw leak roof break fedral immgrat consitut law obama fake climat chang +203690,day 49 donald trump epa director deni carbon dioxid caus global warm +457889,probabl bring past climat chang predict +42699,climat chang real mix word read climat chang real +564817,know there someth wrongwhen safeti countri matter climat chang impoan +519244,let watch planet eah brainstorm way convinc world leader global warm proven scienc that +634222,srsli what return polici trump want refund inmedi can not climat chang denial absolut can not +851947,like fix belief climat chang toss window simpli g +925224,think go die husband believ climat chang +776585,scientist tri explain climat chang you care cos presid unit sta +603969,us 90 popul growth 10 emiss growth peopl want action climat chang and +848121,let fake news tell climat chang damag countri futur outrag +745737,feel like good planet make innov procedur adapt climat chang shou +706675,latest voic tomorrow essay young scholar nuke amp climat chang doubl whammi marshal island +891427,natgeoãââ climat chang documentari leonardo dicaprio youtub via +311901,fact trump believ climat chang scari asl +190297,futur planet stake hillari clinton combat climat chang donald trump think iãââ +782363,that evil magic right there someon piss environmentalist deni climat chang amp got mag +44291,curb climat chang yourself drive effici car relat aicl +370428,overwhelm consensus climat chang happen human contribut https +899174,aicl climat chang syria great analog compar co2 emiss weight gain https +144125,outrag epa head pruitt deni co2 caus global warm confirm worst fear +422237,togeth rais voic address climat chang add voic nov 6 ãâ â httpsãââ +554582,asia outback australia farmer climat chang frontlin guardian +242199,myth manmad global warm bust +232219,make wonder still question climat chang +224076,mayor pari amp washington inspir global leader commit tackl climat chang ââ +945898,impact human climat chang seen 30year eah evolut via +564911,trump revers obamaera order aim plan climat chang denver post +343688,let hope obama last day presid spent tri prove catastroph man made global warm +371908,would trust solv climat chang +627574,john kerri say hell continu global warm effo +180485,conserv logic climat chang +249763,it time chang climat chang join march today +651375,harvard research conclud exxon mobil misl public climat chang near 40 year +660951,photo kerstin langenberg show polar bear affect climat chang +657758,15ãâžæ rise global warm bring climat chao govern help found +237867,recent wild weather possibl due climat chang pm +782819,ucla prof recommend replac dog amp cat wmore climatefriend pet name global warm via +791928,conserv group shrug link tropic storm harvey climat chang +294609,multipl feder agenc research way predictslowmitig effect climat chang +850390,billionair michael bloomberg pledg 15 million combat climat chang trump ditch +396547,presidentelect believ climat chang million peopl go say mr tãââ +142830,global warm book bookshelf +250983,climat chang could make air travel even unpleas +443938,lackey one nation circus logic climat chang idiot mean adult charg +831490,one easiest way help combat climat chang daili life stop eat beef here whyãââ +418267,oil extract polici incompat climat chang push msps told +860398,chilli amp cloudi april sunday morn outsid temperatur bare 60f 15c afternoon global warm co2 +763872,global warm bs potus hot air hes blow pie hole and +574726,even heard leukemialymphoma climat changealzheim malnutrit stunt growth al +142336,epa chief scott pruitt say carbon dioxid primari contributor global warm +213055,must see video feder scientist cook climat chang book ahead obama present whistl blower charg http +455829,excel slight provoc antivacc chang denier anti activist same +656699,2050 vegan spent decad warn carnist anim agricultur climat chang lo +171902,mani scientist reject idea human activ contribut climat chang 1 17352 +350128,donald trump senior climat chang offici say human primari caus global warm +714025,peopl defend lead caus climat chang deforest pollut etc get meat +17420,realli matter climat chang initi thrown window theyll sink seced +44772,caus global warm expect much much wors +643168,drive global warm women shis onlin shop +704610,headlin includ word derp epa chief say co2 primari contributor global warm +820523,presid trump may destroy america mayb stop destroy world sign climat chang petit htãââ +37607,take action curb climat chang storm like keep get wors +680087,g7 leader blame trump failur reach climat chang agreement +509948,imagin tri convinc global warm real instead conspiraci wake up tãââ +938423,climat chang denial look like +476346,arctic voyag find global warm impact ice anim +617648,trump drop climat chang environment review via +659939,obama trump may face children su global warm +510346,liber could invent perfect problem promot polici would climat chang +106516,longer heat wave heavier smog go hand hand climat chang ar technica +187412,might elect presid believ climat chang +530662,s pruitt disregard role co2 climat chang choos renew energi exe market pressur beyond word +969059,tell millenni dont seem bother focus climat chang hoax +233113,peru drought give way flood climat chang loom +881485,concept headass creat peopl believ global warm real +396578,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +722776,trump want creat job take climat chang serious +69263,climat alarmist stop dictat amp sta debat claim climat chang balanc public debat +783056,trump epa cut lifesav clean cookstov program mention climat chang +29053,know global warm look feel like sound like +45878,presidentelect believ climat chang million peopl go say mr tãââ +845042,epa chief say carbon dioxid primari contributor climat chang +78628,rare move china critic trump plan exit climat chang pact +899274,great barrier reef peril climat chang destroy +485857,epa chief carbon dioxid primari contributor climat chang +914284,think this china know climat chang drumpf +590949,nation interest tori form antigay antiwomen right climat chang deni pay +286808,trump white hous websit remov mention phrase climat chang +449133,3 chas show climat chang world biggest risk +145375,peopl post pic eah day vote man believ global warm +769261,trump justnam epa chief climat chang denier +769524,stop global warm way save great barrier reef scientist warn +968896,clean energi combat climat chang creat goodpay job ncs attni general trump eo aga +313839,race curb climat chang citi outpac govern vía +775822,great paper cc attent usual av global temp climat chang often affect peopl specif +293312,dicaprio hang oil tycoon fli privat jet 6 time 6 week lectur global warm https +495182,climat chang global warm caus fossil fuel stop spread lie +896063,excit racist misogynist climat chang denier next presid whooo america fuck yeah kill +2325,futur crop face threat climat chang also massiv expans citi +795486,kain press tillerson whether exxon knew global warm 1982 +135329,new easieous websit full materi climat chang law +885345,yes evid progmo stanc trump idea climat chang economi amp almost everyth els poor dt proscienc +703319,sebagai dampak global warm musim hujan yang tidak beraturan lebih merugikan bagi indonesia diband negara lain +595781,dear republican 75 degre 5 minut ago thunderstorm plz tell global warm exist +243128,dept doesnt want staff say climat chang ban word cant chang realiti +589175,colleg break climat chang denier rile debat divest strategi via +473007,see global warm +145261,the concept global warm creat chines order make us manufactur noncompetitiãââ +942956,yes threat climat chang reduc realiti show teaser +524966,confirm nasa invent global warm tamper raw temperatur record +713766,trump team memo climat chang alarm energi dept staff must duti stop fascism +440834,trust global warm scientist ask david rose +94839,rich get richer congratul danger world global warm +730063,even so voic planet need heard global warm climat chang real resist +120270,idiot action one nation senat malcolm robe ask connect penis climat chang +73612,this idea infrastructur amp hes noth allay climat chang man danger human +432813,research mission cancel due chang +317254,okay gain knowledg exist im root global warm end planet sun +149855,da kho paki environment use ko os envirmt engg slide katal global warm paki raghi v che yad rata +588233,gov jerri brown pari climat chang accord trump awol california is +860852,anoth remind climat chang go hand hand +762132,trump admin remov epa page appar think make climat chang dis +694699,suppos im incred trepidati trump face challeng also climat chang +357323,2 hour in climat chang gone +617071,way trump could worsen global warm +909332,im say is believ anti union folk racist alt right climat chang denier trust +460019,let look bright side mayb climat chang kill human global fascist govern sta tãââ +175290,donald trump sta presid drop pantomimevillain act climat changeãââ +845224,watch right here travel world tackl climat chang httãââ +77234,ocean also becom acid due climat chang that nightmar coral reef +337929,everyon saw video global warm alarm would disappear pleas pass around +846396,six irrefut piec evid prove climat chang real +515567,we believ climat chang real shell ceo ben van beurden +365305,ya say global warm dont wxist smh +410068,hope global warm alarmist got frostbit via +123198,20sec climat chang opinion reaction 40 sec disdain dave worm +287376,12 direct link climat chang crucial achiev themãââ +799250,actual amaz american still believ global warm wtf lol +744900,politician deni climat chang poison corrupt +505135,comment new us environ chief question carbon link global warm +380314,trump appar open mind toward global warm go incrimin clinton that interest +272452,warm sex free toon sex +164506,1 climat chang 2 unemploy amp 3 povey make african vulner extrem esp youth rural area +825234,2016s except weather prove climat chang real say scientist +959388,trump pick lead epa su epa climat chang +502275,funni leader g7 want talk fiction climat chang whi us wealth redistribu +663775,souhad seen climat chang dispropoion affect women villag let take action +515364,begin end religion global warm money machin +29777,weather nice u still believ climat chang +857998,actual climat chang caus povey help recruit peopl terror +930993,70 percent japan largest coral reef die due climat chang via +225367,system chang climat chang +299046,pls public oppos dup view aboion samesexmarriag climat chang +54060,here am say rick perri denial co2 primari driver climat chang https +153537,excel climat chang mitig adapt join +77959,farmer suicid disrupt india countrysid new find suggest climat chang play role +238755,climat chang real not +913486,meat product lead caus climat chang water wast amp deforest stop +14443,vital public health communiti address climat chang via s tabola +604691,even santa risk climat chang +56693,the world problem global warm peopl sold there global warm +397430,banker save world climat chang protect share price amp asset valu roger gifford +292158,develop nation world led climat chang denier +263045,effect rise temperatur climat chang would like reduc yield 10 2050 +686702,trump realli want face 21 kid climat chang mashabl +111969,stand say california back climat chang +575864,trumpãââ elect mark end serious hope limit climat chang 2 degre via +592714,happen epa strip power fight climat chang +788130,malcolm turnbul must address health risk climat chang health amp wellb australian +283215,epa chief doubt climat chang scienc sky news australia +463455,world seri climat chang media bias player given grant fake outcom spos scandal cãââ +84395,goodnight everyon except believ climat chang +111750,look climat chang data nasa websit 22 +930512,american know climat chang happen thing get complic climat opinion map show split https +582792,joyfullyeco creat awar one biggest pas prevent climat chang +172215,awar commit climat chang conf maynooth td attendancãââ +856082,evolv believ climat chang marriag think trump treat women well +788739,merkel trump clash climat chang upcom g20 summit follow us find out +509947,break news trump cancel global warm payment us alreadi save 55 million like decis +407486,isnt frustrat lack polit america address climat chang ââ +93916,cold war like lukewarm war right ha global warm ha +49777,studi eah cooler al gore nobel peac prize global warm work +794018,blame greenhous effect gass provok global warm actual main caus issu +448173,presidentelect believ climat chang million peopl go say mr tãââ +461282,salti ass write 750 stori climat chang rn shit due tomorrow +44346,climat chang direct relat global terror +505510,sulfur dioxid atmospher counter global warm +782839,pakistan ratifi pari agreement fight global warm +104045,here new side effect global warm make even terrifi thought +568580,think go die husband believ climat chang +758553,600 conserv scientist work around world address issu like climat chang clean water amp resili cit +53400,john kerri say hell continu global warm effo day presid obama leav officeãââ +441214,guess what climat chang alway happen ill give one guess happen temperatur ice age +953386,great exampl mean say climat chang pipelin fuel threaten +143711,fiji risk rise sea level appeal trump abandon posit climat chang hoaxãââ +120075,chicago offici sanctuari citi global warm refuge +215972,withdraw climat agreement climat chang mr trump realiti anoth statesman yo +439116,energi depament climat offic ban use phrase climat chang via +186431,acceler climat chang troubl pa man like factor promis noah god shit +593449,tv media fail famili talk changea global threat +607278,breath sigh relief put word big guy climat chang mayb loom fascism +582945,white hous budget propos climat chang were spend money anymor +922510,china soon trump america countri global leader climat chang reform +767792,al gore may scam climat chang real +795952,new book rank top 100 solut climat chang result surpris +944860,first requir util pay solar homeown 049 kwh solar stop global warm +444063,believ climat chang sure you much will risk belief without caution +865922,bbc news crid499b9u shadow minist energi climat chang british gas say sell electr +752668,revel coal contribut climat chang ur pay member bring parliament amp laugh +977914,lead world and falter climat chang action one map +252208,us tangl world climat chang g20 +772954,trump believ climat chang take health coverag 24m peopl fbi investig sure foc +254837,jill stein green pay one care environ climat chang save oil believ +237616,truth hus watch al gore refus give direct answer confront bogus 2006 claim climat chang https +371131,trump win dead threat stop climat chang grist +343754,swedish politician troll trump administr sign climat chang law via +449316,jack kerwick climat chang fake scienc name chang global warm climat chang due +185570,farmer know climat chang bc see climat chang liter +47008,help combat chang +19133,british swimmer endur extrem cold water promot awar threat climat chang +375376,2009 trump famili includ donald took ad urg intern action climat chang +578099,michael bloomberg pick climat chang slack amp trump gon na mad +763558,climat talk save us global warm us urg +162367,harvey storm human help caus climat chang aggrav heat wave drought amp possibl lyme diseas htt +690491,badass badland nation park twitter account south dakota goe rogu tweet climat chang info +698617,hey florida nice littl everglad got there thank vote climat chang denier see hurricaneãââ +620254,someon ask say prayer explain climat chang steadi monoton voic like memor it +217118,retweet cechr morocco plant million tree along road fight climat chang +232363,trump destroy obama legaci climat chang hes opposit american want https +816170,third world face dead heatwav result climat chang +449825,31000 scientist recogn convinc scientif evid manmad global warm +672636,american even less worri russia climat chang +179091,potus condemn heinous attack istanbul stark remind cant take climat chang light +231038,memo resist we fight rampant inequ cost healthcar unjust immigr polici acceler climat chang +291804,fiddl global warm data us actual cool sinc thii +710495,trump believ global warm china even tell hes wrong +553086,head epa think co2 main caus climat chang +323962,badland nation park goe rogu twitter defi donald trump dapl climat chang via +581600,tornado ton tornado climat chang problem +704427,mt 5 way teach climat chang classroom +438734,energi depament reject trump request name climat chang staffer +209379,wisconsin depament natur resourc site longer say human caus climat chang via +415615,do believ wrong question ask public offici climat chang +284806,debat rick perri want hold humancaus global warm total bs +310499,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +346116,ever heard climat chang farm well ãââ +771257,ok move past bigot social view vote someon believ climat chang +129670,love dad tri explain basic scienc concept make see peopl believ climat chang +532461,believ scienc believ climat chang let protect precious resourc includ air breath ampãââ +847765,let look countri futur generat take climat chang serious +541807,close re climat chang say may fact you alreadi ner +151102,want stop climat chang see univers +301061,tornado swarm rise blame climat chang +920481,white hous activ hostil local govern tri do adapt global warm +223008,us tree move climat chang mashabl +804457,climat chang editor vice news posit chief creativ voic climat coverageãââ +577544,global warm mess weather pattern +724299,must fight climat chang denier like trump climat chang ignor like tori +615253,liber demand presid trump accept climat chang apocalyps scienc ok accord scienc 2 biolog +414925,see climat chang no1 danger world +905949,amid shift polit wind citi step make bold move fight climat chang +633508,studi stop global warm way save coral reef +270235,also need ice breaker global warm +560973,blow mind peopl truli believ climat chang real +337725,yeah fuck wage gap polic brutal gun violenc global warm presidenti scandal etc let focus on +307063,join leodicaprio search answer issu climat chang stas now +248899,radeb climat chang say felt inconsist rainfal drought amp excess heat amp flash flood +693471,97 climat research say global warm result human activ climat chang denialist scott pruitt name head +32083,enough avoid extrem chang 3 eu countri pursu polici line pari agreement https +581827,two billion peopl may becom refuge climat chang end centuri +447640,matter donald trump still believ climat chang hoax +862171,weather channel debunk breitba bogus claim global warm isnt real +263238,trump pretend believ climat chang hes buy wall protect ireland golf cours rise seaãââ +177423,peopl often ask clear sign global warm sorri sorri +556777,there thing call climat chang friend entir surpris know though consid +814230,stephen hawk messag trump ignor climat chang +34166,take 65000000 countri produc noth crude oil climat chang candidatãââ +355856,jesus said climat chang would happen return eah save jew amp nation israel +961882,pft climat chang real though trump said so fuck scienc +762704,ever made paul joseph watson video id proli focus depress climat chang stanc +602494,ceo donat repub reject climat chang somehow shock shock pay reject climat chang gt +34702,climat chang help lyme diseas invad america +715552,alway stan ben amp jerri smh got whole section websit talkin race lgbtq issu climat chang n +355679,agre foot hail last week tennesse climat chang hit last night +854686,budget call cut state usaid propos would scrap climat chang fund refuge assist +171389,grandson n global warm bet that even tho itll 70 next week well still one freez spell mid april +820375,climat chang read intens weather event trump administr insidi renam +752605,live now join convers climat chang frack transform energi system https +923279,exxon discov climat chang 1981 cover up spent 30m climat denial factor climat chang +150302,it one thing denier orwellian ban word climat chang offici communic http +444048,one presidenti ticket take biggest threat planet ãååï climat chang ãååï seriouslyãââ +772347,think that global warm christma +707363,citi frontlin climat chang must adapt die world econom forum +43036,join combat climat chang take action +31741,address climat chang therel conflict limit resourc must listen scientist fossiãââ +902354,ecolog network sensit plant anim extinct climat chang +732442,land unfoun rebel exploit oil global warm someth thank +691266,climat chang threaten health american +115042,global warm real 3 greas sell see us outsid checkmat libreal +522188,trump call climat chang hoax chanc destroy effo beat it +815935,know climat chang happeningand human caus +621337,climat chang real unemploy 36 reg bad +933944,scrub climat chang lgbtq offici site moment trump took offic +545889,abbottturnbul govt failur deal clean energi climat chang real practic consequenc +639168,pope franci give copi laudato si encycl environ climat chang +655821,human right day listen climat chang threat human right via +217577,donald trump sign execut order aim undo climat chang regul introduc barack obama +988338,former leader green charg protest oil explor nz barrel climat chang eve +310934,american even less worri russia climat chang +384173,sea rise due climat chang fisherman still deni it trump fisherman +850427,anthropogen global warm reach saudi dese +614699,climat chang fresh doubt global warm paus +146362,aww cute look futur dreamer ms13 kid el salvador poor kid probabl victim climat chang +58112,health threat climat chang better manag earli warn amp vulner map +466658,i dont think were go put hair shi amp eat bean sprout said climat chang yes htt +798525,sander rip pruitt climat chang comment +569963,tri watch flood youtub leonardo di caprio show take climat chang serious rightãââ +434900,perri know doe doe also believ climat chang +51794,focus reduc incom inequ combat climat chang invest green economi infrastructur revolut +373733,ag schneiderman trump tillerson use name wayn tracker conceal exxonmobil email regard climat chang https +78426,complet misinterpret point other peopl climat chang conspiraci theori +591624,gore warn climat chang risk atlanta confer gazett eastern iowa +376278,1 generat plunder social secur creat insurmount debt deni climat changeit millenni +881145,foxnew merkel urg eu control destini trump visit climat chang decis +423932,tillerson use email alia exxon talk climat chang +154517,im look solut climat chang need big need now +809256,196 countri trump un must tackl climat chang httpsãââ +592760,presidentelect believ climat chang million peopl go say mr tãââ +326267,stop climat chang empow citizen citi take action todayclim hope show how +557614,24 got deal done normal relat wcuba bilater deal china climat chang pari +657699,unsung hero tackl climat chang girl educ +792471,spin proud stand other fight climat chang amp proud help citi replac car bike +687325,the sea go win pei must prepar climat chang say exp +184414,anyal millenni care climat chang vote caus they suck hope understand yoãââ +160393,growth vs environ climat chang challeng china authoritarian system south china morn posãââ +846792,blacksnak simpl way fight climat chang mitig +615738,play christma music 1201 am well joke luca 73 rn global warm come christma +988164,scott pruitt idiot come human caus global warm want be abo +487047,epa shut program help state adjust climat chang +469101,20 global warm degre right now +804088,cant afford 2vote 4 man w hate popul amp rabid denial climat chang +981726,yes realli australiaãââ senat set asid one hour debat ãâåthe disput theori global warm +661325,rahm emanuel post climat chang webpag delet trump administr +395935,one author paper receiv email death threat climat chang denier believ it +404054,western politician make genuin effo prevent climat chang major ordinari peopl +336290,merkel maintain growth financi crisi job huge real wage increas also fight climat chang doom +458596,children win right sue us govern climat chang inact +721106,cant believ ill live countri presid vp believ climat chang believ conãââ +837210,exxon sharehold back histor vote climat requir compani assess risk climat chang +370613,24hrs climat chang warn get messag push real long term action +123115,california governor name special advisor un climat chang confer +306643,co₂ releas warm soil could make climat chang even wors thought +666144,holi see call intergener solidar deal climat chang +108718,energi depament climat offic ban use phrase climat chang emiss reduct pari agreement +319332,realli care prevent climat chang got ta reduc meat dairi consumpt first foremost init +579193,remark man work climat chang impress peopl need see it +358166,think go die husband believ climat chang +141738,snow be bleach anemon crack ice climat chang look likeãââ +260609,trump plan cancel billion payment un climat chang program amp use money fix america water environment infrastãââ +581967,idiot rule us deni climat chang hous contempt scienc committe get roll +132595,weather channel destroy breitba bs climat chang stori via +488092,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +392202,climat chang stress test financi system +315476,scientist explain real struggl talk climat chang denier +205530,smile could make global warm find cure itself save mankind just +659291,here long weve known chang via +436218,sudden global warm sound like invit prospect +90685,im fight climat changeand way rant tree opinion plant tr +142415,leonardo dicaprio reveal complex climat chang emerg resourc conflict watch it serious +24934,good far goe despit 4 mention ecol challeng 3 climat chang noth 1 https +409382,audubon volunt count bluebird nuthatch better understand climat chang +920431,al gore chang threat leav no time despair trump victori via +796763,vanish bee tell us climat chang +845251,real motiv behind climat chang denier +388243,trump presid fail stop climat chang one made collaps ugliãââ +604797,russia today tomorrow fake news next global warmingthi get realli old lost grow up +152641,also suppo aboion good fight climat chang less peopl less wast +248936,yes climat chang caus even extrem weather need come long term solut for +938144,trump epa delet climat chang data citi chicago repost it +424611,california hold model state nation fight climat chang +329124,know what best thing global warm sundress +665784,antitrump actor fight global warm wont give 14 home privat jet +640825,climat chang real let hope not +163428,organ tri combat climat chang +556966,atmospher scientist slam climat chang denier brilliant viral post +462236,climat chang scott pruitt caus uproar contradict epa websit +940585,liter hope make advanc climat chang environ enjoy move mar 50 yãââ +836959,stand say california back climat chang +203375,stake enorm high liter term climat chang futur planet stake +254557,im gon na ignor fact world either end bc climat chang nuclear war focus http +980954,listen explain climat chang matter peac secur +24797,bloomberg urg world leader follow trump lead climat chang +281199,isi decid go green counter global warm say kill peopl knife use bomb grenad +574766,sma citi center excel sustain climat chang achiev via +887404,come guy think climat chang hoax invent chines +291525,doe provid name climat chang staffer +649648,case wonder no 4 year usl inact climat chang go well planet iãââ +753473,rahm emanuel reviv delet epa climat chang webpag +305074,yall presid believ global warm still done shit caus havoc sinc hes in +328063,insur count cost harvey grow risk climat chang +567452,yep use the fight climat chang redistribut western wealth n +195871,yall readi admit global warm issu winter realli last like week +540520,it warm outsid climat chang ha naiv know cub wsãââ +875626,offici climat chang enter forc 4 nov 10 countri european union join seeãââ +672918,democrat state attorney general warn trump face litig scrap climat chang plan +17142,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +644643,global warm real explain club penguin shut checkmat +558196,1 climat chang real 2 tran peopl peopl who deserv right anyon els 3 world is +718420,tell peopl london calm downclim chang bigger threat noth see +941514,immunis fake news chang intern busi time +142228,week new scientist focus climat chang brink chang read on +114046,citi initi key chang battl financi time more +201727,funni unicorn promot climat chang +432369,good guidanc talk climat chang +387738,im tire climat chang argument end hu anyon thrive cleaner environ it +199691,person omg great barrier reef amp bee tho climat chang need stop person still eat meat +180304,one mani repo document climat chang creat condit terror thrive +673181,africa surviv impend drought occas rise popul amp global warm must learn conserv +146042,trump secret island make climat chang acceler +558321,22 hope consid buy copi two chapter explor climat chang scienc object may like it best matt +486158,bret stephen first new york time column classic climat chang denial +656852,uafinedayforsci describ great way chang rhetor america regard climat chang denial +746973,pft ill admit climat chang real believ garbag right guy +443873,climat chang scott pruitt caus uproar contradict epa websit useless +946854,perhap intend repres wellington look like soon given pay attitud climat chang +206666,al franken shut rick perri climat chang everyth amp more +329798,anim eat hate im cool eat them cow bad ozon layer global warm deseif pig invas speci +494754,expect us care global warm penguin penguin crime +964787,subject inocul anticlim chang rhetor warn inform could polit mot +992585,ãâïshanghaidailyãââ un warn global warm tragedi +626550,70s novemb offici believ global warm +338140,america becom countri world leader doesnãâât think global warm realãââ +86710,new poll gt scot want stronger action tackl climat chang now chanc +880166,forest loss harm wildlif it one biggest contributor climat chang +461185,exercis contain climat chang becom futil +840127,no climat chang ãâëœnatur cycleãââ 10 way tell human affect it +909823,trump fight climat chang hes ban agenc even prepar climat disast +347835,kid su govern climat chang best hope now via +41851,prepar act trump epa climat chang fight effo undo repeal need regul +429019,environ drive genet evolut canyon discoveri shed light climat chang 12 +822696,psa presid order epa delet climat chang page presid order fact delet +398282,rl feel like global warm llz +939362,well see proof posit global warmingerrclim changeerrglob climat disrupt stay safe warm +44160,tillerson focus exxon climat chang investig intensifi +193712,one easiest way help combat climat chang daili life stop eat beef here whyãââ +628281,never young chang world 9yearold su govern inact climat chang +489292,new captain planet bill gate stas 1b fund climat chang via +616565,convers were climat chang impoant ever +347410,kerri tell climat confer us fight global warm ãââ trump withoutãââ +17963,pollut air still deni climat chang +76228,bankimoonmass wave migrat come dont tackl climat chang asap right gambl withãââ +601837,harri introduc someon danger global warm everi singl day +569634,climat chang climat chang smh colombia 193 dead river overflow toppl home abc news +57381,what power theori climat chang ave increas tax +120440,scale urgenc climat chang must better communic lor via +34596,extrem weather flood us midwest look lot like chang +28256,british kid most afraid trump climat chang gmb hear metrouk +499154,check new documentari s youtub channel flood climat chang +352917,franc un tell trump action climat chang unstopp +642374,trump inact climat chang worsen vaw global gag rule prevent victim get help +597069,realli begin understand mani potenti diseas implic climat chang +830957,i think connect human climat chang trump say +317312,hill epa flood phone call epa head deni co2 role climat chang repo +827075,us govern ban use term climat chang +588394,guess gen done racism homophobia climat chang denial own home +706639,trump deni climat chang serious plan fight it +182537,3 sign world alreadi fight back climat chang via +16854,here advic dem climat chang goe bottom agenda least done consult wother 13 +443398,ecolog process terrestri freshwat amp marin ecosystem show respons climat changeãââ +434602,presidentelect believ climat chang million peopl go say mr tãââ +554528,trump transit team seek doe climat chang advoc name +30214,your husband kill us think climat chang fake news +171137,lib lie lie wind coal nbn medicar tafe climat chang centrelink carbon price mo +875060,leo hang oil billionair fli privat dozen time year lectur trump climat chang http +961114,11 place need visit lost climat chang +246680,epa head scott pruitt say carbon dioxid primari contributor global warm rule fals +244205,walk away commit reduc carbon emiss amp help fight climat chang histor +552594,1st generat feel impact climat chang last generat someth it +726305,think carbon dioxid signific contributor global warm if global warm +354750,climat chang realli conspiraci creat the chines china fuck houston weve got war hand +71830,chang climat chang sign petit via +345645,60 degre middl winter louisvill enough make peopl accept global warm real issu idk +212044,kayleigh suppo defend man think climat chang hoax creat china hypocrisi i +200267,address climat chang us amp everyday pa solut +942846,nre 199 class work poster group project various climat chang topic +174493,china drill tibet glacier climat chang studi via news9 latest news +333002,googlea new wave state bill could allow public school teach lie climat chang vice news +146187,let look bright side mayb climat chang kill human global fascist govern sta tãââ +793908,tillerson led exxon shift climat chang say it pr +496143,cant figur candid believ climat chang think noth magic g +966647,column amp video look crisi link climat chang trump deni climat chang kid die it +323,tackl climat chang boost econom growth oecd say +803875,theresa may sell weapon saudi here fm deal wclimat chang +402047,parent id anyth children scientist here stave climat chang children stay oãââ +534219,mr ridley scientif contribut includ climat chang skeptic question mani scien +703000,they want concern climat chang amp want be major major +671584,mike pompeo trump cia pick evad question climat chang global instabl +559320,scientist issu apocalypt warn climat chang htt +188050,nation geograph ask photograph show impact climat chang here shot +887516,sensand presid trump stop act like climat chang hoax take countri back decad gut +645866,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +466328,china kind explain trump didnãâât invent climat chang hoax +415728,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +503003,next up westway oil termin climat chang 2017 prioriti creek restor list endang speci +298164,palm oil kill thousand anim amp disastr climat changei hope outrag amp as +633000,june arizona hot proof global warm when push stupid crap like that show wea +512067,scare aussi half death terror ignor climat chang biggest threat everyon eah +235641,bill gate billionair launch climat chang fund eah need energi miracl +343381,scott pruit coward would rather hide behind forg unceainti climat chang tackl head +733240,al franken might best tool ds fight climat chang denier dc day write joe romm +136832,california bypass trump amp work direct w nation climat chang +389026,mr ranjan speech given envis assur us india contribut well climat chang +852347,global warm year ago conspiraci now real life +25002,dens pardon pun someth new so relat climat chang +294027,watch right here travel world tackl climat chang httãââ +648266,spicer dodg question whether trump still believ climat chang hoax +810469,make free movi rais awar climat chang +224435,deni climat chang also deni us benefit better pay job healthier live independ gãââ +952397,remind republican pay now control 3 branch fed govt climat changedeni polit pa +12004,similar if there ice drink global warm real +185013,effect human health also impoant mention anim agricultur lead contributor climat chang +486832,im gon na ignor fact world either end bc climat chang nuclear war focus o +86045,anyon worri alevel result rememb late stop climat chang amp die fig +133514,new year terror attack noth islam everyth climat chang +799864,think global warm real dumb ass bitch lmao +781356,mayor governor mani state suppo trump determin continu chang polici plan +866735,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +788791,trump plan cut climat chang protect wors fear leak document show via https +907298,climat chang yeah +930620,realli say global warm greatest threat face truth pleas +580848,think go die husband believ climat chang +438124,think go die husband believ climat chang +400009,so pruitt deni climat chang planet destroy ignor fossil fuel idol +956741,joke yep that right joke first climat chang theyr go natur treasur open +748695,trump tornado 118 destroy deplor candid clinton that serious climat chang +831576,toxic masculin know lead caus climat chang +683218,china say hoax climat chang +531715,time now must act climat chang +555874,unpreced antarct expedit map sea ice solv climat chang mysteri via +672398,anyon teach climat chang environ +293081,dont christian conserv worri climat chang god +506419,preach us open border gun control climat chang live gate communiti arm g +776853,cbsnew new feder climat repo show impact climat chang far grave white hous let o +857439,lol social alreadi done harm human climat chang ever do +860763,believ equal need comprehens immigr reform prochoic global warm real ââ +169809,is hard question megyn kelli badger trump spokesman hedg climat chang stanc +410150,notic peopl tell us manmad climat chang fact also tell us men women +776743,interest aicl global warm risk releas pathogen case dormant thousand year https +830459,peopl florida elect guy think climat chang chines hoax ill sit laugh dr +612043,empow muslim femal climat chang awar headlin would make trump head explod +247011,record high nyc date 68 degre set 1876 global warm drive too +404518,whale better job fight climat chang human via +997644,say inspir ya said global warm +111741,here anoth studi give global warm nightmar +921727,stop global warm could make world 19 trillion richer repo say +921922,believ equal need comprehens immigr reform prochoic global warm real ââ +349946,toxic slime bloodsuck code brown amp compani 8 disgust side effect chang vãââ +632649,first time record humancaus climat chang rerout entir river +10315,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +448017,u think pizzag real climat chang fake truli dumb dildo +561814,guy global warm reallll yeasterday 100 degre outsid +88851,hey mayb obama admin cant find scientist disagre global warm +317861,trump must potuselect disavow climat chang commit crime human +419424,legal liabil jolt super fund need take climat chang serious +185650,plenti time give voic climat chang denier nigel lawson +931895,midst trump chao forget climat chang scientist marvel extrem arctic warmth +893553,that one way make climat chang go away +159886,boost global access water critic climat chang bring decreas rainfal rise temperatur +48509,real fact climat chang must watch +697646,yep go get wors think global warm amp apprent sea get hotter +260134,aicl publish new zealand newspap 1912 one first warn climat chang +958366,america accept weather predict groundhog yet refus believ climat chang scientist +497671,exxon knew climat chang 1981 email say fund denier 27 year +890683,mayb global warm nut given sign enlist us +219061,bye union bye new feder minimum wage 1215 hour bye climat chang bye gay right bye roe vs wade bye free colleg +50736,un chief urg action climat chang trump debat +742031,except involv climat chang tran kid ad sweet note coal ash river water anyth do +431195,end debat actual tackl climat chang +159717,win battl chang join us +641424,seri climat chang global citi kick mexico citi today +423512,donald trump win deal blow global fight climat chang +229137,think go die husband believ climat chang +798844,south florida climat chang abstract issu definit hoax despit trump believesãââ +693406,energydesk without congo basin rainforest effo tackl climat chang dead water +371036,red state act climat chang without call climat chang +211835,like ive yet see movi play climat chang want make pull eyebal +757133,snow septemb republican lol global warm right 60 februari democrat anyon wan na fist fight bout thermomet bihtc +937342,climat chang could make air travel even unpleas +977747,zika link climat chang +333823,canada readi climat chang univers waterloo repo +669775,peopl starv die pay attent climat chang amp mani problem cãââ +260295,exp fear silent spring songbird cant keep climat chang +677043,peopl pretend trump view climat chang kind mysteri hes answer question p +477036,plz rememb back high school deni climat chang bc understand fact work but +194820,trump call climat chang hoax chanc destroy effo beat it +833593,climat chang ni nottin +737103,weather channel call breitba climat chang skeptic +838487,err501 +14362,connect meat climat chang great visual explain +433532,much al gore meet climat chang much interest incryst clear air amp water much ame +375715,teacher urg 175 billion pension fund 2 flex muscl climat chang via +274541,india dive rs 56700 crore fight climat chang good servic tax regim +115978,think go die husband believ climat chang +905000,ope student take lead chang face consequ +343053,melt glacier caus real damag florida climat chang culprit +168437,apa beauti entitl life bird terrif baromet climat chang enrich l +794305,find way handl climat chang isra scientist creat heat resist fruit tree +149132,what head epa know less global warm highm +255482,anyon think global warm real weather equal climat gdamn moron +786652,ignor sign there scientif proof climat chang blind presid +18795,fight climat chang fight mani social ill has anyon seen logan r +261144,map climat chang convers twitter +2575,four year dismantl climat chang research noth ad greenhous gase mayb woãââ +477704,we truli uncha territori repo recordbreak climat chang push planet +645226,histori show influenti person ignor threat present climat chang respons crisi +613988,warren buffett face climat chang weekend vote washington examin +141972,one troubl idea climat chang found new evid favor +863542,pictur john kerri antarctica remind global warm still happeningãââ +922667,global march scienc protest call action climat chang +419431,trump call climat chang hoax chanc destroy effo beat it +960388,one whose highest point 10 feet higher high tide climat chang hoax +853322,bbc world news badland twitter us park climat chang tweet delet +622813,global warm bear cant find food solid ice +785330,unfoun plenti evid global warm real amp enough +810188,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +53815,countless scientist decad research say nobodi realli know climat chang real +818404,gago climat chang +747464,rex tillerson grill exxonmobil conflict russia sanction climat chang senat confirm hear +754308,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +128943,global warm real club penguin shut +996229,think go die husband believ climat chang +964585,join combat climat chang take action +959469,main theme budget mainstream migat climat changeampencourag developmeãââ +354761,cant believ american includ even believ climat chang thing everyonãââ +102989,al gore inconveni sequel bring climat chang debat trump era via +67926,effect climat chang mean hop product yakima valley +122021,reneg shosight make climat chang less real +549342,gov jerri brown warn trump california back climat chang +446441,former astronaut scott kelli tweet eah climat chang trump pull pari accord +196355,epa head scott pruitt deni carbon dioxid caus global warm +589487,pari surviv washington failur lead climat chang hu unit state world https +70611,agus presid respond epa administr statement climat chang +683684,guy actual care climat chang mad donald trump believ real +978725,remind april 2017 nbcwsj poll combin 67 american back action combat climat chang +13287,climat chang joke us millenni experi futur financi crisi +809747,question gmos climat chang public polici issuesask scicheck latest featur +838185,like entir conserv argument deal climat chang but god +647188,world leader dupe manipul global warm data via +616174,human caus climat chang cow alway cow +754798,fwiw probabl lost battl climat chang tonight +620739,the solut climat chang solut social issu +644772,global warm sure get control celebr pope obama right hot +96841,bill nye climat chang new film braveri scienc via +818549,asshol leo dickcrappio made climat chang filmyawn one care still put lifetim shunlist +24845,scott pruitt climat chang denier bedfellow pollut lobbyist reject nomin epa administr +397713,emerg campaign launch convinc trump climat chang real +924727,amp donald trump want know prove nasa pa whole chines climat chang hoax +164077,three way tori manifesto fall sho climat chang environ +442722,yellow cedar could becom notic casualti chang digit journal +583077,tillerson i dont see climat chang immin nation secur threat perhap other do other +840571,exxon trump ditch pari climat chang deal via +415337,bbc froze believ global warm david bellami reveal see tv now +148578,berni sander bill nye talk fight climat chang bring job america +239214,ur exp amp convinc fact climat chang hoax u idea ur say +521908,hillari clinton discuss hurrican matthew noh carolina ill work limit damag take climat chang httpsãââ +947679,see victim global warm are +227844,us militari think climat chang immin threat listen them +701507,basic yes hurrican continu happen like alway global warm intensifi them +617736,presidentelect believ climat chang million peopl go say mr tãââ +509196,today determin lead and win battl climat chang +585430,man cite 1 day weather 3 locat claim climat chang hoax may torpedo pari climat accord https +839425,me omg global warm scari warm winter cant good winter behav like winter me +414230,trump delet climat chang one site time via +916592,believ climat chang vote +705572,eah shepard smithno one deni climat chang realw question man extent show linkag ent +282147,resid remot alaska island fear climat chang doom way life via +201741,gon na hot peopl pretti soon swear global warm got yall +464689,research climat chang africa bias matter +506099,climat chang bad lose fl amp polar bear would realli miss them 70 midnov ââ +315331,btw your arizona right now dont walk pet enjoy climat chang +258435,could u imagin trudeau attend stratford festiv get lectur cast govt spend climat changeãââ +910541,also organ local amp sustain agricultur good altern current model thing is due climat chang agricultur +394712,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +424092,usfreedomarmi usfreedomarmi know real reason climat chang hysteria enlist us +204080,join search answer issu climat chang stas now +744870,sma way help african farmer tackl climat chang +644004,perus flood follow climat chang dead trend via +107636,fact global warm caus human actual posit mean could stuff it otherwis wed +661174,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +19909,polar bear global warm fish water pollut +927163,realli want deputi sheriff racist climat changedeni time ask serious qs slavish well fãââ +358829,california battl climat chang new propos rev debat capandtrad program +186937,trump win disast fight climat chang scientist environmentalist sayãââ +98072,id like peopl eat less meat fish dairi egg kinder anim reduc climat chang +43449,join search answer issu climat chang stas now +996972,want specifi donat org work climat changewomen right immigrationoth causesin +365705,honest whether climat chang real would wan na take care eah much see there +27742,trump prove believ fact matter appoint man believ climat chang real +165638,appar global warm go caus problem by make noh atlant colder hold on what +419439,nasa releas seri climat chang imag trump heat attack epa +254018,vatican say trump risk lose climat chang leadership china +980316,obama spend anoth 500 million fight climat chang trump stop him +849752,11 imag nasa show climat chang real +601238,cant tax us climat chang +763081,warm +767129,talk climat chang now +292040,coverag new thesi nation coordin success climat chang action +800470,our children wont time debat exist climat chang theyll busi deal effect https +408830,real talk england noh use snow christma flood insan think climat chang involv +902403,trump pick epa chief say disagre trump earlier claim climat chang hoax +495974,someon believ scienc climat chang etc surpris this +97966,bbc seri planet eah ii shine light climat chang +612358,action agenda learn instrument tackl global warm +601862,british swimmer endur extrem cold water promot awar threat climat chang +484009,went trial prairi plot lose overal c depth tillag fe less c blame global warm +24147,world leader dupe manipul global warm data via +545781,recordbreak climat event world shape global warm scientist find +404273,french presid macron invit american move franc research climat chang +459068,appar wayn trackeillerson exxon identityhad lot communic climat chang per +706804,scottadamssay invent term cognit blind appli climat chang debat +570687,we imagin futur climat chang watch rise water presid remengesau palau +611072,told world destroy global warm unless accept crush taxat govern control life +985616,latest closer look seafood eat might play role climat chang climat chang may +164701,topic uniti vs divis share goal climat chang terror uk elect basic incom one futur solut +599031,want resist trump take america backward climat chang sign action network +291016,us polit cultur theolog evangel back trump global warm +871590,thank imaginari climat chang serious trigger me +375923,yesterday scott pruitt said co2 primari contributor global warm via +625713,fight climat chang isnt wast money it good invest +544267,trump threat climat chang pledg hit africa hard convers au +597520,welcom america groundhog tell us still winter refus believ scientist come global warm +201908,presid roll back obama climat chang regul allow unlimit exhal per day make bre +779450,vegan region take real action climat chang blog +41388,me enjoy life brain broke nuclear war could sta soon global warm get worst https +324210,2080 vector popul suppos increas 200 due climat chang sta take care eah peep +527518,idea climat chang +995095,trump team memo climat chang alarm energi depament staff +68508,care u ar liar realli done anyth climat chang u damag +645526,think go die husband believ climat chang +803925,definit climat chang extinct sexi ladi +310865,former new york citi mayor bloomberg trump refus acknowledg climat chang real embarrass +243590,imag al gore global warm get togeth +739831,itãââ time respond climat chang way protect amp promot public health ãââ +838039,climat chang advic lord farag +93918,trump pick climat chang skeptic head epa transit team +115526,california hold model state nation fight climat chang +164262,awkward moment iq herit stronger scientif consensus global warm +727311,if believ scienc act climat chang vote ãââhillari +735220,friend remind next presid believ global warm chines hoax amp hair spray cant escap home becaãââ +468210,45 pope amp obama attribut hurrican destruct manmad global warm amp pollut cours +689122,think go die husband believ climat chang +53596,massachusett cou order exxonmobil turn 4 decad climat chang research +799186,prepar world top coalmin compani busi risk aris climat chang +101084,discuss peopl eu climat chang denier beyond pale +30439,studi eah scienc climat chang would best serv million tree filter carbon air +810252,scari thing barb action take us down climat chang elect trump gun etc +821303,sharehold forc exxonmobil come clean cost climat chang fμ trump amp rextillerson +292964,research highlight impoanc marin reserv combat effect global warm +302407,last year stepp order info human contribut climat chang scrub depament websit causi +271892,climat chang scott pruitt caus uproar contradict epa websit washington post +732321,flood watch rivet terrifi documentari climat chang +447410,believ decis base climat chang rather realist chang good china india +803265,butbutbut climat chang amp global warm could full shit entir time a +196513,opinion american execut disagre trump climat chang ought stand believ +365268,well ocean convey belt shut thank global warm noh america cover snowric +202213,stop climat chang chang you tȟatȟaŋka +325954,global investor urg g20 leader stand climat chang pact +969878,inject calcit paicl stratospher could repair ozon hole slow climat chang +626863,cut suppo public transit user liber cut climat chang invest +549662,china warn trump abandon climat chang deal +583897,english say govt spend much time link dot climat chang recent natur event concentr mana +81079,bird victim lethal dehydr climat chang +74615,co2 is primari contributor global warm me base what oil industri payment +390771,conserv convinc fight climat chang specif kind languag quaz +921683,agreement action mean limit global warm well 2ãâc read ãââãâïãââ +260545,epa boss carbon dioxid caus global warm incom head america environment p +746062,check weather global warm +523766,renown professor expos moneymak global warm gravi train via +369387,geologist deni climat chang find chanc help oil compani find oil one use geologist +387902,build wall muslim ban women objectifi deni global warm vp suppo convers therapi sound love +407975,need sta take climat chang serious pa everi polici discuss +843647,feder cou trump epa must enforc obama climat chang rule +668518,ivanka trump meet former vice presid al gore discuss humancaus climat chang +259924,accord recent claim fact global warm groundless scientif proof so sta +823007,bird speci vanish uk due climat chang habitat loss +133194,antarctica larsen c ice shelf latest climat chang wakeup call minneapoli star tribun +999383,sculptur issac cordal berlin call politician discuss global warm +844853,fake deep vid jungkook cuti revers global warm end world hunger +811166,peopl keep tell leav polit global warm discuss would imposs p +700248,liter campaign websit believ climat chang manmad +312802,biodivers redistribut climat chang impact ecosystem human wellb +703577,attent climat chang hasnt chang attent american interest has +842529,think go die husband believ climat chang +133240,stas snow global warm let stick +637996,look america offici believ climat chang hoax sorri everybodi els +242561,rebuk trump polici ge ceo immelt say climat chang real via +970006,donald trump environment protect chief scott pruitt not convinc carbon dioxid caus global warm +651603,lol think global warm effect +339673,im sorri children one suffer effect climat changehmm doublãââ +675644,believ equal need comprehens immigr reform prochoic global warm real ââ +793976,protestor tri ensur meet climat chang commit label extremist https +162961,vox post deep dive obama climat chang +469570,lorac22allen crusaderkeif tell europ trump right climat chang hoax +681176,new modular tile promis help reduc flood citi hit increas rainfal due climat chang +887401,bet american pari agreement emiss climat chang trump +891406,2 global warm much wors australia 15 +751950,minor american see consensus among climat scientist caus global climat chang +965377,challeng trump 17 republican join fight global warm +773946,im creat new think tank climat chang would join post tweet also +84122,one eah let keep fight itfrom protect air water combat climat chang ha +845066,pm desper quick deal climat chang deni oppon state healthcar could go wrong https +389748,epa chief scott pruitt languag climat chang contradict agenc websit +837821,funni evid global warm believ it evid wire tap yet +967629,scientist reset closest time midnight 64 year due climat chang nuclear fear +864765,tillerson recus decis involv climat chang amp fossil fuel ie everyth +266087,watch trailer stori scientist broke ground climat chang research +41710,analysismost american suppo govern regul fight climat changeinclud pittsburgh +112134,horror chelsea clinton blame diabet climat chang get factcheck hard +513080,think go die husband believ climat chang +452254,trump pretend believ climat chang hes buy wall protect ireland golf cours rise seaãââ +564272,berni sander call trump climat chang deni climat chief pathet +876098,is global warm joke lol +273845,stop global warm way save great barrier reef scientist warn +343129,grant dkk 24m land studi climat chang effect snailborn parasit +622330,new york state challeng trump climat chang regul +296515,trump pick climat chang skeptic head epa transit team +199651,happi eah day climat chang real bad +265010,watch right here travel world tackl climat chang httãââ +124863,head epa made anoth danger comment global warm +619557,us push mass extinct forc g20 drop mention climat chang joint statement +500287,uk govern tri buri alarm repo climat chang +366450,inform scienc educ center step talk climat chang guest solut +626887,eight food invest due white hous blow climat chang +426254,rare move china critic trump plan exit climat chang pact via +535685,inventor thought leader anyth much unless invent someth stop climat chang go it +617761,curious disappear chang +616786,rex tillerson say hear risk climat chang exist +863271,nigel lawson claim climat chang not true say met offic +516407,epa chief carbon dioxid primari caus global warm wisconsin gazett +148449,trump pick climat chang denier epa team cnn +849472,nasa eah scienc provid critic data climat chang nation secur emerg plan agri +665945,covfef think climat chang covfef hes big mistak +479060,think go die husband believ climat chang +736724,rick perri understand question serious man respons climat chang +288008,america accept weather predict groundhog yet refus believ climat chang scienti +638394,look forward lil climat chang locat switch next 2 day +779022,climat chang bullshit concept mean poor ppl bear tax clean rich peopl water +951766,evid review climat chang impact observ 80 ecolog process underpin ecolog function httpãââ +535506,hotter world brought climat chang peopl get less sleep new studi suggest +202738,man made climat chang idiot googl morain form ice age +863224,new interact map show climat chang affect extrem weather event +870370,realiz elect vice presid believ global warm evolut graviti exãââ +721194,berni sanderr amp bill nye wide rang discuss climat chang facebook live +981141,michael bloomberg mark carney make profit defeat climat chang guardian +252336,like reformul this damag credibl climat chang agreement it damag cãââ +77169,scientist have logicalampvalid proof tht climat chang caus extrem weather republican gay tha +68528,new york skyscrap adapt climat chang +38903,focus reduc incom inequ combat climat chang invest green economi infrastrucãââ +256464,research climat chang africa bias matter +11425,no trump embrac scienc climat chang yes matter washington post +898966,faster suppo need climat chang adapt +860813,think go die husband believ climat chang +873715,vote rememb trump win path forward chang cant lose 4yr +81184,climat chang affect suppli chain manag +106630,trump said climat chang hoax creat chines make us manufactur less competit +203802,latest news global warm arctic good repo got wors 2016 +904553,flood new zealand storm due pa chang exp +793878,epa chief still think human primari caus climat chang via +727291,breda oãââbrien break silenc climat chang +659013,ban muslim depoat undocu immigr stop frisk believ climat chang general ignor +170414,care climat chang religi freedom gun saniti women right racial harmoni terrifi nighãââ +545030,bloomberg urg world leader follow trump lead climat chang +935399,flood documentari climat chang global warm narrat leo dicaprio un messeng peac not actor +720843,faq climat chang disast displac futur hypothet ãâ✠itãââ current realiti +24407,emerg campaign launch convinc trump climat chang real +368110,one get sad think peopl understand advers effect climat chang planet +503818,pay believ global warm look like treat philli pretti bad last night like hiãââ +556178,deni climat chang lol im say weather everi year reason blame trump +905326,straightforward chang rais temperatur extrem heat event becom frequent that +337724,machen sie all öffentlichen parkplätz kostenpflichtig act climat chang via +69700,climat chang denier wors someon awar sell world +114542,indepth donald s budget mean us spend chang carbon brief +160079,20102017 sad climat chang done grand canyon +903579,million american want know usa hack similar deni climat chang deni one not +646349,harvard environment exp forecast complex mosaic climat chang polici year ahead +161942,100 year ago father global warm said siberia would becom greatest farm countri eah isãââ +598614,quickest iq test believ man made climat chang no u run oil compani u answer no +663644,kind iron jill stein help elect climat chang denier +329622,presidentelect believ climat chang million peopl go say mr tãââ +263883,love peopl deni climat chang deni calori gon na stop get tit though it +296398,rodent predict weather accept climat chang crazi idea sound legit +566777,trump may snuff renew energi industri despit doubt climat chang cnbc v +158516,watch right here travel world tackl climat chang httãââ +764934,trump meet princeton physicist say global warm good us +404621,epa chief scott pruitt doubt carbon dioxid key culprit global warm +803119,trump climat chang he want get rid larg pa obama environ legaci +610999,read china soon trump america countri global leader chang reform +737690,interview what think global warm melania trump hello hes kind hes strong hes great cãââ +312628,think go die husband believ climat chang +712615,yea climat chang citizen world +188749,kenyan turn camel cope climat chang via +814343,yay snow even tho today high 69 prove climat chang real elabor hoax +988637,global warm save us ilk +880191,mix feel global warm bc nice af outsid februari +280042,im full suppo phrase climat chang hoax hoax stand hot old anal xrate amp climat chang +630479,global warm +46849,there one way save great barrier reef stop climat chang +667139,climat chang may happen caus human +445425,vulner climat chang new mexican understand risk later +136052,global warm worri global warm caus nuclear weapon hand crazi orãââ +811010,african leader morocco unifi stanc global warm via +170283,face presid deni realiti climat chang need mobil togeth join me +900662,doomsday vault protect world seed catastroph flood due global warm +493441,sas 70 degre wednesday snow today climat chang deni politician realli think w +94212,britain princ charl coauthor basic guid book problem pose climat chang book +753640,eye wide shut trump slash program link chang us nation secur +312169,scott pruitt offic delug angri caller question scienc global warm +202533,said climat chang crap toni gave power ignor us mandat +102614,adapt climat chang citi amp lead way innov planãââ +619990,we must build pipelin fund fight climat chang peopl run countri +86350,embrac renew energi key solv challeng climat chang pm +63121,truli suppo respect you one issu cant keep deni climat chang pleas im beg you +121852,yesterday nice day today feel like enter new hell call cold hell good thing trump doesnt believ global warm +600352,ignor climat chang pull pari fossil fuel new futur +124929,stake enorm high liter term climat chang futur planet stake +75897,final presid direct nasa someth prevent extinct hint aint climat chang +574497,asia outback australia farmer challeng climat chang anika moleswoh +24804,gove back in environ secretari minist tri remov climat chang curriculum +596222,much evid human impos climat chang god yet consid latter undeni truth +906004,guy need erectil dysfunct drug surviv eah climat chang alreadi +539619,believ scienc believ climat chang let protect precious resourc includ air breath ampãââ +110125,keep holiday tradit ruin christma twitter remind everyon global warm real +448051,mwasia china airpocalyps product climat chang pollut research say +790726,trump care climat chang outnumb him anyth +822650,ask whether trump believ human activ contribut global warm senior white hous offici say that th +381243,rex tillerson use email alia exxon talk climat chang +730979,cast shadow beauti climat chang amp amount carbon dioxid fuell rise air amp s +936649,terror russia climat chang top g7 agenda via +587095,global warm caus sea level rise alarm rate anybodi want admit got crush +612202,investor 28 trillion asset unit donald trump climat chang denial via independ +429050,upset climat chang ignor +700694,well deserv award s climat chang mitig adapt effo given pres +851416,demand scienc basi climat chang proof gender human that work +547091,happi bihday ãåëœå thank inspir mani us long time ãåââ¹keep fight climat chang +51713,email pension fund manag told back histor climat chang motion s agm +125090,here remind complet blew climat chang +81094,watch right here travel world tackl climat chang httãââ +46987,trump team disavow climat chang questionnair sent energi depament +10385,pleas dontglob warm hoax +660879,oh my bow alter climat chang mere fraction crazi hes serious +815867,hey hit good news judg allow youth lawsuit fed govt climat chang proceed +182651,donald trump mayor island sink due climat chang worri it +13152,sad impact global warm amp u see happen around world wh amp believ +612985,octopus park garag climat changeãââ canari coal mine +668026,gov jerri brown promis fight presidentelect donald trump climat chang via +286216,trump often said climat chang hoax would mrump presid hinder futur renew energi ââ +872878,state inuit women person narrat unrel climat chang ignor inuit concept selfcom +346203,white hous california back climat chang fight say +717045,36 u know jisol could actual stop global warm w cute +118481,believ equal need comprehens immigr reform prochoic global warm real ââ +67795,experienc climat chang yesterday one minut need hat next put hat +965112,world decid fight climat chang without us could econom repercuss +942456,effect histor landus climat chang treeclim relationship upper midwestern unit state https +49607,believ equal need comprehens immigr reform prochoic global warm real ââ +336321,top stori ãâëœthereãââ plan bãââ climat chang scientist fear consequ tãââ see +220175,simpl believ climat chang woman right choos gun safeti amp wealthi pay fair share tãââ +218973,today thighhigh polit time hire climat chang denier bret stephen folk pull comey https +458027,ornot spend enough fight child povey climat chang invest rural econ diversif elimin +932536,global warm real club penguin shut +239165,california governor name special advisor un climat chang confer +473283,scienc degre think climat chang real ask know better scie +10468,im creat new think tank climat chang would join post tweet also +965411,great see mani peopl awak con aist al gore sequel bomb blame climat chang russi +733655,date 2013 launch 1st nation climat chang polici +383468,somecallmelaz weneedeu tie trump racism tax avoid climat chang denial work one front +796762,trump innov solut climat chang dont mention climat chang +184596,babi it cold outsid deepli offens song climat chang denial +327092,pm say believ climat chang approv new oil pipelin actual believ climat chang +158124,see similar anomali ocean stratospher rapid climat chang underway net system e +998269,rio famous beach take batter scientist issu climat chang warn +332356,oh global warm exist +495084,rudolph friend affect climat chang reindeer graze increas summer albedo reduc shrub ab +610404,problem climat chang solut make societi stronger https +478417,dawn me trump think global warm hoax creat china serious +599073,global warm real +476278,tennesse wildfir unlik anyth weve ever seen via stop climat chang +433925,though visual stun color view snow cave shed light warm planetãââ +184487,everi insan thing donald trump said global warm +899620,say climat chang +237593,trump administr begin alter epa climat chang websit +637818,address climat chang therel conflict limit resourc must listen scientist fossiãââ +487541,glacier global warm +323186,trump target obama global warm emiss rule car +767342,ur mcm think climat chang hoax +897943,canada hope get climat chang nafta could prove difficult via +893076,sturgeon derid trump climat chang yet take six helicopt ride day +227111,war climat chang gross inequ corrupt corpor amp banker amp singl western leader criticis +484479,whole potus joke declin educ climat chang congratul peopl si +142536,discuss climat chang +511856,nytim opinion intens summer forest fire europ harbing climat chang will +486621,longer us claim climat chang real jean su presscon onãââ +793118,politician refus acknowledg realiti climat chang amp refus act put constitu +350625,want get polit consid trump action re climat chang render planeãââ +875997,republican congressman say god take care of climat chang via +520873,think go die husband believ climat chang +980231,energi 202 ask texa republican harvey climat chang one answer +486454,trump belief climat chang hoax embarrass stupid it threat entir planet htt +790783,uncheck climat chang cost us economi equival hundr billion annual end centuri +119066,believ climat chang option point neither take action save planet +795590,ken pioneer action climat chang ambiti climat action plan inspir global mayor act https +703949,protect forest key curb climat chang shop sma ââ +226753,let trump censor fact climat chang badland nation park defi trump gag order get censor +497219,suck global warm feel good outsid +133965,donald trump seem understand climat chang thought wed help out +108181,hey white peopl make sure save planet global warm get stab knife 2050s +574156,begin comment disgust presid even think global warm fals chines idea +510374,brief jame comey crid45j6h3 decid take direct action women climat chang rush polomat +547861,film examin climat chang nation secur risk columbus dispatch +154116,ãââãïâãåâãå â surviv virus ãïâãæïãªââãâºâž surviv climat chang ãïâãâ²â surviv bodi ãªââãâ²å surviv tidal flat ãâ¹âãââ surviv inãââ +445954,75 degre stl last day octob global warm hoax +997533,given know climat chang plummet clean energi priceseconomi futur build anoth +624946,clever concept pool mumbai look like manhattan flood rais awar climat chang +463357,american concern global wamr belief global warm record high +912071,scienc tell us best view spot scienc also answer vaccin climat chang +789575,night king want end global warm guy +733504,guy found weather channel say global warm hoax base fake data listen up +921494,peopl want know climat chang ya go amaz journalist list thank +182771,123 million american live coastal counti gt risk sea level rise humancaus chang +577188,disgust ny time debat climat chang let debat world round +77565,know reason snowstorm bad predict global warm +13576,strong advoc climat chang tri influenc engag local mps +850213,global warm real +233403,ãââ inhabitat watch leonardo dicaprio rivet new climat chang documentari befor theãââ +158376,white hous attack ny time correct stori climat chang repo +42715,children win right sue us govern climat chang inact +125277,exxon order hand rex tillerson secret email chang prosecutor independ +794752,tim flanneri said dam would never full again evid throw climat chang bin +738883,trump generat snowflak tizzi doesnãâât believ myth climat chang pod 3 +646317,outag sa extraordinarili vicious storm paampparcel anthropogen climat chang so mo +908688,judi liter hottest person exist caus global warm reason soohao exist +767328,soil land amp water climat chang adapt mitig +771691,new new world china lectur unit state climat chang impoanc cooper betweãââ +259880,ucsd scientist worri trump could suppress climat chang data +825122,british scientist face huge hit us cut climat chang research +884467,china see diplomat oppoun donald trump opposit step limit climat chang here whi +787682,wonder trust themfeder scientist cook climat chang book ahead obama present +609778,russian presid vladimir putin say climat chang good economi +737682,think go die husband believ climat chang +908388,me leo come leo cant im busi me friend said global warm real leo +424425,gak look around climat chang real help +323128,determin right wrong man made climat chang exist climat chang though re weather +628679,farmer sudan battl climat chang hunger dese creep closer +678862,deal climat chang need new financi system +838507,storm march prove climat chang ny happen alot rememb big ice storm april 91 +205713,thereãââ simpl explan this donald trump know climat chang real give shit you httpãââ +681150,climat chang per sec pruitt throw in +7572,burden climat chang children wors bodi still develop +941573,definit look like there room appli work cultur climat chang +274509,gthave fewer children fight climat chang gtoh no need migrant now one could predict this gthan +684872,end global warm shrink sea level within one year incred invent cost onli +370024,siberia grow doorway hell offer clue climat chang +291351,smog dangerousreason pollutionw need act act nowclim chang biggest threat world httãââ +155280,inconveni sequel truth power review anoth climat chang lesson al gore +493518,epa boss carbon dioxid caus global warm incom head ht +955736,everyon deni climat chang go swim reef still can see magic world disapp +475150,see govern action put dent climat chang signifi +814784,new administr stanc climat chang caus cdc cancel confer +934550,epa chief claim carbon dioxid primari contributor climat chang +236229,near half trump voter believ chang happen suppo climat action +868776,think go die husband believ climat chang +724046,cool breez march morn good bsd sign global warm +948949,recordbreak temperatur driven global warm bleach twothird great barrier reef +383876,weve got close window oppoun deal climat chang join elit +131974,interview trump epa pick question climat chang said obama epa rule would undon +986064,also stop iran nuclear enrich programa climat chang deal reach him america reput restor +428108,care human right press freedom democraci allianc global warm diplomaci developmentit a +926841,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +494582,exact would sink anyway iceberg sink it global warm snatch +781163,but but climat chang debat go stand 2 feet water manhattan s +92910,trump 100th day offic thousand washington protest administr climat chang denier +486,tomorrow join gun control global warm +491939,kid get paid model climat chang want in +53227,stun photo show climat chang affect backyard +800250,9 thing absolut know global warm +253165,90 excess heat global warm store ocean addl 100 zetajoul energi b +31100,min 40 fund go renew energyenergi effici ampclim chang mitig +457211,everyon take time watch climat chang docufilm leonardo dicaprio time stop talk +164443,gave book climat chang pope franci offici favorit person planet +646128,russian presid vladimir putin say climat chang good economi +26297,someon could convinc climat chang enough countri would believ matter +641969,convers were climat chang impoant ever +593800,2017 day 193 365 state size chuck ice broke solid contin amp ppl still deni global warm +256579,polar bear number plummet third global warm +805014,human big caus global warm 82 human c02 emiss burn fossil fuel ââ +418189,america becom countri world leader doesnãâât think global warm realãââ +640885,us diplomat china quit over trump climat chang polici +497723,5 percent chanc avoid danger global warm studi find +627483,good old pretend global warm big fad generat tax govern +654700,believ global warm +237079,today countri elect man think global warm hoax fml +432087,come battl trump team economist true cost climat chang https +572031,transpo pa climat chang problem pa solut find newãââ +962862,trump polici wronghead even pentagon call climat chang threat multipli +73015,pakistan ratifi pari agreement fight global warm +308754,big goal 2017 prevent climat chang waltham want find more tweet us email walthammo +686614,liber annoy fun work fight climat chang w person believ climat chang mãââ +620529,think biggest problem face climat chang incom inequ health care imãââ +342626,eah hour tonight 830930 turn light show suppo climat chang +875135,seem like say climat chang scientif method describ so +135651,know human caus chang nine line evid +566883,ucsd scientist worri trump could supress climat chang data +708737,serious wtf mental disord enemi climat chang planet sick +771565,greenland doubt scientist wit climat chang troubl toll +146085,still cant believ gif taehyung save human race stop global warm water everi plant on +713094,us sent 221m palestinian obama last hoursinclud 4m climat chang program 125m un +540959,coastlin cross it earli warn sign climat changefuel flood kill us +824998,agricultur victim solut climat chang +387636,bizarr even kim jongun realist climat chang donald trump is +6977,left climat chang kill us right climat chang kill us centrist ai kill us +581176,eah flat global warm fake ghandi still aliv keanu reav immoal +272574,anyon deni climat chang fit hold public offic +312899,also climat chang citi drown +405772,trump mo rais hope distract opposit like meet al gore appoint climat chang de +423226,absolut moron head scott pruitt deni carbon dioxid caus global warm +15617,got ta pee cant decid global warm russian +73801,realli global warm climat chang antarctica hot spot late +581076,much caus climat chang is whether believ global warm fool listen +763519,new studi confirm noaa find faster global warm john abraham +916909,digit media shake repo climat chang jame painter new risj book +646077,yeah larri also reason global warm what new +551261,human caus climat chang 170 time faster natur caus +182472,us lot lose lead climat chang +180047,climat chang take threat climat chang make america worldãââ clean energi sãââ +986479,shift trump say human may caus global warm +238659,cabl news suck pa 35754 whos get discuss climat chang tv scientist b +76266,guy walk across america barefoot protest climat chang +98479,first donald trump chose climat chang denier epa public school hater dept ed next voldemo +177204,think go die husband believ climat chang +298152,alga could make global warm wors +328729,think go die husband believ climat chang +297260,america becom countri world leader doesnãâât think global warm realãââ +567264,sholi trump sign order unravel climat chang reg id like wh staffer turn thermostat way jus +329437,still cant believ america elect someon said global warm hoax +985621,new studi blew hole one strongest argument global warm +789426,whitehous fill creationist climat chang denier plus side god give grandchilãââ +246326,kid su donald trump inact global warm march white hous +933736,new coalmin worsen povey escal climat chang repo find +378617,clown preach fear altar manmad global warm +254499,eah liter melt presidentelect claim climat chang chines hoax that +174922,guy found weather channel say global warm hoax base fake data listen up liber +312720,pleistocen park russian scientist fight climat chang woolli mammoth then +568863,25 senior militaryn secur exp climat chang present signific risk us nation secur httpsãââ +903966,overfish could next problem climat chang +730989,major american poll disagre white hous hardlin stanc climat chang stori +191303,trump admit some connect climat chang human activ cnn +261053,venic could underwat end centuri thank global warm +179969,huffpo render dan rather climat chang denier monument great burial marker journal +411209,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +293338,new studi confirm find faster global warm despit claim +224041,nasa worldrenown research climat chang elimin trump administr +627912,green news rapper tackl climat chang +763334,see film sad pti abolish slaveri threaten eah warm race climat chang denial amp lunat leader +769155,remind main anticlim chang argument shift it real we caus d +93337,talk chang battl real time +802385,climat chang real cann +42183,rare move china critic trump plan exit climat chang pact via +407596,republican remain town hall noshow climat chang claim spotlight virginia +368054,climat chang heat up resid struggl keep home +618952,stop ask public figur believ in climat chang instead ask whether under +648741,irrepress mark carney set stabil board harass busi plan climat chang god +877147,lie bubbl think disney truth global warm +996306,one idiot there thing global warm pleas resign trump stink +154289,imag polar bear go far instil understand consequ climat chang via +333682,despit global warm alaska littl ani warm sinc 1977 except barrow shown below httãââ +746454,weve knownclim chang threat since88 amp us done almost noth stop it today might +504683,im alright presid believ climat chang vp believ electroshock therapi cureãââ +455348,ciara invent physic eleven year ago yall come deni climat chang +744762,christian realis global warm jesus +153848,donald trump say global warm chines hoax china disagre via +429721,know doesnt care climat chang everybodi +460217,suffer failur imagin noah diffenbaugh leader attribut wx event climat chang +622753,ur pay u rememb ur presid believ climat chang +925836,come battl economist trump team true cost climat chang +140313,offici american vote nation worst climat chang denier congratul +498154,an altern cremat critic say caus pollut climat chang +848278,interest communic climat chang via global warm sound scarier climat chang +694120,trump likeclim chang still hoax via +614569,asset manag ask transpar climat chang impact busi signific risk mani +511015,drink ice fuckin coffe lovin life shout global warm +56117,pacif island women global warm immedi threat +97915,person wrote aicl member jvp hate org blame jew global warm amp tri t +684968,sever turbul flight could much wors futur practic impact climat chang +290122,claim co2 primari contributor global warm wors pruitt liar idiot joker +896238,nepal amp begin work new climat chang adapt propos reach 100000 vulner ppl +105501,could repoer stop ask polit leader believ climat chang sta ask understand inst +155182,damag pa trump climat chang order messag send via +243396,ceain award would go climat chang scariest graph 2016 via +425069,smaer scientist studi global warm hey look earliest spring ever +3804,hit keep come trump choic secretari interior think climat chang creativ write +92161,presidentelect believ climat chang million peopl go say mr tãââ +360732,discuss global warm stori tangier island reflect decis make again +850932,presidentelect believ climat chang million peopl go say mr tãââ +20149,china warn trump abandon climat chang deal +695895,epa delet mention climat chang websit reflect trump prioriti +972635,polit correct could use littl climat chang +986282,obama took privat jet milan drove 14 car motorcad give speech climat chang ok +568549,mustv sta global warm +434652,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +507521,moment govern accus lack human mention climat chang polici relat hurr +263473,green politician weird anti scienc thing realli tiresom unhelp esp given climat chang desir https +267646,clinton functionari uneth tri suppress scienc skeptic climat chang ohodoxi +149939,bean make climat chang +274077,exxon knew climat chang 1981 amp still fund denier +776304,the climat chang mantra alway promot two thing global govern unaccount the http +370879,vi ska int glãƒâmma vem som ãƒâr vice presid mike penc anser att homosexualitet ãƒâr en sjukdom och att global warm aãââ +404861,climat chang bigger threat russia +204227,elon musk say talk trump travel ban climat chang via +819486,without bolder action children wont time debateclim chang theyll busi deal e +142966,secretari zink told 5 lie 1 sad truth climat chang 3 minut +818701,tillerson lift finger climat chang amp rule muslim ban vote him +274044,pari agreement 2015a2 aim strengthen global threat climat chang +665722,look climat chang denier vy job trump administr +421305,rick perri actual know human climat chang th +704236,epa head stack agenc climat chang skeptic +349774,christian steward eah moral oblig someth climat chang threat httpãââ +635513,couldv host cookout antarctica today presid think global warm joke +652424,pleas watch documentari flood whether believ climat chang not wonder infãââ +146233,im feel like total shit sit cz sta lesson global warm one bit help +676332,world leader dupe manipul global warm data daili mail +696485,global warm worri global warm caus nuclear weapon hand crazi orãââ +474898,nevermind actual mani countri hit harder drastic consequ climat chang yall +939207,sound like climat chang +135234,myth climat chang hiatus come from +4494,elect offici tri tell us global warm exist weather jump fall summer lol +678001,19 hous call pay someth chang +505970,reesmogg climat chang denier frack linksadd leadsomjohnsonfaragemurdochdacredesmond etcrush 2 tear reg +656254,nasti global warm advoc +552023,dakota access pipelin would huge blow fight climat chang +561933,expect us care global warm penguin penguin crime +885448,watch right here travel world tackl climat chang httãââ +284977,read climat chang mud bottom walden pondthank fine piec scienc https +455946,donald trump say nobodi realli know climat chang real scientist beg differ +891808,blockchain help us solv climat chang +349787,climat chang liber fantasi +598581,effect climat chang real region region repo attain never measur +327527,bad news climat chang antarctica set new record high temperatur +631112,appoint climat chang skeptic thank good anoth one attend 7th grade scienc amp lea +780626,centuri global warm 35 second +617439,believ climat chang howev question human caus warm allow comrad +778454,almost tempt watch cnn tonight watch lose mind fact trump nomin climat chang sk +411141,way hot today mean man made global warm go kill us mean live state hot weather +694508,fix climat chang refus abandon hope zoe william +451340,floodleonardo dicaprio speak scientist amp world leader climat chang +200823,20 year trump administr ignor global warm +252827,one biggest contributor global warm anim agricultur specif cattl help reduc beef amp daiãââ +997245,massiv siberian blaze exampl climat chang impact nohern hemispher +593241,full interview prof stephen hawk trump climat chang femin brexit robot space travel amp marilyn +150780,trump realli want face 21 kid climat chang via +701541,california governor tell climat chang denier wake +342006,liber panic mode obama freak out nasa prove global warm real +182752,first time record humancaus climat chang rerout entir river +597528,great barrier reef pronounc dead today guy care climat chang yet +979212,potus destroy fake global warm advoc troll level 5000 +730965,deal climat chang need new financi system +705732,bill gate investor woh 170 billion launch fund fight climat chang energi innov +852885,year legisl climat chang denial trump let +567968,new studi confirm noaa find faster global warm +58159,gut coloss mistak defi scienc itself eras climat chang may take place donald trump mi +485485,u ever good day rememb trump presid elect climat chang gon na destroy us +270505,today 10am et facebook live join discuss impact climat chang nyc rioãââ +221568,epa chief scott pruitt say carbon dioxid primari contributor global warm +261639,peopl primari driver chang govern offici know enough act +493242,experi climat chang feel dog train amp behavior scienc denial real exhausti +988625,time review alarm draft repo climat chang feder scientist fear trump suppress i +127890,freez outsid hell global warm +582873,scott pruitt climat chang denier head epa good mr trump +596848,trump pull plug enviro minist mckenna say global movement fight climat chang ãâëœirresistibleãââ +653100,trump guy invent global warm hoax meet maralago awkward huh via +681574,paul kelli climat chang +228139,you may surpris top 100 solut revers global warm +121922,trump purg climat chang scientist cnn god hope clean hous everi feder agenc +941781,new studi say sever nohern forest tree speci like fir spruce abl keep climat chang https +169175,new studi confirm noaa find faster global warm john abraham +253167,slow climat chang speed environment justic via +715413,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +15656,what fake pictur show fake climat chang +825086,big problem w climat chang solut profession class rich enough shrug cost so +207315,sure evid climat chang someth celebr +823519,rex tillerson sign declar recogn danger climat chang +369940,just four year left 15c carbon budget act prevent catastroph climat chang +359076,contin chang forgotten stuff +802295,thing prioriti drumpf presid women black hispan lgbtq climat chang immigr etc cuz theyr real +44252,bill gate investor launch fund fight climat chang energi innov via +230042,dump industri wast also kill eah river amp global warm caus massiv environment di +663144,globalis climat chang damag mani rural economi africa drive citi europ +235342,prophet muhammad ﷺ predict global warm singl hadith amp warn us duti strive preserv ea +948529,elect leader fail approach environ amp climat chang serious issu wohi urgenc amp action wiãââ +649033,global women often vulner effect climat chang men +622688,presid also call climat chang hoax may know syria civil war also root htt +500735,latest ezra klein show awardwin author say weve lock centuri climat chang +295382,work local communiti foster biodivers mitig climat chang learn more +982200,trump sack climat chang scientist amp slash environment protect agenc budget htt +349178,global warm chilli powder +395381,gag order schmag order badland nation park twitter account went rogu tweet climat chang +544107,monday icymi trump admin tell climat offic say climat chang like weather voldemo +538241,park ranger talk climat chang +591984,everyon tweet halloween tweet genuin terrifi thing like climat chang amp overfishingãââ +45181,climat chang compar secur risk +708342,dozen incred kid clark middl school wrote letter climat chang here messag back +950412,world first museum polar land open franc premanon franc global warm reshap arctic a +118586,world three year left stop danger climat chang warn exp +833509,ad climat chang list thing cant talk sister +694880,voter suppress econom inequ anti monopoli law amp climat chang break media consolid +501069,nation agenc ask delet tweet inaugur crowd climat chang etc bcoz fit trump opinion +537327,climat chang come neck +736909,theyr realli go global warm hoax +777838,look presid trump disband feder panel climat chang exp +14607,one big eleph room un climat chang meet +198247,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +532727,worri everyon presid trump noth climat chang florida first go +971954,trump us put climat denier highest offic climat chang action limbo ãââ +506983,trump attaccato per aver detto quello che giムmolti pensano ossia che il global warm sia una balla inventata per interessi +740265,frontlin climat chang south pacif +628974,let trump administr destroy environ join us fight climat chang today +273978,pls vote this senat energi bill would fan flame climat chang +890446,australia ratifi pari agreement climat chang +555626,vegan meat industri contribut great climat chang deforest +266376,like let realloc whatev were wast defens fight actual problem like climat chang 22 +555259,pope franci gave trump copi encycl climat chang privat meet +605751,requir even lie suppo global warm lie enlist usfa +642647,care climat chang nifti flowcha tell you +8695,questionnair energi dept target climat chang convers amp show push commerci dept lab research +288654,global warm exist club penguin shut +420856,kerri say hell continu antiglob warm effo +822637,arrog rep dave brat ignit overflow virginia crowd climat chang denial aca repeal talk +495623,gov jerri brown warn trump california back climat chang +444782,play key role elect climat chang denier fri planet well done julian +598329,america noaa publish exagger global warm influenc pari agreement climat chang +581704,climat chang make recent extrem storm wors via +274996,energi dept climat offic ban use phrase climat chang emiss reduct amp pari agreement http +185975,peopl realli believ global warm real +6500,climat chang denial eg retain suprem power save planet admir guy done admir +4922,5 percent chanc avoid danger global warm studi find +314724,confirm nasa invent global warm tamper raw temperatur record +864689,malcolm endors common sens posit climat chang becam prime minist +890303,key figur dec 12 2015 global agreement combat climat chang +298217,joe heck vote repeal obamacar defund plan parenthood block measur combat climat chang wrong foãââ +58759,california governor tell climat chang denier wake +665061,pruitt dynam dumb approach climat chang peddl junk scienc push trump anticlim agenda +711365,even great barrier reef weaken climat chang australia pursu climatepollut coal mine +53886,concern global warminghow justifi carbon footpitrintfli +639109,fascist misogynist holocaust amp climat chang denier liar crimin investig constitution2trump0 +955199,never would seen s tweet climat chang govern censor them +56403,itagiwa hail buhari climat chang agreement +986454,china tell trump climat chang hoax invent +725929,adapt speci constant climat chang may given homo sapien flexibl +308560,make sens administr full peopl look like die yesterday care climat chang +63259,rex tillerson use alia discuss climat chang exxon +893580,epa scott pruitt said co2 a primari contributor global warm scientist say is +910594,final pari climat chang agreement design crook buy crap +635622,last year 190 countri sign promis help worst hit climat chang promisesãââ +332270,say human respons climat chang +230361,make sens climat chang denier epa mention everyon els bigot incompet +970928,nation park perfect place talk climat chang ranger it +987005,nice thing global warm ever wear coat becaus well dead +599243,ice melt temperatur rise alaska fight stave climat chang +415291,googl pari agreement univers agreement climat chang real threat opinion fact +353090,donald trump view climat chang make danger us +571695,believ equal need comprehens immigr reform prochoic global warm real ââ +442038,one get climat chang weather present watch forecast +766968,instead take action were still argu whether climat chang even real longer waitãââ +572932,serious question happen florida elector colleg vote global warm put water +770249,climat chang may acceler terribl whale cull 20th centuri +380515,sierra club call investig epa head climat chang comment +308454,presid trump disband feder advisori panel climat chang +870967,climat chang got fuck bruh +35630,solar cycl caus climat chang believ human activ not global warm f +809561,nasa scientist told us trump new boss stop studi climat chang busi insid +51932,hi karen thank ask sad global warm displac peopl risk child marriag see +937854,polar bear research 60second explan climat chang +845936,amazonian call leader heed link land right climat chang +48136,8bn pipelin reject 2015 threat climat chang 0 sustain benefit economi less 50 perman +337375,everyth world depress life climat chang polit penguin penguin violenc ciãââ +129260,applic statist method show promis mitig climat chang effect pine +651061,full list us agenc run climat chang programm could wrong mr presid http +949433,in word bisexu men like climat chang real constant deni +38474,modern agricultur cultiv climat chang +780400,like bunch lemmingsabout go cliffto propog climat chang lie +900148,insepar natur world help us fight climat chang +717361,thing fight povey climat chang food secur better improv india small farm one indi +315768,اسم المادة inform technolog health profess global warmingالـ ش ك و +1094,american meteorolog societi write epa head pruitt humancaus climat chang indisput +371575,global warm +334703,googl odd know manipul search result woke climat chang documentari load youtube12 +347301,petit help keep climat chang denier ebel away epa pleas sign share +333023,rememb job insecur hous unafford pressur climat chang etc impact young peopl health +760539,tradit power generat pollut air lead caus us global warm emiss help reduc +986393,make 2017 year fight climat chang eat vegetarian one day week buy one less pack water bottl +113410,read entrepreneur philippin tackl climat chang +533841,rare sight us polit someon understand climat chang grill someon whos tri bs it +646375,address climat chang therel conflict limit resourc must listen scientist fossiãââ +208765,season still go mid summer predat better win stanley cup soon global warm melt ice +874552,kid take fed possibl trump cou climat chang +581056,if left climat chang complet total religion +564133,call media larg ignor issu like climat chang broken health care system +238576,pretti sad realli much eah destroy human climat chang +771517,first good news 2017 un declar baltic state nohern european countri polit climat chang https +569298,let look bright side mayb climat chang kill human global fascist govern sta tãââ +362439,peopl reject climat chang think flintston histor accur +313524,climat chang economist sound alarm +453646,guy cant ignor global warm anymor februari far greatest record +267618,mit accus presid trump misus research climat chang yesterday announc leav par +552103,well heath minist went disguis 3rd dictatorship look climat chang +922833,64 american agre key elect understand climat chang real happen http +161548,presid mean climat chang action +547728,usda instruct use phrase weather extrem instead climat chang +882173,alenetclim 8 10 peopl see chang catastroph risk and readi act +196745,california gov jerri brown defiant climat chang +329376,sometim laugh penc sure climat chang big issu +561279,ceain think climat chang play big pa year weather pattern +152362,84 percent peopl consid climat chang global catastroph risk +577289,ill sta believ global warm stop cold hell late march +569331,say fight chang must continu +797033,obama fiddl global warm data shameless manipul ââ +697697,spencer mock normal peopl call weather enlighten peopl contrast call climat chang +705751,combat climat chang coexist increas us oil product +780961,climat chang global warm +607260,polar bear global warm +56078,effect global warm +233570,wear shos middl novemb seem like global warm thing +900516,bill gate billionair launch climat chang fund planet need energi miracl +526766,nah climat chang denial qualifi deni +950781,the concept global warm creat chines order make us manufactur noncompetitiãââ +445119,lol climat chang serious guy someth +299523,im ceain climat chang real ceain oj it im pretti ceain oj it +700364,eah goe extrem climat chang way human civil yeah that right 10 degre hotter fuck hu +638191,futur planet stake hillari clinton combat climat chang donald trump think iãââ +746929,proof liber moron climat chang +585971,readi flood boston analyz tackl climat chang +568079,marrakesh send strong signal climat chang +102283,hey florida nice littl everglad got there thank vote climat chang denier see hurricaneãââ +154483,sinc cold weather never proof global warm accord you warm weather alway proo +870534,8 10 peopl see climat chang catastroph risk survey via rworldnew +367520,lead climat chang scientist work spread word hes written brilliant r +483579,still keep global warm 2 hard work sta via +846473,cri mother eah environ go die trump believ global warm delegitim sicknãââ +863386,ãåâãâï ãâåthe pari agreement climat chang come actionãâï +448491,tillerson say us rush climat chang polici via +879144,watch right here travel world tackl climat chang httãââ +661533,harvard studi exxon misl public climat chang near 40 year +778544,global warm real thing might impact shit happen anyway hey difficult say sure +26334,meat product lead caus climat chang water wast deforest concern ourãââ +568606,scot energi firm transpar climat chang risk complaint claim lawyer +694622,im creat new think tank climat chang would join post tweet also +176767,g19 reconfirm pari agreement global strategi deal climat chang trump reconfirm lack of +787826,look america offici believ climat chang hoax sorri everybodi els +765977,quaz china got 30 countri take stand climat chang protectionismmost tini one +79002,existenti repo hey approach could work climat chang polit realiti etc +628012,friend die old age die climat chang devast +468570,conserv america liter steal job deni climat chang renew energi +989146,im creat think tank independ thinker solv climat chang would post also +458415,thank good merkel put climat chang centr g20 talk trump pari pullout +677605,90 degre earli novemb los angel know accord trump global warm climat changeãââ +896052,well done vote green help elect presid believ climat chang love coal want toãââ +689114,american think climat chang six map +743964,enjoy 70 degre weather februari rememb thank global warm https +562549,chang stas war +609521,sander perri spar climat chang +769546,المطر اللي حصل امبارح ده من علامات global warm كفاية تخاريف +936010,thorul mean luthor lena basic tri save planet global warm protect nerd +28321,money would better spent fund research climat chang also zika r +907350,coloni essenti climat chang understand noh dakota pipelin struggl nitv +15176,as well farmer refugeeturn war crime prosecutor two new pasifika leader climat chang negot +619727,citi lead way fight climat chang join chat solutionsãââ +755696,happi ãåââãåå½æãåââ want see someth truli scari amp made great documentari global warm httpãââ +659339,nice tri pal michael moor climat chang alarm hit logic snag via +868242,lawmak move protect fund climat chang research hill +878577,goldstein appar think climat chang sellabl product knew +27645,well weather outsid fright fire quit delight cos climat chang oh dear +94375,letter sherpa make climat chang prioriti +96253,everyth world depress life climat chang polit penguin penguin violenc ciãââ +106662,brett gardner think global warm fake news +927688,almost want emma thompson call back trump say climat chang real hang +174681,note republican done everyth possibl acceler climat chang news network refus s +5808,muggl like huh cloud shape like skull must global warm +562069,ok wore dress what vegan feminist believ climat chang trump suppoer +697588,anybodi believ climat chang global warm go outsid right rememb januari stfu +323681,bill gate global warm amp china ãåââãåââ³ hoax via +767676,itãââ time respond climat chang way protect amp promot public health ãââ +23872,donald trump put climat chang denier charg environ +901914,interview climat chang profilesjust watch flood govern need act +940000,gtgt usa today china trump make global warm +152867,peopl believ climat chang believ manmad +174045,know eat pizza help stop climat chang find gt +952247,nepal one countri affect climat chang here journalist convey crisi +420045,bad news incompet hate monger presid good news climat chang end humaniãââ +219993,shame weather channel propagandist creat video manipul young kid push global warm fear +384450,we three year act climat chang +284022,global climat chang spread braininvad worm +281768,damn climat chang +969999,rare move china critic trump plan exit climat chang pact via +692396,got narcissist believ climat chang set us back decad wish wrong +566712,scott pruitt climat chang denier bedfellow pollut lobbyist reject nomin epa administr +397080,pretti monarchi charl want disrupt everi state visit talk climat chang i +400965,trump spout misogynist racist xenophob amp climat changedeni view everi step way wish himãââ +553873,labor secretari rais minium wage dir epa believ climat chang els got us +314655,mr trump may know it cabinet may know it debat climat chang over +210043,repo climat chang disappear state depament websit +66392,think go die husband believ climat chang +888438,world three year left stop danger climat chang warn exp +42015,next talk persuas climat chang +155936,noaa global warm data hoax +456964,cut fund climat chang research hud meal wheel +100619,yall believ donald trump actual believ climat chang real there peopl agre himãââ +165244,think deni climat chang consid mental ill sinc climat chang sinc begin +918091,here happen astronaut actor sta convers climat changeãââ +225368,im scare climat chang deforest warbas human +809620,adress emerg prepared would lead econom cost compar climat chang glob +543287,ok climat chang denier head epa aw what shade lip stain dude +858075,epa head pruitt said co2 primari caus climat chang epa receiv massiv influx call amp voicemail reach capac +342041,introduc new car score system fight climat chang air pollut +501333,trump made sure mention melania qvc jewelri line wh site strip climat chang aid polici ment +688842,record number american see climat chang serious threat accept real +259862,american south bear worst climat chang cost repo +844239,trump expect end uschines cooper climat chang +939482,tri convinc climat chang denier tri focus solut +851282,allow say oili littl climat chang denier associ wind farm advoc paedophil +782419,think go die husband believ climat chang +156502,concept global warm creat chines order make us manufactur noncompetit +411451,do believ wrong question ask public offici climat chang +778098,bird speci vanish uk due climat chang habitat loss +748621,trump ban punxsutawney phil refus spread antiglob warm propaganda +991104,progress citi lead climat chang battl via +429100,star want trudeau demand action labor right climat chang rev +242868,still keep global warm 2 here +383918,address climat chang therel conflict limit resourc must listen scientist fossiãââ +665976,1991 film made oil giant warn danger climat chang +464303,suppo repo climat chang pledg amp get speak event +136987,rare move china critic trump plan exit climat chang pact via +210063,a new innov cure climat chang encodedtitl +931052,global climat chang may mean leaf litter stream river +726315,choic is two chill peopl ride effect public transit racist polic state deni climat chang +430258,trump call global warm chines hoax clinton email +366927,nasa transform climat chang communic cut climat fund would huge mistak +303238,think go die husband believ climat chang +485960,hea say nice weather brain say global warm +300485,say zambia consid coal altern energi given climat chang amp reduct hydropow produc +486143,im work effect climat chang hostparasitoid system also happ +487258,today trump see climat chang wont prosecut clinton disavow altright tour im call +86791,dear eah global warm realli need worri +483979,minist clean technolog mitig harm impact chang dispatch news desk +557002,world biggest fund manag dah vaderstyl warn compani director deni climat chang +651130,believ climat chang vegan +240130,mani happi return day ãïâãåëœï hope succeed wd ur effo climat chang ãââ +854919,also song global warm take care planet give children +126330,theresa may vote measur 2 prevent climat chang vote cull badger smoke ban fox hunt +959514,think go die husband believ climat chang +669369,ave climat chang necessari amp suffici restructur global economi person viue do https +906463,final guy someth right want fund climat chang +251017,though visual stun color view snow cave shed light warm planetãââ +17936,think go die husband believ climat chang +275097,pari agreement climat chang surpris new suppoer coal industri +973737,trump question scienc behind climat chang a hoax america top coal produc take differ tack htt +398175,guardian view climat chang trump spell disasterã +549419,watch right here travel world tackl climat chang httãââ +830932,there much snow outsid stop global warm u +62153,presid think climat chang hoax will watch plane die around us doãââ +836743,fight global warm requir starv get data scienc right wing propaganda +688979,corpor america unit climat chang via +467710,propos would influenc climat chang amp evolut taught public school gain traction 2017 +786829,shrink island near noh pole result climat chang +475922,u dumb think climat chang exist +756330,new york skyscrap adapt climat chang +129546,climat chang skeptic lead trump epa transit ãââ chas prove thatãââ +283112,prepar spend next 48 yrs debat climat chang real china invest 361b renew ht +177141,oh yeah there climat chang sit day 5076 rain forecast end sight +27227,imagin tri convinc global warm real instead conspiraci wake up tãââ +991302,headass climat chang mean die soon +769041,trump administr begin alter epa climat chang websit +982553,cleverest countri climat chang learn +882621,watch show global warm yeah whatev affect me watch show bear attack would ab +953530,rare move china critic trump plan exit climat chang pact +834944,let guess liber say caus climat chang +561470,think global warm +384297,well pay job save human catastroph climat chang sound aw +521834,decaprio fuher lie climat chang meet trump decaprio deceit liar tell so +878776,come much surpris 45 reject climat chang back pari accord exp +800561,chicago mayor emanuel post epa delet climat chang page via +332192,except global warm global global argument inan +626665,public amp privat sector must work togeth climat chang help lead way +720978,new epa chief continu deni fact climat chang +471603,fallaci look 11 correl causat linear stochast time global warm gt more +840316,sarrc state urg cooper climat chang daili time +270413,american plan fight climat chang without feder govern help +666499,tomorrow 630pm meet 3 design whose collabor project address social econom amp climat chang challengesãââ +934904,absolut blow mind year 2016 still peopl believ climat chang dumb +750005,think go die husband believ climat chang +370595,protect peopl amp planet hea climat chang s explain +93511,climat chang ever becom liber issu storm drought amp ocean acidif cant realli distinguisãââ +389325,whenev produc better lessthat climat chang feel inspir main frick fao climat head +285464,die everyon yall useless piec crap caus global warm dog better +537960,epa head understand climat chang endang american communitiesnot coast bu +523402,china trump invent climat chang hoax +453346,hundr american compani plead donald trump abandon gain made mitig climat changeãââ +286755,china alreadi wrestl mantl leadership chang unit state +735544,un climat chang confer cop22 kick marrakesh morocco follow dutch delegaãââ +737829,think peopl want ignor scienc climat chang access scienc nuclear weapon +866869,someon put song spotifi playlist call global warm real let danc danc caus amiright https +887135,interview trump epa pick question climat chang said obama epa rule would undon +539693,angela merkel character climat chang talk trump veri unsatisfi fact satisfi is +912791,money matter unit state water due climat chang +32937,new studi say zero done climat chang tx lose 95 gdp per yr begin 2080 +607228,the concept global warm creat chines order make us manufactur noncompetitiãââ +678005,mayb think climat chang real disagre one too +547998,new global databas affirm greater protect need slow pace global warm +111384,keep deni climat scienc climat chang intensifi hurrican harvey repo +135862,photograph spent life watch arctic climat chang here hes learn https +585961,world biggest oil firm announc plan invest basic money tackl climat changeãââ +851295,fail theori greenhous effect global warm climat chang comput model don +876430,bc us ruin doesnt mean god come aint center univers focus climat chang +161949,music suck global warm climat chang myth +265741,scott pruitt head epa think carbon dioxid emiss contribut climat chang +469560,nah love her global warm believ feminist +625147,scientif communiti climat chang increas ruin environ speci die a +843557,11 way see climat chang threaten arctic +246532,human caus chang 170x faster natur forc scientist say +397532,ãåââãåïâ¾ job need work ãëœâãâï 100 clean energi ãååå½ halt climat chang ãååãåïâ¼ war oil obsoletãââ +363915,conway attack cnn anchor bring climat chang hurrican relief effo +535584,climat chang dri canadian glacier river matter day +195696,scientist chang temperatur data make hotter adjust respons 4 global warm shown 3 separat +432742,parent id anyth children scientist here stave climat chang children stay oãââ +45471,internet outcri new polici action item replac topic like climat chang amp lgbt right white hous site +147931,address climat chang therel conflict limit resourc must listen scientist fossiãââ +351920,neenah boycot global warm stay 30 degre protest +728240,list excus ãâëœthe pauseãââ global warm +15379,rick santorum concern rex tillerson climat chang +138964,china may leav us behind climat chang due trump +406562,caoon media cover climat chang way cover hillari email via +673979,the meaning issu trump ran on like claim climat chang hoax perpetu chines greeãââ +6599,epa head pruitt pari climat chang agreement all hat cattl +3316,donald trumpãââ unlik climat chang foe corpor america +963207,sourc mekong yellow amp yangtz river dri role climat chang +292792,wayn tracker exxonmobil ceo rex tillerson use email alia discuss climat chang htt +715826,first time record humancaus climat chang rerout entir river +901330,would interfer climat chang worst probabl climat chang moni r about +658591,world leader move forward climat chang without us declar pari accord irrevers +700745,david attenborough climat chang the world transform +684686,vow cancel billion climat chang fund un add im environmentalist +585044,ahhh correct data climat chang +72912,like climat chang there debat there interest question peopl like t +292080,think go die husband believ climat chang +775106,trump presid chinaãââchinaãââwil worldãââ biggest champion fight climat changeãââ +429183,yes mr trump climat chang hoax haphazard occurr 13 15 hottest year +79809,global climat chang alreadi impact everi aspect life eah +710041,trump eo climat chang help coal miner abt oil conjob https +359322,trumpãââ chief strategist racist misogynist chang denier must sign amp share +558178,put climat chang denier asid ãââ even say trumpãââ sign again momentum lost +883974,need cabinet take action combat climat chang deni exist caus human ac +796425,707am cri 25 minut polar bear lose habitat global warm happi thursday +792125,hollywood understand impact climat chang as wait low budget movi climat chang +603149,screw dont stop climat chang +412743,the concept global warm creat chines order make us manufactur noncompetitiãââ +899120,trump nomine lead epa think opinion climat chang immateri +77176,muslim mayor said climat chang bigger worri isi mayor said big citi have +48054,live south climat chang could kill economi +744133,break trump pick lead interior depament say climat chang hoax via +792380,one biggest contributor global warm anim agricultur specif cattl help reduc beef amp daiãââ +450463,i seen eye realiti climat chang here sophi new blog ethiopia +923478,phoenix broke heat record set 1905 omg climat chang wait hot 1905 sound l +825217,us children live planet eah would like ravag climat chang +92054,past week left rampag climat chang full stop campaign wonder +455204,futur planet stake hillari clinton combat climat chang donald trump think iãââ +166549,exxon known global warm sinc 1960s pa plan genocid m +864815,global warmist brace snow dump climat chang narrat +736961,97 academ scienc paper agre human caus climat chang +495799,peopl understand global amp global warm enlist gt act +988766,ahem ahem cough smog sorri anyway global warm real +440864,fight climat chang isnt wast money it good invest +7273,would there anyth concern eah global warm +114016,know anyon need climat chang denial vaccin hint initi dt +713565,let forget climat chang real matter hear media save planet +713129,u afraid natur get fuck global warm +681654,presidentelect trump select myron ebel climat chang skeptic lead environment protect agenc transiãââ +633587,sound depress 810 would recommend take 3hr class month climat chang bc got ta save eah also hw +489731,graham open suppo climat chang scienc vocal defend it +71236,join tomorrow facebook live 1130 am est convers movement combat climat chang +954902,do can actor climat chang activist give tip becom engag alli +608676,america youth su govern climat chang presid obama need react salon +841621,climat chang global warm mayb someth els now like huge bs +938387,amass anyon remot enteain idea need sit pay attent climat chang +96791,doe climat offic word like climat chang emiss reduct pari agreement welcom +336255,despit trumpãââ threat obama administr announc bold plan fight climat chang via ãââ +654234,climat chang vivian kraus us player fund antioilsand crusad httpsãââ +568095,emin princeton physicist say climat chang scientist glassyey cultist potenti harm t +297199,nyt obtain draft feder repo climat chang sound alarm warm trump releas it +63520,our children time debat exist climat chang theyll busi deal effect potus +146672,coral tie stronger el niño climat chang +156613,cant believ anyon think climat chang real either stupid pocket big busin +209688,hondura rank no 3 world list countri affect global warm 1996 2014 +233240,think georg monbiot suggest say climat breakdown instead climat chang weve been +635250,draw venn diagram link antifeminist climat changedeni peopl vote brexit +818370,vote vote vote vote candid believ climat chang hoax theãââ +250804,like oh grandma believ climat chang man highest posit power globe doãââ +472432,hey al gore hell happen global warm were go ice age u lie prick much r u woh +526619,us elect trump rest world didntso us polici eg climat chang threaten reãââ +932140,confirm nasa invent global warm tamper raw temperatur record +678223,fed cou rule right youth threaten climat chang help proceed trialãââ +499800,us cede global leadership role china fight climat chang +94093,china coastal megac grew small town last 30 year face megaflood climat chang +975989,custom weather outsid weird hot me yeah climat chang affect us them mayb fuck mayb bih +546488,rise arctic ocean acid pin climat chang +823328,need global warm +83230,90 degre dri skin leather bound skin aint hoax global warm +613657,explain thing climat chang +465639,in epa chief scott pruitt disagre co2 primari contributor global warm repo +37735,light recent event ãâ✠possibl unit state climat chang action plan +508126,complet 191 isol climat chang +338723,pleas late revers global warmingampquot scientist to +216769,300m children breath high toxic air per repo must act climat chang +924616,fact 2 gender global warm made up pay gap real women equal right gun save live amp +128444,know climat chang real take quick 5minut look what happen ocean +781378,know trump could mean global warm ãåëœâãåëœâ +161766,do say do seem theme climat chang lover +629937,global warm real explain +448114,cdcs cancel climat chang confer back thank al gore +337455,today read prefac see were optimist fight climat chang +928110,want climat chang melt eah want love melt hea +348665,climat chang real still ice cube +925085,trumpãââ posit climat chang disgracefulãââtot ignorantãââweãââv got make changeãââberni sander +350345,al gore made million dollar ozon fear global warm al gore want money carbon credit +255901,hope see concret action reduc loss damag associ climat chang ââ +798119,world turn light eah hour rais awar climat chang +649555,meet 9 badass women fight climat chang citi +678457,anybodi seen flood realli good leonardo dicaprio documentari global warmingclim chang ãåâåãåïâ¾ãåâåãåïâ¾ +127945,schwarzenegg macron team fight climat chang troll trump video +306053,there one polit pay call climat chang realli is emerg ãååâ åâ +429997,sad say carib starv death environ effect global warm recent year +84686,solut global warm +178031,that nice lib brand climat chang better known weather +433817,administr curb effo prevent climat chang regul im dumbfound decis mr presid +727081,if believ scienc act climat chang vote ãââhillari +92555,ive pledg victorian take2 act climat chang children breath pleas +736073,squid drawn uk water larg number climat changesimilar phenomenon repo +684291,hope save world coral reef take immedi action stop climat chang +208436,the concept global warm creat chines order make us manufactur noncompetitiãââ +631966,peopl trust govern manag climat chang even manag nation debt +632170,spacex launch satellit nasa monitor climat chang 2021 +552169,the concept global warm creat chines order make us manufactur noncompetitiãââ +700411,if global warm isnt real club penguin shut down +398682,limit access clean water result climat chang among greatest threat human health http +864408,new research suggest carbon tax econom way tackl climat chang +791122,epa chief say debat need conclud co2 main driver global warm uh +311939,stand say california back climat chang +212992,coalit 17 state challeng trump climat chang polici guardian +439770,mani american expect negat effect life chang due climat chang +888670,map show climat chang realli hus +246648,day 73 sign new climat chang legisl told mcconnel fuck way off sent bill tend white +52909,scienc climat chang leap us like scene 3d movi +185340,parent id anyth children scientist here stave climat chang children stay oãââ +954861,former trump advisor stephen moor say cnn elect referendum global climat chang agenda is +312141,map climat chang affect extrem weather around world carbon brief +779676,sorri presidentelect climat chang chines hoax +501230,think go die husband believ climat chang +655913,sea level could rise higher threestorey build due climat chang +869690,easi tom there one al gore hes got cash climat chang scienc +692291,global warm real woulda sank shitti state now yet ca still +7733,arnold schwarzenegg lot say climat chang presid trump +323305,fuck wrong peopl believ global warm +522534,theresa may keep compani trump notori climat chang denier myron ebbel +255257,someon tell get busi recordbreak climat chang push world uncha territori +342294,farmer face fail crop season irrig light climat chang nation agenda +336712,probabl scariest thing watch halloween leonardo di caprio climat chang documentari +847143,climat chang vote +958883,new post comput model show ancient peopl respond climat chang find could help us de +32011,3 year lnps energi amp climat chang polici got higher price blackout less invest +645444,global warm caus human hoax lol rainforest make 90 greenhous gass +591370,fn funni ahol macron blame terror climat chang ice cra +921487,yall want climat chang yet chomp number one thing caus pollutionmeat +213184,west coast continu lead stop climat chang clean power big pa effo +191035,half melt arctic sea ice may due natur weather cycl global warm +486019,china california tri work chang without trump +967576,epa administr scott pruitt deni climat chang scienc angri american flood phone call +485397,architect florida debat climat chang theyr debat build it time +274091,anoth consequ climat chang good night sleep +971373,one thing scari trump believ climat changei belief fact +80530,photo hold power tell inspir stori behind fight climat chang join photo quest +441388,feder scientist cook climat chang book ahead obama present whistl blower charg +219687,centuri climat chang 35 second +589095,im join million peopl show suppo action climat chang join sign +717337,disbelief global warm overal person +309919,mashabl stephen hawk messag trump ignor climat chang +624761,still wan na say global warm hoax ãåââãåââãåââ +538959,one hurrican prove climat chang threat kill us all 12year gap sinc last major one h +933506,trump gon na acceler eah destruct climat chang job die industri temporarili come back so +255735,overfish could next problem climat chang commerci fisher jeopardi httpãââ +960885,2016 iom meet peopl caeret island cling homeland affect climat chang +547227,snow be bleach anemon crack ice climat chang look likeãââ +955114,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +490235,trump pull us antiwestern pari climat deal good manmad global warm thing +30625,sue unit state chang ask secretari state +344466,nytim major peopl agre climat chang harm american believ harm them +352351,two great legend come togeth inspir mass climat chang terrif +91361,but how fuck deni global warm bee die mother +644448,trump epa pick recent call climat chang religi belief +321910,45 undo everyth presid obama protect environ think climat chang hoax not h +294122,think go die husband believ climat chang +502744,storm link climat chang caus 35m woh damag uk cricket club +450547,scientist believ in global warm say recogn it acknowledg it discov it +952430,guess give climat chang sinc were even gon na tri over world done +917415,environmentalist see busi alli rather adversari fight global warm https +546639,scientist discov coral speci may resist climat changeinduc bleach via +498408,civil right climat chang health care scrub clean white hous websit trace +19737,epa head scott pruitt deni carbon dioxid caus global warm +89008,epa top prioriti scrub climat chang websit document super +401448,think go die husband believ climat chang +117558,accord taylor appar global warm entir fault +713838,even trump fall far sho stop climat chang or anyth close 2c deceler is +52888,exp list challeng agri sector due climat chang +692934,countri ackn climat chang amp greener us us one top co2 pollut +211232,climat chang trump may send usa one way ride true perman declin +738012,cure global warm +430717,trump call climat chang hoax chanc destroy effo beat it httpsãââ +429013,vote vote vote vote candid believ climat chang hoax danger person toãââ +622733,nigga ask inspir was told em global warm feel me +175296,reimagin energi suppli word global warm utter lack vision via +208540,epa head scott pruitt deni carbon dioxid caus global warm +341637,yous peopl abc point posit side racism bigotri sexual assault amp climat chang deniaãââ +980407,scientist trump must act climat chang +747972,see lot peopl confus re amp climat chang drought late summer flood rain spring wi +10675,world fight climat chang without us kofi annan +413483,global warm real club penguin shut down +492601,westpac new climat chang polici bad news adani carmichael mine queensland via +440868,futur planet stake hillari clinton combat climat chang donald trump think iãââ +179308,3 differ civil wipe climat chang greenland past 4000 yrs htt +850302,idk global warn global warm real +994884,there link climat chang bs +280069,fund discuss climat chang drumph administr meanwhil peru +225213,deni climat chang donald team delusion declar enemi +383465,climat chang drive bangladesh fight back +495245,us investor compani back pari climat chang agreement read blog +457142,us alreadi feel effect climat chang repo say +918082,case optim climat chang +850665,great read farmer fight climat chang use secret weapon tree +119798,scott pruitt reject scienc climat chang suspect ignor scienc well oppos hi +197624,damn global warm caus snow +419286,think global climat chang pretti +66539,endang african penguin risk overfish climat chang +937594,natl park climat chang photo haunt freak gorgeousãââ +458056,geez question hack okay appar need more evid serious climat chang disast +391586,postmodernist gender studi journal publish hoax the conceptu peni blame penis climat chang +537905,today one assur client global warm hoax use ponzi scheme line al gore pocket proof everyth fine +940773,oh yes amp chat let summar ill caus climat chang everyth s +63636,presid trump danger wrong climat chang +350290,white hous call climat chang fund a wast money video +399262,fuck climat chang is real glacier melt water level rise occur natur were still go die +879570,liter everi state know struggl call global warm +242644,next gon na blame oil compani global warm yes blame +360419,obama administr give 500m un climat chang fund +702569,appoint someon believ climat chang plan parenthood fund convers therapi ltbg +195816,tripl global warm sinc year 2000 time satellit show temperatur increaseãââ +757711,trump understand care about climat chang pari agreement futur https +927763,worri global warm were go build new eah bigger eah best eah ever ââ +709644,scientist say humancaus climat chang rerout river via +713965,know delet page page civil right lgbt right amp climat chang today delet the +645834,help scientist understand cicada respond climat chang +917740,the concept global warm creat chines order make us manufactur noncompetitiãââ +102859,still chao wife liber pay powerbrok quit lack action climat chang via +302987,professor examin effect climat chang coral reef shellfish +533731,climat chang studi suppress misinform that +989796,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +998974,trump seem readi fight world climat chang could cost us +238041,busi usual then epa head scott pruitt deni carbon dioxid caus global warm +849413,un pari deal enough avoid worst effect climat chang via +277751,academ urg trump endors obama climat chang polici +42975,if believ scienc act climat chang vote ãââhillari +243718,trump repo tap rep pompeo cia sens whether consid climat chang nation securiãââ +993297,presidentelect believ climat chang million peopl go say mr tãââ +162328,hey florida go trump trump ignor global warm ocean eat you one blame yoursãââ +341635,clear lectur danger climat chang deni human fetus human im go mock yo +650311,coffe must adapt climat chang requir industri wide coordin +244956,join us dc june 21 discuss combat climat chang innov +203918,presidentelect believ climat chang million peopl go say mr tãââ +474921,global warm exist club penguin shut +111066,were gon na die bc global warm need drop school travel +706768,address climat chang therel conflict limit resourc must listen scientist fossiãââ +701078,stand say california back climat chang +469942,see believ georg trump demand action climat chang human planet +396077,must first line defens protect air water combat global climat chang +930734,congrat elect pleas let dup call shot sectarianismaboion gay right climat chang +769160,fynbo climat chang relationship south africa famous ecosystem lose out +324,general bias problem scientist need global warm exist order get fund +685392,christoph booker it fact bbc leav climat chang impoant +195255,much like climat chang peopl think real stand tsunami stand up +132265,join combat climat chang take action +232617,hope were get use idea climat chang real real challeng woh face togeth +671491,love petit r like fight climat chang amp other r like bring back fav panera sandwich11 +24200,growth ring 500yearold clam reveal huge worri evid chang +670870,oh know littl thing call global warm +187081,imagin 8th grader learn climat chang scienc class ask teacher govern fight it +740680,repeat me carbon pollut caus climat chang +183014,pervas will ignor think god would never allow climat chang co +1002,im creat new think tank climat chang would join post tweet also +437581,yep exponenti phase climat chang sta show +13562,swear global warm gon na make paleskin peopl go extinct +525771,the concept global warm creat chines order make us manufactur noncompetitiãââ +484704,poc live climat changeinduc disast suffer alcohol amp drug impair traumat stress amp +435190,trust global warm scientist ask david rose via +563240,me enjoy life brain broke nuclear war could sta soon global warm get worst +980945,donald trump cabinet top staff doubt climat chang caus human activ +71688,global warm +43993,amp neither fix climat chang closest thing potenti atm replac fossil fuel nuãââ +674237,presidentelect believ climat chang million peopl go say mr tãââ +609692,happi pari hilton advoc global warm +994995,militari exp warn epic humanitarian crisi spark climat chang +17950,stake enorm high liter term climat chang futur planet stake +660705,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +488065,ucc biochemistri professor william revill call media reflect 95 major view climat changeãââ +718541,recent climat chang news advisori panel studi health risk coal mine site disband +789782,mean honest tho gianno climat chang denier pick epa liter danger everi american +774504,there liter snow anchorag ak amp ppl believ climat chang aint real +942387,think go die husband believ climat chang +913856,offenc climat chang skeptic whatev way hot +68822,new studi show 1 million peopl forc move climat chang million soon +498872,polar view climat issu stretch caus amp cure climat chang trust climat scientist +282396,think climat chang hoax +607114,optim fight climat chang best time act now chief explain inãââ +293524,im wait trump appoint climat chang denier head epa oh wait +67727,contribut climat chang global warm think direct correl +926215,dont super activist act climat chang four way anyon make differenc +237135,abbottturnbul polici climat chang energi caus current mess write john menadu +13937,assholeri treat action climat chang like cliffhang 2pa episod apprentic hes moron +105223,current chang abnorm outsid rang natur variat +989572,epa chief trump undo obama plan curb global warm +548324,stop global warm way save great barrier reef scientist warn +565886,new vision architectur healberg would set counter climat chang via +319852,excel panel put climat chang hea polit agenda agm htãââ +958100,ever think climat chang denier stupidthey know exact theyr doingtak money ignor scienc pro +343719,trump epa pick recent call climat chang religi belief +731863,believ global warm talk +603466,rollsroyc highlight impoanc new compet address climat chang +119608,hi im melissa studi climat chang ocean potenti solut oh i +692785,weird got wwe announc howard the fink finkel write repo climat chang +764412,donald trump nyt say open mind climat chang accord +853757,iraq war climat chang sexual assault ny time new ope columnist serial misinform +822612,trump victori deal blow global fight climat chang +400706,dear climat chang sucker butt worldwid joke must watch +506377,scientist goe alon climat chang save state +676465,bp call tougher action chang egcarbon tax +528708,climat chang comment +426419,im love sunshin warm weather like global warm lol +540054,curious disappear climat chang brexit berlin andrew simm +912100,pleas hire camila cabello stop global warm +274630,main lawmak seek discrimin protect climat chang denier +554174,strong defens numer climat model crucial project futur climat chang amp impact +905680,donald trump nut shit think global warm real +418450,protect eah lung crucial defend planet biodivers fight global warm +418141,transform 4 which probabl even see cost almost 6 time make actual epa climat chang +307012,electr car charg station un global warm confer fake theyr even connect anãââ +890324,focus climat chang current event +682705,emerg campaign launch convinc trump climat chang real failur risk planetari disast +379783,judg order exxon hand document relat climat chang +843593,republican revers posit climat chang think trump +22034,curious disappear climat chang brexit berlin +616085,bank account told scam peopl global warm +672236,trump defens secretari cite climat chang nation secur challeng +440264,trump suppoer give chanc trump choos creationist global warm denier secretari educ noãââ +162520,curious disappear climat chang +571452,anoth great anim cha global warm new record high +178299,rogu twitter account spring fight donald trump climat chang +187726,like believ global warm +162956,lot fruit discuss today ec jrc futur direct research climat chang risk toãââ +650239,trump presid chinaãââchinaãââwil worldãââ biggest champion fight climat chang +285695,scientist publish entir studi refut scott pruitt climat chang +62508,evid climat chang regul hu higher economi help third world intent effect +601101,opinion mckenna alli washington climat chang battl edmonton journal +888833,everytim namjoon breath slow global warm realign eah anim recov extinct deforesta +452911,donald trump pick epa admin climat chang denier hes pick destroy futur leader +532091,trump gut littl climat chang reg had media actng like care theyv hard coverd climat chang all +647934,me climat chang march today way yuger trump inaugur +205997,read paper prove global warm real +376530,experienc fallout climat chang boulder morn one canyon over fed zer +491158,arni amp labor leader chew fat today renew energi amp climat chang +670340,us debat 21st centuri issu basic incom climat chang etc instead rewind dicken met orwel via leni +63710,america becom countri world leader doesnãâât think global warm realãââ +373166,repo lamar smith visit greenland lawmak see climat chang effect close +123762,economistradio listen povey health educ climat chang govern spend mone +949504,mass migrat could becom new normal due climat chang warn senior militari figur via +282697,how whole ozon ozon hold emiss heat amp etc caus global warm +796241,2017 end global warm +968995,climat chang screw poor make peopl poor +114369,speak climat changetonight anoth killer episod 109c +505454,prepar worst bolivian face histor drought global warm could intensifi +804838,address climat chang therel conflict limit resourc must listen scientist fossiãââ +254338,action climat chang impoant polar bear peopl too everi electionãââ +357839,trump administr dismiss climat chang advisori panel cnn +356216,greenland matter rapid climat chang world largest island affect us via +27874,adani mine big oil compani bight amp nonexist climat chang polici futur appear bleak +985071,say cant use word climat chang solut +718353,climat chang repo fall white hous anyon hear it +10863,old chesnut climat chang there ice polar bear there ice 3 mile thick sever mile long +519963,exxon order turn 40 year climat chang research +398011,confid that im strateg intel analyst ten year ago run scenario global warm f +858431,quindi non volev le trivell esult per uno il cui vice president afferma che il global warm ãƒâ uãââ +781976,13 american know 90 scientist believ global warm that good +647740,mickey mous would qualifi jim bridenstin believ scienc climat chang +509315,news bangladesh struggl turn tide climat chang sea level rise karen mcveigh +180805,eiffel tower lit green honor pari climat chang deal +153440,ermagerd 70 degre ermagerd decemb ermagerd winter wtf ermagerd global warm +721700,kansa polit make hard talk climat chang peopl talk it without talk i +665905,american meteorolog societi advis scott pruit mischaracter scienc climat chang +425155,climat denial action presid budget take strike hit hardest climat chang +592618,humancaus carbon emiss contribut climat chang +604000,think go die husband believ climat chang +706419,check amaz ted talk need nuclear power solv climat chang +626332,global warm catastroph need taken serious said wouldnt mind snow day tmrw +675525,subscrib wapo nytim also caus global warm cut tree vast amount hot air +35335,trump epa pick say person view climat chang immateri job via +879999,america becom countri world leader doesnãâât think global warm realãââ +695422,sn b crime 2 discuss global warm strategi bc u believ exist obama amp lib want 2 b i +282559,final pari climat chang agreement design crook buy crap +347486,polar bear global warm +237897,believ global warm point kys +83693,bakit parang lalong tumatangkad yung mga sunod na generat may kinalaman ba rito yung global warm +434463,polar bear struggl surviv climat chang continu accord new us govern repo +936349,think go die husband believ climat chang +467990,even bangladeshi ãâ✠huge threaten climat chang ãâ✠search googl ãâëœkim kardashianãââ english climateãââ +339981,updat noaa cheat got caught global warm +998342,first minist sign climat chang agreement california +769234,rfk jr issu warn s chang polici cnn +812406,pollut night king climat chang white walker amp stop wage war f +325242,climat chang real cold room +274653,whitehous fill creationist climat chang denier plus side god give grandchilãââ +141806,listen liber scientist believ climat chang look experi wonder +239144,last time climat chang held titl belt +537273,epa head pruitt express doubt whether carbon dioxid human activ main caus climat chang +147807,talk ecolog disast climat chang it affect babi seal +207974,could geoengin key cure climat chang +357314,bangladesh caus climat chang countri need ãâåaidãâï instead need compens theãââ +789590,anoth climat chang kook speak +752831,noh pole freez sign sudden veri serious chang +719483,climat chang alreadi dramat disrupt element natur ââ +717031,rememb climat chang call weather +744804,great convers climat chang scienc behind it pretti eye open +912022,whoever call global warm thank confus increas weath +541124,see smaer averag bear w climat chang winter 6 mos lon +999263,peopl thought would die climat chang nuclear war psych +986822,defend intellig woman call prostitut climat chang denier tough one +397991,the concept global warm creat chines order make us manufactur noncompetitiãââ +819649,aicl perfect answer donald trump rant india climat chang india do +917021,today sustain develop top major columbia cool kid know climat chang real +742017,big bootti sexi girl sex global warm sex +68689,watch right here travel world tackl climat chang httãââ +233448,elect someon even believ climat chang know stupid believ climat chang +391815,still limit global warm 2 degre c s prof sir brian hoskin prof jo haigh comment https +625916,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +602874,donald trump screw planet bring back big coal keep deni climat chang +384242,new trend gif tag 2016 world global warm run away josh freydki fire globey current news set m +248317,within moment trump inaugur white hous websit delet near mention climat chang +597775,think go die husband believ climat chang +505736,deal fight climat chang late ãåëœâ +830762,save bear amp human without action climat chang say goodby polar bear +268977,photo kerstin langenberg show polar bear affect climat chang +169209,feder scientist cook climat chang book ahead obama present whistl blower charg +674056,island eaten climat chang threaten torr strait +303834,see someon could honest accept global warm immedi problem +893012,go tri calm reason rant carbon climat chang minut look away now +950264,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +155098,global warm can not so trymp say conb advis fox +643801,poltician solv inferior tech issu climat chang use differ yet clean inferiorãââ +37382,maralago could submerg rise sea level thank climat chang +239109,snow men global warm +811745,rapper tackl climat chang deutsch well ââ +307324,govern face legal action failur fight climat chang independ crimin neglig https +651589,accord predis trump invent global warm +728961,v here one effect solut climat chang put price carbon +995965,climat chang real debat is super cum fix it definit +32617,stop climat chang way save great barrier reef via +345264,hate global warm talk doom gloom farmer met manitoba +670510,scott pruitt offic delug angri caller question scienc global warm +187322,miss premier s climat chang documentari yesterday catch gtgt httpsãââ +643839,yeahabout 97 human caus global warm consensusnot much +656403,snow be bleach anemon crack ice climat chang look likeãââ +407063,ãåëœâãåëœâ cours idiot cheeto puff think global warm hoax +456801,respons climat chang summer spring fall winter question +279241,epa chief scott pruitt doubt carbon dioxid key culprit global warm +173656,complex world climat chang govern new actor new arrang +140144,weather planet vote climat chang environ climatãââ httãââ +695410,cop22oceansdaymauritius africa need develop ocean economi factor climat chang impact +342379,here climat chang affect sea level rise and flood citi world warm +904821,live kansasand worri climat chang what hope next 30yr chang remain +102149,would govern suppos commit fight climat chang cut transit pass tax credit +315058,get tire shovel snow global warm choos kick in +443380,pop new exhib explor link migrat war amp climat chang high recom +328359,not say climat chang japanes pms convoy merg onto highway +822742,think go die husband believ climat chang +363827,iceberg global warm +369444,let shine light climat chang +15004,hey affect climat chang 202 5644700 number keep call let kn +425757,world leader dupe manipul global warm data +795670,teen su us climat chang ask exxon wayn tracker email +994106,photo kerstin langenberg show polar bear affect climat chang +521233,candid plan combat climat chang +629606,liber ride around jet whine global warm like lie l +428345,predict republican soon shift deni humancaus climat chang endors continu +376182,think go die husband believ climat chang +557421,scifi author explain solv global warm +351678,long govt go ignor threat climat chang +566520,the concept global warm creat chines order make us manufactur noncompetitiãââ +951080,still believ global warm come michigan week suppos spring rn also gon na snow fuck +431383,global climat chang action unstopp despit trump +164681,allen lead discuss climat chang resili respons +711690,cant climat chang scientist answer question +487536,oh ffs nobodi care ipa think climat chang right wing think tank scienc faculti +12892,climat chang anoth way screw money poor sucker whole thing hoax +93856,cnn global warm common +616594,there link climat chang immigr +55340,epa remov almost refer climat chang websit +977890,scientist freak ebola everyon panic scientist freak climat chang everyon lol pass m +767055,tropic plant amp anim affect climat chang almost half experienc local extinct +449932,chang way view climat chang latest piec +916728,water lap doorstep floridian republican sudden becom environmentalist propon climat chang +116029,europ carri pari agreement climat chang forward america left https +385866,bill gate launch 1 billion clean energi fund fight climat chang +560183,climat chang real bitch tell weather +264529,take stand climat chang stand me take ãââs pledg ââ +410097,penc say climat chang pa liber agenda mike everyon world yall think must act https +759381,break polar bear scottish island show real effect climat chang +846166,rat love global warm +975978,well climat chang proven factual scienc real amp horribl wrong take he +73908,snow be bleach anemon crack ice climat chang look likeãââ +564366,walma ah ha moment climat chang +218212,trump administr disband feder advisori committe climat chang +774290,presidentelect believ climat chang million peopl go say mr trump dead wrong +468930,wed love hear local organ involv human right climat chang social justic democraãââ +692526,global warm conspiraci solar panel industri make sun come ãåââ +425303,understand build contribut climat chang architect play vital role combat it +907670,it almost pai amp dc media anyth distract attent stuff like climat chang ec +345212,congrat vote trumpampgot result wantedscar presid mean fight climat chang +686682,aia urg architect feder govern tackl climat chang curb +130895,offici inequ climat chang social polaris bad you latest +78847,trump turn much knowledg climat chang anyon give credit for +813529,care climat chang religi freedom gun saniti women right racial harmoni terrifi nighãââ +512340,china tell trump climat chang hoax invent +643621,dem fight climat chang repub fight radic islam climat run innoc peopl street london +492385,biggest threat project studi food system amp climat chang +105981,guardian view climat chang bad arctic editori +106267,think co2 drive climat chang let send copi global warm dummi +395551,it america beat global warm +133092,immers experi green hous effect impact global warm +62304,believ scienc believ climat chang let protect precious resourc includ air breath ampãââ +773877,bill nye roast trump hard final might believ climat chang +261474,communiti orgain ganstra chicago know climat chang sure hell donat fee gore +2066,radic realism climat chang +880642,think go die husband believ climat chang +168822,obama reject pipelin say would diminish global leadership us fight climat chang +291414,say goodby raptor maui must sacrif god climat chang +518500,exxon scientist warn hard decis would soon need made global warm 1978 +474278,donald trump meet al gore climat chang +250041,ralph ciceron former chancellor studi climat chang die 73 +369792,octopus park garag climat changeãââ canari coal mine +549105,first sinist request info energi dept staffer work climat chang this +735919,put climat chang denier charg environment polici like put somebodi believ eah flatãââ +415660,renew energi without climat chang +390548,new studi point global cool antarct peninsula contrast fear climat chang hysteria +586365,climat chang +801663,trump say climat chang hoax trade agreement china exempt climat rule point +21444,china airpocalyps product climat chang pollut research say +429715,here climat chang could flood citi and state world warm htãââ +485778,appar global warm mean spend lot time furious warm amp sunni +353052,rich abl hide dire consequ humanmad climat chang generat +39102,watch amp dark money fund cant trace reason congress fail act climat chang http +874377,look forward tomorrow us too get climat chang mood new newslett gtgt +582519,emerg campaign launch convinc trump climat chang real failur risk planetari disast +714029,kid take fed possibl trump cou climat chang via +562887,80 degre middl februari global warm was hoax creat the chines right +161206,global warm real caus human +242518,leonardo dicaprio mission fight climat chang befor flood whole film +333341,polar bear global warm +526794,secretari state kerri urg countri treat climat chang urgent threat despit unceainti say creatãââ +862925,list thing remov wh site 1159 last night climat chang civil right lgbt right various mention +964831,want peac justic cant ignor climat chang +141282,studi found teacher believ climat chang real strong posit predictor student belief glo +642970,us electr industri knew far back 1968 burn fossil fuel might caus global warm +437390,human set wit danger consequ global warm lifetim +251594,sound like climat chang archaeologist investig erod south carolina shell mound archaeolog magazin +3947,epa delet mention climat chang websit unaccept +782071,could rain year straight theyd say thing tie polit global warm +876155,climat chang denier like donald trump believ +518691,exp climat chang polici held posit countri manag bmu cmdji initi +571034,real commit global warm leonardo dicaprio sun 450ft superyacht cann http +57352,fact man made climat chang hoax macro evolut micro sexual ident develop age 37 +444558,budget cut climat chang research my attitud scienc dictat result +44613,donald trump take offic worst possibl time climat chang +583126,colleg educ goper like goper like trump theyr also like think climat chang eff +516278,irrespons food product drive climat chang drive irrespons food product time breakãââ +599097,china still commit pari climat chang deal foreign ministri +144626,lol anoth propaganda spong religion climat chang itãââ fuck pathet +362282,climat chang denier blame sun say what +465505,worri coastal blue bubbl fall ocean climat chang ahaaa aaaaaaaaa +781993,indigen right key preserv forest climat chang studi find +840724,lol peopl louisiana swampland think global warm hu +385584,hope futur judg rule youth sue climat chang +332709,antitrump actor fight global warm wont give 14 home privat jet +913766,scientist say 9 citi like escap major climat chang threat guess are +49767,master plan help need consid unceain futur due climat chang robust design +416908,trump head washington global warm near tip point +607640,stun timelaps photo may convinc climat chang +642312,european say isi top threat worri climat chang amp econom instabl +66809,got climat chang right +55451,merkel want climat chang trump use talk impoant issu stole show +776252,polar voex shift due climat chang extend winter ââ +146193,today may one largest protest histori ask world leader act climat chang +839366,economist agre econom model underestim chang via +579210,vote climat chang denier like say climat chang a +597687,global warm ha +619476,smash mouth believ global warm peopl doubt that song true +414013,ge ceo vow ignor trump continu fight climat chang +380700,watch beauti aicul film must act climat chang three second +896367,save ladi libey climat chang via +334698,appar bill gate who listen gop genius deni climat chang stas 1b fund combat http +314624,presidentelect believ climat chang million peopl go say mr tãââ +991473,wow ãâåyou friend die old age iãââm go die climat changeãâï +549413,climat chang massiv hoax not make sens +242209,watch leonardo dicaprio climat chang documentari free onlin +969368,heatwav hurrican flood famin seven climat chang hotspot +348883,obama talk social media climat chang final address engadget +418492,world leader dupe manipul global warm data via +470540,believ global warm hoax +458378,the concept global warm creat chines order make us manufactur noncompetitiãââ +109266,america accept weather predict groundhog yet refus believ climat chang scientist +796016,repo help scientist communic global warm worsen natur disast john abraham +146189,cut tax amp cancel billion global warm payment un use money toãââ +908598,democrat need get radic climat chang +305829,peopl blame exo everyth fave lose exo fault global warm exo fault world end next month exo +150626,nyt write stori tillerson appoint even mention term climat chang +314295,new movi climat chang well done free onlin coupl day +785092,mayb climat chang take us first ãåëœâ +349953,think go die husband believ climat chang +315604,stop mad plight climat chang respons hope chang +719053,theresa may admit climat chang agenda meet trump g20 +625475,finland voic concern us russian climat chang doubter +904281,mari robinson call action climat chang must inform global compact migrat +864899,new coalmin worsen povey escal climat chang +98191,desiign learn climat chang +393935,global women often vulner effect climat chang men +976682,isnt climat chang broadest level checkmat confirm bias temp confirm temp confirm +115902,solut povey global warm less 30 page +714477,v worri scienc must find mechan way pollin flower amp fruit tree pollut amp climat chang kill bee +904871,need get messag answer global warm nuclear winterãåëœâ +40002,think that global warm christma +196167,climat chang +876677,link climat chang diabet +639041,publicpriv panership key citi invest 375b next 4 yrs avoid catastroph climat chang https +658238,palau frontlin climat chang south pacif +118538,biggest threat mankind global warm liber idioci +585684,biggest load rubbish climat chang look colour creed numbskul info citi airpo i +212373,epa spokesman plan take climat chang webpag +439871,you might well believ graviti leo slam climat chang skeptic +372248,protect eah lung crucial defend planetãââ biodivers fight global warm +808291,politician still refus recogn realiti climat chang 2017 that disgrac +740677,global warm real explain club penguin shut down +286600,donald trump mayb human climat chang +39137,plain nut 50 minut spent talk climat chang network watch +242134,economi stall nbn ruin climat chang polici non exist emiss up debt doubl noth show fo +789533,climat chang denier wish everyth seem possibl +974607,nasa defiant communic climat chang scienc despit trump doubt +121892,care climat chang sign speak week action now +925466,73 american believ climat chang real +659381,list least surpris thing learn philli spos figur climat chang denier +71947,pleas share idea bring ground water level reduc global warm +619589,gmo super plant save us global warm say german scientist no mention ordinari plant like tree +538261,s win climat chang via +401624,climat chang denier unfit head epa +592687,trump presid mean global fight climat chang +770681,watch phoenix discuss mayor citi across america step fight climat chang po +655254,harri introduc someon danger global warm tomorrow +803295,impoant convers here scienc climat chang rhetor best conveydramatiz +770982,pope ohodox leader make climat chang appeal heal wound creation +841939,presid trump propos epa cut go far beyond climat chang +773430,macron team schwarzenegg troll trump climat chang video +910369,also owner philip anschultz activ suppo antigay climat chang deni group +529946,climat chang real lgbtq peopl deserv human right racism place polit donald trump piec o +453960,scientist publish entir studi refut scott pruitt climat chang +199412,think go die husband believ climat chang +928138,rei frame stori around global warm hand make sure vote protecãââ +89026,here chang make american poorer +936076,like global warm regulatori crap increas poor expens 2700year +48194,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +543968,cyclon rip queensland australia due manmad climat chang queensland alway cyclon +428811,debat liar denier idiot know sfa climat chang +199176,weather channel storm breitba climat chang video cnet +308647,mayb global warm lmao +472164,think go die husband believ climat chang +14347,trump say nobodi realli know climat chang real +792863,right scare trump first climat chang denier head epa guy go doãââ +730475,stop lie peopl chang schwarzenegg tell republican sacramento bee +302030,shut joyclim chang hoax amp ur dumb enuf believ problemur realli stupid +729730,brighton respond presidentelect mistak advis climat chang wh +355810,american fear climat chang hit record high poll find via +520559,save watergrow tree less global warm +116986,global warm methan blast soross donkey ass 50000000 ouch +242175,scientist cant convinc us climat chang real citizen convinc eachoth chang +214431,that me im mad climat chang day im thinkin sta club +627510,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +372797,germani tell world bank quit fund fossil fuel climat home climat chang news +821047,invest key adapt climat chang west africa +859883,california battl climat chang new propos rev debat capandtrad program +184039,mani peopl alreadi displac climat chang check climat chang faq amp answersãââ +575649,cnn find blond bimbo live proof climat chang mind pollut trump fas +406507,alaskan head poll climat chang threaten transform aspect life +208568,new data longdist migratori pattern follow peak resourc disturb climat chang +371985,nuclear warhead could trigger climat chang research univ +440835,trump putin pipelin nowher delay address climat chang game lose +647629,innov save us climat chang via +897754,ngl global warm kinda made forget snow +802877,epa boss say carbon dioxid primari caus climat chang +254620,scientist explain apocalypt effect trump pull pari climat chang agreement +306648,kid su govern climat chang best hope now +80762,trump cia pick mike pompeo pronsa progun progitmo progmo climat chang denier staunchãââ +65253,florida trump pledg stop send money unit nation aim fight climat chang +221872,embarrass nonsciencechalleng foreign leader deal perceiv climat chang +655251,fact enjoy global warm ãåëœâ 55 degre mn novemb +400521,swedish biologist forc peopl take respons pa climat chang +899111,februari record warmth brought climat chang +213627,climat chang happen here eight thing adapt adapt climat chang +32882,china india fight climat chang promis pari +127013,hell antarct ice shelv break due climat chang titan fate would ironi none rich +296021,turn leftw version climat chang denialand equal danger that +246508,recordbreak climat chang push world uncha territori +881303,write none deni climat chang describ human influenc warm indisput mak +877621,arsehol predict tomorrow weather 4 month heat wave yet trust climat chang narrr +913736,stake busi would profit global warm +28168,suprem cou build healthcar climat chang +616816,think go die husband believ climat chang +337927,think potus could take moment call calm amp peac countri obama talk climat changeãââ +60850,trump roll back use climat chang polici review sourc +382625,look america offici believ climat chang hoax sorri everybodi els +306424,scientist 13 feder agenc draft repo conclud american feel effect climat chang right +125916,trump pick head epa climat chang denier good job florida voter hope u enjoy water +887268,us defens secretari say climat chang pose nation secur challeng +646241,penel pemakaian hot pant berkontribusi besar pada dampak global warm +833300,entir scientif establish save planet global warm random realiti tv show host nah +640993,fossil fuel use must fall twice fast thought contain global warm studi environ guardian http +185928,wow ãâåyou friend die old age iãââm go die climat changeãâï +723717,trump wrong peopl pittsburgh care climat chang via +161924,surpris donald epa appointe forgot take spanish climat chang page +653426,rethink citi 4 age global warm suggest 2 replac sustain surviv +326871,u say climat chang hoax pictur saudi dese morn +23219,eah worstev mass extinct life hold apocalypt warn climat chang say scientist +694941,agre more what one best thing climat chang talk solut +511624,know climat chang happeningand human caus +713841,sorri denier climat chang slow decad +757148,end coal 2030 meet pari climat goal eu told climat home climat chang news via +233609,climat chang stori keep get terrifi +481699,angela merkel seem offend trump disagre climat chang ever terror own +788178,meet rogu twitter account creat fight donald trump climat chang +258840,smoke green pay blame world seri rain delay global warm via +180910,without congo basin rainforest effo tackl climat chang dead water +143846,win va tech get black diamond trophi ad coal includ black lung global warm everyon +397187,good point candid might end global warm bring us nuclear winter beãââ +735956,curb climat chang impact farmer knowledg intellig key +697066,anybodi want tell global warm sell well wi pa mi ia oh j +398754,address climat chang therel conflict limit resourc must listen scientist fossiãââ +159756,trump denial catastroph climat chang clear danger here whi +583833,im terrifi work doe contractor know global warm real wait see name list come januari +347170,pari accord nation resolv push ahead climat chang goal ãââ without us +840626,oh christ sake say border wall make climat chang wors cryin loud repo real news +976083,2016 warmest year uk sinc 1850 global warm alarm rate cooper everyon +936082,china kind explain trump didnãâât invent climat chang hoax +707118,go 81 degre todayin middl novemb donald trump still believ global warm +230817,peopl believ climat chang scariest type peopl +647480,presidentelect believ climat chang million peopl go say mr tãââ +886880,suv caus disastr climat chang 1870s +669722,us secretari state rex tillerson use email alia exxon ceo talk climat chang +89211,land right indigen peopl could answer climat chang +965203,4 day ambiti climat chang agreement histori enter forc readãââãââãââãââãââãââ +205053,icymi trump presid could mean climat chang +792494,urban climat chang googl eah timelaps show three decad chang eah +810157,omg sometim hate home bc got fight dad earlier bc tri say global warm real +244378,we need gender amp strateg plan genderclim chang negoti winni masiko +953700,grow tree make cash help improv climat chang +823363,2012 repo union concern scientist found 93 global warm coverag fox news mislead +643295,sinc trump propos solar wall democrat pay sta systemat deni climat chang s +844388,world leader dupe manipul global warm data via +111866,treat climat chang biggest threat face world today is +891158,20 million climat chang refuge may even far futur +658186,manhattan projects effo need prevent catastroph climat chang say scientist +376161,presid trump rollback environment protect leav china pois lead fight climat chang +733882,snow denver alynski marxist coloradan stood around w global warm placard toke state weed +524949,tillerson secretari state what next climat chang denier epa amp energi oh wait +754796,dumbass here truth read weep climat chang littl bitch +747068,watch right here travel world tackl climat chang httãââ +260344,that alarm climat chang alarmist see world lung creat use c02 +341280,kill us first trumpww3 global warm idk im gon na doubl enjoy life much possibl case +833793,nice shit today thank global warm +456224,long climat chang denier flat eaher take stand tree caus allergi +942777,climat chang scott pruitt caus uproar contradict epa websit +813648,think go die husband believ climat chang +703664,global warm habitat decreas +454700,5 way climat chang affect ocean +774633,ridicul even put global warm kill planet asid still make econom sens +713981,studi pari carbon budget avoid danger chang may 40 smaller thought +439771,donald trump repeat public state believ climat chang myth invent chines side dãââ +877051,99 percent world climat scientist agre climat chang give fuck think +557810,look good news climat chang best right +999361,barack obama food climat chang we still act wont late +541390,six piec evid prove chang real popular scienc via +843489,new podcheck episod 2 convo w climat chang listen h +864943,name one person ever lost job co2induc climat chang +624938,republican state senat scott wagner suggest climat chang caus human warm bodi +672160,sec john kerri becom highestrank us offici visit antarctica hes learn climat changeãââ +651084,lay 430am wonder nuclear winter fix global warm caus even insomnia bitchi smaass side +657393,trump call global warm chines hoax clinton email +730399,america accept weather predict groundhog yet refus believ climat chang scienti +507652,you cant stop climat chang own but take chip concret wall climat cha +836399,hey let leav scienc scientist complet disregard scientist scienc gop climat chang +231,indian oceanãââ widen current impact climat chang +141372,incid trump ralli assassin attempt sens climat chang chines conspiraãââ +67600,presidentelect believ climat chang million peopl go say mr tãââ +486188,remark trump never acknowledg realiti global warm pari agreement speech today +788413,octopus park garag climat changeãââ canari coal mine httpsãââ +163707,everyon caught noh korea trump dead silenc danger unregul ai climat chang late +175537,women lead global fight climat chang +899924,minor us public see consensus among climat scientist caus global warm +387467,forget climat chang +300294,machin sta suck co2 air save us climat chang +263648,climat chang struggl island communiti face year what come +546601,20102017 sad see climat chang done grand canyon +208409,co2 level atmospher hit new high epa head deni role climat chang +988785,didsaid man respons climat chang mani word texan ever ever admit oil i +460408,gop candid pennsylvania governor think climat chang caus eah move closer sun +596290,iãââm creat new think tank climat chang would join post tweet also +152927,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +330596,late stop climat chang absolut nail it +813049,berni sander what astound presidentelect believ climat chang realãââ +29924,actuallymi uncl dr jonathan patz cowinn nobel peac prize work climat chang know +966487,contrast mnuchin trump say climat chang ai actual big deal requir societ shift +211780,global warm data fake govt fit climat chang fiction +934971,new climat chang evid could affect legal fight trump reviv permit +396644,r u climat chang denier +389863,australia ratifi pari agreement climat chang +151900,trump administr treat climat chang hard know +529295,noth wors climat chang explos devic enlist us join patriot +197911,trump fals claim nobodi know global warm real via +795755,climat chang sceptic suffer blow satellit data correct show 140 faster global warm +826090,sat next two penn frat brother last night climat chang forum one guy read taylor swiftzayn malik gossip +10291,bombshel climatechang studi could total dismantl claim human caus global warm +827586,celebpack year live danger want make climat chang vote issu viaãââ +342303,stop global warm could make world 19 trillion richer repo say +467556,booth today keep mind one think climat chang hoax acknowledg realityãââ +237893,climat chang factual basi one side tend ignor whichyeah ideolog +182715,american even less worri russia climat chang +523321,think go die husband believ climat chang +363106,us budget broadsid climat chang +23004,pleas explain canada seal hunt contribut biodivers loss climat chang best point ev +928252,despit factcheck zombi myth climat chang persist poynter blog +391847,presidentelect believ climat chang million peopl go say mr tãââ +675665,govt subscrib idea climat chang idea say incentiv +348827,secur white hous doubt chang here pentagon not +729449,suggest american offici climat chang consid think instabl +232059,think go die husband believ climat chang +171354,one relat undocu consequ climat chang impact polit pai +161420,think trump right climat chang hoax time serious discuss thisãââ +920419,tfw spenducrat take cab climat chang meet tell walk take bus +125728,pacif countri advanc region polici toward migrat climat chang +529144,gore amp money make scam global warm known climat chang 70s warn come ice age ye +38443,want 19 trillion richer sta act climat chang make busi sens say +923595,cityconnect show climat chang impact home +281501,believ equal need comprehens immigr reform prochoic global warm real ââ +755722,presidentelect believ climat chang million peopl go say mr tãââ +34877,mani american believ evolut climat chang vaccin +948297,climat chang battl increas fought won cou +655292,peopl take privat jet never ever complain climat chang +624662,where good ol global warm need it +617813,trump presid mean global fight climat chang via +872665,scott pruitt may sound reason tv trump epa nomine essenti climat chang denier +251854,robot shellfish tell us climat chang impact marin speci via ãââ +836359,a5 deni climat chang debat deni climat chang like deni 224 +798768,analysi here far republican climat chang belief outsid global mainstream +922488,compani design float build combat climat chang disast +446131,farm mexico grow solut climat chang +711942,peopl alway talk asteroid global warm etc destroy eah realiti mankind damag +132672,want convinc peopl climat chang show unnatur toxic molecul produc +117315,trilliondollar invest compani make climat chang busi prioriti +786925,left right agre fox news destroy epa chief scott pruitt climat chang +88937,yay yipp trump fan ur big boy gon na make everyth great global warm o +841709,climat chang skeptic take +764509,global warm done polar bear +263838,good see public outrag forc retreat trump gag epa amp climat chang info +903611,salli krohn qualifi make climat chang polici +135121,new bill nye tv show get rile global warm technolog stop use fossil fuel +144821,feder scientist leak stale climat chang repo keep trump buri +632162,alien exist maian may wipe global warm mar +360173,believ fake global warm +448103,epa remov climat chang inform websit +678866,ecumen patriarch blast ãâëœdisgracefulãââ inact climat chang say ãâëœsurviv godãââ creationãââ stake +415234,steve bannon mean bye bye climat chang scheme were spend 22000000000 year research +724647,great see nation associ corpor director tweet chang share new +665309,yet side someon deni legitimaci climat chang +957065,think go die husband believ climat chang +224939,acknowledg grow impact climat chang nation +133760,us amp europ tri get climat scientist downplay lack global warm last 15 year ââ +402953,christian stand truth climat chang god want us protect save creation stop ignor +647958,bản mekong delta seek climat chang adapt techniqu rice farm +973496,understand peopl still believ climat chang +211487,physicist co2 caus climat chang respond video +970549,even pope call donald acknowledg realiti climat chang vatican tell get wi +322361,michael shank cold open can sta agre climat chang real huge applaus town hall +758055,idaho drop climat chang k12 scienc curriculum scienc class teach scienc period +34105,watch right here travel world tackl climat chang httãââ +684967,understand peopl total dismiss climat chang wonder 70 degre wisconsin nãââ +167784,clear presidentelect unit state america think climat chang iãââ +645719,skeptic climat scientist here hope age trump herald demis climat chang dogma +183603,conspiraci theori obama vaccin caus autism 3 million illeg voter climat chang ho +644988,peruvian andes front line fight climat chang h +417921,me enjoy life brain broke nuclear war could sta soon global warm get worst https +634015,effect climat chang fouh water revolut upon us +855655,profession climat chang denier discov lie decid fight scienc +364166,tip deni melt global warm iceberg +818184,even worri climat chang trump sta destroy effo made fix it suppo +637913,good know global warm affect juli +584433,lmao global warm +54701,swiss get it global warm scam +417381,today stand protect environmentmitig climat changepromot +883513,believ equal need comprehens immigr reform prochoic global warm real ââ +518360,epa chief cling fantasi deni overwhelm evid co2 climat chang via rworldnew +599938,sad donald trump sign order undo obama chang polici +638621,limit global warm 15c thing next 10 year +961715,irrespons deni climat chang threaten regul protect us plane +697302,pictur alon ad 50 year lifespan clear skin bump grade cure global warm a +167532,ilovebernie1 rachy36 labor green suppo liber tri get action climat chang +65065,sundanc film festiv creat entir section climat chang film +872916,order us meet threat climat chang want action legisl pass feder state local level joel +199128,watch al gore refus give direct answer confront bogus 2006 claim climat chang +977732,humancaus global warm continu danger pace human action slash carbon stop it +387630,satellit help scientist see forest tree amid climat chang +42462,comicbook cure climat chang +349811,slipperi languag one disput climat chang disput manmad impact if ani complex mo +534173,dr kaudia environ secretari mba alumni take agri mba student climat chang +785799,david letterman turn global warm repoer via +403726,great barrier reef tip climat chang iceberg +504476,mashabl weather channel shut breitba mislead climat chang stori +32252,ãåâ pari agreement climat chang come action +440593,world bank recognis india global front runner fight climat chang +892685,scienc teacher woke king told us gender fake climat chang real +536460,journalist get interview trump keep fail ask climat chang action damag environ https +806307,busi must lobbi congress order get action climat chang +670875,wholehea disagre exit deal combat climat chang would truli bad deal generat o +681122,think go die husband believ climat chang +781879,your dumbass dont believ climat chang shit happen fast unless generat someth ab +247068,risk take climat chang serious includ better public transpoat cheaper power amp less fund feudal +112810,u vegan u right complain abt global warmingendang anim bc u vegan ur pa of +603763,impoanc climat chang emerg prep work +340383,big find major new studi repo climat chang hit differ socioeconom +401550,global warm good exxon +397696,know hometown teach climat chang school make struggl spread awar total woh +292460,poor communiti communiti color deal ramif climat chang present right +46055,netherland climat chang hypothet drag economi it oppoun +922725,11317mark date media tell ushow punjab result wil impact global warm polit worldwid +420119,50 year now were lucki peopl look back statement climat chang trump a +345844,judg order exxonmobil turn 40 year climat chang research +495305,tweet forc delet cant tweet climat chang anymor what +575462,hawaii send billion un bribe china india address climat chang 2030 mahalla +353591,think go die husband believ climat chang +697999,discuss messi best ever remind climat chang argument debat discuss +645309,u think climat chang now noth tax grab trump truli smaer punk premier +775388,presidentelect believ climat chang million peopl go say mr tãââ +616411,guess cnn consid fake news know caus climat chang arsonist th +137885,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +451960,usa countri global warm still debat subject paisan chicaneri https +789115,realli peopl beiliv climat chang like think go on +477120,children win right sue us govern climat chang inact video +471531,futur planet stake hillari clinton combat climat chang donald trump think iãââ +643397,without washington were work aggress fight climat chang protect futur +981119,trump set kill obama climat chang polici environment chief +905720,guess leav climat chang arm chair scientist like yourself +527327,bbc climat talk save us global warm us urg +214262,think deni climat chang crime human held account world cou +764356,titan sink 2016 there iceberg hit thank global warm +285265,the concept global warm creat chines order make us manufactur noncompetitiãââ +109031,trump roll back climat chang polici today symbol gestur hell epa hq +889920,elect fascist terribl enough put climat chang denier throne liter threaten surviãââ +918544,bewar zombi pari agreement stop climat chang depend trust donald trump +345862,stop global warm anim melt ภาวะโลกรอนเปนเรองจรง รอนจนละลาย ภาพจาก redditbwt2017varr +626861,get climat chang risk navi ray mabus show busi learn step mitig risk +407425,strike misguid prioritis economi ignor exp consensus realiti climat chang +112891,student shoot climat chang video pbs project daili citizen +892965,lol im say believ global warm fake say view +500622,trump budget director climat chang fund were spend money anymor consid be +359206,trumpãââ elect wonãâât stop deceit climat chang propaganda +132398,gtgerman chancellor angela merkel character climat chang talk trump veri unsatisfi https +141932,peopl still deni climat chang +27158,general key militari think climat chang serious +312699,that definit climat chang differ info graph say wors 1000 year ago +641045,san diego manag dodg major impact climat chang +548793,befor flood open eye horror global warm keep make documentari world awar +614023,unfoun global warm hysteria see it driven polit scienc freeman dyson +195809,trumpãââ elect mark end serious hope limit climat chang 2 degre +462314,expect us care global warm penguin penguin crime +505590,true climat chang denier everyth said would environ +475827,great speech call climat chang corrupt cronyism +347787,mankind impact climat chang say you vote retweet +246778,high level chang adapt panel discuss ongo prof shem wandiga say silver bullet adapta +974119,man signific effect climat henc name chang global warm hoax climat chang hoax +585186,near half noh american birds314 speciesar sever threaten climat chang +76203,groundhog hollywood construct use teach young snowflak climat chang healthi school lunch +637597,sander agre overwhelm major scientist believ climat chang real +999983,know someon stand aboion masturb know stand climat chang +465780,stand say california back climat chang +735013,climat chang cia zero anoth piec corrupt news network dishonest amp fake news +290151,discurs use climat chang justifi provis new militari hardwar advanc biofuel +347870,us use push china meet climat chang goal trump undid obama polici role may revers +446311,think co2 drive climat chang let send copi global warm dummi +408612,socio media key address climat chang ceackenya it affect us all let us fight joint +196509,beauti futur climat chang trump +129739,dude u think climat chang chines hoax that need know +624840,tune at1240pm central time hear scientist michael e mann bold stand climat chang deni +806364,peopl believ global warm conveni take respons actionsãåëœå +616197,blame global warm +376651,biden urg canada fight climat chang despit trump +568226,7 thing nasa taught us chang +51453,trump set dismantl obama climat chang agenda +646773,expect us care global warm penguin penguin crime +462459,global warm real caus human +932633,curb climat chang need protect expand us forest +420183,mayb global warm nut given sign enlist us +992903,recordbreak climat chang push world uncha territori wmo figur releas today +968742,talk issu avoid conflict address climat chang fuher peac +345859,judg order exxon hand document relat climat chang probe whether compani lie public +890862,crazi believ truth climat chang last repercuss +674121,help repel fascist bug spray work solar panel work climat chang denier +268219,indigen activist xiuhtezcatl mainez su feder govern demand action climat chang +7655,conserv keep pretend climat chang hoax countri arent gon na put anymor htãââ +497236,innov save us climat chang +186163,folk alway yell climat chang protect environ lol +706987,everyon go watch leonardo dicaprio documentari befor flood showcas extens research climat chang +128531,walk german guess give fltk carbon footprint global warm +315675,trump energi staff cant use word climat chang +746780,peopl color blind ãåëœâ³ãåëœâ³ i believ climat chang btw +968654,ignor global warm amp were fire +252133,china eye oppoun take ownership climat chang fight join +53344,dup mp say climat chang posit manifesto there mention climat chang manifesto +933095,dinah puppi could cure global warm +161392,hey girl climat chang im go ignor fuck me +694317,unamshow awach kujinga na iko global warm +682757,next presid rapist steal money children cancer think global warm made +583969,know rothschild stole 67 trillion barack obama climat chang 2012jewish mafia rob almost 50 us +230320,join thursday learn paul hawken plan revers global warm +927233,trump suppoer went back time caus global warm make samurai sweat +702609,australia militari train climat chang impact year conserv politician deni clima +449579,recordbreak climat chang push world uncha territori +52493,climat chang blame caus ptsd +275488,climat chang is climat chang washington presid put +308521,catastroph storm rare almost routin climat chang blame la time +960368,trump posit climat chang kill planet faster +275530,us govern meaning paicip fight climat chang appear end +833217,scott pruitt offic delug angri caller question scienc global warm +800449,global warm exist still abl wear tank top shos decemb ampamp3929 +244138,washington post editori board right there conserv natur without tackl climat chang +642606,alarm questionnair trump transit team seek name civil servant wrking climat chang polici +370237,berni sanderswv town hall msnbc even interest coal miner extrem concern climat chang g +36966,first time record humancaus climat chang rerout entir river +12748,pleas let dup call shot aboion gay right climat chang +465047,watch right here travel world tackl climat chang httãââ +688977,manmad global warm still myth even though call climat chang enlist gt +843598,want post remind everyon put climat chang denier white hous +790157,even donald trump power chang law physic accept climat chang +242160,potus believ climat chang real chill pun intend +628826,cant wait washington deni climat chang join april 29 +446288,photograph document unparallel beautyand effect climat changein america nation park +322424,mcm deni climat chang despit empir evid +803087,630 america biggest compani plead trump give climat chang denial +634079,trump latest propos elimin spend clean energi climat chang +825627,law prof umich tri tell climat chang elitist problem amp real peopl arent +961667,address climat chang therel conflict limit resourc must listen scientist fossiãââ +33808,im concern w nomin rick perri lead dept energi w past statement climat chang ti +198272,news post trump scrub climat chang replac america first energi plan https +990123,xom new york probe climat chang claim say sec state rex tillerson use alia +469488,two major confer corpor govern climat chang held +463957,indipend unsung hero 2016 escap sex slave lgbt right campaign climat chang poet +880361,trump head epa mr pruit believ global warm vw pay anyth damag america +584773,water secur close link migrat climat chang risk econom develop via ãââ +374553,hope soon weigh amp explain plausibl link climat chang amp sola +183275,global warm crowd peopl deni unborn babi human scienc and +113375,crippl atlant current trigger ice age climat chang +190844,physicist co2 caus climat chang respond video +795230,ride mp give talk school today climat chang joke ocean protect initi distract +444102,like scientist talk chang disast strike caribbean water te +259635,camp me cant find anim wife wildlif conserv deer climat chang my +497056,fair made foun push global warm scam leo may someth +205201,world 3 year left act climat chang say exp could impact fashion +830570,philippin dute sign pari pact climat chang reuter +177632,weberdavi environmentalist group hope encourag citizen push congress action climat chang +874661,switzerland want save glacier global warm liter throw cold water +204768,think go die husband believ climat chang +426709,work food climat justic want hear impact climat chang food cu +666101,im say new york time say climat chang leftist idea is +728666,swear yall could blame lebron global warm yall would +622683,bloomberg urg world leader ignor trump climat chang chicago tribun +539304,vice presid al gore netroot 2017 talk climat chang +490246,indeeddu global warm +862832,believ climat chang pleas unfollow +91092,duteeaft much debat yung climat chang deal pipirmahan ko unanim vote except one two via +629284,presid trump decis pull us pari accord climat chang reflect materialist selfish amp sho +581779,glad coast swallow coastal flood allow environ deterior deni climat chang ãåâæ +767922,scari scari larg mass peopl can not understand simpl thing like climat chang +207825,pm invit presidentelect visit fiji see effect manmad climat chang himselfãââ +488877,scientist highlight dead health risk climat chang via +290673,women faith mobil renew energi environment protect slow climat chang +587933,meanwhil climat chang +12343,here presid trump climat polici could mean global warm +991667,nation park delet factual tweet climat chang amid trump crackdown agenc htt +366178,even activ tickl girlfriend pretend leonardo dicaprio explain climat chang +990370,even rip trump epa chief deni basic scienc climat chang watchgt +345018,china take lead climat chang effo pacif +900182,world leader dupe manipul global warm data +23133,oh boy trumpãââ climat contrarian myron ebel take epa climat changeãââ +813652,fabul leonardo s film chang brilliant watch via +155474,issu offer liber shepherd oppoun viue signal capit punish global warm +265814,negara pale rendah di dunia adalah maldiv dijangka akan tenggelam kerana global warm pada suatu hari nanti jomãââ +976781,ten thousand trump threat climat chang research via +853893,exxon play us global warm new studi show +125784,7 thing need know climat chang +722067,climat chang affect health one graphic +203641,communic climat chang focus frame fact https +455687,chill 1 trump want dive nasa climat chang space explor 2 thiel want colon space libearian utopia +21780,pls tell global warm real high today push 90 degre ãåâæ +739736,california gov jerri brown amp predecessor arnold schwarzenegg hail climat chang plan condemn trump +663336,climat chang affect economi debat underway session ââ +669160,get dupe climat chang denial twitter never go again +99220,first time record humancaus climat chang rerout entir river denver post +736519,donald trump actual littl control green energi climat chang +162533,4 great talk qampa begin region cooper role citi consequ climat chang discuss +272392,yaass queen ivanka brighton send climat chang repli donald trump +809568,mention uscooper climat chang perhap subtl messag new potus +408446,el niño warm planet may spark zika epidem scientist +293618,step address climat chang irrevers world leader declar marrakech +614427,adult must conced major contributor global warm kid leav front door open heat who +448949,greenland doubt scientist wit climat chang troubl toll +434123,photo kerstin langenberg show polar bear affect climat chang +694186,australia pms advis chang creat new world order +480120,mayb think climat chang real disagre one too +343589,ai make farm immun climat chang 2027 say microsoft research +595575,heard trump name climat chang denier oklahoma head epa name scott brewer +880717,ecowarrior blame bangladesh flood climat chang fail recognis pa play cut +302744,slip unrel stori ap label trump epa choic scott pruitt climat chang denier +631761,stop natl park inform climat chang elect dt sick childish embarrass destroy o +706535,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +121619,call world leader busi amp civil societi take ambiti action climat chang +177940,sea level could rise higher threestorey build due climat chang +94004,without action climat chang say goodby polar bear washington post +300637,februari record warmth brought climat chang +324458,new app help make connect nasa satellit data global warm backyard +336980,sad parent peopl think climat chang problem vote trump +3151,id love see trump scuf global warm +390611,china trump climat chang chines hoax ãå¾âãâï +336024,fail renew boost finit unrenew contribut effect climat chang big enjoy +811013,technolog help us fight climat chang swedish supermarket replac sticki label w laser mark h +920143,make mistak tough crowd mani talk point health climat chang me +824716,howev sinc trump tell us climat chang guess worri +453544,ingeni solut climat chang turn co2 fuel ht +368830,ice age climat chang +556824,nuclear war bigger danger climat chang +744397,franc un tell trump action climat chang unstopp +647697,see gone climat chang world eyeopen disheaen +539985,climat chang denier young eah creationist +399389,new normal weather extrem world meteorolog day dw provid overview global warm is +715168,presidentelect believ climat chang million peopl go say mr tãââ +784741,remind eat meat mean fund anim cruelti amp slaughter amp deforest global warm speci extinct +117318,ny attorney general uncov email alia use rex tillerson discuss climat chang exxon +568817,estado unido elit us univers defi trump climat chang +377392,still hard time understand peopl believ climat chang thing +111643,peru suffer worst flood recent historyand scientist say global warm blame +8723,howdi im climat chang sheriff yo +262101,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +551225,sure feel like global warm today +377121,2030 half world ocean could reel climat chang scientist say +388278,thoma stocker technolog necessari solv climat chang ccs one technolog +387855,mayor pari simpl solut end climat chang put women charg +396758,watch live februari 16 discuss climat chang health +821375,think go die husband believ climat chang +307577,correct mani idea combat climat chang offer either poor candid neither dare address +11874,amazonian call leader heed link land right climat chang guardianãââ +152947,you friend die old age im go die climat chang +373196,physorgcom new research predict futur climat chang +681799,1 day trump administr remov climat chang page websit y +195033,accept climat chang move life +470515,amp one care mass anim extinctionsglob warmingworld hunger yet one bes +542193,kind like nobodi realli know sure climat chang real welcom world +786188,invent news6new viual realiti gamesnos shapedmushroomsglob warmingmust watch via +952036,scientist search goldilock oyster adapt climat chang via +782706,agre frame bad say clim chang fact reinforc truth question climat chang +232723,china tell trump climat chang hoax invent +443670,dear climat alarmist sun drive forc climat changealway be +685079,new simul predict unit state come climat chang mass migrat +276015,watch right here travel world tackl climat chang httãââ +373750,global warm real club penguin shut +956265,predjudic feel brexit climat chang lack privaci bad where predjudic there +847491,global warm republican think exist yet believ jesus made blind men s +511736,trump given sho shrift climat chang threat via +301549,whole winter weather debacl proof go name global warm poor brand decis +491260,peopl think climat chang scienc hoax scream biologydefin sex +502197,biodivers loss shift flower phenolog magnitud global warm +972927,super excit seri turn soapbox polit view climat chang +740869,great hear describ chang generat equival fight go nuclear free trut +519113,question energi climat chang like answer on im compil question write +573875,trump name climat chang skeptic oil industri alli lead epa +858962,trump get global warm ice cream melt faster hot dog cool +528969,left love everlast gobstopp like climat chang taxregul perpetu bad water flint eh too +570551,like whole global warm thing go destroy planet get death star it make suffer vader +883034,trump made peopl care climat chang may survey suggest answer more +169392,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +269695,jerri brown california readi fight trump climat chang +47454,global warm real 30 second answer +391822,join combat climat chang take action +628083,peopl climat chang real vote stand show action speak louder +644328,recordbreak climat event world shape global warm scientist find +436950,that palat qualiti hes hunter pal trump deni climat changei glutton oil d +26551,trump pois undo obama action climat chang +647139,norway boost protect arctic seed vault climat chang +179680,recordbreak climat chang push world uncha territori +363692,bird shit tree sap global warm +483048,believ equal need comprehens immigr reform prochoic global warm real ââ +540983,presidentelect believ climat chang million peopl go say mr tãââ +788092,carbon emiss nonclim chang air pollut drive health impact are +205106,global climat chang may mean leaf litter stream river greenhous gas +785011,where live escap harshest effect climat chang +33426,think climat chang biggest challeng uk role tackl climat chang be +338299,lol hint u get joke u stfu climat chang hoax take damn physic +240223,energi dept tell employe stop use phrase climat chang repo +514220,major alaskan believ climat chang happen accord yale repo check interact map +767021,pleas reconsid view climat chang global warm serious issu cancel deal 160 other1 +458376,donald trump interior secretari pick want combat climat chang +871950,presidentelect believ climat chang million peopl go say mr tãââ +648034,epa appar order pull climat chang data gag order effect +302254,california sign deal china combat climat chang +638987,new head epa disput climat chang scientist caus climat chang head epa deni climat chang +543051,donald trump deni global warm citi cant +518964,koala like water theyr driven drink climat chang +205963,fight climat chang becom new background check bill everyon suppo except gop member congress +895438,blackrock put pressur compani focus climat chang boardroom divers +838812,swedish politician troll trump administr sign climat chang law +396598,futur planet stake hillari clinton combat climat chang donald trump think iãââ +9385,rex tillerson exxonmobil plan global warm everyth human possibl stop countri fr +53503,global warm feel like middl dec where cold 75 wtf mate +857881,need wall need actualmayb wall around houston make sure climat chang swamp it +899149,naturebas solut ie manag watersh provid 30 solut limit global warm 2c +983942,presid believ global warm were doom regardless +717325,your look good news climat chang best right now +193613,busi bison return brink time climat chang via climat +287333,global warm real right +242144,climat chang affect us fear presid elect take serious +966042,nake global warm +167148,buy honest howi carbon credit stop global warm +3451,shut climat chang stop elect antisci politician +223188,it ok worri say climat chang real +571929,global mean sea level risen 9cm children lifetim probabl climat chang conspiraci +484537,look good news climat chang best right washington post +261371,that global warm you +333480,mag 51 climat action suggest 1977 effect caus global warm 40 year +717182,save forest crucial fight climat chang wwfs josefina braãƒâavarela blog +18369,eat less meat essenti curb climat chang veggi less +239212,consid scienc unanim agre climat chang happen that ridicul baseless statement +713047,presidentelect believ climat chang million peopl go say mr tãââ +896499,well actual paul think what concern run away global warm rise sea level and +19234,googl amazon facebook microsoft appl commit pari agreement climat chang +576063,great barrier reef aok say climat chang denier manhandl coral mashabl +865976,california global leader environment issu state debat whether climat chang real +865858,one effect climat chang could realli lose sleep +214133,think go die husband believ climat chang +7500,even climat chang hoax still want pollut upsurg coal bring +461792,in trump admin refus sign intern climat chang pledg +909060,trump think climat chang real +896636,trump epa chief call televis climat chang debat +923236,number peopl screw climat chang 9 billion +363209,suppo fight prevent climat chang disast join us via +943350,talk 15 june societi vs individu focus air pollut amp climat chang book ticket +23718,energi secretari rick perri wrong downplay human role climat chang +732753,m panic climat chang search consist market driven solut +436406,the concept global warm creat chines order make us manufactur noncompetitiãââ +226552,landmark paper exagger global warm trick 195 govern sign pari climat deal +995707,pro fox hunt amp death penalti deni climat chang oppos gay marriag amp aboion paul nuttal poundshop trump htt +860633,suck execut order trump dramat chang us approach climat chang +283389,im genuin concern let man offic believ global warm think chines scam +828750,chang kenya climat chang adapt amp econom landscap inv +750985,eah flat climat chang real matter +10691,claim planet cool question climat chang isour next energi secretari +968989,trump could land fatal blow fight climat chang +283169,cant disput scienc know fact that global warm real tran peopl exist proletariat b +479441,poem wrote climat chang direct ridley scott associ amp charl danc https +49000,denier gon na deni new research put last nail coffin global warm paus +895112,global warm affect whole planet recent decad nowher hit harder arctic month temperatur +89198,face realiti climat chang arguabl biggest threat face today +731498,think go die husband believ climat chang +873492,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +748686,adapt agricultur climat chang +493732,sharehold forc exxonmobil come clean cost climat chang histor vote +666504,honor two day scribe climat chang +291794,thick girl weather damn near nonexist thank global warm +591070,everyth line 2018 daca climat chang voter suppress healthcar turnout rate 2014 age 1 +399545,realli compar believ manmad climat chang believ eah flat +898448,that global warm real distract us love christ kb +655033,scientist actual believ climat chang +653524,china deleg hit back trump climat chang hoax claim cnn +933765,nigeria biafra shia expect buhari amp apc ibrahim zakzaki nnamdi kanu climat chang much rain cau +98740,well least climat chang realli realli pretti +701254,photo forc look victim climat chang eye +460181,that call climat chang +750030,new research point climat chang increas fire activ mediterranean europ scienc daili +745890,think go die husband believ climat chang +633094,coral reef may yet surviv global warm studi suggest +885609,climat chang denier charg it woh note employe resist +642211,someon behind want go class might talk someth stupid controversi like climat chang +893929,guy said worri global climat chang bc bibl god promis noah wouldnt +233330,hid 77b climat chang fund +187583,hunzai share gb practic collect action climat chang +1778,climat chang exist +468742,global warm real club penguin shut +757706,believ equal need comprehens immigr reform prochoic global warm real ââ +197401,lol that fuck climat chang simper baboon +145207,presidentelect trump select myron ebel climat chang skeptic lead environment protect agenc transiãââ +969010,column stephen wrote deni global warm either retract nyt must rescind offer https +93645,bad misinform lawmak think warm bodi may caus climat chang via +262801,were join hear present nzs climat chang action livetweet now +874333,watch right here travel world tackl climat chang httãââ +593952,bbc news princ charl coauthor ladybird climat chang book +874815,think go die husband believ climat chang +792528,new labour mp leed noh west talk climat chang maiden speech +96606,presidentelect believ climat chang million peopl go say mr tãââ +104081,inact option need act climat chang your us safe plane +951844,hey novemb 83 degre continu tell climat chang myth pls +240191,address climat chang therel conflict limit resourc must listen scientist fossiãââ +741518,action today pollut river steam poison air acceler climat chang your like a +490704,id look lot scientist estim eah cant sustain 4 year climat chang denial scari shit +787476,presid send famili member repres kenyan meteorologist intern climat chang forum pa +356997,ãâëœflashãââ cash hinkley hs2 heathrow keep peopl safe home face climat chang httpsãââ +804006,whether believ global warm real think take better care beauti planet inhabit ãåââ +873876,80 greenland cover greenland ice sheet rapid melt due global warm +623346,thing is climat chang doesnt care wether believ not it religion it go happen nay +987897,futur planet stake hillari clinton combat climat chang donald trump think iãââ +914419,trump pick scot pruit head environment protect agenc guy doesnt believ climat chang planet fuck +412157,latest blog us fossil fuel trump climat chang debat +2028,mug ask motiv said global warm +605102,fiduciari duti director amp truste post pari cop21 ratif climat chang clear legal risk +749238,were final go learn much exxon knew climat chang +307392,hear youth lead fight prevent climat chang climat outloud saturday 2 pm +397422,believ climat chang hoax pruitt said +338237,canada let fund archiv inuit knowledg help communiti adapt climat chang +80541,today argu exist climat chang someon ãâåskinfluteãâï twitter handl +449512,watch floodon climat chang invit leo dicaprio show +294833,next libtard blame much rain cali mancaus climat chang religion social https +413620,heatwav india due human induc climat chang +387693,go singleissu voter make global warm even wors would good issu choos httpsãââ +450373,nobodi planet go untouch impact climat chang rajendra k pachauri +589886,climat chang agenda sponsor oil compani seek harm cap trade taxat scam +516932,7 thing taught us chang +581483,vatican believ human contribut climat chang scofflaw exorcist whose pact satan rais global temp https +346955,guy use climat chang fear monger devalu coal mine bought them +734933,solid state physic manmad co2 caus global warm at +288357,im baffl consid climat chang polit debat legitim concern +303455,mayb babi boomer would take global warm serious told like let millenni control the +224575,anoth tremend piec main wolf need remind serious climat chang threat amp urãââ +576795,trump new team mix signal climat chang +15284,worri global warm were go build new eah bigger eah best eah ever ââ +573941,eu strengthen effo fight climat chang marrakesh +919384,global warm continu current pace chang mediterranean regi +719494,can not believ day age still peopl deni climat chang realiti +24551,630 america biggest compani plead trump give climat chang denial +183366,lake chad basin secur council hear boko haram terror survivor need see impact climat chang +336178,trump believ climat chang +634250,2 argument boil to hillari clinton lost climat chang might big deal excus me +609196,rememb save planet global warm give govern hundr billion dollar +974078,left right agre fox news destroy epa chief scott pruitt climat chang +839965,energi depament climat offic ban use phrase climat chang +232062,lot talk climat chang contributor bring good point trump pari climat chang +924312,watch right here travel world tackl climat chang httãââ +575336,tri climat chang colleg campaign +124851,350 mass metrowest node gear fight climat chang write +806164,still acceler global warm pollut amp amim extinct screw +732761,join combat climat chang take action +500599,climat chang materi cotton industri greenbiz +412117,tht radic energi shift need meet 15c global warm target iea +906349,presid trump set climat chang clean energi back 30 year coal futur shame you mr presid +913803,climat chang +393406,lower co2 sensit net posit 3 degre warm correct global warm net bad 2080 218 +189856,climat chang denier lead epa final say cant let littl extinct stop econom progress +310554,reduc climat chang healthier diet new studi show +919892,trump boost coal china take lead climat chang +569801,graham thomson albea wildfir season get wors thank climat chang +817363,ivanka trump al gore meet discuss climat chang via +440342,11 imag nasa show climat chang real +720834,u think climat chang regul kill job well climat chang kill peopl job need guess read +406014,europ get ass kick terrorist at least someth global warm +142478,trump pick run epa led litig effo oveurn epa rule address climat chang https +759688,guardianeco pari climat chang agreement enter forc +371839,polar bear global warm kid +628608,michael gove abandon plan drop climat chang curriculum +488708,think rubio gon na lose although im afraid say vote 2017 still deni climat changeãåâå½ +498562,beyond believ denier american climat chang complic +43007,watu wa twitter wanajua kila kitu muzikimichezosiasa journalismcomedyrelationship na hata global warm +466461,head water bangladeshi confront climat chang via +103442,im creat think tank independ thinker solv climat chang would post also +685532,wo see it push global warm clinton media npr colb olymp committe trust them +488405,pleas forget climat chang environment issu also social justic one +681057,what gs legal understand inequ climat chang 2 key issu time rest us want surviv +353092,read aicl question author acknowledg anthropogen climat chang as +284569,climat chang imag chang doh +395034,recordbreak climat chang push world uncha territori +366099,trump name scott pruitt oklahoma attorney general su epa climat chang head epa +577799,i know climat chang place happi bangladeshi frontlin +854121,want christma democrat keep talk climat chang transgend bathroom polic brutaliãââ +264258,watch right here travel world tackl climat chang httãââ +349261,chang term global warm climat chang help so co2 caus colder winter ãââ +122095,cou order new york ag schneiderman turn climat chang secreci pact washington time +910800,vivienn westwood lay trump climat chang +638147,tillerson may question probe whether former employ exxon misl investor climat chang impa +101951,jane goodal call trump climat chang agenda immens depress +309070,jack d ripper global warm +570235,econom impact climat chang preced outpac physic impact carbon bubbl parallel +59157,break amp mani republican climat chang +669686,and contribut climat chang shuar ecuadorian amazon resist coloni centuri wil +558941,video bad doesnt talk limit resourc global warm actual biggest problem +51268,roll back regul address climat chang lowest level agreement amp highest level disagr +991319,think go die husband believ climat chang +514870,let tell view point global warm consid show delhi recentlydo read spread threãââ +52275,green energi target serious commit bid tackl climat chang govt give fight sav +44216,think go die husband believ climat chang +326352,kerri say hell continu antiglob warm effo +930456,think go die husband believ climat chang +837886,matter year global climat chang complet erod neutral convers weather +425286,god want us caus global warm put fake dinosaur ground test f +354627,cost car depend climat chang fatal car accid +590555,5 chanc avoid danger global warm new studi suggest +540462,noth timmi turner invent global warm +981998,chang paus exist scientist show wound blow global warm denialist independ http +135020,kid su govern climat chang best hope now +981661,rudroneel ghosh get real donald trump must heed moroccoãââ king moham viãââ cop 22 speech climat chang +805343,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +776590,think go die husband believ climat chang +700547,deni climat chang repeal nation marriag equal threaten ban entir religion here +575771,four thing stop donald trump make climat chang wors +810435,watch right here travel world tackl climat chang httãââ +107181,bbcbreak uk govern sign pari agreement world first comprehens treati tackl climat chang ââ +122281,obama fiddl global warm data shameless manipul +556956,break found fame hockey stick graph repres friend wife weight gain global warm sorri +77126,trump budget plan nasa focus studi space climat chang +290670,cruis alaska stop octob real global warm +517369,let use victori keep show mani issu includ climat chang women right amp crimin j +808687,3 chas show climat chang world biggest risk +114203,scienc knowledg influenc democrat republican expect harm climat chang +15842,citi realli want fight climat chang fight car join +102935,trump fool new york time climat chang +23002,secnewsbot hacker news repo show effo fight global warm pay biggest way yet +404865,exp fear silent spring songbird cant keep climat chang +567081,like can not proper run climat chang denier hardon fossil fuel ah +211891,analysi exxon stanc climat chang sec state nomine tillerson encourag +619002,might mention hilari clinton strong endors scienc believ climat chang real +684757,hey florida nice littl everglad got there thank vote climat chang denier see hurricaneãââ +179146,theyv got climat chang it complet liber play book +935520,presid believ climat chang gtgtgtgt +824330,yeah al gore said there global warm +150637,weve read pope encycl climat chang case trump skip it here say +119377,ian macfarlan sound like tobacco exec no direct link coal mine amp climat chang https +768227,white hous delet lgbtq page mention climat chang websit delet mention w +149919,white hous say climat chang fund a wast money +669199,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +185722,climat chang flood world mayb also love dodecahedron +336736,trump could pull america climat chang deal +544432,polar voex shift due climat chang extend winter studi ideacontroversi +461608,see sever effect global warm rememb cant swim save life +543004,david hemplemanadam urg climat chang action arctic voyag +34682,websit answer everi misconcept climat chang +92880,cuz climat chang +215890,terrif trump appoint climat chang denier head us environment protect bodi +888835,bbc news epa chief doubt carbon dioxid role global warm +181401,that got ta build wall keep global warm america away mexico +189154,let rememb victim climat chang via +872090,say climat chang lunaci destroy natur gift australia +845259,230 well live tweet debat scotland climat chang plan +218304,nytim engin climat may necessari curb global warm poereduardo write +567409,know food buy influenc climat chang product buy throw afterward pleas resea +399514,got fact elect trump rememb think climat chang chines conspiraci losãââ +672209,liber annoy fun work fight climat chang w person believ climat chang mãââ +4403,parent id anyth children scientist here stave climat chang children stay oãââ +445740,help fight climat chang donat offset 225 pound co2 via +464276,keep thing like cook play kid read book rememb think climat chang +886163,forgot climat chang sent billion countri hard find world map +187666,late act climat chang explain make chang +160670,oh come conserv care environ believ climat chang +285723,dub genuin say climat chang real hahahahahaha twitter conspiraci theorist +272753,rememb south park episod make fun al gore think climat chang real +170877,environ defend face biggest threat fight climat chang us +698764,tm well bond dismiss climat chang human right dt in real life 4 polit a +132467,pmb can not succeed alon address climat chang share respons negat impact universalãââ +39110,epa chief languag climat chang contradict agenc websit +606934,death climat chang scam ice cake +17095,watch pleas 150 year global warm minutelong symphoni video +13523,observ cloud key understand climat chang happi +462723,join combat climat chang take action +389239,niozatseablog studi microbi communiti past climat chang +587505,cop22 host morocco launch action plan fight devast climat chang global develop guardian +690523,scientist tell trump pay attent climat chang +253146,trump took white hous climat chang page put pledg drill lot oil vox +167461,need hand deck fight deni climat chang profit kill futur generat +716193,believ climat chang amp extrem proud youz find way get word out pleas stay strong +754194,cite snow middecemb evid global warm show truli amaz level scientif ignor https +937593,shell knew oil giant 1991 film warn climat chang danger +795201,love this climat chang cut peopl head off +941129,tri enjoy 70 degre weather januari know global warm +951756,so bitch global warm +541050,5 movi classic inspir inner climat chang activist festiv break +676119,energi depament climat offic ban use phrase climat chang retweet ht +383346,diet amp global climat chang via +318732,scienc confirm global warm climat alarm unscientif pay anti scienc +177261,altright believ climat chang problem believ this +374551,scott pruitt prepar team climat chang skeptic attack sound scienc agenc terribl wrong +335242,global warm oh im sorri chang name cuz global warm +669156,snow first time 37 year sahara climat chang must hoax +147257,سچی مچی billion tree tsunami project excel project kp govern reduc pollut amp global warm +631258,trump drop climat chang environment review sourc say +577768,photo kerstin langenberg show polar bear affect climat chang +556221,tim kain demolish fact amp lie chang rex refus answer que +172964,explain good solut chang environmentalist block them +767518,grizzli bear taken endang speci list despit sign climat chang threaten surviv https +905221,im worri march eah day activ peopl paisan ident w climat chang alien 2 +937706,human caus global warm would imposs stop geographi goe +676551,infinit challeng got us emot late went noh pole keep polar bear prove global warm serious +411028,knew warm someon would pull climat chang shit say exist come +968883,nyt edit board cite rocksolid scientif consensus swift action climat chang +65085,trust scienc come climat chang +974176,dr tim ball climat chang skeptic met trump transit team +281304,un climat chang agenc react cautious trump plan +860156,trump character climat chang chines hoax say noaa follow scienc which could mean col +885791,overpr dail express furious again never povey racism climat chang lack social care +174569,stop quot pro global warm group scientif analysi hold +674895,world coral reef die due climat chang trump build greater amp better coral reef +70824,the decis taken presid trump mark setback fight climat chang +604290,tweet global warm gun control would get faster +927676,australian happi 18c happi ssm believ climat chang want royal commiss bank +731245,think go die husband believ climat chang +143452,think may better understand climat chang +342692,scorch heat aifici sun could help fight climat chang +871087,trump may dismiss climat chang maralago could lost sea +761613,climat chang real like tbh +798311,back manmad global warm rhetor hard empir evid go away +635795,desd codex climat chang influenc salmonella spread due extrem heat precipit event ââ +700014,feel like end world hunger save anim extinct solv climat chang problem reform judici system today +791049,want give massiv shoutout global warm heat fine ass day +279700,read climat chang supercharg dead storm like harvey scienc +507646,check latest blog carbon captur amp storag big oil climat chang mitig turn profit ht +444407,bad sad new recent year senat refus pass hoc legisl lgbt right climat chang +465916,climat chang thing impoanc go world role govt tri sun +134834,im gon na tri enjoy weather even tho global warm well aliv sigh +852541,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +962364,africa soil threat especi climat chang what ãââ +176463,ok climat chang denier head epa aw what shade lip stain dude +992510,want solv climat chang need solv incom inequ +975849,stand fight climat chang issu +420299,hes alreadi solv climat chang +704863,plan convinc citizen climat chang real amp impoant issu +421447,youãââr look good news climat chang best right now +935240,climat champion carney stay bank england climat home climat chang news via +461836,global warm real rihanna got much ice +819440,noth say climat chang like +419330,think go die husband believ climat chang +535890,conserv elect trump climat chang john abraham environ guardian +841407,realli time play polit climat chang need sta hurri along +826224,imagin much betterclean world would peopl believ global warm amp recycl much beli +546860,2016 like hottest year record sound alarm catastroph climat changeãââ +624360,hey new board bounc idea climat chang interest +587419,back arctic serengeti fight climat chang kickstaer let make happen +389504,were hector like french adulteri amp global warm cant like french hire larg strong +860824,climat chang scott pruitt caus uproar amp contradict epa websit +793887,bloomberg scoop trump singl energi depament employe work climat chang reindoctrin fire https +945522,climat chang mitig adapt measur necessari ave global warm man made disast +436399,want fight climat chang fewer children +797196,trump entourag fill paranoid fear peopl yet paradox blind climat chang warn +642292,this huge stride human civil take climat chang bill launch a +258901,world heat shatter record 2016 new sign global warm +233757,badland nation park climat chang tweet delet +875599,us epa chief unconvinc co2 link global warm +860413,first time record humancaus climat chang rerout entir river +922066,beyond horrifi toadi human right climat chang and general decenc respect matter iriãââ +719718,sign know climat chang real +667210,194 countri also suppo pari accord trump one major world leader deni climat chang +954662,seen trailer al gore new film climat chang well luck check out https +593300,get peopl may understand global warm want take save planet sinc yknow live +491493,previous call hoax trump said there some connect climat chang amp human activit +943128,encourag graduat student take global challeng climat chang +670317,carbon credit fake currenc fake correl co2 fake global warm fear cost shift a +550089,australia inact climat chang set domin pacif island talk guardian +152533,realli stop global warm come guy hes tell us melt glacier age +725903,trump stupid climat chang galvan environmentalist +685530,help research attitud toward climat chang complet survey +679978,you were featur book ice climat chang here +247717,climat chang hoax line pocket degener washington trump drain swamp +803475,trump team memo climat chang alarm energi depament staff cnbc +776944,yes inde like dutch take govt cou lack appropri respons global warm +232693,despair option come climat chang +752730,tech biggest player tackl climat chang despit rollback +526205,watch right here travel world tackl climat chang httãââ +831699,know learn climat chang without make polit opinionãââ nasa fact httpsãââ +739965,guardian view climat chang action dont delay editori procur +251342,happi eah day friend remind climat chang real amp planet precious resourc deserv t +718512,let look bright side mayb climat chang kill human global fascist govern sta tãââ +816966,scienc strive make climat chang person econom relev american san diego +903146,the concept global warm creat chines order make us manufactur noncompetitiãââ +891315,trump deni climat chang like cornelius fudg vehement deni voldemo return +787078,messeng water reced houston debat climat chang flood must rise via +21589,goddam global warm +322283,find come 2 day inaugur a presid call global warm chines plot +867456,need nuclear power solv climat chang +22847,think go die husband believ climat chang +520018,moor law carbon offer clear map defeat global warm +767439,dump album field let climat chang destroy them the nerv demand b +808874,enough global warm pipelin melt arctic sea ice summer 2030s +257679,hardtalk crid40tej6 global warm scott pruitt known climat chang sceptic accus ignor decad +635476,climat chang look like +336477,new french presid issu invit climat chang scientist come franc +398328,we also cancel billion global warm payment unit nation +386898,well thay say global climat chang thingbut believ scienc trump +559407,dont blame climat chang extrem weather via +658452,humancaus global warm contribut strong record snow dr +64700,current believ scott pruitt were even iron statement impli admit global warm +636423,agre brother ask kid today think man made climat chang 30 year educ httpsãââ +906223,believ climat chang mean exist need action denial +773709,scott pruitt offic delug angri caller question scienc global warm +441850,fun fact elect donald trump would leader nation eah deni climat chang +133043,6 potus might tweet sky blue therefor climat chang scientist provid fake news +553119,yes offici result use method climat chang believ use prove their +632138,there anoth stori tell climat chang stas water judith schwaz +320905,q4 us combat climat chang +975115,global warm make shit fuck up +38430,remind trump intend cut nasa fund measur climat chang effect like this +733245,world three year left stop danger climat chang warn exp via +384813,stori intimid censorship great global warm swindl +464528,exp trump climat chang threaten us militari via +786000,vote vote vote vote candid believ climat chang hoax theãââ +684182,peopl gave global warm peopl gave obamacar +221073,hirokotabuchi look kansan talk climat chang without say climat chang except +965970,join us 429send messag climat chang impact ocean amp must address +691400,al gore concern climat chang use privat plane time total hypocrit +691422,scientist say 9 citi like escap major climat chang threat guess are +63149,record global warm 2016 oppn block vic govt move strengthen climat act +94816,hey climat chang hoax anyway world total devast end centuri guy right right +613499,boy liber gon na look realli stupid nuclear winter cancel global warm +910979,suppo global warm glad jr tri get evid hillari sex born libera +50617,suppos nuclear winter would one way revers climat chang +529874,research china find clearer connect climat chang smog sky remain murki +144763,solut suggest ian dunlop australia deep chang disast alley +477049,cloud imped global warm +718864,lol militari alreadi declar climat chang secur threat guess fuck ever let burn +799336,trump administr tri halt landmark climat chang lawsuit could thwa chang epa +429124,new photo essay climat chang +16399,whitehous fill creationist climat chang denier plus side god give grandchilãââ +389891,enter forc today trade play impoant role combat climat changeãââ +803662,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +45923,scientist warn 260000 muslim could die result global warm serious note dog got +260020,entir thread feel despair climat chang realli impoant amp woh read +780749,trump cant deni climat chang without fight via +618441,world trade center right now need global warm ive said ivanka werent enemi tell pas +139969,shut fuck up bibl fuck novel scientist predict shit too call global warm +723808,watch right here travel world tackl climat chang httãââ +188951,breath clean air climat chang +609927,hous scienc committe claim scientist fake climat chang dataher know +98321,record hot summer max temp actnsw 8 time like climat chang hot summer frequent +513818,threat climat chang help seal pari agreement earli +943916,mustread welcom pleistocen park russian scientist want fight climat chang woolli mammoth +847508,appoint climat chang denier scott pruitt head would done that +425538,methan detector challeng unlik panership scale afford technolog fight climat chang +231808,hey antisci arctic 36 degre hotter normal freez still think climat changeãââ +618984,peopl ignor come climat chang +810170,hey guy check global warm thing were +952783,barack obama food climat chang we still act wont late +310439,pollut senat never mind climat chang promot long term pollut +955627,never realis republican immun global warm +201714,ufm repres ãâëœobligationãââ protect mediterranean climat chang +253507,v upset this beauti day 2016 a bring camera campus b climat chang terrifi +336728,absolut mustse scari china much us stop climat chang +739980,dailyo 5 climat chang challeng india need wake dailyo the +652034,psa anyon believ climat chang also psa everyon els believ +786046,believ global warm u r dumbass +338331,trump take aim obama effo curb global warm +978337,premier inconveni truth sequel gore predict win climat chang +559940,good job environment sham climat chang fake +930566,exact john kerri antarctica trip selfish wast preach climat chang shouãââ +619635,exxon back ãâëœserious actionãââ climat chang motiv unclear progress nonetheless +44405,hope u understand major american know climat chang real amp hoax polici show u give damn +436944,rosl knack explain difficult concept global inequ climat chang diseas povey us +609023,increas cyclon intens frequenc global warm coal galile basin amp numbskul +888451,metro alreadi threat effect climat chang studi +565182,realiti is matter suppo win climat chang go destroy everyth love much faster thanãââ +230971,last year flood disast like south bend first serious tast climat chang come pull of +966471,simpl believ climat chang woman right choos gun safeti amp wealthi pay fair share tãââ +633801,one easiest way help combat climat chang daili life stop eat beef here whyãââ +596337,scandinavia sami struggl suicid worsen climat chang +434014,4 thing stop donald trump make climat chang wors +876617,china climat chang hoax it busi polit oppoun +60545,noth say chang fact human activ primari driver global climat chang fact +971322,trump roll back use climat chang polici review sourc +634921,final peopl ask climat chang could affect insect that last thread about +851954,watch right here travel world tackl climat chang httãââ +717758,im creat think tank independ thinker solv climat chang would post also +421679,vatican say trump risk lose climat chang leadership china +890281,notic amaz eventyou hang someth wardrob wintercom summer amp shrunk 2 sizesbloodi global warm +665551,talk state mark path eclips next month state deni evolut climat chang yeah +356135,rais hand believ climat chang +963332,trump name climat chang skeptic oil industri alli lead epa +574829,comment disgust even climat chang man made bad protect eah +81371,race curb chang citi outpac nation govern via +603906,inner thigh chafe respons global warm +468076,obama see new front climat chang battl agricultur +659606,donald trump say there some connect human climat chang +97195,we believ climat chang one greatest threat face canadian world need global so +493580,latest kid sue washington state climat chang +880721,forest pump full carbon dioxid mimic futur global warm via +96026,climat chang man made global freez crop +252046,wildfir impoant pa ecosystem fire increas sever climat chang +856130,think go die husband believ climat chang +472832,global warm climat chang man made +209090,obama fire scientist too fohright lawmak regard global warm shamscienc +609183,china warn trump abandon climat chang deal wish whole planet +514259,unbeliev club penguin shut yet peopl still deni impact climat chang planet +681249,rebuk trump polici ges ceo say climat chang real +25872,bigger hail might pummel us climat chang gather forc +408169,epa chief scott pruitt say co2 primari contributor global warm trump administr car +905925,trump pick climat chang denier epa team +459544,readi use climat chang global warm fight +913419,ocean conserv tackl climat chang s highlight obama year +71764,anim lover concern climat chang want healthier jan lot suppo at +92104,want get polit consid trump action re climat chang render planeãââ +74545,fight climat chang may need stori data +870533,two script disast never gain much climat chang find best answer cybercrim +393229,new coalmin worsen povey escal climat chang repo find +686549,here breakdown twiggi 400 mill donat one brass razoo climat chang research take the +299868,scientist publish entir studi refut scott pruitt climat chang via +725140,hell though 2 brilliant mind planet munch number 1 caus climat chang +661441,g7 leader agre fight radic islamist terror divis remain climat chang join +474203,weather channel condemn breitba misrepres climat repo climat chang data general +242949,even though climat chang forc us abandon fossil new energi regim cheaper even cheaper forward +179621,paner endang climat chang blame +537577,noam chomski donald trump elect acceler global warm human race disast +847478,climat chang author u ignor exp advic resign b 1st mani +884263,idea need someth like respond climat chang right +793221,averag monday chat ice shelv climat chang head instag +819944,patagonia compani strong believ climat chang sorri frat boyz better find new sweater wear +490010,full page ad nyt 2009 call urgent action climat chang believ httãââ +939135,wa gov insle appear un march 23 address effo west coast climat chang action +323575,dramat kyungsoo smile light whole town stop global warm bright anyon day cur +893288,im enjoy climat chang +116830,weather channel video use young kid promot ãâëœglobal warmingãââ fear monger +362231,ban cow slaughter becom major outrag issu india us research say reduc climat chang amp +471844,ask gop climat chang amp say im scientist aboion doctor +176547,got climat chang peopl ruin world amp got old men power refus see what right front +565202,tell global warm kill us coat trend +329502,senior trump administr offici brief press climat chang polici familiar bas +638907,repo cite nation secur risk climat chang via +614055,lead world and falter climat chang action one map htt +51534,colorado river chang water chang ãââ ââ +945333,weather a1 realli global warm +122940,like video al gore think god spoke global warm +469138,everyon idiot day im tell man global warm screw brain +880749,watch obama address climat chang 2017 global food innov summit +778694,the taiwan govern apolog whole world make air pollut caus global warm +104364,climat chang anti scienc +368719,princ charl speak climat chang scienc clear +193727,ft untest water miami beach climat chang +665192,denmark politician go vegan tackl climat chang +565739,lead climat scientist urg theresa may pressur trump global warm +343223,think go die husband believ climat chang +279885,dissect argument develop countri resourc fight climat chang +892105,both side 2 degre global warm technolog unemploy crisi geriatr care +140680,get rid right women choos keep toughest climat chang lawsãââ +790521,quiz help decid park visit climat chang take toll +412336,sad epa head scott pruitt deni carbon dioxid caus global warm +445997,confer morocco climat chang affect tourism +779795,radic thought climat chang may impact health +681616,sta treat climat chang like public health crisi +367686,lead scientist urg may pressur trump climat chang +506370,climat chang scott pruitt caus uproar contradict epa websit +132168,indigen canadian face crisi climat chang eat away island home +759108,u say someon gay like caus hurrican climat chang +607329,assad blame syria far right white supremacist us food insecur worldwid climat chang dino +833214,hill epa chief say co2 primari contributor climat chang despit scientif consensus +989639,watch video featur late explain popul growth climat chang +381419,yeahdahil yan sa global warm sa summer fashion mayner braverandstrong +152267,trumpãââ elect mark end serious hope limit climat chang 2 degre +84283,yes climat chang inevit were speci acceler odd millennium some say cow arsestoo +983881,isaac cordal sculptur politician discuss global warm +657049,eu lead fight climat chang despit trump +460356,new studi blew hole one strongest argument global warm +700177,could evid global climat chang sad +724623,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +269340,preserv forest grandchildren base industri chang +535460,realli cute trump think climat chang real sooooo cute wish mate poop emoji +552058,alarm scientist say freakish high temp arctic reinforc vicious circl climat chang +163554,gulf oman turn green alga twice year scientist call fallout warm planet +243130,watch right here travel world tackl climat chang httãââ +943320,yet anoth scari thing come climat changeglob warm +931056,reindeer becom smaller due global warm research find telegraph +574005,reject scienc prove global warm pleas burn cell phone well bc must power witc +321998,bbc love run endless brexit climat chang stori perman antibrexit bias mani script q +313038,take shoer shower buy reusabl bottl stop global warm main result agricultur demandãââ +651974,goldman sach ceo explain first tweet trump climat chang +744160,ppl call deforest global warm mass slaughter abus diseas human anatomi view opinion +911544,g20 fail includ pledg climat chang contrari past practic america undermin multilatera +28314,dumb guy went school post someth global warm fake peopl tore apa +420118,plant appear tri rescu us climat chang +865942,look america offici believ climat chang hoax sorri everybodi els +782992,indian farmer fight climat chang use tree weapon gain tãââ +175154,trump call global warm chines hoax clinton email +65902,end global warm scam sight +787883,stephen hawk messag trump ignor climat chang +791692,media coverag norm climat chang denier issu ideasneaki norm +207757,trump go purg govern anyon accept climat chang mayb via +976442,happen climat chang denier gain power +758755,im say climat chang real im shos januari +867625,pleas vote 4 hillari tuesday 1 beat trump trump ruin us amp eah he believ global warm +607007,complain global warm go chang fact exist stfu enjoy god damn nice we +938596,theresa may admit climat chang agenda meet trump g20 +994970,peopl realiz noth monument done climat chang 0 chanc fix +528695,signific global warm +534510,peopl dont believ climat chang real 65 degre feburari +661942,california lead fight climat chang america know doubl co +715352,arctic ice melt could trigger uncontrol climat chang global level +786120,wis agenc scrub webpag remov climat chang via +840591,gop made scienc polit long time ago amp climat chang evolut social scienc fund women +649191,amp donald trump want know prove nasa pa whole chines climat chang hoax +229841,presid liter believ climat chang +783682,one understand climat chang sound wishi washi +218198,thank pres amp vp al gore intern champion action climat chang +446581,pleas visit greenland see climat chang firsthand need decent place futur generat +936827,trump new team mix signal climat chang +152582,asid wether u want deni climat chang not make econom sens invest shift renew +728227,america youth su govern climat chang presid obama need react +11920,trump tri keep 21 kid climat chang lawsuit go trial +622280,cersei joing fight frustrat peopl believ climat chang +735540,bc been everi time nice day next day get hit storm global warm fuck real +9279,want stop climat chang see univers +757282,babi boomer gen x complain us understand climat chang know vaccin kid tip s +904522,come everyon believ scientist peopl dont believ climat chang +347211,prehistor climat chang caus three mass extinct event row +820479,trump propos cut energi depament could affect climat chang pari accord decis +756206,thereãââ simpl explan this donald trump know climat chang real give shit you httpãââ +678920,live join bill nye facebook live convers climat chang +440259,south sudan launch unepsuppo nation action plan tackl climat chang +559157,wp headlin one troubl idea climat chang found new evid favor +406889,trump defenc secretari terrifi warn climat chang +388681,think go die husband believ climat chang +88041,reindeer shrink climat chang verg +854980,wtf america realli want open racist sexual assault orang monster believ climat chang toãââ +922520,al gore anoth fiction movi come soon climat chang let revisit the inconveni truth h +213898,donald trump promis rip pari agreement climat chang +145369,ironi complain govt debt hu next generat fine wleav climat chang generat de +860687,energi depament climat offic supervisor ban use phrase climat chang via +680519,cost 70 mil much money charg rent room herewhat global warm foreign bond count +321220,90 degre earli novemb los angel know accord trump global warm climat changeãââ +882331,psa believ global warm obviouslyther mani eggplant emoji use +907463,step 1 come address climat chang acknowledg scientif consensus what caus it +335976,clean hous epa fraud climat chang alarmist +622805,antivaxx climat chang denier sudden rise flateah im wait peopl stop +349122,latest trump say climat chang decis next week +324368,agricultur victim solut climat chang +581146,watch right here travel world tackl climat chang httãââ +455964,gov jerri brown warn trump california back climat chang +160166,main said 2014 law back requir pub work project consid climat chang seqra law d +580239,wayn tracker tillison indict charg hid climat chang evid year exxon +18671,believ global warm honest reason +716376,amid climat chang smallscal farmer find merit tradit techniqu christian scienc monitor +979435,anyon think global warm good thing love think hes interest aist +252476,conserv want credibl plan tackl climat chang say michael chong +838635,koala like water theyr driven drink climat chang via +846835,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +981163,long were march life today let suppo polici protect refuge amp peopl climat chang pro +236535,lisbon like middl dese 2100 donãâât mitig climat chang via +927987,get pregnant preexist condit isp sell data govern global warm ignor within the +710593,wait peopl mad bill nye say climat chang denier bad +610576,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +758414,im commit lead dus effo mitig climat chang amp foster sustain futur websit ht +18822,wood energi scheme disast climat chang bbcbusi +424206,call climat chang global warm whatev +154236,antitrump actor fight global warm give 14 home privat jet +729958,1 week join church across scotland show suppo strong action climat chang +407521,let look bright side mayb climat chang kill human global fascist govern sta tãââ +824810,trump sign execut order curb feder regul combat climat chang revers obamaera legaci +554576,santa reindeer get smaller thank climat chang via +996125,trump skeptic global warm current polit handl +508149,12 direct link climat chang crucial achiev themãââ +280895,9 thing absolut know global warm +110710,climat chang lib fraud propagandist explain 100 larg us corpor stif trump amp comm +583480,sorri pa gibberish trump appoint climat chang denier head epa +667841,noh spring summer come here deal dress code air condit global warm +949978,2 lesson learn video 1im gon na die bc climat chang 2weston love alfi +396471,misschien aardig om dit kader ook de great global warm swindl te noemen +837179,gon na die global warm +737124,especi climat chang denier fill power polit offic +294524,bill gate warn deni chang via +641827,china pearl river delta breakneck develop collid effect climat chang +416947,say along climat chang 97 religion 3 scienc +515505,frankunderwood tfw your good time rememb ravag global warm our +588319,china still commit pari climat chang deal foreign ministri +604614,cours hell say climat changeeal fact happen right now +446458,well least impend nuclear holocaust save us come climat chang catastroph +37360,donald trump get elon musk meet donald trump discuss climat chang renew energi via +704078,global warm real abl walk around nake februari +544705,mf corndog think global warm myth +63842,architect final take climat chang serious so of +901931,think go die husband believ climat chang +269577,climat chang communiti still reach awar +138417,anyon think today rate climat chang unpreced realli need read this +426497,citi throw climat chang favor resili +674947,harrow read relentless pursuit australia isnãâât ãâåtacklingãâï climat chang weãââ +247478,best global warm caoon +209270,remind leader free world said global warm hoax invent chines all ca +992108,last chanc limit global warm safe level un scientist warn +255923,let forget trumppenc antisci believ climat chang myth +972520,global warm denier realli scam +942975,appli 5p bag strategi somehow million bottl minut plastic bing as danger climat chang +664932,lawyer nation oblig protect heritag site climat chang unesco must call account +799405,action4ifaw urg potus make climat chang prioriti +937887,comput model show ancient peopl respond climat chang treehugg +173729,scientist call precis global warm predict +485359,two day ago 60 degre today snow somehow still peopl believ climat chang +134379,mike penc get buri pretend cant understand impoanc climat chang via +760079,trump enter white hous california renew climat chang fight +398627,tori must loud disown trump chang denial pay elector price conserv think tank warn +32929,nonscientist oil co shill question human scott pruitt believ co2 caus global warm +299783,grow alga bloom sea tie climat chang +44735,mean care educ system climat chang wealthincom inequ ill wear +728497,concept global warm creat chines order make us manufactur noncompetit +183312,marcher protest presid trump action environ epa remov climat chang info websit +94753,me enjoy life brain broke nuclear war could sta soon global warm get worst +14623,due pollut climat chang doubt +353731,highlight impoant role climat chang mitig adapt +297818,sigh global warm +713609,trump like okay know noth climat chang charg know noth educ job your +362414,trump world leader deni climat chang +34025,believ climat chang real amp futur planet depend address it retweet yo +704233,remind one question presidenti vp debat climat chang +579173,trumpcar climat chang victim you one them via +591696,badland nation park viral tweet climat chang disappear +315835,new wh comm director climat chang amp gun +270023,share climat chang human activ lago incess flood 5050 90 human activ +926733,50 band fist fulla hit album end gerrymand restor vote right fight climat chang hel +30642,cant beat povey injustic unless beat climat chang +665957,first largescal survey microbi life subsaharan africa may help protect ecosystem climat changeãââ +28337,noam chomski climat chang acceler race toward disast +417278,podcast give clearest explan global warm scienc ive ever heard +50742,dup antiaboion antilgbt right climat chang denier disgust buddi +358351,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +200711,bruce caus climat chang vape +389793,climat chang sad behaviour ppl kp tokarachi street full filth clean first +454424,were go us presid hous senat believ climat chang conspiraci chines frig great +717217,nation freaki februari warmth assist climat chang +294907,brandi use us climat denier im scientist line peddl climat chang doubt proper qc either 7 +198716,cas governor defiant stand ground climat chang health care immigr face trump +606121,nation institut health remov refer climat chang websit +970000,california governor pledg us climat chang leadership via +398295,eah hour valu age climat chang denial +849951,kill govern trump transit team craft new blacklistfor anyon believ climat chang +971806,surviv end world global warm disastr situat own frank give dam state +500923,scientist publish entir studi refut scott pruitt climat chang washington post +307702,rare move china critic trump plan exit climat chang pact +960324,get it hot debat pari agreement climat chang +645317,fish thought toler climat chang studi adult eelsbut larvaejuvenil much mor +29213,american think climat chang six map +477346,say presid trump posit climat chang pathet huge understat +299162,know believ global warm +544515,trump hide truth climat chang may inde effect messag trump mere ignor effect of +880298,biher said climat chang hoax amp cruz dad may shot jfk cant imagin putin bad thing +612332,user error big myth global warm ãåëœâš +766985,believ equal need comprehens immigr reform prochoic global warm real ââ +361680,stop climat chang civil collaps thing danger larg scale nuclear war +302664,chicago il suntim trump take aim obama effo curb global warm +200394,america becom countri world leader doesnãâât think global warm realãââ +447949,talk econom sustain coffe farmer yield price climat chang +99648,effect climat chang us devast agricultur +928859,here list clovi said biher climat chang women word +83796,smoke enough blunt buy enough honda believ stop global warm 2016 +925802,nah probabl symptom uncheck chang +294633,climat chang scott pruitt caus uproar contradict epa websit +303648,rahm emanuel post climat chang webpag delet trump administr +314580,trump team memo climat chang alarm energi depament staff via +572088,former presid obama give keynot address food secur climat chang watch live facebook +200392,column nexus climat chang terror featur 47th edit green news +641822,appl googl microsoft amazon continu fight climat chang despit trump order +385091,yes climat chang bolster catastroph storm +556789,theori fuckedup bout eleven inch global warm deck nr idiot +203724,it cold therefor global warm exist my floor flat therefor eah ro +296730,chemtrailglob weather modif conspiraci theorist safer danger climat chang +916865,amp head bahama understand effect climat chang onãââ +435206,psychologist talk one hardest topic there climat chang +797442,gotten cold enough cuf season continu summer date pattern thank climat chang +586862,presidentelect believ climat chang million peopl go say mr tãââ +544527,cant deni climat chang see imag +342507,like obamapelosi obamacar iran nuke deal un global warm treati +159414,u serious thought global warm shit work +873750,everi insan thing donald trump said global warm +240786,here talk climat chang biomed research what next scienc +912315,2 climat chang urban citi creat green jobshow organ promot work home2 lower carbon +430947,4 believ global warm mean believ scienc disqualifi you can not trusãââ +502009,oppos us withdraw pari agreement reaffirm commit mitig climat chang +406685,teach climat chang teacher today ice core came great +783825,climat chang us exit pari global warm pact exaid say +994307,were destroy planet climat chang trump stock epa scienc denier +826534,carbon fee workabl approach fight climat chang pittsburgh postgazett +958248,citi realli want fight climat chang fight car +965880,action plan world climat chang +641657,smaer mean trust scientist studi environ agre co2 caus global warm +250465,unesco showcas indigen knowledg fight climat chang cop22 +447013,nasa say space mine solv climat chang food secur eah issu cnbc +855359,neoliber con us fight climat chang individu main lukac +807064,unfampk believable99 scientist agreepruitt say carbon dioxid primari contributor 2 global warm htt +986805,believ climat chang +461201,migrantsãââ face tell us real stori advers impact climat chang +488707,effect climat chang caus us individu involv chang way mang ea +895905,florida water rise sea level trump still deni climat chang +801388,trump drop climat chang environment review bloomberg +34910,watch al franken absolut shut rick perri climat chang +242159,thank global warm donni +45534,new erl negat emiss research grow faster entir field climat chang f +976055,cant wait millenni take over surviv nuclear apocalyps climat chang water war +937872,strike photo show peopl document climat chang +838818,trump boost coal china take lead climat chang +590122,trump advis compar climat chang research belief eah flat +21289,trumpãââ rumor pick lead epa want everyon ãâålove global warmingãâï +762446,well sinc climat chang hoax norko hot airid say climat chang o0 +164145,first sahara dese snow 40 year must global warm work +397452,trump budget director outrag liber blunt answer climat chang +95291,also get cozi soro marxist climat chang crap what real deal w +870694,5 transnat oil compani vs climat chang activist 6world leadership balanc 7corpor vy nation state +419126,un face climat chang ongo refuge crisi heavi skeptic new leader us +314286,sorri denier even satellit confirm record global warm +951661,stephen hawk we close tip point global warm becom irrevers +187089,also climat chang thing +375759,that way spell climat chang +679611,believ climat chang global warm fake scientif fact prove it +422353,101f 830pm nj jun global warm realli +886918,paul hellyer talk 911 bank cael global warm roswel +678095,watch polit last night realiz republican care tax global warm +839278,consequ climat chang octopus park garag learn moreãââ +379592,someon admin final address climat chang jare ask wear move to +738080,global warm mean higher tax global cool mean +336714,scientist measur rapid growth acid arctic ocean link climat chang +1816,white hous websit page climat chang disappear replac ad monster truck +657388,manmad climat chang like manmad global warm lie hoax power +683321,clinton send hollywood liber hereto preach climat chang tone deaf guin recordlevel +477660,scott pruitt believ climat chang guy law degre epa make scientif conclus +223453,everi year hottest year ever global warm everi week worst week ever presid +421643,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +43719,guy get money coal conveni deni climat chang hes head trump epa transit +381965,voter district pleas consid carbon fee dividend address chang +294032,freak june cold yet peopl believ climat chang +109220,urg trump threaten wildlif wild place revers progress fight climat chang +874526,head epa deni carbon dioxid caus global warm video guardian +440019,real inconveni truth climat chang +927947,dr zahra true sayingcow fa belch methan signific contributor global warm +574554,4 time jk rowl incorrect preach incendiari muggl climat chang denial livestream hungarian horntail secret +128567,hey new board bounc idea climat chang interest +378707,sec state tillerson use fake name 2 hide ident spoke climat chang +592854,norway boost protect arctic seed vault climat chang +456458,session climat chang affect diplomaci nd build bridg ââ +962041,trump budget would result in elimin fund climat chang research curb un peac effo cut me +750953,australia left behind globalãååï momentum climat chang without action well pariah state htãââ +52542,syria trump climat chang ring bell know thing actual realli matter ffs get it embarrass +122796,war fought water near futur alreadi hot spot must deal climat chang +187289,hair becom white crusti skin turn orangeglob warm probabl thing +265431,fact check global warm hoax +828671,pope challeng un fight climat chang +244357,politician ignor global warm climat chang carri kill planet money +753421,merkel make climat chang g20 prioriti +204521,global warm warm there +14384,key atlant ocean current could like slow drastic global warm +938581,utopian idea climat chang get us precis nowher guardian +739493,posit noteal gore say global warm wipe noh korea nuclear arsenal later 2113 +272480,feminist mad call manmad global warm suggest chang woman made global warm fair +293270,climat chang coal miner blame worker mani issu theyr alli +407620,white hous warn princ charl lectur climat chang via +221779,post apocalypt landscap climat chang final play +700583,stop climat chang the +491385,peopl ever worri chang last +648006,rapid declin arctic sea ice combin climat chang natur variabl +271260,white hous isnt answer basic question climat chang golf +68436,act like republican climat chang denier +7675,climat chang hit new england hard accord draft major repo climat chang +820467,summit host merkel tell g20 leader agenda includ econom growth climat chang energi polici rol +957518,publish the time chang climat chang now +192926,congress there histori noth climat chang dark secret money lot it http +970423,obama climat chang legaci weaken us invest diy fuel +960163,cockroach bread may replac steak menus bid halt climat chang +458966,professor said climat chang bs +644790,near 40 per cent american think climat chang caus human extinct +85869,climat chang pollut im sorri eah +775140,defra tri buri alarm repo climat chang warn signific risk food suppli +802518,human eah genuin afraid damag done planet climat chang denier +110473,global warm real sadden +640417,record droughtfir give way record flood peru62 dead far global warm amp anoth notch +280223,salli kohn latest evid climat chang prove not sma person +494357,steve bannon mean bye bye climat chang scheme were spend 22000000000 year research +174044,seabird key indic impact climat chang world ocean ãââ +731471,peopl say thing like peopl say global warm problem +3723,bill nye rip climat changedeni trump advis compar pari accord appeas hitler +3202,trump accept climat chang exist ridicul +549109,fav access book climat chang tweep im wellread id like area ask rec +873234,vow cancel billion climat chang fund un add im environmentalist +580874,concern peopl genuin think global warm racism gender inequ etc arent real +56879,presidentelect believ climat chang million peopl go say mr tãââ +608787,global warm case would less storm varianc cold air vs warm air would smaller +151713,spring came earli scientist say climat chang culprit +457952,want die emphysemacancercaus climat changeampmak ozon layer disintegrategood call +155514,celebr scientist join new nationwid push action climat chang news +572568,watch global warm winston neac +471996,pls focus diet anim agricultur side climat chang impoant ur tastebud r exãââ +749681,woh note american gop major pay oecd deni climat chang +85658,climat chang denierknown liar sell mother stop demonstr +509974,isnt theresa may challeng trump climat chang futur planet depend it +45633,surpris pay dismiss global warm would also dismiss cbo repo +163316,ideal let respond w relief coordin effo combat climat chang build infrastructur plan citi +168820,wow nope climat chang here wtf +540509,hurrican alway happen know climat chang know no +203774,stephen hawk messag trump ignor climat chang +589068,believ equal need comprehens immigr reform prochoic global warm real ââ +930997,addi ababa wit climat chang never seen hailstorm experi +327726,march scienc attract thousand around world demonstr call fight climat chang protect th +673125,pruitt go congress anytim want ask clear author fight climat chang +470462,donald trump view climat chang make danger us +275391,sma citi put sustain climat chang first 2020 +723919,govern urg get tough climat chang open letter signatori includ midwiferi amp nurs organisa +446680,trump propos budget slash money climat chang +141194,american meteorolog societi come epa head climat chang +583867,hope someon someth global warm caus cant swim dog cant swim grandpa wheelchair fishãââ +302930,trump meet william happer princeton physic professor claim benefit climat chang outweigh harm +757862,fantast piec climat chang forget callout evid +649240,polit turmoil racial amp religi divis system driver behind climat chang coloni a +551327,me enjoy life brain broke nuclear war could sta soon global warm get worst https +162535,sublimin messag within stori bbc push globalist global warm narrat global +715022,yall climat chang real like idek still debat +356711,think go die husband believ climat chang +279120,see donald trump right global cool happen global warm +564,iceberg global warm +121545,speech summari mention climat chang pittanc woefulli inadequ respons s +242286,aist reimagin icon nation park poster show futur effect climat chang +625921,white hous view climat chang may evolv conserv pay canada sure aren +216342,remind surrend futur big oil amp believ climat chang hoaxignor major nation secu +534568,politician still use climat chang advanc outdat disgrac polit agenda +173469,research help protect world coral reef global warm +451677,differ climat chang +565007,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +858239,stand strong action climat chang +707167,watch right here travel world tackl climat chang httãââ +581249,show suppo eah hour use help tackl climat chang +833702,spend climat chang sheer mad money could go tax cut rich +14926,sec john kerri becom highestrank us offici visit antarctica hes learn climat changeãââ +448775,dear climat chang denier head like roll back progress amp safeti reg +864201,ignor trump now reflect far cooper climat chang come eu china india plough ahead +15881,meteorologist goe rant climat chang kmtv +57888,feder cou order govern stand trial caus catastroph climat chang ââ +525539,obama put pressur trump adher us climat chang strategi +672859,guy think bring end world first climat chang nuclear war +297051,women mayor frontlin progress fight climat chang +413953,bad presid elect believ global warm lol +20613,lib scienc prove climat chang real ignor scientif fact child beat hea a +783978,australia tackl climat chang sell it well woh read +44946,al gore press climat chang action trump era +739146,talk arctic climat chang plan inspir amp empow chang +242763,cnn host said vote hillari believ climat chang countri make one tãââ +427532,physorgcom seed without mustard flavor new robust oilse crop resist global warm unicopenhag +482620,logist question climat chang confer bonn novemb weve got cover +338775,descent begin choos top chang skeptic lead protect agenc +963222,deathwishfreudian theori confirm mass us citizen vote pres deni climat chang kãââ +853096,im convinc action climat chang necessari s +178136,recent pattern cloud cover may mask global warm +507896,trump buy climat chang +872710,global warm gain accept burden proof prove obvious premier leagu foo +756649,cleverest countri climat chang ãâ✠learn +427921,climat chang affect forest ecolog +236300,rememb climat chang garden chatswoh read blog find like behind scene +472843,governor california michael bloomberg launch new plan fight climat chang without trump htt +585050,make money studi predict end human exist next ten year due climat chang +722000,guy deni link islam islam terror claim climat chang caus islam terror +652221,evolut climat chang real teach school standard controversi +157054,america accept weather predict groundhog still refus believ climat chang scien +758676,gop eras climat chang inform wisconsin trump take scienc censorship nation +842465,epa chief carbon dioxid primari contributor climat chang cesspool +212791,presidentelect believ climat chang million peopl go say mr tãââ +695776,51 believ global warm caus human 51 american obvious moron +699957,china trump climat chang chines hoax ãå¾âãâï via +232164,72 american want unit state take aggress action slow global warm would disagre with +517116,reach outi doubt discuss climat chang +930064,peopl open snap snap back reason global warm exist +576283,cashin in slam suppo strict climat chang regulat +265567,de blasio sign execut order commit new york citi pari climat chang agreement +17842,trump presid chinaãââchinaãââwil worldãââ biggest champion fight climat chang +798939,amaz knowledg ben carson believ climat chang hoax +168339,racist suppo trump transphob homophob islamophob disrespect women say climat chang fake hate +106814,obama administr done noth meaning stop global warm sign pari count fact speedãââ +825225,funni liber talk global warm set record high temp yet there almost talk se +360538,rich ambiti nation begin run land piec singapor amp climat chang https +612554,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +853657,yet point cold proof climat chang real smh +98480,bet pray gaia global warm kick +177484,think go die husband believ climat chang +777232,scott pruitt place shut frack protest along climat chang nonsens big oil write th +768047,79 european 66 american thought leader say climat chang major threat +881405,team w explor climat chang prevent catastroph ãâ âãââ +671404,reduc climat chang amp sea level rise risk need substanti sustain reduct ghg emiss +329427,top five worst thing trump done climat chang far +184153,gee look like potus materi either keep ignor climat chang amp itll get wors g +859092,74 degre middl novemb global warm prime +456205,ny ag rex tillerson use alia wayn tracker discuss climat chang ceo +280330,rebuk drumpf polici ge chief say climat chang real via thank +203075,turn exterior light today 830pm suppo climat chang action +272683,what lame dear you ignor hypocrisi climat chang devast countri yet dont +102279,preach brother man made climat chang lie +251364,cant get along sho time left climat chang kill us all +691018,hit back trump trudeau cite need courag confront hard truth global warm +171437,doubt scientist come around climat chang impact visit greenland +584523,ok mr exp everyth believ climat chang hoax +352915,act documentari climat chang must see +938918,also yes climat chang nation eah worri +118705,climat chang could make extrem rain even wors via +362862,even bring global warm rightm know hoaxnon stuff leãââ +162835,final lack coverag climat chang type politic huge success climat denier +684924,trump chang polici come climat chang what next go say cigarett cross cancer +192051,rare move china critic trump plan exit climat chang pact via +302733,want see trump disput tt there global warm hey is first go fish pl +338757,addio olio e pesci climat chang la catastrof nascosta libr via +964326,rememb climat chang hoax +84507,pres think climat chang hoax amp respect women sorri upset paãââ +785363,uncheck climat chang kill us starv us environment action becom urgent everi day +504198,new yorker ask shoot stori climat chang 2005 wound go iceland shoot glacier +232387,yo socialist govern capabl kind plan need combat climat chang +169990,help fight climat chang 15 million peopl india plant potenti recordbreak number tree +191543,trump elect conserv happen climat chang +746266,rex tillerson refus admit climat chang decad ago via +389694,climat chang mean weather new norm stop it phot +202010,wouldnt consid end subscript paper promot climat chang denial would make you +693828,epa chief scott pruitt say current believ co2 primari contributor global warm +234488,300 us elector voter ignor bloomberg climat chang +933815,german chancellor angela merkel predict climat chang faceoff upcom g20 summit +536804,presidentelect believ climat chang million peopl go say mr tãââ +568070,believ equal need comprehens immigr reform prochoic global warm real ââ +757915,caeret island ground zero climat chang +214113,millenni might expect favorit rpg chrono trigger fact illus gaia climat chang +430081,tweet badland nation park post climat chang remov scienc be +219191,leonardo dicaprio met donald trump discuss climat chang +154202,and fa blame global warm jack ai believ global warmingjust know +265504,look screenshot someon actual cover climat chang +192317,vast backtoback coral bleach disast due climat chang el niño +231203,parent id anyth children scientist here stave climat chang children stay oãââ +921692,mustse new film climat chang free onlin watch now +582394,read yall tweet feel brain cell deterior gt rate climat chang +103419,think co2 drive climat chang let send copi global warm dummi +469177,editori potenti econom damag global warm influenc polit +67327,major republican pocket fossil fuel industri theyr feed climat chang lie +409807,check 5day cours climat chang econom amp polici make +576187,prepar 4 dismantl epa woil lobbyist amp climat chang scienc ãâådeniersãâï run show +550239,presidentelect believ climat chang million peopl go say mr tãââ +648313,faaiqa haley discuss expect impact climat chang south africa economi kind measur ca +375610,hear eu refus acknowledg global warm here water war here go nasti +288718,global warm real explain club penguin shut down +661607,say carbon dioxid primari driver climat chang +440008,acknowledg climat chang someth it +937627,oklahoma hit 100 dead winter climat chang real +721289,need hear deepli learn climat chang oppos trump listen us +287145,rick perri clarifi earlier statement say exist manmad climat chang debat +281673,great explain climat chang here +886513,climat chang +407091,impact climat chang agricultur could result problem food secur ipearson +42518,trump sign execut order revers obama measur tackl climat chang +742525,contact rep enough yr tryna make sens climat chang race place classgend here help https +118175,uk could chang way world fight global warm instead blew 200 million +339939,global climat chang battl increas cou +746758,senat given 150 speech and count climat chang via +47529,crazi natur disast happen now yet peopl still dont believ climat chang planet poor help it +750212,ireland stagger hypocrisi climat chang +162028,climat chang +937194,also discuss pa 3 podcast seri climat chang health +491132,u think climat chang real fuck +474018,creationist flat eaher antivaxx climat chang denier miss anyon absolut fuck mor +361042,philippin get 8m climat chang measur lopez abscbn news +799826,agre margaret thatcher climat chang globalist conspiraci major hoax +513377,say want hell definit take care global warm via rfunni +329632,storm link climat chang caus 35m cricket club +994041,find come 2 day donald trump inaugur call global warm chines plot +721268,ny time hire climat chang denier whi balanc flat eah columnist +93850,yes trump presid there thing climat chang amp ok +610899,nowher eah safe climat chang surviv challeng grow +418447,antarcticaãââ southern ocean may longer help delay global warm +502706,pleas award arat leader combat climat chang +910420,climat chang scott pruitt caus uproar contradict epa websit scott pruitt danger +103571,pledg now suppo repo peril anim face trophi hunt lng climat chang get orig grizzli tee +338728,guardianeco nichola stern cost global warm ãâëœis wors iã fearedãââ +143979,think go die husband believ climat chang +908115,trump call climat chang hoax chanc destroy effo beat it httpsãââ +224771,houston liber pa state cant blame theme put climat chang denier power +203179,thank good global warm might realli cold +784900,shocker that climat chang new normal neck hood +795672,jane goodal call trump climat chang agenda immens depress +197824,anyth impoant thing affect futur like dacaclim changeequ +158701,donald trump climat chang deal chang fact dick still small +863844,presid believ climat chang +678273,watch toni heller dismantl harvey climat chang link new video via +291587,african penguin trap climat chang +380473,forget wide hate trumpcar virul climat chang denial hey ho theyr russian puppet ha h +144028,leak repo say australia track meet pari climat chang commit invest th +296369,sta rain sun lot late wonder climat chang relat +100221,ted session climat chang would complet without cameo al gore bill blog +353354,labor union peopl concern climat chang activist yall bumpi 4year +74660,gop control one state anoth word climat chang worri fl +359734,icymi regard climat chang mick mulvaney said were spend money anymor +593537,nov 10 nohern utah 65 degreesshould worri republican insist global warm hoax butãââ +461573,actual logic could human caus climat chang coal doe mayb car do cow like gun +787803,said man lead decadeslong lie america climat chang +498737,you understand climat chang is feet could get wet +700957,energi dept reject trump request name climat chang worker remain worri +504538,china tell trump climat chang hoax invent +736901,doomsday clock scientist climat chang time dr nicol roger +651995,still cant believ new presid moron believ global warm hoax +853083,argu failur govt engag autom climat chang complex make war probabl https +582931,presid trump explain much know climat chang mayb describ size brain hi +356177,15 ship burn heavi fuel oil much wors global warm world car put togeth +140282,week seri sho profil women front line climat chang intro amp htt +615437,totalitarian consensus question totalitarian consensus climat chang immedi confront +59916,global warm fake +358757,think go die husband believ climat chang +144672,explor eyeopen way climat chang begun affect planet +239716,think go die husband believ climat chang +661831,vegan way beat climat chang thoughtprovok look futur food dr marco springmann +795858,think go die husband believ climat chang +124164,indigen right key preserv forest climat chang studi find +129832,sea want sea get climat chang arctic fall +112460,vote lab corbyn view nuke see nuclear war greater threat climat chang destru +242681,nuclear weapon climat chang two biggest threat human thank focus t +160144,icymi trump unravel hardwon protect peopl amp planet concern climat chang reach record high +422103,hey east coast lib where global warm enlist usfa patriot onli +546746,even climat chang real harm decreas pollu +219843,broad footprint climat chang gene biom peopl +151006,worri climat chang protect unborn +190868,here presid trump climat polici could mean global warm +994821,presidentelect donald trump met today al gore one vocal advoc fight climat chang +531825,video simul represent avail data climat chang +35242,climat chang legisl biomed research us begin new dark agesamp reversalãââ +858151,here thousand scientist tell presidentelect donald trump climat chang +432143,next head un global climat talk appeal us save pacif island impact global warm httãââ +12320,permafrost thaw climat chang acceler solut urgent need +831941,concept global warm creat chines order make us manufactur noncompetit +584499,forget climat chang viual realiti porn go lead extinct mankind +524383,come climat chang hooman woh save +795138,the concept global warm creat chines order make us manufactur noncompetitiãââ +152972,18feb1977 gambia becam pioneer 1 1st africa address climat chang wwhat known the banjul d +703808,said global warm +620420,trump budget director pick believ climat chang major risk +465164,berni sander what astound presidentelect believ climat chang realãââ +384067,meanwhil presid elect believ global warm +231989,congrat prof head multimillion dollar climat chang indigen food secur project +946557,constitut right protect climat chang young activist say yesãââ +154720,keep theme bug extermin polar bear global warm dentist sugar postal worker forãââ +948569,could coupl thousand scientist possibl know climat chang epa chief doubt consensus view +435694,leo take climat chang skeptic ãâåyou might well believ gravityãâï +300631,occupywallstnyc rememb decad misl public climat chang +702259,could plastic caterpillar help fight climat chang +881456,call cuail exposur climat chang low carbon invest grow https +870399,un secretari general call world remain unit face climat chang we must stand firm ht +997972,idiot think climat chang joke idiot use take long drink fountain +662440,keep global warm 2c cat chanc hell +733984,prob civil keep reset bc climat chang migrat planet everi thousan +578706,militari advisor warn mass migrat climat chang mani climat adapt mean leav home +232381,futur planet stake hillari clinton combat climat chang donald trump think iãââ +20967,46 republican say solid evid global warm +277542,peopl believ global warm +191551,divers landscap product adapt better climat chang +11712,next time favorit politician say climat chang real look much shell exxon etc donat them +729970,doesnt believ man made global warm also doesnt believ oxygen primari driver breath +937412,white hous call climat chang research wast actual it requir law +515785,pruitt smaer 2000 scientist climat chang must gone trump univers +27412,tini island tropic least respons climat chang get brunt natur resu +626724,hey florida go trump trump ignor global warm ocean eat you one blame yoursãââ +718433,look like anoth victim global warm unemploy +467242,studi ground squirrel respons climat chang reprofit repercuss relat hibern e +127677,us reloc entir town climat chang begin +515849,scientist dept interior spoke climat chang reassign job account offic +962814,tillerson also said the risk climat chang exist believ action taken +73851,entir concept manmad climat chang stupidãââ +448294,sea level could rise higher threestorey build due climat chang via +388958,global warm hoax +88600,incom california republican say climat chang hus muslim nation in hot area worldãââ +815016,new new world china lectur unit state climat chang impoanc cooper betweãââ +342255,think go die husband believ climat chang +315500,presid believ global warm were doom regardless +397781,the concept global warm creat chines order make us manufactur noncompetitiãââ +497256,yes constant run antiglob warm aicl disguis naturalist aicl tooh sc +900685,im 30 now ive promot climat chang sinc third grade +895026,think go die husband believ climat chang +837882,see us msm world leader dupe manipul global warm data via +857718,obama buy hous maha vineyard hes concern climat chang rise sea level period +645914,im glad ask email mention cabl news sinc fri 2322 climat chang mention cabl sinc frãââ +429221,presid think china invent global warm +733705,aerial tour climat chang pollut human activ endang eah precious +644143,congressman leav stage chorus boo say juri still climat chang +168585,least worri climat chang +823781,bloomberg push foreign leader ignor trump climat chang +732801,even late great billi may could sell climat chang garbag exp continu peddl https +484639,epa boss scott pruitt question basic fact climat chang +144983,believ equal need comprehens immigr reform prochoic global warm real ââ +558804,schorchio last weekend im freez tit off peopl say climat chang thing fool +78602,get wrong probabl know climat chang oil n gas alt tech lot you b +509354,deal climat chang need new financi system +59464,mulvaney climat chang were spend money anymor consid wast money +702425,polar voex shift due climat chang extend winter studi find +194139,lead world and falter climat chang action one map htt +354470,trump set undo obama global warm give back god control all respect guest htt +697242,businessinsid trump defens chief cite climat chang nationalsecur challeng via propubl +959223,come opposit direct climat chang denier +925997,yes global warm er um climat chang er um climat disrupt no liber psycho +964409,warm ass temp averag past 8 day predict 10 day +552441,kinda simpl mind shit execut order stop feder effo fight global warm ignoramus +704720,julia louisdreyfus endors clinton slam trump climat chang +637471,sinc peopl deni climat chang sole suit interest prepar sho list ev +392090,energi depament tackl climat chang +429352,climat chang affect futur planet scientist predict noth sho nightmar https +418244,watch right here travel world tackl climat chang httãââ +212699,cant bank futur malcolm turnbul climat chang magic pud +433115,dumbest quot ever global warm climat chang via +596894,whos strong christian convict shape his refus accept global warm huh +744616,were halfway tell care climat chang w pos +700389,centuri first hand repo amp histor data lib cant believ jesusgod faith climat chang +499577,use world longest live anim learn climat chang +939324,southeast voter back trumpbut unless tackl climat chang may suffer +444327,donald trump call climat chang a hoax here could happen roll back antipollut measur +899081,im frighten evid climat chang pleas less social pressur paicip expensi +562893,stop use video mislead american weather channel slam breitba climat chang denial +430444,climat chang fresh doubt global warm paus +590926,trump epa chief back approach scienc could upend global warm consensus +301275,look like global freez global warm that opposit issu +341119,wall street sta care climat chang axio +629890,amount evid exist manmad climat chang russia hack elect none whatsoev +292105,harvard faculti condemn trump withdraw climat chang agreement +598093,speci equal face climat chang +578681,trump pick head epa think climat chang bulli tactic left +450187,one love pollut filthi water global warm +806371,berni sander trump order dismantl climat chang regul nonsens stupid danger +377791,yawn back global warm what +552683,trump care climat chang outnumb him anyth +310662,new uk worri climat chang highest level 5 year +493968,climat chang ruin coral reef chang made +213428,got ta biggest dumbass world think climat chang happen +323918,main wolf us presidenti campaign unfold without focus climat chang astoundingãââ +659778,climat summit local region leader discuss local action climat chang ââ +931821,major us tv network cover climat chang grand total 50 minut last yearcombin +466144,stop trump destroy progress weve made climat chang +485827,togeth creat last impact protect communiti wildlif climat chang world goe +576534,trump presid disastr progress issu combat climat chang amp creat ââ +880020,think got memo allow say anyth posit climat chang +983767,secnewsbot hacker news morocco perfect place worldãââ biggest climat chang confer +307996,commit 6 action area climat chang adapt launch new adapt innov approach +901703,atlanta emerg nexus address climat chang global health via +787373,rememb time global warm liter took away winter +488684,save forest crucial fight climat chang wwfs josefina braãƒâavarela blog +138535,michael bloomberg urg world leader follow pres trump lead climat chang +116502,make believ climat chang crime punish forc wrestl polar bear +418892,think go die husband believ climat chang +695046,develop nation world led climat chang denier +601032,mayb read this stop climat chang denier +260117,planet experienc global warm altern climat +84408,research climat chang target cut +438427,even temperatur aim for mani peopl suffer climat chang +260358,anyon think ladi gaga good thimg realli love global warm +564732,your suppos 2 fight amp climat chang fight major coãââ +727187,ivanka trump met al gore chat climat chang +126996,question do believ climat chang are awar fact exist +166715,kick global warm winter season w tonight drink away democraci depressionãââ +941101,nichola stern cost global warm ãâëœis wors iã fearedãââ ââ +963211,left lose amp right winsnyt open mind hire climat chang denier wsj editori page allow ani +206732,lefti citi want fight climat chang take obvious step it +754664,donald trump urg ditch climat chang denial 630 major firm warn put +991119,joy global warm +573773,next hurrican hit us climat chang relat media say so theyr never wrong +733913,esteem climat chang scientist ivanka trump charg review whether us withdraw pari treati https +324298,littl brain take suppo administr believ climat chang +286589,fake news global warm like sander kept harp isi big problem +452072,peopl dont know climat chang entir humanmad +574560,pope franci hand trump encycl climat chang meet pope franci +582553,hard find reason back except possibl concern social issu amp climat chang +387930,energi depament climat offic ban use phrase climat chang +106633,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +209318,is climat chang real world actual get warmer +247440,u know piss off climat chang topic presidenti debatesnon them absoluãââ +645123,game throne star i saw global warm eye it terrifi +632243,custom bill would limit presid action climat chang pari franc ãâ✠last night confer comm +41005,go singleissu voter make global warm even wors would good issu choos httpsãââ +510964,the concept global warm creat chines order make us manufactur noncompetitiãââ +126015,berni sander what astound presidentelect believ climat chang realãââ +925313,proven correct blame obes amp global warm know real reason +946901,jinki fancam excus miss reason global warm increasingcal environment polic +645629,gas grab global warm could wipe wadden sea heritag site +568781,china clarifi trump uh no global warm chines hoax china clarifi ãââ +966168,politician discuss global warm +164600,adapt climat chang mean adapt trump here dr aditya v bahadur donald trump sceptic +76245,coral sweat heat may tell us thing two climat chang https +54719,mayb yet presid claim climat chang chines conspiraci pay flood insur florida +7509,inact climat chang would end world know evid +434728,keep ground shell 1991 film warn climat chang danger uncov +68985,key atlant ocean current could like collaps global warm previous thought +889229,sooo sad climat chang lead drought lead violenc lead extinct beauti speci +617853,address climat chang therel conflict limit resourc must listen scientist fossiãââ +230037,stop worri climat chang war famin epidem asteroid amp mundan way d +598028,ill climat chang 1000 alex +934017,exxonmobil know deceiv public sever effect climat chang research fo +204685,aicl like global warm aicl mani fake too +275992,arctic ice melt could trigger uncontrol climat chang global level +365621,global warm ãåââ +71091,suck climat chang real typic lousi smarch +972408,trump drop climat chang environment review bloomberg +109470,climat chang heat up arctic resid struggl keep home +79549,altern univers kany perform philli tonight amp denounc trump amp donat prevent climat chang +362284,fight climat chang need explainshop realli verband chang world +87027,presidentelect think global warm hoax ãåëœï +7240,think around 45 mps well it creation climat chang women right too +703452,oh hear global warm also caus cool area lmao off climat chang period +145197,climat chang plant crop trap carbon +1945,repetit work ask global warm fanat enlist read the +712767,everi insan thing donald trump said global warm via +511943,12 direct link climat chang crucial achiev themãââ +228503,vatican urg trump reconsid climat chang posit +675038,crazi person explain climat chang caus war intellectu garbag push colleg https +850882,trump climat chang research uncl great guy feel +157092,know whale help halt climat chang real reason ocean assault +993050,chang +190667,climat chang human right issu +56081,calcul correct and are nuclear winter cancel global warm eah reset p +320095,presidentelect believ climat chang million peopl go say mr tãââ +124432,ppl keep theoriz ab climat chang island luxuri see water rise amp prepar somethin +929212,think person role play fight climat chang +770494,us alli plan give dt ear climat chang g7 summit washington post +759292,florida drown global warm natur select come yall +726964,wow woke news cant believ peopl still deni climat chang hus huge blow ear +355876,region us deni climat chang amp hate fed demand feder aid cushion consequ s +932500,epa chief scott pruitt say carbon dioxid primari contributor climat chang +251875,here video basic climat chang becaus read hard presid appar +147687,epa shut program help state adjust climat chang +124352,natur realli unnatur bc climat chang disast go sicken thing see countri fight relief +567215,swamp rise dont blame climat chang +47328,urg presidentelect trump take climat chang serious enact polici repair planet +384546,here climat chang alreadi affect health base state live +714132,address climat chang therel conflict limit resourc must listen scientist fossiãââ +744069,china donald trump climat chang hoax made +904328,think co2 drive climat chang let send copi global warm dummi +174271,stand tall dark forc deni climat chang +946120,believ manmad climat chang happen +340483,trumpãââ elect mark end serious hope limit chang 2c +280836,new bill nye show first episod global warm cant believ liber brainwash +44911,air pollut death expect rise due climat chang +438926,you might well believ graviti leo slam climat chang skeptic +502640,liber care climat chang guy +613771,greyfac deni global warm like greyfac +295236,57 degre tn gon na drop 30 go get 810 inch snow u wan na tell global warm myth +651182,delus climat chang religion justifi poor charact action im save world +113815,googlekind morgan canada presid know human caus climat chang vancouv sun +70411,true get global warm hoax +770580,midwestern agricultur stand lose climat chang skeptic charg +425733,make planetari climat chang proud peopl +952906,talk global warm last vega smoke pot bird die bc windmil solar panel +859485,ralli protest donald trump climat chang stanc mark us presid 100th day news +567060,fact 50 state alt fact number hoax invent climat chang +533881,pretti good movi woh watch interest sciencesglob warm etc and leonardo dicaprio babe +470525,arnold schwarzenegg give damn believ climat chang +848469,reveal it snow therefor global warm real idiot seem understand basic scienc +568784,trial millennium judg rule kid sue us govern climat chang +877185,trump want know fake news is denial climat chang lie spread fossil fuel compani pro +168726,scariest respons climat chang ive ever heard you cant stop let trash eah +587093,princ charl must act climat chang avoid potenti devast consequ vi +987387,told dog scott pruitt thought climat chang +342669,stop hope fix climat chang pull carbon air scientist warn +725378,rememb brag commit sexual assault disregard geneva convent call climat chang hoax +487075,trump pretend believ climat chang hes buy wall protect ireland golf cours rise seaãââ +344476,al gore offer work trump climat chang +332836,im say global warm real im say one colder summer rememb +767844,epa boy scott pruitt said co2 primari contributor global warm rollin back reg grey +262960,take stand democraci climat chang peopl amp planetther lot do +71648,sundanc filmgoer warn global warm impact warn crimin denier we come you +529828,turd gave 265 billion 5 year help develop countri fight climat chang 1000s s +980495,our children time debat exist climat chang theyll busi deal effect thank yo +389168,pleas join follow organ fight climat chang +981338,build global citizenri fluent concept climat chang +795799,mario climat chang russia come +976940,trump forc environ agenc delet climat chang refer websit +96321,here fact predict model last 40 yrs base global warm wrong +41753,trustwohi pick lie lie inaugur crowd voter fraud climat chang hoax etc whole buffet +194110,term climat chang senseless climat alway chang happen term global warm +504128,poss death earli cherri blossom huge dc snowstorm tomorrow prob climat chang feel like decre evil kin +780124,trump make nation park delet tweet dormant yellowston supervolcano want see climat chang motherfu +356023,ill sta global warm melt ice cap you +398872,pleas end climat chang debat save planet b 4 late allow scienc say proven co2 end world +345019,europ face drought flood storm climat chang acceler +776169,page dedic climat chang civil right remov white hous websit +359849,trump make biggest bet leader ever made physic real climat chang safe ignor httpsãââ +311294,climat chang peopl crimin well know +618627,avi sole reason hea beat true masterpiec gift god himself cure global warm +155605,carson reject evolut climat chang despit overwhelm scientif evid contrari +397357,make climat chang signatur polici destroy planet +880594,lana breath media lana del rey suck oxygen air want global warm die fa +282389,lord dampnut devic tweet 3am invent develop believ climat chang pull +8701,think go die husband believ climat chang +646950,citi sydney oslo set ambiti target cut climat chang nation +701935,futur planet stake hillari clinton combat climat chang donald trump think iãââ +867236,donald trump fail mention climat chang eah day statement +169205,elect leader fail approach environ amp climat chang serious issu wohi urgenc amp action wiãââ +677356,repeat world round sun stationari climat chang real griev parent sandi hook anyth +551956,michael bloomberg say citi fight climat chang without donald trump +239983,one presidenti ticket take biggest threat planet ãååï climat chang ãååï seriouslyãââ +829555,rare case river piraci yukon climat chang culprit +90918,six ocean hot spot biggest mix speci get hit hardest global warm industri fish +604275,click stop global warm +172579,64 american concern climat chang stock cabinet moron straight believ exist +9475,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +924591,schroder issu climat chang warn financi time global warm real +676803,2016 biggest threat face planet nazi amp climat chang like al gore amp quentin tarantino made b +715117,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +795553,liter global warm real shut up +672587,pledg suppo reduc global warm +273880,tree deforest eleph poach jew hitler polar bear global warm black kkk +29004,shankland bill target climat chang dnr staf steven point journal +596291,pari climat chang agreement enter forc +594134,franc un tell trump action climat chang unstopp +684013,crime went whole elect cycl bare mention climat chang ââ +262766,worri global warm were go build new eah bigger eah best eah ever ââ +332492,also someth scientif consensus human influenc climat chang h +33218,yeah care climat chang everi singl person child republican congress need end c +511329,talk climat chang grandma her es porqu trump es president dio le gusta +626443,tell me akhi what life like altern realiti live in yall doin whole climat chang thing too +76165,scienc amp technolog drive economi hope combat global climat chang need scientist http +210055,true chewbacca pontius yasin commit stop global warm crumb care drone warfar +145456,climat chang real pope franci believ you +131138,iceberg global warm +864046,get wors monsoon season due climat chang climat chang dispropoion impact poorer +226831,googlenow attack epa work climat chang go decad convers us +641620,global warm +121792,im 90 sure mosquito room climat chang better femal anophel +593310,attribut high cat loss to increas sever weather link climat chang amp poor land use polici +998283,watch right here travel world tackl climat chang httãââ +366049,great barrier reef aok say climat chang denier manhandl coral +790955,hollywood lead climat chang give comfo modern life rather give speech thei +484959,want bipaisan dialogu prepar sever weather caus climat chang sever weather cost li +518884,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +444593,actual enter normal decemb rain would snow global warm exist right lol +285948,frack pollut water amp worsen climat chang amount regul make safe time move sus +262411,overfish could next problem climat chang via +544648,superheatwav 55c emerg global warm continu +181962,tomorrow eah day america wouldv chosen wiser could fight climat chang instead deni +29667,probabl creat ruin economylik global warm +101815,even believ climat chang would make world better place +484679,mayor candid follow climat chang skeptic green energi pledg +165310,rick glass make smaer perri leader doe open climat chang denier still site run potus 2016 +991755,news post salli kohn latest evid climat chang prove not sma person +753084,one graphic lot month global warm +645827,doesnt chines myth like climat chang +797101,iãââm creat new think tank climat chang would join post tweet also +652094,good point candid might end global warm bring us nuclear winter beãââ +415350,new new world china lectur unit state climat chang impoanc cooper betweãââ +988696,wow ãâåyou friend die old age iãââm go die climat changeãâï +254341,th teaser guilt trip climat chang film ski problem drop today theãââ +619928,take look els climat chang protest copenhagen promot +733556,im creat new think tank climat chang would join post tweet also +874389,we cancel billion dollar global warm payment unit nation even know wiãââ +889535,extens irrefut scientif proof war 1812 caus global warm make much sens oth +18492,cost climat chang world economi lose 12tn unless greenhous gase tackl co2 +212156,dem must fight 2 end incom inequ rais min wage battl climat chang safe gun cntrl justic reform stateampf level wo gop +446936,scott pruitt offic delug angri caller question scienc global warm +99337,argentinian aist andrea juan decad antarctica performancesinstal highlight climat changeecolog +366122,arctic ice melt could trigger uncontrol climat chang global level +857685,global warm real explain +752290,delet climat chang ok vision minor right love hate saravá +784519,continu urgent fight protect planet climat chang hold threaten environm +841029,mention listen 3 second climat chang denier +818114,astronom royal lord main ree discuss climat chang thur 16 mar book free ticket +391759,global warm bad arizona today +218217,sudan farmer work save good soil climat chang bring dese closer hannah mcneish haphazard rain +514458,climat chang scott pruitt caus uproar contradict epa websit +725621,ralph ciceron former uc irvin chancellor studi caus climat chang die 73 los angel time +277280,so texa direct impact climat chang probabl go request feder emerg assist sholi +960351,peopl deni climat chang one say i know scienc larg major profession scientist +497022,find man anoth planet trump head env protect convinc co2 drive climat chang +673763,epa flood phone call epa head deni co2 role climat chang repo +576817,believ equal need comprehens immigr reform prochoic global warm real ââ +113307,studi recommend huge beef reduc save chang +623916,climat chang realli destroy ecosystem near futur +650738,greatest danger america isi russia climat changeit barack hussein obama +647394,cant opinion climat chang caus not scientist cant one aboion your +764007,libsth press love hype climat chang even global ice age come 1970s carbon tax y +732898,nj senat vote bill author electr school buse tool reduc carbon emiss amp fight climat chang ty +391659,case wonder no 4 year usl inact climat chang go well planet iãââ +175838,uk govt approv third runway show denial climat chang mankind greatest threat veri +467890,crazi futur presid believ climat chang hoax +648786,friend knew im go club wthem tonight caus got read parallel univers global warm +192616,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +280107,dnr purg climat chang web page milwauke journal sentinel +231690,greater pre2020 action ãâålast chanceãâï limit global warm 15c say un environ programm +760479,rick perri co2 main driver climat chang american meteorolog societi wrong +220087,seem like bunch london injur today biggest threat human climat chang +27968,rare move china critic trump plan exit pari agreement climat changeãââ +435534,a cheater liar climat chang denier say loud say clear immigr welcom here no trump kk +906542,donad trump still think climat chang hoax one say white hous refus say w +682632,tv coverag climat fell 66 percent recordset year global warm +807456,22 struck find best way fulfil ndps promis address climat chang +985511,3 reason shift public discours climat chang pollut +531101,here file foia request re scott pruitt comment co2 climat chang +405436,founder weather channel call global warm huge hoax found fake data junk scienc +477213,great infograph show impact climat chang fisheri via +440967,state tri reduc greenhous gas emiss take look america fight climat chang +334834,im sick peopl act like twice lightstick didnt end global warm +906815,cop22 da parigi marrakesh la sfida contro il global warm +478680,huge kid su govern climat chang proceed trial via +184856,think go die husband believ climat chang +527493,opinion deni climat chang ignor basic scienc +562159,leav eu need get rid eu climat chang rule +244745,huge hand rise water venic itali sculptur aim highlight threat climat chang +642003,new york brace loom threat climat chang france24 +357986,studi find global warm could steal postcardperfect day from bad agricultur +46480,anoth delusion democrat line pocket taxpay fund scheme global warm climat +49925,nation geograph ask photograph show impact climat chang here shot +979680,trump meet princeton physicist say global warm good us +662792,may need 6 week improv posit eu ok may return climat chang deni fundamentalist +75837,denial climat chang global warm idiot strateg move ever +943024,get facebook chat climat chang amp inequ aãââ +576033,somewher us student desper tri find govern stanc climat chang spring paper due to +345642,epa head scott pruitt deni carbon dioxid caus global warm +634597,futur planet stake hillari clinton combat climat chang donald trump think iãââ +743366,vocal minor wife liber pay powerbrok quit lack action climat chang +573632,canada readi catastroph effect climat chang repo warn repo grade provinc an +292228,terror climat chang cyber attack atop offici amsterdam risk assess list +843750,seven thing know climat changen geograph +510205,exxon climat chang controversi +709542,issu like climat chang terror role bric impoant pm +228488,cant say enough oil amp climat chang core current american polit crisi +922831,think go die husband believ climat chang +579403,stand promis continu battl climat chang +395851,religi case care climat chang +440675,iron twist base theori administr use global warm rational disappoi +714011,retweet kholla bashir worldwid peopl much less concern climat chang +679588,accord posit climat chang ââ +154261,think much wors would climat chang real +701991,snow cover noh america declin pa due climat chang +78214,two billion peopl could becom climat chang refuge 2100 due rise ocean level studi +807282,congress protect coast climat chang mud +668050,california target dairi cow combat global warm +734739,terrorist blow children across europ angela merkel unsatisfi climat chang talk +385189,came back encourag peopl watch flood bc super impoant climat chang real peac +413920,mexico global climat chang leader +651019,climat chang look like cnn thank fake news +255286,wonder rethink climat chang hoax theori scientif communiti say real +258396,global warm hoax 8 fuck degre outsid rn +931784,trump admin buri epa websit design kid guid climat chang +79989,14 scifi book climat chang worst case scenario +628610,natur way fight climat chang amp satellit use help protect theãââ +439993,global warm hoax riiiiiiiiiiiiiiight shit dri like raisin +898414,52 degre june must global warm everyon talk +681341,epa chief trump undo obama plan curb global warm +150769,climat champion seruiratu climat chang leader climat action stakehold consult +710936,doubt care long trash climat chang respons pro choic polici etc +616628,trump warn dire effect climat chang compani applic build sea wall +811994,plan parenthoodliber judgesrac baiters4hirecompani benefit phoni climat changeal ââ +556747,indigen right key preserv forest climat chang studi find +843257,climat chang mr presid affect us whether believ it +99188,trump budget treat climat chang hoax call it slash fund action global warm https +427006,im watch bill nye new show im even 10 minut hes alreadi talk climat chang love +97899,un climat confer marraketch urg highest polit commit combat climat chang find chinãââ +706552,secretari state rex tillerson use pseudonym wayn tracker email climat chang exxon ceo +717134,meat product lead caus climat chang water wast deforest concern ourãââ +920814,nasa climat chang trump presid impact scienc tech cultur +583327,trump climat chang oh god doom +738594,think go die husband believ climat chang +506262,planet eah power ask climat chang real ask what marvel world woh you +63123,shouldnãâât trust climat chang denier ãââs realiti check +929360,elect decid control suprem cou action climat chang malpracticeãââ +741854,retweet new york daili news china trump didnãâât invent climat chang itãââ a +305707,jesus first piec nyt deni climat chang say poll wrong elect clim +837793,fight climat chang tri one diet new studi +742000,2000 scientist say extrem like human activ caus least 50 climat chang not +918334,america becom countri world leader doesnãâât think global warm realãââ +956244,50m children move classroom mani flee war povey amp climat chang +493656,ministri energi encourag media climat chang take +155104,woh read trump victori amp climat chang polici ãââ +598173,uk must cool stanc global warm worldrenown british scientist main ree has +693350,agricultur victim solut climat chang via +858955,explain 70 degre weather scranton today amp snow global warm made up +648396,think go die husband believ climat chang +381704,think go die husband believ climat chang +761694,progress say global warm problem say heat up economi global warm goe back burner +880806,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +227080,new minist environ michael gove chief climat chang advisor +623268,esteban santiago investig multipl time fbi sinc find climat chang violat they +983828,conserv logic climat chang +802279,donald trump pull us global climat chang accord +987980,four thing stop donald trump make chang wors +211241,watch cycl nake chang eyewit news +265042,100 time carbon tropic forest peatland matter fight climat chang via +174321,ur pay u rememb ur presid believ climat chang +461455,idiot tweet climat chang +399200,kid gear take trump cou climat chang +52238,wtf someon stood white person climat chang real +619713,priebus say pres trump default posit climat chang bunk aw news us amp world +219773,googl eah day doodl send urgent messag climat chang +276473,climat chang good news wasp +868018,nation geograph ask photograph show impact climat chang here shot +758458,west coast state fight climat chang even +929280,inconveni let climat chang fundrais serv bacon cheeseburg +589155,iãââm creat new think tank climat chang would join post tweet also +266361,watch right here travel world tackl climat chang httãââ +914494,without chang odd worst california histori follow we +560119,unep paulkagam win award leadership fight climat chang amp nation environ +486451,water bottl challeng rais awar climat chang +881623,ealdermen keep whine climat chang cours climat chang winter spring summer autumn call year +219667,washington presid donald trump s belief global warm remain someth mysteri ac +380317,peopl like global warm realexplain 52 degre rn +221371,delusion eat ãâåyou friend die old age iãââm go die climat chang httpãââ +37074,lay citi subnat bodi financ solut climat changeãââ +713540,remind us govern known danger climat chang 5 decad +548241,think go die husband believ climat chang +611865,imagin hold posit white hous think fund climat chang wast money divis wall isnt sad +987116,bill nue save world cute make anxious climat chang time +322192,trump new execut order cut obama climat chang polici +216069,need work climat chang now four year behind feel late save plãââ +629946,10 place visit disappear due climat chang htt +13575,help us save climatepleas sign petit demand real action climat chang +811195,trump ask list scientist work climat chang govt +265187,compel photo help us visual climat chang +664758,proper infrastructur invest must account climat chang via +682704,realiz climat chang far back +403445,what global warm headlin phoni cover bizarr +254631,presid elect donald trump global warm denier tahiti water soon good time go bãââ +616375,1 thing global warm chuck norri cold turn sun up +772787,new epa chief say believ carbon dioxid primari contributor global warm +964612,fuck novemb im still shis track shos cant tell climat chang real +126727,watch right here travel world tackl climat chang httãââ +804398,trump budget brief climat chang music cite tax wast wait what +904502,analysi trump climat chang shift realli kill intern order +771068,would also address futur cultur deal climat chang driven natur disast continu occur 8 +996118,n carolina militari base attack chang ââ +48173,believ global warm +210227,terror biggest threat world todaynot global warm +236789,worri global warm were go build new eah bigger eah best eah ever ââ +70995,expedit studi effect arctic warm cancel due climat chang earli ice breakup make coast guard ship tri +706649,trump want know fake news is denial climat chang lie spread fossil fuel compani to +785152,adb warn 50 rain climat chang continu fund fossil fuel product +905971,sayin im global warm warm novemb shit dope ãåëœï +895249,rapper tackl climat chang deutsch well deutsch wellehow rapper tackl climat chan +637993,children pay greatest price climat chang take save them to +626143,might like 80 degre day winter month summer yall melt regret like global warm +181536,find scientist work canada archiv global warm data trump ad +462251,aqa give climat chang 6 marker amp reason u could rememb climat chang +146057,happi climat chang stanc car hairspray etc respons glaci +186483,want stop climat chang were go pay via +955391,sen wagner blame bodi heat eah slow death spiral sun climat chang +627421,climat denier blame global warm natur nasa data beg differ call fact +677657,barack obama safeguard america climat chang commit +109807,understand chang influenc +2354,ted cruz told seth global warm overblown brought climat scientist explain hes +596661,climat chang hus coffe busi +697797,recordbreak climat chang push world uncha territori +449687,permafrost expect could thaw come year contribut climat chang via +89035,presidentelect believ climat chang million peopl go say mr tãââ +934819,group crit time monday show tell climat chang deconstruct found object project httãââ +474445,realli affect us trump acknowledg climat chang +499061,think go die husband believ climat chang +222175,big oil must pay climat chang calcul much myle allen peter c frumhoff +816137,seattl march too protest march advoc greater climat chang effo https +958446,twitter resist explod feder climat chang gag order via check 51 twitter handl +451394,want abl understand peopl believ govern control weather climat chang isãââ +988130,lmaoo peopl still treat global warm joke were gon na die +39619,funni quick climat chang ceas issu sta talk ghgheavi industri ontario +531092,call bold action climat chang +970953,elect leader fail approach environ amp climat chang serious issu wohi urgenc amp action wiãââ +6685,nytim say repo climat chang leak sourc worri trump admin would suppress find +57260,open mind pari agreement accept manmad climat chang obvious extend far +339478,wet too wish would get global warm temp upstat ny peter +854673,climat care pruitt anyon climat chang continu lose fresh water agricultur +391664,global warm amp climat chang matter worri switch light hour help creat awar +105187,one set reason climat chang social justic issu sooner citi minist +489312,here presid trump execut order climat chang mean world +605384,global warm get first will +345792,team nation geograph fight climat chang +498080,unsurpris given pervas hostil scienc includ darwin climat chang +442883,disast planet climat chang denier hand power global implic trump ignor +366507,climat chang overnight yesterday windi raini today calm sunni itll chang tomorrow +268424,cold war spi photo russia help us scientist studi climat chang via +548053,focus elimin pollutionwast worri climat chang +816356,watch right here travel world tackl climat chang httãââ +319790,rapid declin arctic sea ice combin climat chang natur variabl +406053,trump name scott pruitt oklahoma attorney general su epa climat chang head washington post +749147,think go die husband believ climat chang +860970,watch leo dicap climat chang doc n wait vape huge blueberri flavour cloud gd atmosãââ +848457,ãâåglobal warm know real problem fossil fuel ãâ✠logic endless growthãâï +163149,new new world china lectur unit state climat chang impoanc cooper betweãââ +133966,epa chief scott pruitt say co2 contributor global warm flat eah warm turn m +800062,ohhh like told time open good climat chang +702964,04082017 updat research link aerosol recent slowdown global warm +44870,florida voter man scientist either cant figur global warm like rest us beãââ +370116,noam chomski climat chang acceler race toward disast +264,un silenc deafen busi reap financi reward climat chang polici +691694,emmanuel macron think convinc trump rejoin pari agreement climat chang +386234,peopl predict pas manhattan would underwat 2008 due climat chang concern fakeãââ +622990,oklahoma hit 100 dead winter climat chang real +761421,confirm remov languag climat chang websit +550240,in 1989 wrote book climat chang bad news thing sinc gotten much wors +18557,vulner climat chang new mexican understand risk las cruce sunnew +880977,futur planet stake hillari clinton combat climat chang donald trump think iãââ +900311,think reason live underwat year 3000 caus climat chang +290640,state affect climat chang vote climat chang denierãââ +834981,steve bannon mean bye bye climat chang scheme were spend 22000000000 year research +805937,trump deni human anyth climat chang environment destructionthat good night bãââ +5660,think go die husband believ climat chang +937229,china may leav us behind climat chang due trump via mashabl +602273,newt insan scienc degre rick perri have climat chang denier nutbag +756623,scientist publish entir studi refut scott pruitt climat chang +314251,pictur show polar bear affect climat chang photo kerstin langenberg +859126,lectur poor american climat chang leav million x bigger carbon footprint +625840,joe kaeser ope to beat climat chang digit electr world +628722,defin preindustri era far back need look accur global warm comparison +31683,crater siberia doorway hell may allow scientist view 200000 year climat chang +637301,say dinosaur flatul may caus climat chang sent dinosaur offic with +861106,result climat chang new uc davi show spring arriv earli nohern hemispher in https +962504,say climat chang instead global warm decreas paisan gap 30 percent us +413768,care email obstruct justic instead creat proper healthcar equal climat chang more +509887,ventura counti star ventura move climat chang plan ventura counti star +252731,hit littl cuti say think climat chang hoax +795288,usa presid suppoer abl answer climat chang hoax real know alot thing +710479,ãâåyouãââll die old age iãââll die climat changeãâï inde +174945,trump pretend believ climat chang hes buy wall protect ireland golf cours rise seaãââ +579830,gov jerri brown warn trump california back climat chang +229717,democrat plan mission sun stop global warm sourc safe plan land n +144271,the sta new era trump sign execut order roll back obama climat chang effo +379189,like rex tillerson consid internet alterego discuss climat chang tak +290199,honest millenni fossil fuel ice cap climat chang polit +200446,believ climat chang left wing scienc believ it that ignor not +128390,said deni scienc climat chang that pretti unambigu +699939,time liber russian hack van gps global warm andor workplac violenc aga +108841,hispe rail symbol us now fundament unprepar chang transpo climat chang healthcar https +312441,noaa scientist cook book climat chang studi find via +864148,ridicul epa head scott pruitt deni carbon dioxid caus global warm +950584,climat chang challeng time longterm research way establish climat chang wil +961196,ask republican climat chang +685323,burden climat chang children wors bodi still develop +805401,spring arriv earli scientist say climat chang culprit +698939,presidentelect believ climat chang million peopl go say mr tãââ +814000,tear trump disast climat chang order +58299,wuwtclaim next 10 year critic achiev climat chang goal +23273,also come peopl whose job depend upon research dollar climat chang +995061,trump call mayor island that sink due climat chang told mayor worri it https +676193,what point studi climat chang cant tell farmer amp impact li +546056,were move forward without him say isol climat chang +655182,immedi step take address climat chang amp save planet show how +69773,china trump didnãâât invent climat chang itãââ hoax +587608,exxonmobil sharehold forc compani confront climat chang head +17138,freez outsid hell global warm +280642,think go die husband believ climat chang +371093,should reli good scienc 97 climat scientist agre climat chang real manmad +779346,former epa head worri trump climat chang +818106,want convinc peopl global warm the way fix spend money thing dem want worst way +318382,the concept global warm creat chines order make us manufactur noncompetitiãââ +767509,good thing contribut global warm though right +777623,need secretari state whose compani spent million deni climat chang oppos limit carbon emissi +107387,make shadow budget otherwis useless albea also stop deni climat chang +130632,think go die husband believ climat chang +187272,eah hour begin soon turn light amp show suppo fight climat chang https +566063,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +286832,alway glad snp follow climat chang even though never admit http +63870,teen su us climat chang ask exxon wayn tracker email +128230,lol global warm real rip dock +197323,epa nomine scott pruitt acknowledg global warm want restrain agenc +716749,except climat chang +957299,deforest account 10 percent global carbon dioxid emiss drive climat chang +274019,joe heck vote repeal obamacar defund plan parenthood block measur combat climat chang wrong foãââ +203658,everyon stfu say global warm spring get go someth instead complaini +191203,elect trump would world leader deni scienc climat chang +267003,cherri blossom teach us climat chang +716822,think go die husband believ climat chang +375666,trump peopl climat chang denier fact denier obama wiretap dt bout apolog pres chump +823132,break 2016 surpass 2015 warmest record 137 year due global warm el nino us govern +377725,the concept global warm creat chines order make us manufactur noncompetitiãââ +18572,check sculptur issac cordal berlin call politician discuss global warm +356855,think liber bs primari contributor global warm oh yeah forget dope franci +105902,here trump new execut order dismantl obama effo revers climat chang +827866,also hope remain commit pari agreement climat chang last pleas +478653,yeah screw global warm +349139,trump could face biggest trial centuri climat chang +68048,good aicl climat chang denial mainstream media +635269,mcm call climat chang global warm +363713,day 1 polici revers climat chang polici +87799,wait govern end climat chang stas plate h +915713,realiz possibl presid believ climat chang +609213,the issu face global warm by 2030 80 boy unabl read think write vaxx tv +1868,brief chat elon musk climat chang rex tillerson donald trump +777800,parent id anyth children scientist here stave climat chang children stay oãââ +574642,climat chang exist +858064,tori leadership candid cheer dismiss climat chang via +638221,believ climat chang +480115,climat chang denial garbag blackwat reacharound piec maggi haberman realli woh time +596549,trump withdraw pari climat accord met defiant us mayor governor vow fight global warm +573227,american climat chang theorist sit marrakesh ampdiscuss climat chang trump +667910,white hous doubt climat chang here pentagon +269505,so yeah realli wish climat chang conspiraci altern absolut nightmar plane +681429,impoant issu one mani reason back you pleas global warm crap +980390,nowher eah safe climat chang surviv challeng grow sydney morn herald +904230,climat chang isnt myth get way think is longer time yous +261374,think go die husband believ climat chang +889016,imaginari climat chang go kill you complet moron would believ +1873,hous well believ global warm show bibl +427871,global warm cleavag yesterday sun today mail +574530,epa sec say co2 caus global warm wait hhs sec say cigarett caus +602979,address climat chang therel conflict limit resourc must listen scientist fossiãââ +347948,cloudi feedback global warm ãâ✠ãâ✠+282595,global warm here brrrrrr +412481,major nation offici commit fight climat chang without trump +380725,new presid think climat chang hoax new vice presid believ convers therapi +63535,speak climat changetonight anoth killer episod 109c +734774,effect climat chang real us pa green kla address amb terg +179529,snow be bleach anemon crack ice climat chang look likeãââ +633917,fight climat chang pollutionpovey etc introduc rooftop plantat world +894682,ch trade secur climat chang migrat challeng global issu +158195,meanwhil scientist frantic copi us climat chang data lest vanish trump +763806,pres trump attack climat chang effo epa work decad +848639,im read co2 actual caus global warm scientist muzzl liber media +194609,tillerson email alia use discuss climat chang exxon board were +865198,withdrew nation global commit climat chang +565875,want fight climat chang must fight say +496725,cloud see great concept make climat chang access children +953477,posit climat changemi carrot winter year +630968,trumpãââ denial catastroph climat chang clear danger +737186,michael moor call trump action climat chang declar war planet eah +526033,mitig global warm lower emiss greenhous gase think wise switch solar +404501,full page ad nyt 2009 call urgent action climat chang believ httãââ +558384,replac 13 scientist remov csiro climat chang centr h +904548,new studi show climat chang affect incom check agricultur map +328893,own anoth idiot liber academ cant give straight answer climat chang +455263,spotlight world need bind measur combat climat chang ââ +411075,knew global warm exist im iceland amp there snow around decemb forecast also look +370060,retweet climat realiti debat tackl climat chang scienc is +116665,damn global warm good +432933,trumpãââ elect mark end serious hope limit climat chang 2 degre +608567,unfoun bwca may spoil due climat chang dismantl epa thought +908282,ljubljana util plan antipollut project novemb dedic adapt climat chang +66979,bill nye want care climat chang here whi +599838,blame climat chang record +543212,politico then go climat czar politico now climat chang never realli thing +885689,literari writer resist tell stori climat chang enough that good grief len +443882,also cite climat chang law oblivi fact uk parliament adopt first climat chang act world +876929,chang glacier 2006 2015 photo via https +887643,uk slash number foreign offic climat chang staff +624540,kid su donald trump inact global warm march white hous +34911,look like trump make good promis deni climat chang put top climat chang denier chaãââ +580022,serious though contribut climat chang basic coal fact +198211,peopl eat kfc rib fork knife reason global warm war eah +630440,global green movement prepar fight trump climat chang +542738,climat chang research cancel expedit climat chang make condit danger +871903,robot bedrohen humancaus climat chang denial humancaus climat chang denial der welt +716228,here pope franci cathol social teach say climat chang +406230,global warm real hell al gore told us leo dicaprio keep tryna tell us 82 degre halloween sumn aint rãââ +668064,trump presid mean global fight climat chang +314274,use baselin 18811910 new dire pictur global warm emerg +257686,two billion peopl may becom refuge climat chang end centuri +101227,trump irish wall plan withdrawn trump admit climat chang real +25290,trump admin buri epa websit design kid guid climat chang +375891,incom hous scienc committe member said climat chang leftist propaganda fit right in +34010,half us doctor alarm health effect climat chang bill gazett +40365,i saw global warm eye it terrifi kit harrington game throne via +853758,global action climat chang happeningshow suppo today +788125,hundr million british aid wast oversea climat chang project +213338,want enjoy weather product global warm eah die +180139,trump call global warm chines hoax clinton email +55654,climat chang know peer review resea +834951,new new world china lectur unit state climat chang impoanc cooper betweãââ +627875,energi dept reject trump request name climat chang worker remain worri +251339,pakistan becom fifth countri world adopt legisl climat chang on +440126,climat chang look like antarctica via +272326,2004 repo andrew marshal offic net assess flag climat chang enorm risk +644600,fool donald trump risk damag interest take climat chang serious +398471,climat chang fake nd pls awar make chang even small thing like reus bottl or +802594,7 project win fund climat chang solut seven harvard project share 1 million help battl +573749,n carolina militari base attack chang ââ +52505,right sue govern climat chang week updat aist +434584,trump daili trump epa chief we need continu debat climat chang +438631,matter trump doe us citi plan move forward battl climat chang +427939,weather channel destroy breitba bs climat chang stori via +915148,unlik hero china could end lead fight climat chang +860272,republican wan na say climat chang isnt real explain rain hous +368060,do believ wrong question ask public offici climat chang +774835,new book rank top 100 solut climat chang result surpris +354242,rare move china critic trump plan exit climat chang pact +570617,today scientist announc eah hit record temp 3 yrs row also today climat chang denier scott pruitt b +70495,pleas cant even explain caus effect gsa make qualifi talk climat chang +135174,worri global warm were go build new eah bigger eah best eah ever ââ +682907,we run time climat chang exp warn via +372076,broadcast news coverag climat chang lowest sinc 2011 via +367591,dunda busi owner suffer ten thousand flood damag blame citi ignor climat chang +815570,bird speci vanish uk due climat chang habitat loss +629181,destroy climat chang denier great analog +829720,we caus signific global warm anyon say deserv massiv ridicul +221249,research identifi clear impact global warm weather +819991,the concept global warm creat chines order make us manufactur noncompetitiãââ +237193,histor mistak world move forward togeth climat chang pari withdraw leav american worker amp famili behind +541924,repo indic ahmadi muslim youth yell allahuakbar everi plant tree combat climat chang +27354,believ climat chang real +91111,energi depament climat chang offic ban climat chang languag yes read right +182572,climat chang made creat better world noth +84978,bill gate billionair launch climat chang fund need energi miracl +353319,cnnmoney littl known climat chang regul green tech would impact exxonmobil could s +760882,opinion global warm worsen happen peopl place matter me interaksyon +166329,mix metaphor someth like that octopus park garag climat changeãââ canari coal mine +640783,believ global warm step fuck outsid were februari feel like april +328610,bc media ignor climat chang past 8 yrs make obama environmentalist catastroph even t +7783,eah get hotter scientist break new ground link chang extrem weather +610090,when time come nasa instruct ceas tweetingshar info scienc climat chang we +880345,direct quot let deal climat chang scienc separ right ok +259391,think go die husband believ climat chang +254046,talk like trump lektion 14 it freez snow new york need global warm +483168,new administr must act climat chang hereãââ move needl +634613,american want aggress action climat chang reutersipso poll +794011,mother natur vs climat chang jordan time +864337,team w explor climat chang prevent catastroph ãâ âãââ +804186,berni sander lot say dapl climat chang +188819,trump cant stop rest us fight climat chang add name today via +133114,2015 warmest year record histori sinc 1850 caus el niño systemat climat chang dr engelbrecht +302105,readgtwhi doubl commit climat chang rob walton +879752,urban design time climat chang make friend flood globe mail +536387,page climat chang healthcar civil right lgbt longer exist wh +193423,australia must warn us appli sanction breach pari climat chang obligatio +657857,know al gore blame dinner cold climat chang +380045,yep excus bother complet disregard global warm cant get some +594314,maunder minimum 1645 look dummi exampl true climat chang will ignor +570237,weird america fossil fuelfund republican pay climat changedeni polit pay eah +670097,mayor florida grappl ugli effect climat chang hous valu +918209,need global warm tell teacher tell student ask premier +837336,entri clive jame stupidest aicl ever written climat chang go hard beat +74832,presidentelect believ climat chang million peopl go say mr tãââ +599202,invest key adapt climat chang west africa +345439,util knew climat chang back 1968 still battl scienc +597691,digress ale believ climat chang eah flat serious answer pleas +623359,btindia india emerg frontrunn fight climat chang world bank +154926,let jump conclus probabl radicalis trump brexit lack action global warm +543345,last fall hous scienc member said climat chang larg leftist propaganda ht +47506,god girl bus nigga gettin punch abil solv global warm one punch toxi +968726,climat chang fake kid +417810,scienc class read bibl vers given proof evolutionclim changeetc exist tax dollar +143490,mourn stage over fight put climat chang denier head epa act war kid +378655,ãâëœthereãââ plan bãââ climat chang scientist fear consequ trump victori +946596,astralaga shall strive implement policiesmeasur minim climat chang negat affect int tradãââ +35342,trump face intens g7 pressur climat chang +622888,presum long look sign climat chang eah round +832165,the concept global warm creat chines order make us manufactur noncompetitiãââ +192832,in caribbean live consequ climat chang say antigua amp barbuda pm https +97549,think take climat chang serious think again +495487,scari unimpeach evid climat chang alreadi via +766048,conserv deni exist global warm via +939033,im watch planet eah feel awe world despond progress climat chang aboãââ +138800,ahead were tweet one stat everi day show british farm help combat climat changeãââ +228761,trump win slight favour india though tight terror global climat chang +574754,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +626985,trump transit team look identifi obama climat chang exp energi depament ahead shakeup +433348,climat chang real man made +192355,global warm real +963107,choic vote suffer climat chang polici obama bad +999981,im climat chang denier trust word world lead scientist studi +617958,oh sure activ dismiss climat chang 8 year big +952959,meat product lead caus climat chang water wast deforest concern ourãââ +959362,america accept weather predict rodent deni climat chang evid scientist +192609,found new way call climat chang denier are embarrass honest journ +66246,meanwhil ive help research look impact climat chang health im sure there connect somehow +358555,habitat loss climat chang deforest end unless want live see +813493,im gon na ignor fact world either end bc climat chang nuclear war focus o +382756,deal fight climat chang late ãåëœâ +199914,jerri brown promis fight trump climat chang +266290,49 trump suppoer care much climat chang +553116,lead climat chang scientist we driver seat +993994,climat chang real how even ask question mother say besid die malnourish children +660130,nc militari base attack climat chang +589516,russia hack denier amp climat chang denier lot common either theyr corrupt refus 2 accept univerãââ +46337,swedish climat minist mock trump who think climat chang invent chinawith allwomen photo +514759,i think mistak need someth address global warm right citi bdb say deat +162622,brilliant scifi thriller imagin massiv flood climat chang could transform eah +644185,everyon believ climat chang progress think sta 100 year ago +739106,germain bryan make submiss climat chang one cofound integr action movãââ +971561,noth stop christian train wreck pa silli atheist theori also includ believ climat chang +659698,minnesota proceed climat chang strategi state offici say +151215,dakota access pipelin would huge blow fight climat chang +416432,advic global warm wear sunscreen realli advic rise sea level im guess upgrad +769917,climat chang consensus basic mean everyon paid find climat chang conclud climat ch +788844,marco rubio cave oil man rex tillerson demand oppos climat chang denier scott pruitt 2022243121 +492700,gop cruel anim amp cant get head cruel children deni climat chang +425952,man world come climat chang ââ +235477,great barrier reef 2050 plan longer achiev due climat chang exp say +527302,data chas chang mind climat chang via cc +958454,trump world leader deni climat chang +602185,sourc mekong yellow yangtz river dri due chang +532355,amp ivanka meet w climat chang advocatescould chang mind happen chines hoax http +421607,putin anti nwoclim changemonsanto amp much pro christian cours globalist go fals accu +479614,european public understand impact climat chang ocean +438859,sure word climat chang utter wonder multi million dollar lift miami sãââ +543088,power person eah climat chang deni temperament psychopath were complet fuck +462257,leonardo dicaprio lead climat march hold climat chang real sign +590371,thinkin bout gon na die ya man doesnt understand climat chang +10969,ask inspir was said global warm +589424,man made climat chang definit natur climat chang happen daili real +464478,trump like mean polit solut global warm need technic one +429596,one place think well legisl disast climat chang feel gut climat reg place +798448,climat chang kill million innoc anim live continu exponenti rate jacob +23909,desicc tinderbox forest drain moistur thank climat chang +376272,photobook solastalgia docufict climat chang venic publish readi preorder +923193,meme is tell us climat chang bull +823747,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +457355,snow be bleach anemon crack ice climat chang look likeãââ +347052,salt lake citi publish plan combat climat chang carbon pollut +66502,know 97 global warm alarmist say 97 scientist agre argument +299715,worri everyon presid trump noth climat chang florida first go +312547,30 terrifi imag climat chang +826591,research also show correl global warm rise number dopey clinton women twitter acc +230066,want help help fight climat chang simpl ãââã go vegan +907342,mashabl stephen hawk messag trump ignor climat chang +185909,white hous climat chang webpag disappear trump inaugur +964603,look climat chang denier vy job trump administr +652858,local fund must un climat fund prioriti effect fight climat chang +673484,think argu man made climat chang held psychiatr ward +659850,snow be bleach anemon crack ice climat chang look likeãââ +325061,dem senat slag trump epa pick sciencedeni oilsoak climat changecaus pollut +91808,wherev hillari goe creat climat chang +123801,us forc g20 drop mention climat chang joint statement +513943,russia understand effect climat chang arctic bad doesnt +860175,lot celebrityoth elit type ultra blowhard re climat chang amp txharvey genuin interest ac +815056,health human face climat chang dean william +486326,nation park delet viral climat chang tweet defi trump social media ban +855450,global warm +240653,come across deal close climat chang debat scientist +757775,trip go contribut climat chang +650557,islam state climat chang seen world greatest threat poll say +610842,protect tax payer fund climat chang end fossil fuel corpor subsidi now +399725,commit lower emiss climat chang action +348551,media seem concern w exxon ceo tillerson russia tie instead compani climat chang denial amp environm +83045,energi dept tell employe stop use phrase climat chang repo +70637,icymi leak may never seen impoant climat chang repo +237678,next condemn polar icecap creat global warm +222133,trump think climat chang hoax racist think women toy matter your from affect +865701,go dark eah hour back later wonder mani light need turn counter mad idea global warm myth +68152,10 tip reduc global warm emiss home read blog +767679,babi cold outsid 2025 her realli cant stay him babi uhhhh r u sure global warm suffoc ea +389088,white hous climat chang +575093,badland nation park delet tweet climat chang +755276,chill global warm luckili exist more zero sum game +125235,nyt accur news stori trump turn denial climat chang nation polici +117833,global warm racial inequ equal pay andandand +850199,entrepreneur new staup kenya help smallscal farmer adapt challeng climat chang +665252,watch right here travel world tackl climat chang httãââ +354103,for us climat chang beyond ideolog dutch learn live water +85482,must resist polici would damag countri air qualiti exacerb global warm +96215,11 citi lead global fight chang surpris you +420392,trump plan drop climat chang environment review here els miss trump today +836749,think go die husband believ climat chang +96112,1 pleas get manner 2 humaninduc climat chang real regardless like idea not +442655,vocal minor wife liber pay powerbrok quit lack action climat chang +493632,mayor urg sign letter trump chang via +250104,tini pest eat new jersey pine march noh chang repo say philadelphia inquir +431638,new york billionair michael bloomberg urg world leader follow pres trump lead climat chang +260943,gore left fail bid 2000 littl money made mucho sinc global warm hoax +28195,ถาขอสองนกไมออก ใหนกถงลโอนารโดดคารปรโอกบ climat chang เอมมาวตสนกบ gender หรอถาดาราไทยกปไปรยากบ immigra +228403,watch right here travel world tackl climat chang httãââ +434759,comment result g20 summit concern trade invest amp climat chang +609858,want see real climat chang look 90 white detroit 1940 versus 7 white detroit 2017 demographi dest +726626,actual individu fight climat chang though right esp itll ad bon +836744,repo discuss take perspect potenti new impact climat chang worri member state +387382,stop global warm dont look good shos +566453,break g7 statement say us not posit join consensus climat chang +43761,possibl think nyt excel climat chang repo hire bret stephen emba +815572,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +127076,like young climat scientist age climat chang +350807,scienc climat chang expos mass murder 59 million babi murder sinc 1973 simpli +37942,envdefensefund thank global warm antarctica begin turn green +367769,4 irrefut truth climat chang +374290,jill pelto watercolor illustr strang beauti climat chang data mnn mother natur networkãââ +181464,pacif island accus usa abandon climat chang appsforpcdaili +806379,allow trump eras truth save epa climat chang page here +61948,combat climat chang measur emiss correct +531906,act entir speci lost global warm say scientist via +658791,paicip messag climat chang +322278,climat chang amp global warm dont exist elect presid even tillerman acknowledg problem +901920,hey antisci arctic 36 degre hotter normal freez still think climat changeãââ +963328,tri explain climat chang 8yo morn also ask grandma would ok s +405596,epa climat chang denier betsi devoswhoa +11922,independ repo week may govern tri buri alarm repo climat chang +74085,17 hous republican sign resolut commit fight climat chang +616402,may want uk help lead world protection islamophobia climat chang denial silenc opposit ht +280716,badland nation park delet tweet climat chang +798339,this is devast trump budget elimin climat chang research amp program amp strip u +133412,social form climat chang parallel shock internet regul time rein tech giant +739578,well done vote green help elect presid believ climat chang love coal want toãââ +480835,watch live ami poehler talk scienc climat chang 330pm est +529150,forc action still need help vulner adapt climat chang ãââ +174969,trump realli want face 21 kid climat chang mashabl +278166,realli fuck climat chang analysi center around human plagu eah whatev +773548,presid believ global warm were doom regardless +737855,pakistan contributor global warm suffer enorm justic sy mansoor ali +410542,exwh photograph post photo obama alaska where climat chang hoax +211669,sequestr help address global climat chang +423622,michael bloomberg mark carney make profit defeat climat chang +708256,two whole month snow happen actual time spring want snow cough global warm +448983,global warm much increas eah volumeif ozon layer contain fluid warmu know vol increas +186031,watch right here travel world tackl climat chang httãââ +169019,get man global warm caus cool +101779,tansat china launch climat chang monitor satellit beij app china thursday launch satel +650180,would great time rest world find way pressur us climat chang human right +926550,fact go 80 degre today tomorrow make sad remind global warm makesãââ +138491,funni much bad shit hillari was actual favor net neutral also climat chang +391450,reindeer shrink climat chang arctic put food ice +934166,no thing climat chang come someon burnt orang +697839,oklahoma hit 100 dead winter climat chang real +720023,climatecentr februari record warmth brought climat chang +971780,give great new honest voic suppo climat chang research go resist +748213,pruitt deni co2 primari contributor climat chang news cigarett healthi moon i +926054,attend confer pres niinistro month ago concern climat chang ask v +308665,lol talk global warm twit +210959,pehlay itni garmi hai upar se tire jala ke aur ziyada global warm ko contribut kaey hain +757381,futur planet must remind climat chang real amp hoax i +519967,thousand scienc teacher get packag mail misinform climat chang +517695,global warm overpopul nuclear war hope protect eah human greed eh reassur +828619,trump cant stop corpor america fight climat chang via +786684,actual nanci dishonesti necessari sell catastroph doomsday climat chang anyampal +654141,trump energi staff cant use word climat chang +26799,china kind explain trump didnãâât invent climat chang hoax +291929,depament energi ban use term climat chang emiss reduct +482170,mate donald charleton say encourg bulok shire ramp action climat chang +853745,cancún declar adopt protect forest best way fight climat chang +300939,truli new world china warn trump abandon climat chang deal via +510814,power new tool reveal climat chang could transform hometown +167713,california conserv farmer tackl climat chang way +265139,climat chang real +155267,yall vote man think global warm creat china that even wors thing stand +228872,cheap fix climat chang pay peopl chop tree +384335,seed vault last forev save speci flood becaus well climat chang +813193,climat chang human yes +38282,co₂ releas warm soil could make climat chang even wors thought +183876,think go die husband believ climat chang +720812,futur planet stake hillari clinton combat climat chang donald trump think iãââ +109534,2 hurrican ten day mother fucker white hous still say climat chang hoax +259492,intend fight intend fight naysay say thing climat chang +246290,trumprussiaorlando massacr noth isisclim chang caus terror prove +763749,goldampgreen food develop meat altern could help mitig climat chang +642286,bird loopi feather deni climat chang togeth +867952,bloomberg optimist sta climat chang summit +8216,everi day scientist face evid climat chang explain cope +320110,aviat fuel burn impact climat chang hoax +21464,shell took good long look climat changeand went back drill +310567,fanacc f unni caus global warm js whi f hot js +615005,trump cut lifesav clean cookstov program mention climat chang via +53859,al gore talk climat chang stump hillari boulder co today +297063,pruitt backtrack climat chang +264190,talk climat chang more grist +443998,bad climat chang care +757742,say climat chang poetic justic +754862,ecotyr weve pass point return co2 climat chang irrevers ok then leav us alon +725854,oh godi rememb trump republican pay refus acknowledg climat chang issu great ãåâæ +890956,peopl deni climat chang c02 issu poison waterãââthey money it make money right now +321055,donald trump slash program link climat chang us nation secur +634254,florida half state go disappear ten year due global warm theyr go guy say chãââ +235754,epa flood phone call epa head deni co2 role climat chang repo +558955,stuck tri explain human caus climat chang 9 piec evid make easi https +65287,piti ãâëœinstructionsãââ climat chang protest trumpãââ epa pick read like stereo instruct +484377,indigen knowledg crucial tackl chang +10455,got hot af real quick cold again damn global warm +286352,hey ca48 anoth aicl show drs climat chang denial wrong pruitt climat chang again +113454,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +461270,problem donald trump stanc global warm +488570,promis repres peopl believ climat chang pleas rethink pick epa ourãââ +887186,uk govern sign pari climat chang agreement sky news +758368,think republican wear hat scarv today sinc global warm exist +814188,mike penc lie much trump know full well climat chang nonpaisan issu +8804,air pollut death expect rise climat chang natureclim news +919559,naw end civil know due climat chang great movi score like cri i +902551,american think global warm real harm other interest studi view risk +836655,hey hit good news judg allow youth lawsuit fed govt climat chang proceed +259266,gon na believ global warm lobbi lie eye +843290,minor detail new presid think climat chang hoax kkk open suppo +89878,climat chang useabus fosil fuel kill 17 million children 5 year +177737,video show turn diy power plant clean air fight global warm amp save us money +709915,bill english say kiwi dont care climat chang that true kid teach west coast https +538854,novemb vega im still wear shos tshi global warm exist right ãåâæ +916160,confirm withdraw pari agreement say climat chang weather +226541,yes vatican tech acceleratorand it focus launch staup tackl climat chang +138347,trump claim climat chang hoax mean environment polici delmarva +189907,hey good thing climat chang bollock right hell break loos tundra thaw +835957,nation climat assess vital combat climat chang disband set us back +2453,myth ceain type person care chang viãââ +288234,friday epa remov climat chang inform websit reflect approach new leadership pe +892628,go slow climat chang must emit less carbon protect natur critic that +347594,s environment agenc chief global warm +235588,if believ scienc act climat chang vote ãââhillari +468709,exp said hillari would win claim climat chang real lol go away moron know noth losãââ +475853,want stop climat chang were go pay via +508767,guy wit last senat inquiri climat chang ocean tonight close tear vi +141974,religion play bigger role evolut skeptic climat chang denial our studi find +505807,googlemountain glacier show strongest respons climat chang uw today +966179,cut tax amp cancel billion global warm payment un use money toãââ +800564,trump abolish climat chang first moment regim +897987,flood special screen climat chang documentari special guest breweri mon 13t +566665,buri gigaton carbon slow climat chang were even close readi +31082,talk global climat chang eat meat like drill hole boat complain about +893407,formal inform find solut climat chang +497793,republican want fight climat chang fossilfuel bulli let washington post +271869,salut leo dicaprio sdh berani bikin dokument tajam ttg global warm kriti mengupa nama besar di balik polemiãââ +952902,global warm economi were trap idiot netherworld +249204,turn light 830 rememb anim agricultur main caus climat chang go vegan +425573,ny prosecutor say exxon climat chang math may sham +857643,donald trump like scientif advis call climat chang scientist glassyey cult +970991,hate dose realiti learn 2 work hard amp stop whine safe space ur global warm hoax grow make ur way +820814,mine know global warm figment liber media +771165,good point candid might end global warm bring us nuclear winter beãââ +522475,hot global warm tri climat chang quiz impact of +134378,former us energi secretari steven chu excori trump white hous climat chang polici +208843,rare move china critic trump plan exit pari agreement climat changeãââ +781292,trump jeopard pentagon effo fight climat chang retir militari leader fear +488788,caoon media cover climat chang way cover hillari email +56755,50 countri dispropoion affect global warm vow use 100 renew energi 2050ãââ +677231,depress anxieti ptsd mental impact climat chang dream mani citydwel long for move to +430403,next presid think climat chang hoax creat chines +492666,ppl understand global warm deforest amp consumpt anim product bigger threat eahãââ +690704,wcw believ climat chang +86820,climat chang affect cost water natur resourc economist explain +729700,good planet seri four cours local action climat chang +910595,rememb everyth trump doe depoat promot global warm congratul dictat whole repub +627411,punchlin want fix climat chang ban phrase week in +544675,appolit white hous offici trump feel much knowledg climat chang discuss +236936,reindeer shrink climat chang arctic put food ice world news via +707145,trump read first day winter see call it told global warm myth +723320,european think impact climat chang sever flood storm alreadi affect them accord t +534852,break discoveri entir climat chang scare base faulti mathemat knew +585851,heat island effect could doubl climat chang cost world citi +789872,let harvey amp sandi katrina etc lesson leader tht climat chang realand dead innoc ppl keep +489844,hand mani thousand scientist agre global warm real +626956,trump climat chang order undermin pari climat deal +520654,warm climat chang belov nation park via +466279,1970 global cool 1990 global warm climat chang theyv +615839,via farmer profit econom polit address climat chang +340614,here illustr guardian aicl neoliber con us fight climat chang individ +578623,govern serious climat chang would stop fund problem ââ +986836,trump pick lead climat chang denier guid noaa alarm agenc scientist +699946,wan na gunshot gunshot gunshot gunshot click cash regist nois talk climat chang +491981,new could oil compani get su inact chang via +302985,yes global warm real here kind question climat scientist actual tri answer +821321,left pressur clinton posit pipelin back amp work slow climat chang ourãââ +872096,global warm exist club penguin shut +83112,make hous smaer help combat climat chang denier +916902,indigen canadian face crisi climat chang eat away island home rise sea level mean lennox +74318,scott pruitt latest climat chang denial spark backlash scientist environmentalist +41781,me enjoy life brain broke nuclear war could sta soon global warm get worst +108426,exxon tillerson alleg use hidden alia email discuss climat chang +540514,idiot think climat chang hoax creat china want get rid environ protect agenc +350015,shame refus accept scienc amp role co2 play climat changeisnt debat http +504130,epa head doesnt believ caus global warm friday took info climat chang scienc f +569630,oh dear said senat today trump think climat chang chines hoax nation senat barri osullivan sãââ +48076,trump make major chang us climat chang narrat +582428,clean car save us climat chang denier world turn clean energi car ind +678581,donald trump posit origin climat chang remain mysteri +933542,epa remov climat chang inform websit friday via +204455,sho intro dupnot big women rightslgbti rightsclim chang open busi sunday +483251,jill stein al gore need step up climat chang fight +101551,everyon pls watch documentari impoantinterest look climat chang +596456,crazi even crazier peopl believ climat chang +98551,trump natl secur advisor think obama secret muslim epa head climat chang denier consid ted cruz asãââ +136985,answer burn climat chang question +378502,us continu attend un climat chang meet even pres trump consid pull us pari agreemen +661017,fix climat chang put citi countri charg benjamin barber +631081,nee enna ramanan sir eh dae naaya unaku enna theriyum climat chang pathi daili firstu nee kuli +397495,govern climat chang repo contradict trump claim nyt +429301,plus investig tillerson climat chang job inveatig +653053,investor woh 28 trillion unit donald trump climat chang denial +873776,you die old age children die climat chang +85162,mereka borjui dengan konsumsi tumpah ruah mobil pribadi dengan ac dingin kamar dingin mungkin tdk trll mrskn efek climat chang +721865,trump think climat chang hoax amp probabl hard ditch pari climat deal +142098,trump could land fatal blow fight climat chang +957871,retweet climat realiti idaho drop climat chang k12 scienc curriculum +885270,cdc cancel major climat chang confer via +63750,think go die husband believ climat chang +258944,us possibl highest contributor climat chang fundsg191 feel strong pinch time +86728,australian farmer plant sma greenhous combat chang +70534,letter editor pipelin climat chang threaten main direct +790364,futur planet stake hillari clinton combat climat chang donald trump think iãââ +643306,hey girl climat chang im go ignor fuck me +298528,global warm hoax still get traction though eh +240070,it realli surpris even minor global warm could worsen super el nino scientist find +445578,everybodi brew ale watch yeast die abl understand basic principl genocid global warm effect +678471,were presid said global warm hoax creat chines +112618,world leader reaffirm commit fight climat chang fox news +838761,yes gender crap climat chang lie aliv well australia +604353,climat chang denial fundament 2 them r regul reesmogg amp co want rid +355764,ecb quantit eas fund multin climat chang corpor europ observatori +829347,wen join call health leader recognis act interconnected climat chang hea +157025,month were launch new seri adult cover climat chang quantum physic +528161,well ceain teach man made climat chang conspiraci theori +439782,3 problem someth climat chang requir principl sustain action +412030,strong feel global warm 100 demon +764877,children vulner climat chang +53914,elector vote next presid racist misogynist climat chang deni ignor piec sãââ +197159,scari climat chang +87861,exp predict climat chang spur move home nation secur affect +626983,synerg process tackl climat chang goe hand hamd implement +852887,presidentelect believ climat chang million peopl go say mr tãââ +130659,address climat chang therel conflict limit resourc must listen scientist fossiãââ +532269,open letter academ trump administr climat chang sign away folk +721124,epa head fals claim carbon emiss arent caus global warm +207930,us alumni pakistan discuss climat chang weekend dr ramay +555759,pruitt offic delug angri caller question scienc global warm https +971279,think go die husband believ climat chang +303159,ya muzzl scientist proven climat chang scam +507693,mysteri greenland ici histori could help us surviv climat chang +465871,fossil fuel industri spend million fill k12 school prooil propaganda breed climat chang deni +934290,china warn trump climat chang obama gave china green light 100s addit coal fire plant +182683,plenti evid climat chang howev evid denial come +825197,donald trump ignor ivanka climat chang al gore answer +436717,lmao wait global warm +866022,caoon media cover climat chang way cover hillari email +113016,climat chang +244750,global warm real club penguin shut +502527,think go die husband believ climat chang +162559,ummm op ed husband canada minist respons climat chang +463464,trump top choic environment protect agenc top climat chang denier +763405,god bring hurrican last check caus climat chang so pick ur respons shut yo mouth +18702,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +238567,race curb climat chang citi outpac govern surfer carri board as +704788,trump new communic chief antisci young eah climat chang denier scum rise top +651389,hot weather get deadlier due climat chang via +744950,new york ag sec state tillerson use pseudonym wayn tracker discuss climat chang ceo exxon +129143,china trump actual no invent climat chang ãââ +384556,educ yourself gtgt how citi stand climat chang via +76106,grow threat say mi5 discuss tangibl threat climat chang auster foreãââ +256890,exp say global warm may make fish toxic +520293,watch leonardo dicaprio excel eyeopen documentari climat chang entitl befor the +889555,adani carmichael mine oppon join indigen climat chang project wangan jagalingou divid overãââ +746129,expect us care global warm penguin penguin crime +427951,david climat chang the world transform video +731007,realli make global warm need mention wors rain year +429288,could abrupt climat chang lead human extinct within 10 year +20860,believ scienc believ climat chang let protect precious resourc includ air breath ampãââ +993045,eah die welleduc elect offici deni climat chang protect corrupt but shoãââ +176478,increas tornado outbreak climat chang respons eurekal scienc news +895762,eah go anywher alaska bogoslof volcano erupt sunday send ash 35000 feet air climat chang +569333,global warm suremayb someon ale al gore other +212305,great glad work climat chang +725658,pollut caus climat chang pollut design sin chang god origin plan eah +728982,possibl ration approach combat global warm +933352,12 direct link climat chang is via +484356,watch right here travel world tackl climat chang httãââ +255786,open tweet secret messag ㅤㅤㅤㅤㅤㅤglobal climat chang real ㅤㅤㅤㅤㅤㅤㅤㅤㅤ +829635,offshor wind clever concret fake meat top climat chang innov +334593,activist hedg fund put climat chang denier board nrg tri boost renew +188684,futur planet stake hillari clinton combat climat chang donald trump think iãââ +815072,rick perri want hold danger total bs debat humancaus global warm +442122,pleas watch chase coral netflix mayb believ global warm +36020,sharehold propos climat chang c great talk point show wall street recogn signific econom 5 +421230,mondo 4 pmi su 5 temono impatti del climat chang sul busi italia rischio sottovalutato +627623,washpost thank global warm antarctica sta turn green +980821,joe im go keep nest password barack your joe well see believ global warm iãââ +781008,do even scienc bro neil degrass tyson use eclips prove climat chang trip scienc +645631,accord popular scienc everyon move mi 2100 due climat changehop done i75 htt +163845,global march scienc protest call action climat chang +949415,epa chief unconvinc co2 link global warm +284280,peopl see climat chang affect livesand that problem +961923,join combat climat chang take action +138561,saw interview global warm real post +935550,buck climat chang accord would hinder fight hivaid +832262,audio even texa peopl worri climat chang +712116,cdc cancel climat chang event al gore host instead +713337,repo trump meet al gore extrem interest climat chang discuss +784039,rise temperatur put million risk climat chang hotspot world 3rdlargest store ice meltiãââ +702165,mayor concern climat chang suv driver leav engin run ride st +738465,mayb jesus isnt come weve neglect warn scientist climat chang 30 year +132050,africa smallhold farmer among affect climat chang via +499967,good discuss crosspay climat chang polici tonight amp deni +367567,putin think russia benefit climat chang communiti adjust +623626,trump admin believ scienc global warm challeng base technolog +825528,great chapter us climat chang polici s anticipatori policymak doubl back chapter impati +375901,pretti much everi live thing planet alreadi felt climat chang +810713,fuck global warm +712277,aist take climat chang giant sculptur venic canal +102007,climat denier welcom climat chang cognit disson lard self interest +187527,peopl dont know climat chang entir humanmad new scientist +378155,check inform imag figur way prevent climat chang +634492,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +675346,fix climat chang refus abandon hope zoe william +901159,monster snowstorm colorado forc postpon climat chang amp global warm ralli +466180,presidentelect believ climat chang million peopl go say mr tãââ +915897,effect individu step tackl climat chang discuss +804521,dutch train common climat chang denier run wind power vi +145454,merkel vow put climat chang centr g20 talk +178673,david hemplemanadam urg climat chang action arctic voyag +617471,meteorologist debunk epa chief climat chang denial +875322,think go die husband believ climat chang +129150,x mark spot real global warm http +622678,lost area sea ice big india climat chang +21744,address climat chang therel conflict limit resourc must listen scientist fossiãââ +704991,america becom countri world leader doesnãâât think global warm realãââ +519115,china may leav us behind climat chang due trump via +380592,climat chang scott pruitt contradict epa websit +268542,taught climat chang entir formal educ insight bold +291316,real climat chang media adjust +338268,go on global warm realli thing +239293,best davo presid xi jinp global climat chang +531330,billionair liber highest positionsa trillion stimulus tariff amnestyglob warm +300066,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +50540,netherland climat chang hypothet drag economi it oppoun +113908,know scientist know rare get room full agre anyth except climat chang +585990,longer heat wave heavier smog go hand hand climat chang dailyr +752092,think climat chang amp neocoloni issu bond develop state us got rud +79291,presidentelect believ climat chang million peopl go say mr tãââ +347916,ugh six week winter global warm +864940,go sta blame bayesian global warm +7787,climat chang denial amprac 4 poor mass superconcentratn wealth amppow 4 rich amppow that terror democraci scum +629207,reindeer shrink climat chang new york post +575917,thank god us alli plan give trump ear climat chang g7 summit +432436,uhm climat chang interest hear pari agreement brought up +597885,feb 14th e4dev invit watch flood wit climat chang firsthand wleonardo dicaprio +173756,global warm due co2 scam climat chang happen unpredict m +867822,vote need understand climat chang realso pleas look +278415,guy say climat chang giant intern conspiraci advoc abc staf serial sexual harass +528119,mayor unit fight climat chang citi citi +118755,cold fact pari agreement global warm amp constitut +356576,futur look like climat chang denier white hous +748080,climat chang chines hoax sad +51429,yay cool see homegrown miami boy deni scienc climat chang ill miss miami sri grandchildren congrat +698409,lo tori conjur magic money tree shower gift homophob antichoic climat chang de +388085,sad well see natur disast call manmad disast act climat chang +307283,optimist revers effect global warm there environmentalist paul hawken +704405,think go die husband believ climat chang +812733,beauti day think climat chang erod fabric civil +717339,seth meyer thought donald trump climat chang via +293579,want place bet call global warm fake tomorrow morn snowstorm +406738,al gore go build wall stop global warm +228132,tanghal mainit gabe malamig ramdam na ramdam kita climat chang +286368,trump world leader deni climat chang give us offici titl dumbest countrãââ +577734,invit everyon plant tree spread awar work stop climat chang +135143,slow global warm still grow new yorker +620854,forget cow fas caus global warm flatul excret liber sil +369683,theyll quit new scammanderinchief permit acknowledg global warm sorri +323400,oh yall still think global warm joke huh +417301,watch right here travel world tackl climat chang httãââ +436059,compani director held legal liabl ignor risk climat chang +721249,economist call 4 trillion carbon tax save human climat chang +773767,effect climat chang may wreak havoc mental health doctor say via +333656,talk climat chang context politicis issu no not talk it +568768,rex tillerson secretari state use fake name wayn tracker discuss climat chang exxon mobil ceo c +43272,mild day fuel climat chang sceptic +938568,mitig climat chang isnt issu say gord beal cpa canada adapt also need nation plan +172948,watch right here travel world tackl climat chang httãââ +983276,feel helpless come climat chang aicl offer small action take help +803312,youth interest climat chang adapt mitig miss +76720,stand say california back climat chang +511620,nation geograph imag climat chang california india via +512613,dumbfuck republican refus believ global warm bc need jacket outsid +984860,bloomberg urg world leader follow trump lead climat chang +95573,presidentelect believ climat chang million peopl go say mr tãââ +850914,trump put climat chang denier head epa antilabor antihealthcar min wage worker labor secrat +482213,agu respond comment epa administr scott pruitt deni co2 role climat chang +269621,petro industri news climat chang compar nation threat +193531,lifelin guid best read climat chang food +595368,donald trump environ boss think human drive climat chang despit +107866,climat chang death sentenc afghanistan highland +469303,boy what mouth do mouth anim agricultur lead caus of climat chang speci extinct amp o +818727,trump tap climat chang skeptic scott pruitt head epa via +635858,g7 leader blame trump failur reach climat chang agreement +965686,stas today marrakesh conf indigen knowledg amp climat chang +299643,columnist by mention climat chang politic it polit +624867,donald trump believ climat chang nigga actual idiot im concern lol +304109,trump hu thousand small town denial climat chang here +88015,real player chang privat sector region coopeion climat chang +26930,economi continu grow believ impact global warm pollutionfor third straight year +764165,global warm dude +830407,oh lovelyepa scott pruitt voic claim carbon dioxid anyth climat chang say goodby planet eah +533945,sander tear epa head say co2 primari contributor climat chang +832256,help climat chang +730474,donald trump energi pick soften stanc climat chang +142120,threat peac stabil global terror climat chang geopolit crise econ +52465,ceo carl jr oppos minimum wage increas get labor secretari climat chang denier get to +970804,97 climat scientist believ global warm know els 97 scientist believ one time geocentr +415836,take long fill s shoe chang +605423,destroy mani good thing hope global warm kill us +472333,brutal global warm colorado continu +248830,senat use okla tornado antigop rant global warm via +47690,1 liber love declar settl scienc climat chang yet come gender ac +816723,impoanc palaeo studi understand climat chang +278217,scientif establish explan this climat chang +204745,videoclip say mine pa climat chang human suffer now might sweep +100347,remind network even newscast yr spent 125 min clinton email 0 min climat changeãââ +17989,watch 750 billion tree top eah could make break climat chang +385330,tonight let fight climat chang 2030 turn light one hour let win +659215,scientist cook book govern climat chang whistl blower say scientist pa obama ss network govern yrs cl +575962,longer heat wave heavier smog go hand hand climat chang +41877,jacinda ardern say climat chang defin issu labour chang present polici ban offshor oi +147107,climat chang brought witchcraft +12509,tonight go undercov first nacho cold war cocktail melt hey global warm amirit +873931,thank share inform climat chang +961460,watch jcccps feel chang campaign video launch pa beliz climat chang communic +991948,four forestri initi take fight climat chang +882799,want know tackl climat chang trump era stas citi amp state step plate +597075,push climat chang +397560,refuge crisi climat chang affect mass migrat +922131,3000 year ago human stop eat cow amp sta worship global warm spike came mcdonald amp +516390,kid alway thought star global warm +36679,nichola stern cost global warm ãâëœis wors iã fear +355749,polar bear struggl surviv climat chang continu accord new us govern repo +111961,thank u dr 4 talk truth narrat chang +333377,sharehold increas concern impact climat chang teck +519677,climat chang direct relat global terror +292196,man made global warm +200571,expect us care global warm penguin penguin crime +532693,could agre more proactiv respons effect climat chang +696374,effo slow climat chang could keep planet habit boost world economi 19 trillion +36398,trump wrong peopl pittsburgh care climat chang via voxdotcom +963871,trump disband feder advisori panel climat chang learn more +760952,blame global warm hot much planet handl +507103,collabor communic cooper achiev climat chang action +243383,evid global warm hoax 1 record temperatur 2 water level steadili rise 3 fuck club penguin shu +51662,trump drop climat chang environment review via mr presid +788143,china may assist pakistan agricultur climat chang affect cpec +193781,join qampa young leader fight climat chang 3pm est https +102407,give clean beauti healthi air old climat chang global warm bullshit tire heãââ +76051,trump administr su climat chang censorship via +41988,angela merkel husband take ivanka melania trump climat chang tour +29210,take env geographi class done one thing allow shitpost effici pol climat chang thread +733080,energi depament climat offic ban use phrase climat chang +985373,trudeau inject climat chang fear peopl tax us divid get that said wãââ +872691,hungri peopl live place prone disast climat chang make wors amp +49560,global warm crap that normal alway sinc could rememb +198799,research show peopl sta see global warm current crisi someth come +601351,78ãâ midnovemb sure glad climat chang thing real +767895,cant eras fact manmad climat chang fact eo polit ploy ground realiti +88166,global warm exist club penguin shut +272120,new gallup 45 american say worri a great deal global warm 37 year ago +761653,think go die husband believ climat chang +439734,global warm real explain club penguin shut down +225986,concept global warm creat chines order make us manufactur noncompetit +271947,al franken shut rick perri climat chang everyth amp more +20794,what harder convinc trump suppoer climat chang real convinc mello gang deadmau5 better +172350,two word trump administr cant say climat chang +93349,trump make money countri noth also climat chang stuff +207577,good point candid might end global warm bring us nuclear winter beãââ +193393,school histori teacher year 2150 and donald googl climat chang hoax must now +919838,climat denier blame global warm natur wrong here data nasa wohãââ +303267,unfathom anyon deni climat chang +215238,need global warm simpli light 16 billion fire +753001,china trump elect jeopard global effo combat climat chang +860932,essenti work one togeth indigen peopl address climat changeãââ +731781,nice lol global warm were finna die +772579,ive fail tell global warm +945782,letter american today 20m american know financi secur climat chang danger +565594,research denmark conclud climat chang threat surviv migratori bird +668399,think go die husband believ climat chang +187894,alaska wildfir link climat chang alaska public radio network +24733,watch right here travel world tackl climat chang httãââ +127237,guy go watch nation geograph l dicaprio doc climat chang flood free excus +57546,think go die husband believ climat chang +813037,50 degre januari 3rd guy still believ climat chang huh +365946,saw bbc thought see it g7 talk trump isol pari climat chang deal +486202,global warm industri wind turbin that +226177,equat blm kkk call global warm bullshit +83339,senat tim kain challeng rex tillerson climat chang view +475772,american worker know climat chang real fix it lay down +733562,climat chang goe uncheck mani area southern europ could becom dese httpsãââ +672377,epa chief carbon dioxid primari contributor climat chang +325473,corbyn say would confront trump climat chang prime minist +960228,lobbi data reveal carmak influenc berlin climat chang news via +338453,much global warm wish +303865,believ equal need comprehens immigr reform prochoic global warm real ââ +984308,hell yeah wan na fuck f ind solut climat chang u ndo damag caus reef c ombat skeptic k suppo the +176390,park season offici sta today met minist environ climat chang today +110266,proof someth terrifi realli happen climat chang +723823,fur sure would seen activist impact energi compani due climat chang +713426,honour deposit pakistan instrument access pari agreement climat chang un today httpsãââ +65837,the taiwan govern apolog whole world make air pollut caus global warm +959568,us outlier divis bitter climat chang 19 leader form unifi front trump +259915,billionair climat chang activist say heãââll spend whatev take fight trump +414319,centrica donat us climat changedeni thinktank +734239,amaz respond segment scienc actual say climat chang hard t +951585,major driver climat chang involv basic physic chemistri deni fundament misplac +991551,effect global warm +538053,think pope need get shit togeth wno moral high blather trump climat chang hey va +159032,global warm hoax +760242,sign eo rememb dcs avg temp higher approv rate global warm real +511303,pari agreement climat chang come forc +205139,thing climat chang idiot call weather weather happen +713411,alexckaufman scootlet jeff session last year said climat chang conspiraci poor peopl g +404299,socal presid want less warn hurrican hes afraid data climat chang +520934,anna coogan trump climat chang breakup song independ +962258,im tryna enjoy 50 deg weather middl winter kno bc global warm amp polar bear +589683,enhanc energi effici amp keep global warm well 2c join +879487,trump admin appar take step purg scientist studi climat chang +595853,still push global warm scaremong mayb ppl build hous area +893537,climat chang battl increas fought amp won cou cous step polli fail h +510701,mulvaney we spend money climat chang anymor view wast money +506168,the main culprit exp say climat chang +935401,1 plan cut insur 24m 2 believ climat chang 3 econom agenda 4 polici dun +172217,excus me dem wors gop block along denial climat chang s +107737,full doc leak draft nasanoaa us climat chang repo +843898,compani director face penalti ignor climat chang politician +75963,justin trudeau kayak famili talk climat chang +792583,global warm toy teen +788850,draft us climat repo scientist describ overwhelm evid manmad climat chang underway now http +171453,idea carbon pollut must price impoant tool human be fight climat chang p +721682,ge ceo jeff immelt seek fill void left chang effo biz journal +504393,impoant sta talk children climat chang affect futur our +457122,remark pace nation world ratifi pari agreement climat chang give us hope mitig +967876,think go die husband believ climat chang +778564,cours need tackl climat chang +384288,trump plan cancel billion payment un climat chang program amp use money fix america water environment infrastãââ +918649,envdefensefund white hous call climat chang research wast actual it requir law https +932202,im readi climat chang dese suck +596826,tell boyfriend say hes got beef anim food product one lead caus climat chang an +533476,untreat water make kid sick research explor possibl climat chang link scienc daili +510491,watch right here travel world tackl climat chang httãââ +542316,uncoupl emiss growth econom expans impoant slow climat chang httpsãââ +994967,involv decis make ensur climat chang transit +19929,think go die husband believ climat chang +600094,epa flood phone call epa head deni co2 role climat chang repo +415619,ucla scientist mark trump inaugur plan protect climat chang data +954438,iãââm creat new think tank climat chang would join post tweet also +68040,hey sinc super nice late global warm perhap bring back weather permit bike sale sat +621500,esok present bi gp aq tntang global warm wish luck +219085,global warm cook us decad ahead state suffer equal +511936,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +24310,u deni climat chang pussi hot +92102,urban heat threaten public health local economi too keep cost climat chang +606534,culpabl idioci abbott climat chang crank via +71316,trump budget envis us govern bare deal climat chang via +680063,peopl protest climat chang light car fire put toxic fume air m +322709,decent work indigen peopl help advanc fight climat chang +489062,worri trump air pollut climat chang 50 year well dementia suffer fight 1 +508651,one thrill weve paner titan syria nicaragua deni climat chang new world ord +727703,peopl worri abt egypt fall economi realis were die bc global warm lol +4932,hope reconsid posit climat chang consid cost possibl wrong woh it +962717,week 1988 mark begin global warm scam s jame hansen impoant rea +261801,that like say global warm thing freez ceain day +235490,state fear michael crichton good global warm +526141,might matter opinion climat chang real love love woman right choos +464597,bought amaz winter coat im gon na need global warm stop fuckin around abil achiev wint +402932,stock market crash california want reced amp newli elect presid believ climat chang isãââ +874966,484 conserv white men think global warm wont happen compar 86 adult +38647,still deni climat chang theyr own fossil fuel industri epa chief pruitt would +874952,climat chang affect food secur farmer do read help guid +45839,belfast telegraph elli gould urg action climat chang ahead eah hour +11704,al gore slither climat chang futur pari accord +415601,trump offici scrap climat chang rule via +62116,mani white evangel trump base deepli skeptic climat chang +857982,cbs news morn isnt hurrican proof climat chang sure like climat chang 1900 ga +270552,75 degre chicago novemb 1stglobal warm aye bussin +916824,trump team demand name peopl work studi climat chang protect women right fight hate group +195763,mayb get press issu climat chang staer +580302,think go die husband believ climat chang +746004,keynot model impact climat chang inform need tim caer finnish env institut +21524,climat chang scott pruitt contradict epa websit +756045,s prais rick perri say seawat probabl caus climat chang +291523,think go die husband believ climat chang +168193,near everi week past 4 year democrat taken issu climat chang senat +951740,person send tweet climat chang call pollut +719914,none corpor broadcast news station cover impact climat chang elect +221414,think china give rip gov state think climat chang china alway what +46653,thoughtlead amp changeag chelsea clinton say climat chang interconnect child marriag +682720,buri chang websit kid +358950,girl reason global warm +287098,wait unskew weather forecast hide climat chang +98062,sec state rex tillerson use alia account climat chang email tenur exxon prosecutor sa +129794,watch 3year journey explor subject climat chang ãââ +881908,enda kenni warn theresa may deal group climat chang deni crook +346851,trump dismantl us effo thwa climat chang defens secretari say huge secur issu +420600,climat chang happen billion year natur blow planet way stop +496637,think go die husband believ climat chang +184565,im liter person famili believ global warm thing time head back civil +806189,good scam anyway anthropogen hypothesi global warm which call c +309088,climat chang denier sta say hey get cold place there climat chang it +377531,global climat chang action ãâëœunstoppableãââ despit trump +767728,potus trump take care climat chang hillari mean take care u devil spawn whãââ +366827,anyway speed global warm help +268773,chevron first oil major warn investor risk climat chang lawsuit +434121,mcm think climat chang hoax +416182,peopl understand climat chang decad centuri million year +768348,jill stein al gore need step up climat chang fight +451039,question leftist claim global warm mean snowflak defrost soon +141243,ok calm global warm put away shos +400389,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +984894,skireso exec go uphil beat climat chang +844684,peopl predict pas manhattan would underwat 2008 due climat chang concern fakeãââ +413599,one top debunk climat chang fearmong twitter need follow him feed is +366303,hey girl climat chang im go ignor fuck me +934357,global warm real shut down +710000,govern face su failur fight climat chang +76567,market realiti climat chang effect +273418,watch leonardo documentari climat chang wyd +169343,no tie oil cant trust him russia block climat chang studi russia steal o +158615,scientif consensus human activ drive global warm grown conclus +568416,it almost major planetari climat chang littl human activ +529243,improv live condit solv climat chang think onto winner presid +951670,snow be bleach anemon crack ice climat chang look likeãââ +163851,appl walma stand climat chang polici despit presid trump via +111020,global warm turn climat chang hahaha +222806,what caus paus global warm idk im scientist low solar activ might slow global warm temporarili +504194,angela merkel way back fight climat chang a real leader +403341,energi secretari rick perri incorrect claim co2 primari caus chang climat feedback +409964,classic splainer climat denier blame global warm natur nasa data beg differ +164886,think dnrs remov languag say human caus climat chang +575926,pull pari deal give fuck climat chang snatch america pussi +50353,latest germani leader say g20 summit talk difficult us posit climat chang regrett +511508,freez outsid hell global warm +824922,climat chang debt equal bad govern care one two +306457,warmblood anim got smaller respons ancient global warm scientist say +791734,instrument record 1978 satellit measur show catastroph global warm comput mod +320087,climat chang lifetim +389556,countri turn green bond way enlist privat investor fight climat chang +7867,spot skunk evolut driven climat chang suggest research +266834,trueim racist xenophob sexist climat chang denier want destroy nhs +297246,trump take aim obama effo curb global warm +972720,alaskan villag lose estim 38000 squar feet year due effect climat chang +832558,liber love credit scienc come climat chang moment talk gender scienc tabl +973815,trump choic lead epa deni climat chang hes work oil amp gas compani make us depend +121239,chinaãââ new grow domin global energi financ mean climat changeãââ +173190,act climat chang actual money is +347349,global warm climat chang amp unusu weather caus human product co2 04 of +801067,scientist drill oman mountain rang studi carbon role climat chang read more +554970,reduc also one way mitig climat chang +942489,still believ climat chang fool +318547,either pa climat chang solut forc generat come deal problem +433231,presid america discuss major issu intern climat chang control +214255,iron oil compani deni climat chang cosi creationist deni dinosaur where fuel come fro +964352,pakistan determin deal impact climat chang pm nawaz +296345,nation geograph ask photograph show impact climat chang here shot +369301,epa chief say carbon isnt primari contributor climat chang scienc say hes wrong +786938,actual bitch frequent world vegan would pretti much resolv global warm world hunger +248151,debat tackl climat chang scienc settl +706539,candid truli dedic fight global warm +243277,heathrow third runway may break govern climat chang law +1848,media must make climat chang vital issu presid trump +988928,mani young peopl fear climat chang povey much fear terror +829412,climat chang skeptic lead trump epa transit ãââ chas prove climat chang real hãââ +876162,scientif debat climat chang it irrespons journal pretend otherwis +983975,launch mena plan address climat chang arab world ââ +920807,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +857409,us elect trump rest world didntso us polici eg climat chang threaten reãââ +642964,2016 hottest year record historybut there climat chang +740115,secret govern document reveal climat chang measur scale down bid secur postbrexit trade +287561,tru climat chang technic term sowe +65414,new interact map show climat chang affect extrem weather event +115578,we cancel billion dollar global warm payment unit nation even know wiãââ +996029,coupl year ago at least appalachian safe climat chang disast today +530221,ignor evid climat chang ignor evid graviti amp jump bldg follow evid +390917,rememb hear climat chang lawsuit file 21 kid oregon move forward trump htãââ +879745,think go die husband believ climat chang +664859,new research predict futur coral reef climat chang explain +29179,watch right here travel world tackl climat chang httãââ +329827,good peotus amp epa appointe fight climat chang 2nd pollut countri rest us ne +76057,googl facebook join citi pledg suppo polici combat climat chang +815249,also throw anim cruelti global warm pothol mumbai bombay gym deni women membersh +516224,come blue time talk climat chang +879490,think go die husband believ climat chang +870513,arctic ocean creat ocean current stop catastroph climat chang +447999,trump channel king canut order agenc amp militari adapt extrem weather amp climat chang +282117,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +551584,retweet alex 2016 trump go appoint climat chang denier head of +896735,look america offici believ climat chang hoax sorri everybodi els +378299,immers instal exit turn climat chang amp refuge a grand challeng +362462,iãââm creat new think tank climat chang would join post tweet also +817340,mps urg may tackl trump climat chang +339234,googledemocrat protest school sent materi question climat chang washington examin +384300,donald trump chosen worst man possibl head climat chang depament +372535,climat chang denial complet dismiss polic brutal pay insist tran prejudic +481501,frequent ask question climat chang disast displac +22762,nice lol global warm were finna die +485119,trump win stoke fear climat chang goal hit renew stock via screw corãââ +960924,watch s climat chang documentari climat chang activist +1286,think go die husband believ climat chang +484608,al gore quest chang think global warm +96406,sinc weather hit heard damn thing global warm +119877,imagin will world media cover climat chang way cover hillari clinton emailsãââ +704187,prove trump suppoer want 2 blame obama 4 everyth least believ climat chang +639303,talk someon skeptic impact climat chang have +226794,global warm denier go explain fact there wildfir greenland +466728,stapl food crop vulner climat chang erupt uncontrol diseasesfood productionbanana first victim +267290,climat alarmist afraid climat chang fossil fuel +197811,scott pruitt reason mind disagre scienc behind global warm cant agre 99 o +192879,english prof ask class climat chang real whisper how real prof yell talk ok +541183,care econom fight climat chang +268167,one impoant feedback devic natur climat chang throughout past it +222652,world food suppli risk climat chang threaten intern trade warn exp +389701,militari say climat chang threat whole world believ climat chang except govern +778178,histor climat pact come forc worldwid pact battl global warm enter forc onãââ +899742,epa head scott pruitt deni carbon dioxid role climat chang +611148,mayb ancient diseas wakeup climat chang denier +412287,davo brace shift us stanc chang +154379,think go die husband believ climat chang +337433,state run sun wind alon face trump california weigh aggress climat chang measur +4992,yeah climat chang hoax right donni +952134,epa interior scrub climat chang websit +614950,2016 hottest year yet scientist declar last year global warm reach record high temperatur and +433589,trump call global warm hoax cite effect fight build wall ireland golf courseãââ +431329,direct impact climat chang +973104,rex tillerson alleg use email alia exxon discuss climat chang +345041,noam chomski climat chang acceler race toward disast +9154,serious hea attack world hunger climat chang combin +159443,conserv troll trump climat chang ad fox news morn joe via +328167,watch earlier join us discuss trump climat chang brexit watch full interview here +410690,21 photo show climat chang fring issu via mic +560172,album might end global warm +475421,believ equal need comprehens immigr reform prochoic global warm real ââ +693871,microentrepreneur uplift household povey combat changeãââ +765176,what bee amp butterfli becom extinct read kathi jetnilkijin move poem climat chang +473084,yet twitter full climat chang denier world remain silent stop this +948517,yep let give global warm move somewher els oh wait +614570,punish jail time amp forcefeed meat tri counteract global warm doesnt believ in sell steak +240361,trump pull us intern climat chang agreem backlash dwarf ha +179722,global warm real come ice climber smash 4 +221023,arctic ice melt could trigger uncontrol climat chang global level +147626,sta name repeat stormsofthecenturi key climat chang denier hurrican donald hurric +82010,lend voic planet home pa make climat chang histori +660216,devast global warm inevit due inact intern communiti say lead economist +954078,trump work unravel obama effo global warm +201149,outwit climat chang plant dimmer +362596,new ad new york time josh haner reflect effect climat chang polar bear +306287,one easiest way help combat climat chang stop eat beef httpsãââ +480623,peopl believ scienc global warm look direct eclips see happen +83287,presidentelect trump examin withdraw histor pari deal seek reduc climat chang sourc tellsãââ +860488,explor eyeopen way climat chang begun affect planet +659668,yournewbook android rule world due climat chang long +443467,im studi past climat chang ocean acidif use tini zooplankton shell +401669,american eat less beef might help fight climat chang +605414,remind ad climat chang action school teacher blew +411340,presidentelect believ climat chang million peopl go say mr tãââ +6215,trump roll back obamaera climat chang polici +34173,fool daili bs trump russia money plan make global warm amp siberian +927611,hijack threaten blow plane malta let hold blame climat chang know sure +417370,epa chief want useless climat chang debat televis need drink +829063,human caus sixth mass extinct caus climat chang agricultur wildlif crime pollutio +955137,climat chang could break 200millionyearold relationship +974180,pull pari agreement mean climat changeand america +513478,provid access prevent healthcar cheaper let peopl get sick mitig climat chang cheaper t +63637,tech cash enough come health climat chang via +3608,man reject settl scienc climat chang lead epa via +143481,trump say nobodi realli know climat chang real it is +279637,shell knew oil giant 1991 film warn climat chang danger +12633,no horrend watch pos govern ran money hungri climat chang denier disast +91354,lake worldwid feel heat climat chang via +456539,say man believ global warm +103459,idc data say global warm real extent one know environ job tough call cant yet +724466,great reaction polar bear good fun climat chang impact arctic sad real +917465,chang drastic colorado frequent snarki phrase year is oh dont worri global warm isnt real +677645,green news eu requir pension fund assess climat chang risk +625671,russia hack trump walk water would say cant swim blame global warm 4 frozen water +368134,center univers becom drive forc climat chang action new energi plan httpsãââ +418287,think go die husband believ climat chang +830297,sign climat chang arctic tree line eahski +850990,pleas studi long term implic climat chang know care conflict amp mig +99241,last year 190 countri sign promis help worst hit climat chang promisesãââ +713539,talk climat chang environment action ethic busi pleasur +776332,nation park defi trump climat chang fact +611692,republican logic renew resourc imaginari like climat chang +378145,kid su govern demand climat chang action +692646,think go die husband believ climat chang +551222,sad well renown scientist devot life scientif research climat chang still argu w +41841,80 petroleum geochemist believ climat chang serious problem still bad analog one le +676647,race curb climat chang citi outpac govern +964118,eah could hit 15 degre global warm nine year scientist say +829668,trump spout misogynist racist xenophob amp climat changedeni view everi step way wish himãââ +416481,michael baron lukewarm paisan global warm +585188,global warm co2 storag check continent stress +119077,presid trump long skeptic climat chang often say real +122135,trudeau dicaprio shush climat chang +541838,environment protect agenc head scott pruitt continu deni climat chang +176060,american even less worri russia climat chang +864487,room silent panick climat chang trumpjoin us dc april 29 group therapi +751214,use freyer model deepen understand climat chang +219125,watch video still believ global warm scam idiot +660479,concern global warm wors thought +490868,cnns bstelter destroy weather channel founder john coleman global warm deserv endless retweet https +826967,peopl believ man made climat chang also 500 like believ nigerian princ email +129768,1 here annoy dynam us polit goe like this a pigeonhol climat chang environment problem b +750892,enjoy new climat chang denier epa administr keep ground hahahahahaha +720402,62 eahquak nz sholi follow 62 quak argentina worri folk im sure climat chang nothãââ +453224,world elit much theyr climat chang +704902,trump climat chang hoax muslim mexican crimin new god matthew mcconaughey alright +796499,sign climat chang arctic tree line eahski +533138,mani fairweath friend abandon me blame climat chang +751954,technolog sole salvat tackl climat chang via +654466,world power line trump climat chang +379806,parent id anyth children scientist here stave climat chang children stay o +584321,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +21580,franciacoa embrac forgotten grape fight climat chang decant via +628187,via epa head cast doubt suppos threat climat chang +604103,get climat chang +324896,trump presid set back fight climat chang share us thought +403714,fight global warm way impoant previous understood +679294,scott pruitt offic delug angri caller question scienc global warm +288757,irma exceed theoret max intens im sure noth 2 w climat chang god punish som +885811,climat chang real +87060,mitig climat chang us research +226855,white hous call climat chang research wast actual requir law +208873,1x potenti case kid may better answer solv climat chang +385795,ppl claim care climat chang chang daili habit contribut less +36354,new studi show futur lyme diseas canada climat chang could fuel increas infect tick +231516,underwat volcano climat chang reason behind melt west antarct ice sheet haaa ha +898881,wire rex tillerson confirm hear inspir confid us role fight climat chang +439774,debat thing matter ok let debat lie climat chang liber lost abil reason +41702,talk climat chang though +697039,agricultur victim solut climat chang +118268,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +230412,climat talk save us global warm us urg +401943,trump appointe climat chang hoax big deal either +317235,china warn trump abandon climat chang deal +190442,guess surpris climat chang denier exist still see mani seatbelt denier roa +324957,shell knew climat chang 1991 video explain +211902,fight climat chang could trigger massiv financi crash +719624,break we think chang repres materi risk nz super fund divest oil gas cos +422031,hes hot head vindict hes pro use nuke think climat chang hoax +941377,meanwhil dinosaur give ãåââabout global warmingdestruct caus human post +125441,iiot help disast recoveri due climat chang thousand possibl climat station data analyt plus pi +242012,see victim global warm +242306,answer peopl deni global warm due human factor 90 scientist adh +342079,think anyon debat climat chang debat extent human respons +656786,sydney mayor clover moor order urgent action climat chang via +665159,must tweet southern africa cri help el niño climat chang savag harvest +449945,presidentelect believ climat chang million peopl go say mr tãââ +879883,oh dear said senat today trump think climat chang chines hoax nation senat barri osullivan sãââ +749307,tinder drought mean actual drought global climat chang +66606,saw sign moder view climat chang epa chief pruitt confirm hear uh no +635824,50 year ago week worri climat chang alreadi begun +810058,outwit climat chang plant dimmer scienc daili +281353,ah yes like spread global warm toast butter +708472,gop lawmak buck pay climat chang via +819973,take respons contribut climat chang stop blame i +867318,us forc g20 drop mention climat chang joint statement +608853,think go die husband believ climat chang +972226,websit referenc sent c02 global warm suppoer read contribut blog thereund +800498,climat chang care believ not venic usa +793922,bill maher penc guy believ global warm evolut believ efficaci gay coãââ +198481,4000 speci snowmen threaten climat chang 2016 alon +252111,join combat climat chang take action +325911,2016 year climat chang came home hottest year record karl mathiesen travel tasmania +485103,anoth ridicul scare tactic 2 billion climat chang refuge 2100 watt that +672238,obama vocal attack happen thought global warm impoant +18275,help studi visualis data qualiti climat chang map +144361,lead scientif organ worldwid issu public statement endors climat chang find +995474,trump administr tell epa cut climat chang page epa websit via +392717,talk global warm noth els like beta thing +308265,french scientistãââ research attribut global warm solar activ +39492,cus ideal includ convuls therapi erad budget climat chang +69444,even climat chang gone practic unment entir campaign still matter anythãââ +12457,nobodi believ in climat chang the emperor new cloth read this +212664,fair climat chang basic human race wipe +816340,simpl believ climat chang woman right choos gun safeti amp wealthi pay fair share tãââ +606236,interview trump epa pick question climat chang said obama epa rule would undon +194914,current epa well ceo major oil companyjust told world carbon dioxid lead caus global warm +216293,even taint histori chang ask trump ditch pari climat deal mar 29 2017 +303599,use unrefin ice sugar dust christma cake scene look like dese bloodi global warm +343159,enjoy weather global warm bless us +206331,can not recycl way climat chang +524269,seem good scenario climat chang depend scienc amp engin find someth new reduc greenhous gas product +434114,publish opinion piec denounc climat chang damag +86292,weather outsid fright thank chang polar voex +987282,read aicl creation extinct biom parkpl explain correl woolley mammoth amp revers climat chang +562537,uninhabit eah chang make hot human +404732,2009 said obama 4 left save world climat chang 2015 said obama climat polici +764897,even 4year trump presid would death knell revers negat effect climat chang way ââ +816811,tourism chang iceland due climat chang +377492,one fifth world coal burn plant usa trump bring back coal republican deni global warm scienc brilliant +46126,uk slash number foreign offic climat chang staff +637184,trump may chang stanc climat chang real +432808,budget climat chang water resourc +314173,think go die husband believ climat chang +515732,were get freak weather anymor were get freak season blizzard climat chang +838114,without mean to steve waldman admit climat chang religion scienc +66701,liber final agre isi bigger threat climat chang +621746,recordbreak warmth extrem unlik without climat chang via h +266646,trump dismantl climat chang regul saddest day human amp anim plant present rate of +560557,well vasic set hunget game trajectori given trump say hell sabotag climat chang agãââ +793372,pope franci urg scientist lead path climat chang +913750,gov jerri brown warn trump california back climat chang +139199,good climat chang +420137,care climat chang mitig ask step busi take address contribut +292903,world way address climat chang innov energi environment technolog includ deploy +651987,top stori uk scale down climat chang illeg wildlif m see https +157858,kerri trump view climat chang might chang take offic +270569,scott pruitt offic delug angri caller question scienc global warm via +362026,freshman democrat kamala harri grill cia director nomine climat chang via +443999,also frame denier viewpoint not believ human least pa caus climat chang +588978,malcolm robe climat chang press confer stas bad end even wors sydney morn heraldãââ +211628,think go die husband believ climat chang +609004,indigen activist xiuhtezcatl mainez su feder govern demand action climat chang +482845,donald bad news us ãâ✠come chang belief hes danger us httãââ +598339,sandersyou help trump win impli clinton cheatingso action climat chang oveak respons +943724,liber annoy fun work fight climat chang w person believ climat chang mãââ +794232,believ climat chang run mate suppo convers therapi lbgt human +272594,scott pruitt offic delug angri caller question scienc global warm +899087,climat chang displac everyth moos microb it affect human food businessesampdiseas rea +429784,new york billionair michael bloomberg urg world leader follow pres trump lead climat chang +760840,mass migrat result climat chang predict becom much greater problem fiona harvey +28149,impoant thing global warm this whether human respons bulk climat chang go left +808742,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +150908,tini endang african penguin need help surviv face climat chang +768682,new zealand belief climat chang human caus increas time +820329,watch right here travel world tackl climat chang httãââ +173226,live join talk movement combat climat chang +259838,congratul win pleas watch climat chang doc back pari agreement +368871,watch right here travel world tackl climat chang httãââ +855825,ppl get heat global warm seem bit iron dont ya think +786513,global warm kill hitler ever did realli see differ +156853,american told world trump stop progress climat chang +789157,gov jerri brown warn trump california back climat chang +5991,crimin trump turnbul cut cloth epa head pruitt deni co2 caus global warm +734105,worri trend relat climat chang +30992,ãâånigga ask inspir told global warmingãâï +467775,expect us care global warm penguin penguin crime +111368,stone cold steve austin key stop climat chang +973179,leav climat chang aint real fuckboy shit 2016 +861404,pope ohodox leader make climat chang appeal heal wound creation +95859,wood stove serious threat health acceler climat chang +640918,top univers stole million taxpay fake global warm research +222268,hurrican irma epic size fuell global warm +715936,cold war good way offset global warm +615609,like global warm +964807,trump say nobodi realli know climat chang real +950784,may abl say 3 month global warm global warm global warm global warm global wãââ +754178,radic islam problem climat chang +897363,great see sign chang agreement california governor +389753,mayb global warm nut given sign enlist us +968374,stove carbon soil crop graze amp rangeland offer ag highest potedti sourc climat chang mitig +610718,updat 3tillerson give nod arctic meet climat chang action +821120,gov jerri brown call countermov trump coloss mistak chang +792286,no im definit worri real global warm +306378,snow be bleach anemon crack ice climat chang look likeãââ +944027,climat chang real yes juri whether r direct impact mother natur +672988,republican lawmak buck pay climat chang +926873,cant equat global warm entir human activ climat cycl gone milli +576218,climat talk save us global warm us urg +614007,presid trump stop act like climat chang hoax take countri back decad gut environment pro +548378,mani headlin like govt take climat chang serious +768017,debat regard climat chang least need sinc 97 agreement +654397,made list thing r danger climat chang would way way down +235861,chelsea clinton blame climat chang caus diabet +391370,watch s newest season see solut climat chang +186071,wide split come chang +824006,citi busi citizen lead win battl climat chang +663965,senat long fight show scienc climat chang mix +823710,ever wonder respond climat chang denier click here +378005,secretari state nomine rex tillerson show true color climat chang buy +730502,brink environment calam one candid put climat chang scare quot need decid +314573,mild disturb headlin dept stratospher shrink record break temp continu due climat chang +385871,tripl global warm sinc year 2000 time satellit show temperatur increaseãââ +434233,follow convers last week climat chang here summar +802739,blog mess practic publish first piec cotton climat chang ensia februari +521973,the challeng conserv combat climat chang connect theyr link presid obama yes t +875614,show aicl climat chang worrier watch cognit disson happen fun serious +307688,climat chang real though +331041,florida suffer sealevel risebut subsid sink land unrel global warm +901681,time amp conserv polici ignor scienc climat chang obvious exampl social poli +465021,protect execut perspect deni climat chang action gender equal women empowermen +247820,go bed think flag burn bigger issu refut scientif evid climat chang neãââ +203128,even eah right treat well oppos global warm +229310,futur planet stake hillari clinton combat climat chang donald trump think iãââ +227668,state depament rewrot climat chang page +970187,silli person are founder weather tv state loud amp clear cnn climat chang hoax shut mouth ewnn +948579,50m children move classroom mani flee war povey amp climat chang +240077,still republican look dead eye say global warm myth +792835,ãåââãåïâ¾ job need work ãëœâãâï 100 clean energi ãååå½ halt climat chang ãååãåïâ¼ war oil obsoletãââ +541891,g7 summit outcom show trump isol climat chang greenpeac reaction https +376905,epa chief deni carbon dioxid main caus global warm and wait well +420718,dahil ba sa climat chang ãåëœâãåëœâš nagtatampo ako sayo di mo pinapansin yung tinag ko sayo sa fb +462840,earlyseason tropic storm flood gulf mexico beach drown shorebird chick climat chang https +88860,let take america back time climat chang denial norm top politician +83832,monster snowstorm colorado forc postpon climat chang amp global warm ralli +739920,new sculptur call attent climat chang centuriesold citi threaten +787253,climat chang us amp g20 prioriti longer align expect g20 hamburg summit +105649,think peopl job china make climat chang know +4602,let look bright side mayb climat chang kill human global fascist govern sta tãââ +765248,deni climat chang like pretend assign due monday aggress netflix +112884,were also pay noth deni climat chang everi then grade moron sammi +732506,bill nye slam cnn put climat chang skeptic panel via +666883,googl appl microsoft amazon statement trump decis roll back obama climat chang regul +539233,green republican confront climat chang denial +715698,long talk chang global problem succeed see problem +694079,true evacu million easi either someth consideresp climat chang +6025,believ climat chang hoax eah flat chemtrail +422546,trump polici climat chang strong oppos american new poll indic +926173,like bring scienc bet deni global warm plea +303801,bric meet highlight climat chang trade terror +179173,houston fear climat chang caus catastroph flood it if when +339152,presidentelect believ climat chang million peopl go say mr tãââ +225522,ppl deni climat chang if scientist id absolut piss everi day life +277373,worri global warm were go build new eah bigger eah best eah ever ââ +413184,damn climat chang +607498,latest climat chang scare stori rise ocean produc 2 billion climat refuge year 2100 alarmi +811297,documentari w leonardo dicaprio climat chang free watch day interest amp impoant httãââ +72944,ass coal futur fossil fuel nonrenewableglob warm real leader this ass +868808,indonesia reef resist chang one conservationist aim find out +668850,senat paterson skil evad deal major point accept realiti climat chang +394292,rahm emanuel post climat chang webpag delet trump administr +222476,previous call hoax trump say there some connect climat chang amp human activit +571858,australia left behind global momentum climat chang +676920,feel like 21 take global warm climat denier +171213,trump like pick top usda scientist never took grad class scienc open skeptic climat chang http +231952,pollut overfish effect climat chang sever damag health ocean +644763,anyon cover climat chang develop econ cours ad new unit syllabus seen syllabi +711281,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +329512,1 day go may stand trump climat chang accord vote planet vote strong leader +351285,innov drive watch climat chang director jame close +780051,trump pick run nasa climat chang skepticorlando news +494771,near 60000 suicid india link global warm +276685,weather channel respons global warm +458846,mention trump famili wrote letter 2009 urg obama act climat chang +5049,nowher run to women farmer battl chang zimbabw +966777,go make joke bizarro climat chang denier guess would be he +610678,anoth 58 inch tomorrow appar climat chang real +821446,omb director mick mulvaney climat chang were spend money anymor consid wast +987377,address climat chang critic imper saudi aramco ceo nasser say kapsarc energi dialogu +766106,cut tax amp cancel billion global warm payment un use money toãââ +169484,robe redford the front line fight climat chang theyr hometown +260149,snow be bleach anemon crack ice climat chang look likeãââ +593061,unfoun climat denier actual scientist explain thorough caus climat chang +734995,60 degre today snow tomorrow yall presid still believ climat chang +209613,global warm prove fals decid climat chang like transvestit transgend +626252,compli doe work us energi depament balk trump request name climat chang +667510,think go die husband believ climat chang +743735,america becom countri world leader doesnãâât think global warm realãââ +805447,5 thing might know mountain amp climat chang gtgt http +323315,top 8 climat chang stori 2017 washington post +568282,alarmist say global warm blame record tick popul there one massiv problem theblaz +637648,wow warm out live save treacher winter drive condit global warm thank +84755,5 tech innov could save us chang +755282,donald trump cite global warm danger fight build wall ireland golf cours via +704830,four thing stop trump make climat chang wors +396421,denial climat chang way rich get project donecheap ampmak money +479893,sienc back climat chang hoax polit correct cant abid that +959482,care peopl lost job altar climat chang big mistak +970686,car2go san diego depaur climat chang setback san diego uniontribun ââ +221268,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +144987,epa head pruitt pari climat chang agreement all hat cattl via android app america first +937007,think go die husband believ climat chang +325308,lse measur societ impact research refer climat chang research relev polici literatur +550486,dear suppos devot preserv natur resourc instead chang climat chang word horribl +583351,want footprint distant world like nasa scientist agre man made climat chang exist +737106,even nasa scientist tri convinc donald trump climat chang real +6394,arctic voyag find global warm impact ice anim great read chang fabl nohwest passag +867691,presid trump clariti climat chang al gore panic guess harder profit greatest scientif con now +786510,invit trump buck hous amp put room charli discuss climat chang +157931,that good one deni climat chang +532896,welcom trump administr climat chang fake wrestl real trevor noah +826598,mr trump may believ climat chang insur compani doe businessman +799476,climat denier blame global warm natur nasa data beg differ +776730,new repo identifi 12 epicent climat chang could stress global secur +880076,think pizzag hysteria climat chang hysteria irrat +278774,imagin govern leader amp also stupid enough flat deni global warm +144722,chicago mayor emanuel post epa delet climat chang page via +821217,repo climat chang affect water cycl germani +457259,watch right here travel world tackl climat chang httãââ +39408,steve bannon mean bye bye climat chang scheme were spend 22000000000 year research +464147,climat chang eah real hoax french pres holland concern trump fact us agreement +693720,sculptur issac cordal titl politician discuss global warm +401381,angela merkel former research scientist trump think global warm chines conspiraci theori +382649,centrica donat us climat changedeni thinktank +327761,think global warm hoax +999519,subsid switch clean energi much subsid big oil could easili slow halt climat chang whi +109855,trump pull pari accord wont derail fight global warm +139161,independ putin echo trump say human noth climat chang +573474,dem prefer soy bc beef consumpt caus climat chang so disadvantag here +276329,brownle think tech fix climat chang also remov environment perform requir ch +191012,meat product lead caus climat chang water wast deforest concern ourãââ +338409,unit state trump consult withdraw us pari climat chang deal +598434,70 per cent japan biggest coral reef dead due global warm independ +318459,whether govern leader acknowledg climat chang scientist research doctor connect dot +285434,global warm hoax distract us fact lil wayn wore sock jacuzzi +296356,nice scienc chang one infograph +162435,instead spend billion trump claim global warm prepar epic cme r emp could real +476311,think think climat chang natur disast +603693,one view climat chang imper address belong offic +909464,global climat chang mass extinct got feelin type way morn +183481,mayb nyt repoer spend time pressur manag reject climat chang denial amp less time insult +749966,new ruleif believ global warm cant use modern medicin get pick choos which +642063,talk climat chang +191936,hoodi season final cant tell global warm real bro +516300,want get polit consid trump action re climat chang render planeãââ +201656,cooperstown ny becam flash point nation debat climat chang +689131,scienc eclips happen them wow right scienc now global warm vaccin +210664,im gon na put there believ climat chang racism exist unfollow life +715905,polar bear global warm +546018,februari warmth brought climat chang via +316131,arguabl greatest threat nationeah danger soemon deni climat chang no +780104,good thing global warm sea claim la nyc chicago superior longer be +941293,innov could preserv cultur climat chang uproot communiti christian scienc monitor +966698,mayb climat chang caus liber stupid +331959,ope publish today fight climat chang oil depend california need tool +675148,africa feel heat turn challeng climat chang oppoun +495010,confus bewild climat chang exist know ever day wake up good luck tomorrow morn +785573,anti gmo anti vaxx climat chang denier character +992003,listen back interview discuss useu relat climat chang brexit donald jrrussia htt +292482,global warm real club penguin shut +316399,co founder weather channel even call global warm fraud +207963,bill gate jeff bezo jack ma investor launch cleanenergi fund fight climat chang +915900,presidentelect believ climat chang million peopl go say mr tãââ +656892,wow isi climat chang nation secur prioriti good thing presid +295105,store nut winter realiz winter climat chang +36492,guy throw snow ball senat floor evid rebuk climat chang nice elit there +597849,yet interest climat chang scienc explor mental health equal ri +473441,trump new execut order cut obama climat chang polici +576935,energi depament deni trump request list climat chang worker +840716,studi find global warm could steal postcardperfect day +777967,obama climat chang to simpli deni problem betray futur generat betray essenti +974517,sure whole point christ sacrific save us global warm misunderstand laudato si +832211,donald trump isnampt scrap climat chang law help work man heamp +423131,world leader dupe manipul global warm data via +836914,us ag dept staff coach say climat chang altern amp email said https +82167,i think race someth akin climat chang forc dont believ kill us yes +969815,believ climat chang evidenc ice age disagre caus +804703,india emerg frontrunn fight climat chang world bank pti +457817,beef ban mitig climat changeus research +685085,see discuss around climat chang excel illustr point +646257,australia defend role fossil fuel corp sourc solut global warm +624130,sicken world leader think climat chang impoant elimin isi +582559,believ global warm point idiot +423169,solv climat chang huh still go play bs storybuy suv comfoabl +657337,need fix climat chang freeenterpris innov jobkil carbon tax +88960,renew slowli becom mainstream climat chang activ better econom +269970,must read rebutt global warm cabal +105374,8 minut read chang attitud climat chang stay posit think big pictur work togeth +482268,meet origin thinker break ground medicin a drone design fight climat chang more https +782859,your hot must caus global warm +592629,governor jerri brown vow california battl trump white hous climat chang +336497,doc thompson bust liber favorit climat chang myth +57312,oh damn chris wallac shade fox news viewer believ climat chang +402798,often hear 97 scienc paper suppo anthropogen global warm team analyz 3 +324231,solut climat chang problemtreat symptom worri less caus +58998,today climat chang leader launch mission 2020 includ film watch live 4pm gmt +922240,cnns brian stelter destroy weather channel founder john coleman global warm hoax +724277,one candid gon na keep effo better environ go say global warm exist choos wise lol +122922,put togeth and well plus side may runaway climat chang destroy human all +592514,arnold jerri brown come togeth oppos trump climat chang effo +77165,without action climat chang human eventu go around say anyth +468630,realiti climat chang south asia +621373,japan pledg suppo vietnam climat chang respons +398635,america becom countri world leader doesnãâât think global warm realãââ +559697,big push tame climat chang +214414,climat chang heat up arctic resid struggl keep +619976,antarct ice bare chang due climat chang last 100 year new analysi show http +455298,climat chang point puddl tell kid frosti snowman +660578,al gore creator internet global warm +643036,ever wonder malcolm robe procoal climat chang sceptic reason +913457,trump think climat chang made chines know scienc is hes not +287368,address global warm immedi +813930,opinion not like movi want teagtcoffe think rampb better pop opinion climat chang anim +307025,left right agre fox news destroy epa chief scott pruitt climat chang +551415,scienc teacher ought teach scienc climat chang dogma push environment activist +689333,liber tear done rais sea level day climat chang could 10 year +611269,17 american share trump skeptic evid global warm https +935392,googlehundr million british aid wast oversea climat chang project +897868,climat chang lgbtq issu civil right whitehous site establish section regard protectin +236645,polar bear global warm +77481,act climat chang africa oppoun +618553,energi depament climat offic ban use phrase climat chang +633595,never ceas amaz green voter 2000 caus death kyoto accord climat chang amp 2016 k +655062,watch flood urgent call arm climat chang +699074,longer heat wave heavier smog go hand hand climat chang +195308,peopl lie climat chang +595210,mani peopl displac climat chang futur +945743,crazi smashmouth progress stanc climat chang us govern +191854,scientist accident found new method conv carbon dioxid ethanol could help fight climat chang +987819,new orlean mayor us climat chang polici can not wait trump +397016,oi realli believ climat chang chines plot +308507,giant virus anthrax yet anoth dimens link infecti diseas climat chang +43551,scandinavia sami struggl suicid worsen climat chang via +240695,stop look gorgeous anim global warm countri sinc 1900 +286168,i believ climat chang +915509,adapt climat chang major challeng forest find here +869683,blind liber cant see climat chang use excus impos global totalitarian govern clim +295238,cute believ climat chang real guess what it +273952,mani die due climat chang sped use fossil fuel no major scientist cant wrong +584394,well mean fastest melt place eah yeah well that peopl believ global warm think +195900,6 question 2 min 1 litr ben amp jerri amp 100 tub hall go climat chang quiz win https +715663,g7 summit conclud g6 chang indian economist more +851063,six irrefut piec evid prove climat chang real +393719,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +285491,californian like state direct healthcar climat chang amp human right well stay cours +474768,read entir posit statement climat chang +988237,trump mitig climat chang hes actual ban prepar climat chang +422929,main reason jesus walk water return surviv climat chang disast +531642,final us presidenti clash fail climat chang new scientist +245695,rare move china critic trump plan exit climat chang pact via +879694,if believ scienc act climat chang vote ãââhillari +420847,current australian govern think climat chang +442565,previous call hoax trump say there some connect climat chang amp human activi +232430,still call africanamerican scientist us work climat chang timesensit media oppoun +398214,dute chang mind sign climat chang pact +394365,peopl believ global warm dumb +426338,react trump execut order climat chang +330020,thank acknowled man role climat chang vow protect puriti environ +785007,gov brown travel globe talk climat chang via +972338,million minut world plastic bottl bing as danger climat chang +942593,enter fray toyboy push global warm im sure american laugh rub +961346,time talk climat chang differ +764846,climat chang confess vote 451 +669522,yall believ real climat chang +319959,97 scientist said that base model bridg unsaf cross mani climat chang denier w +181107,snow be bleach anemon crack ice climat chang look likeãââ +408404,time talk climat chang burn fossil fuel when time debbi rais question +523048,oh recal pass place fl wait climat chang take care it ugh +101999,person believ climat chang gon na believ view matter wht talk +172983,the concept global warm creat chines order make us manufactur noncompetitiãââ +671524,like cathol church abus crimin shell knew oil giant 1991 film warn climat chang danger +849739,steve bannon mean bye bye climat chang scheme were spend 22000000000 year research +346827,sorri say this climat chang real happen right now goodnight x +476615,respect obama climat chang polici last christma offic santa claus drive non flatul +895125,time act truml act fast hard climat chang +92275,group peopl believ creation climat chang question acumen id suggest fu +784034,america becom countri world leader doesnãâât think global warm realãââ +463466,blow mind near 50 american voter vote moron think climat chang lie fabricatedãââ +541545,record ancient atmospher carbon level tell us climat chang impact come +229217,trump whitehous websit strip mention climat chang amp lgbt right agenda amp wipe civil right hi +486638,defens secretari matti ass chang real threat american interest abroad +318073,like warm today global warm hoax and +238027,1 global challeng includ climat chang amp fascism 2 special relationship sycophant 3 dontãââ +123946,idiot think climat chang hoax +926635,tell us togeth 7 student set halt climat chang world +957341,second rogu nation park still talk climat chang three pattern guy +331416,eeri novemb periwinkl bloom toronto sign climat chang +912415,know could climat chang +737710,global warm real caus human +123939,pictur climat chang quit bleak claim say viaãââ +197071,realli anger climat chang thought innoc anim perish due human ignora +355991,hillari news g20 spous taken german climat chang museum ivanka said amus +939791,mustread cant understand putin hack elect wo understand econom realiti climat chang htt +35780,think go die husband believ climat chang +238540,trump epa warn us wear sunscreen noth global warm +578043,scott pruitt head epa said carbon dioxid primari contributor global warm +559830,bee head toward extinct number factor includ climat chang pesticid poor beekeep practic +663080,funni believ bullshit scienc climat chang scienc fetus actual live human 12 +637989,well congrat hope global warm wont suck bring snow kill +609853,eh real issu like climat chang economi look like much good +688250,poll want aggress action climat chang +573526,make global warm happen +122197,trump still gotten memo lost pittsburgh mayor commit tackl climat chang pittsbur +698843,canada readi catastroph effect climat chang repo warn +978695,climat changeenviron focal point paer meet good case studi https +276003,reach greenland scientist see effect climat chang firsthand +180966,android rule world due climat chang long +640355,climat exp write huge critic open letter bret stephen column climat chang +528396,join combat climat chang take action +838575,think go die husband believ climat chang +224086,say review australia climat chang polici submiss close 500pm 5 may 2017 +25107,idiot think global warm take thousand year make money ok human interfer rap +941017,schwarzenegg macron troll trump climat chang +83294,februari window open fan high what climat chang real +488157,best pa s marathon extend detail rant climat chang corrupt +280143,global warm year thing revers vancouv way snow us +234739,epa flood phone call epa head deni co2 role climat chang repo +580721,diet chang must pa success climat chang mitig polici less meat less heat amp reduc health +907765,holist manag pastur sequest carbon soil produc meat solut global warm vegan +556068,watch right here travel world tackl climat chang httãââ +212700,doctor unit say climat chang make us sick +353721,whatll store climat chang address +675982,presidentelect believ climat chang million peopl go say mr tãââ +339284,gop world govern pay reject scientif fact humancaus global warm +191301,19thcenturi whale logbook could help scientist understand climat chang +168885,think intellectu dishonest ass human activ effect climat chang +732303,thank pledg 1 per diner eah day fight climat chang +793043,queen frack combat climat chang one thing campaign hrc berni anoth lie hãââ +699639,liber tear may soon beat climat chang lead caus rise sea level theãââ +312517,mayb sta gold leaf trash heard gold could revers global warm +352208,though face fascism climat chang execut branch full hack debt still biggest fake +266989,envdefensefund pres trump think best avail data climat chang 2003 +901063,lead amateur scientist world know manmad climat chang myth creat china that +675882,god credibl climat chang +320560,rare move china critic trump plan exit climat chang pact via +245351,research studi impact climat chang deforest namibia +522325,bill introd state say public school teach oppos pov abt global warm evolut +703585,well splain histori prof beard get antivax climat chang denier research method taught school +641049,three debat one postelect interview zero question climat chang z e r +45110,radic energi shift need meet 15c global warm target iea via +414797,governor brown say california climat chang fight stop trump +269667,thought climat chang save children it +242813,dont let children face climat chang disast +367599,filipino activist hold urg drop coal act climat chang +654104,futur planet stake hillari clinton combat climat chang donald trump think iãââ +894232,deal fight climat chang late ãåëœâ +287449,97 scientif commiti state global warm bec got grant money 2 agre p +573969,also want massiv tax cut end fda epa giuliani ag action climat chang +573083,surpris link climat chang mental health +543358,hundr million british aid wast oversea climat chang project +672556,1 week ct spring still 1 pack hard snow anoth global warm sign +761778,like lesbian caus hurrican harvey climat chang say rightw comment +790474,tyler creator gay krabbi patti made crab meat fruit loop flavor global warm still re +576012,may critic speci impact chang +391509,trump say nobodi realli know climat chang real washington post +766952,keep mind come week mani mani conserv say adapt climat chang cheaper prevent +37858,futur climat chang affect plant soil differ studi show +703952,one hand fuck climat chang outta control havee take action asap hand thank fuck c +840146,global warm +317102,children win right sue us govern climat chang inact +663313,here climat chang podcast know look +350256,uk must take intern lead climat chang elect sceptic us presid say labour shadow ministerãââ +302864,even trump power amend amp chang law physic stop impact climat changeãâï +950748,race curb climat chang citi outpac govern channel newsasia +559829,chang affect drink +316929,scifi author explain solv global warm ãå¾â ââ +885671,proimmigr suppo zone like say concern climat chang drive die +926884,new threat povey erad climat chang conflict food insecur need help globe +151033,next 10 year critic achiev climat chang goal +956089,warmer arctic thunder bay ont sorri tell global warm thing +578319,woohoo naomi klein call ipa climat chang denial +502372,fight climat chang ridicul climat chang figur surviv fuck sake +55085,like video penn teller global warm +844569,rein climat chang stas healthi soil via +657020,global warm kill club penguin +327419,here climat chang could flood citi and state world warm +774068,climat chang real contributor man +215327,polar voex shift due climat chang extend winter studi find +53274,arctic ice melt could trigger uncontrol climat chang global level +165384,energi depament climat offic ban use phrase climat chang +216655,trump believ global warm tower hotel amp casino water lol +895964,man donald trump chose protect environ think climat chang real httpsãââ +658815,sign execut order undo much barack obama record climat chang +392139,futur planet stake hillari clinton combat climat chang donald trump think iãââ +303725,continu deni scienc debat anyth climat chang impact clear growi +95260,im creat think tank independ thinker solv climat chang would post also +29266,altern twitter account defi trump climat chang gag order could prosecut exp say +941438,there enough climat chang money pay trump program let un amp china chump solv climat chanãââ +786762,parent id anyth children scientist here stave climat chang children stay oãââ +687815,trump administr disband feder advisori committe climat chang via +58178,thank global warm antarctica begin turn green +892211,actual depict eah climat chang +38872,presidentelect believ climat chang million peopl go say mr tãââ +6715,eleven year later wrong chris wallac confront former vp al gore global warm claim +115420,believ climat chang +564035,could us said deforest lead global warm +655450,proof human caus climat chang +536531,al gore extrem interest convers trump global warm +558684,know climat chang natur process natur thing get resourc bec +521553,trump speech hear one word climat chang singl biggest threat face planet +702061,valu among thing china eu fight global climat chang +270836,elimin healthcar defund pp ignor climat chang dapl drop whole prolif facad +579324,namjoon call jin big brother jin threw two fli kiss global warm +186889,told prim board am most us wouldnt bet climat chang retirem +813889,montreal gazett flood probabl link climat chang exp scientist have +864478,albea revers cours climat chang match donald trump backward march +879657,bravo pope franci give treatis environ amp global warm +748146,concept global warm creat chines order make us manufactur noncompetit +273325,trump repeat call question scienc behind climat chang even call veri expens hoax +52520,much care opinion global warm im sure +620251,releas photograph seri call imag chang despit presid trump deni climat chang http +967986,chines understand what stake here rare move china critic trump plan exit climat chang pact +255772,govern scientist leak climat chang repo fear trump suppress it repo +124459,think go die husband believ climat chang +778658,scienc enabl mentor women peopl color teach individu fight climat changeãââ +730026,white peopl gon na surviv climat chang bro +524315,elect guy said climat chang hoax nation enquir real that point got million +808795,think go die husband believ climat chang +410560,holi wow rememb kid su obama amp big oil climat chang won read this +736913,choos corpor communiti women front line climat chang +585868,stephen hawk messag trump ignor climat chang via +860621,went look pictur eah cheer rememb presid elect climat chang denier gotãââ +911013,love get dump much global warm +350251,trump sign execut order revers obama measur tackl climat chang +583294,fyi global warm reason sever storm vote man believ it pr +237397,trump could land fatal blow fight climat chang +810871,presid might accept climat chang secretari defens sure doe +302920,develop nation world led climat chang denier +826197,pars definit lie million loos health care global warm becom lie +552138,turn light hour march 25 830 pm show suppo climat chang pleas retweet +948170,world lead citi tackl climat chang brows new case studi librari find out +734002,a big box crazi trump aid struggl climat chang question +381149,1 6 speci risk extinct climat chang it time awesom design by +87066,call women take bigger role fight climat chang confer nyc +393025,bad misinform lawmak think warm bodi may caus climat chang +242100,harvard solar forum recal q move unintend global warm climat design +73720,rifiutando è contro che prima era global warm che prima era raffreddamentoclimatico ht +248576,un 20 million peopl four countri face sever famin combin conflict amp climat chang +757481,great green con global warm forecast cost billion wrong along +949825,global warm real human caus alreadi put live danger +122392,fact peopl actual vote man believ climat chang make wonder peopl get fuck stupiderãåëœâš +454520,wast hot air probabl contribut 2 global warm +246599,mark levin say trump betray conserv climat chang amp amnesti dreamer let wait jan 20 befor +587755,opinion hunger horn africa caus climat chang via +696011,despit trump and mani denialist 2016 year made climat chang undeni +702158,think co2 drive climat chang let send copi global warm dummi +577157,ges jeffrey immelt say climat chang real member trump biz council also trump ear +779146,leo di caprio talk climat chang obama via +361064,global warm help drive record elect turnout +568478,barack obama food climat chang we still act wont late +293138,white hous trump care climat chang +886852,seen must reduc meat amp dairi consumpt stop climat chang read +641390,american ate 19 less beef 20052014 victori fight agnst chang good news htt +309204,gov jerri brown warn trump california back climat chang +861978,swedish deputi prime minist sign climat chang legisl surround allfemal team http +65678,back global warm use snow winter chicago not midmarch parent made snow +37161,rememb golf cours scotland deni climat chang +44459,pleas confirm democrat theori climat chang blame matt +212306,think go die husband believ climat chang +15931,worri climat chang threaten sea tule may misdirect +839468,netherland climat chang hypothet drag economi it oppoun +206409,six irrefut piec evid prove climat chang real +80465,webcast manag bcs forest sector mitig climat chang live now +902010,think go die husband believ climat chang +184219,35 second 100 countri lot global warm +45607,climat chang skeptic run epa realiti +337771,presidentelect believ climat chang million peopl go say mr tãââ +89645,14 inch snow ass global warm fuck right up stay woke +414134,david keith surpris idea solv climat chang +357355,wors even climat chang explain +783782,gov jerri brown warn trump california back climat chang +537334,trump tweet wrong ivanka get ear climat chang +818133,read hs classmat post fb climat chang scam amp sudden 1230 amp im awar peopl stupid sleep +314957,well surpris surpris govt scale climat chang measur bid secur post trade +793240,britain princ charl coauthor book climat chang +903549,say still think climat chang bunk +505388,watch right here travel world tackl climat chang httãââ +903516,100 year mother eah get rid us anyon dosent believ global warm keep r +830608,stun timelaps photo may convinc climat chang +708649,good interview peopl so damn sure comput modelbas anthropogen climat chang rel +699265,watch bill nye blow gasket real scientist school fact climat chang lmao +199279,princ charl written ladybird book climat chang hes celebr use platform +423050,human activ agricultur amp deforest contribut 2 prolifer greenhous gase caus climat chang ââ +84479,stop talk climat chang africa need financ talk adapt climat chang watch interview https +692437,nye idea jail peopl excus believ global warm +511157,global warm real club penguin shut +134111,that respons climat chang univers big small +457774,lake worldwid feel heat climat chang scienc news lake worldwid are +444789,seek end povey reduc inequ amp tackl climat chang one left behind +28139,funniest thing world liber believ climat changeand smoke anyth +532892,climat chang could harm health +896668,im gon na ignor fact world either end bc climat chang nuclear war focus o +807831,youth day save global warm +566437,al gore an inconveni truth sequel open sundanc sequel al gore oscarwin climat chang doc +122276,parent id anyth children scientist here stave climat chang children stay oãââ +330625,type food choos help slow climat chang +459982,six climat chang polici expect target trump execut order +37020,ignor fact gag censor everi govern organ talk climat chang h +248792,leader exxon rex tillerson use alia wayn tracker send email climat chang risk +67871,yepdefinit global warm here +818267,meanwhil use climat chang get permiss ireland build wall around propey along public river +899530,climat chang denialist head epa +598012,donald trump call climat chang hoax chines offici say anyth but +105391,lol everyon think global warm uss top prioriti +734981,use snow time time snow anymor blame global warm +194458,im creat think tank independ thinker solv climat chang would post also +525857,watch right here travel world tackl climat chang httãââ +299185,news healthi ecosystem mean resili faster recoveri climat chang excerpt +303968,administr open hostil climat chang appal matter what california readi tackl c +623420,take cab climat chang summit want forc other ride bike walk +491902,polar bear global warm +405671,elect donald trump go disast fight climat chang +283285,trump team memo climat chang alarm energi depament staff +314315,weather cold long global warm hoaxster forc chang name climat cãââ +342649,like believ global warm oppos war make world peac place +811594,noh korea believ climat chang countri world polit pay deni clim +877953,uncoupl emiss growth econom expans impoant slow climat chang httpsãââ +250020,franc un tell trump action climat chang unstopp +482420,africa take centr stage marrakesh urg speedi climat chang action +811970,current read whi need act climat chang now +410045,it simpl sourc emiss caus climat chang also produc pollut engag health ht +768287,99 scientist say climat chang real us media present other side fossil fuel compani side sad +10140,mayor amp governor alreadi see effect climat chang citiesst act now with +381026,shri spoke dire need address climat chang 8th world renew energi technol +824589,opinion lifestyl one solut climat chang ãëœâº +566239,see aicl turnbul lost decad climat chang rememb charlatan led us path +168376,lol fli rocket ship space meet scientist climat chang with +925405,muna tayo fight climat chang oh dba nakatulong pa tayo +175224,fur waddl penguin coloni risk climat chang +761939,anim agricultur biggest caus climat chang if real recycl can carpooli +701364,us climat chang campaign die snorkel great barrier +634818,hello white middl class conserv climat chang real thank you +691110,trump team davo want trade war w china better deal prestrump keep promis illeg climat chang obama care +386807,interior depament agenc remov climat chang languag news releas +885006,100 briton hope princ charl destroy donald trump climat chang visit june +486755,human dont 10 year left thank climat chang scientist final good news +335914,spring weather arriv 3 week earlier usual place new research pin climat chang +961423,climat chang racket lost forc +48070,want stop climat chang see univers +86376,ask inspir was told em global warm +857017,could absolut solut problem end hunger climat chang wrong hand wed make mistak +70184,educ climat chang do yourself famili futur famili eveãââ +808139,ministri truth doublespeak us feder depament censor use term climat chang +348386,sure know nametag see mention hbs climat chang +924242,state environ repo warn impact climat chang increas pervas +686843,tri lectur america climat chang +49160,polar voex shift due climat chang extend winter studi find marco say climat chanãââ +302490,global warm say founder weather channel ht +183669,fulli expect hail king queen new climat chang era never receiv +945556,big global warm climat chang con whatev theyr call natur the +664348,new studi blew hole one strongest argument global warm +556462,track climat chang mushroom diet +643411,vital link fight global warm whale keep carbon atmospher +428375,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +855864,address climat chang therel conflict limit resourc must listen scientist fossiãââ +566490,penc believ climat chang evolut ppl born gay cant believ saw hamiltãââ +830535,california sign deal china combat climat chang +382,survey quaer trump voter believ humancaus climat chang +373785,extrem concern planet eah someon offic believ climat chang real +734921,think go die husband believ climat chang +171713,yall still think global warm hoax +556800,great ope la time conserv concern chang +88973,concept global warm creat chines order make us manufactur noncompetit +658337,global warm hurrican texa never much damag +4709,trumpãââ elect mark end serious hope limit climat chang 2 degre +877084,russia investig climat chang immun major stori trump week +445620,5 way citi stand climat chang via +270537,hoax pseudo climat chang use cover non convent geoengin war destruct +703375,make sure someon tell trump thing global warm +46873,reason want move brother argu 30 minut global warm real +899754,insight deal global warm need mani thing absolut necessari explor space 13 +795861,al gore refus give direct answer confront bogus 2006 claim climat chang +812551,white suppo climat chang type protest would still job cuz wo +535591,guarante putin fear us take lead climat chang would end countri tini +80055,global warm warm that global +570775,nyt god confirm trump antichrist blame 911 aid global warm amp air suppli +607294,despair option come climat chang weve heard lot warm ocean the +346257,peopl deni global warm exist that like say eah flat sound flat dumb +834872,vital discuss lonestar caledonia team embrac climat chang fragil planet +214043,climat chang hoax noaa lie data drain wallet even charg +613413,also think climat chang isnt real think stop frisk good thing +1960,know nobodi care climat chang brave new world red line year sea ice lookãââ +591346,balzer resili ecosystems4 adapt climat chang also line resolut made made +716050,extend famili member post facebook peopl need wake climat chang real way extend fuher +449744,new usbritish research confirm repo paus global warm 1998 2014 fals +746121,china see diplomat benefit hang tough climat chang +576177,effect global warm +742262,forecast weekend here quick remind snowstorm disprov global warm +603256,much cost mitig climat chang estim suggest lt1 global gdp per year 2030 new blog +995594,china climat chang savior fast +491003,allergi season suppos especi bad year climat chang got tree of +258024,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +132811,boston bear climat chang burden +739061,save us worst effect climat chang amp solv econom challeng htt +515952,modern agricultur cultiv climat chang must nuur biodivers +622935,happen us withdraw pari climat chang agreement +448716,trump pout glare finland presid discuss effect climat chang finland +357570,think peopl still confid deni global warm issu +459647,presid donald trump polici climat chang strong oppos american poll indic +694067,break california lawmak pass extens landmark climat chang law gov jerri brown hold global model +342342,sunshin sunshin global warm youll kill us +458106,meet five communiti alreadi lose fight global warm +943571,join combat climat chang take action +592617,blame climat chang major caus cyclon debbi +847809,need go golf trump casual tell stori climat chang valu educ +676499,understand altern reason deni climat chang could help bridg divid +393921,u ditz clinton amp help trump win revers climat chang polici kiss butt goodby natur knock amp blame you +307201,recent pattern cloud cover may mask global warm +814178,reject overwhelm fact associ climat chang object scientif truth oppos +33055,expect us care global warm penguin penguin crime +316616,cant wait tweet end global warm +246745,energi depament refus give trump team name peopl work climat chang via +28308,trumptillerson russian sanction iran deal amp action climat chang could senior offici keep +793207,donat million suppo combat climat chang +334667,watch right here travel world tackl climat chang httãââ +805610,most link fact theyr scientist acknowledg fact climat chang real +747215,feel helpless presid deni climat chang forget much eat count via https +124201,sana angrili shoot free throw humbl hot enough fuel climat chang receipt +360821,extrem event link climat chang impact stream +461119,academ author brett favaro bring climat chang messag corner brook +301741,mayb stand w fellow scientist amp hold work mar trump accept climat chang https +491775,merri christma reindeer popul deplet alarm rate due climat chang ho ho ho +930852,what plan global warm destori environ plan hu +208706,fuck welfar fuck global warm fuck health care fuck women right fuck everythi +54869,famili live florida believ global warm real vote trump +62066,sure squirm climat chang amp fear offend trump go play well tori either https +10993,trump believ climat chang hes chang polit climat washington dc +629210,rex tillerson tenur exxon mobil cover climat chang research scientist +483522,get real climat chang pleas +810782,remov evid climat chang anyth civil right health care +801097,complex world climat chang govern new actor new arrang +117955,wow would look climat chang +857587,mane lil cold front bout month ago mf teas everybodi excit amp shit fuck global warm +756775,simpl believ climat chang woman right choos gun safeti amp wealthi pay fair share tãââ +886329,u go day hes alreadi fix global warm everyon panick +629213,shell knew oil giant 1991 film warn climat chang danger environ guardian +130697,media cover climat chang way cover hillari clinton email +412538,concept global warm creat chines order make us manufactur noncompetit +34139,west drag feet accept climat chang exist +149935,hope everyon sa safe sound time put climat chang front centr eah sake +813785,rex tillerson cou answer question climat chang legaci 19 januari via +74650,christian refus care climat chang outright disrespect one god master creation +465837,shame suppo nation climat chang plan +353152,cost noth climat chang +331104,sustain initi featur ksa climat chang websit +56069,climeon power techniqu use virgin voyag claim potenti help revers climat chang +723413,south florida climat chang abstract issu +243069,octopus park garag climat changeãââ canari coal mine +482844,love climat chang +516277,epa boss say carbon dioxid primari caus climat chang contradict scientif evid +634035,the scale tip major investor take action climat chang where turnbul still fast asleep +331193,4 day ambiti climat chang agreement histori enter forc read +474759,2016 hottest year ever record year 4 major network devot 50 minut climat chang http +488620,panel recommend transpar measur climat chang +839352,eah mantl hotter scientist thought volcano continu impact climat chang see carbon tax +391234,climat chbage arguabl end pro climat chang read chbage percept +313648,ivanka brighton send climat chang repli trump +659109,omg fber complain scienc march say uss respons cure climat chang let countri it +662221,understat what go on amp climat chang thing fair +296437,rayslegaci drshepherd2013 top alarmist aicl climat chang irrespons baseless skeptic claim +193971,hoax vs profit ie donaldtrump cite global warm reason build atlant wall htt +787920,dramat venic sculptur come big climat chang warn +535511,bill gate other launch 1b fund fight climat chang energi innov +769581,arnold schwarzenegg sens climat chang via +349431,china lead climat chang green technolog boom +929265,dear 97 scientist agre humancaus climat chang happ +795123,global warm +155398,yall argu prom capac alreadi set stone there issu like global warm that +725497,climat chang expect asteroid becom frequent power +235678,oh god dude mike levin destroy climat chang bless day +369892,prof wakhunguc environ address urgent action need taken combat climat chang +989976,alway global warm cool man noth either +685160,hula sean tackl theme climat chang amaz temporari mural done natur chalk wash +345451,nasa still communic climat chang scienc +875429,that case pleas illiter death us warm +588854,me think global warm liter make eah inhabit rule class care onl +398409,presidentelect believ climat chang million peopl go say mr tãââ +142668,presidentelect believ climat chang million peopl go say mr tãââ +868078,global warm real explain club penguin got shut down +449764,correl proven fact human activ fossil fuel caus climat chang someon +194389,scott pruitt turn epa away climat chang agenda +465891,cat run onto field marlin game earlier week blame global warm +861701,also 21 kid su presid trump climat chang us +668682,much like cherri blossom thank global warm come earlier everi year +859322,end povey climat chang crop grew maximum potenti world sudden cleans +397319,fight climat chang polit way say were go rape tax wast money pointless p +662170,trump pick climat chang skeptic head epa transit team +447574,berniesand stake enorm high liter term climat chang futur planet ãââ httpsãââ +550614,trump believ climat chang real say nikki haley us ambassador un via come +434903,meet scott pruitt climat chang skeptic senat confirm lead epa +939644,eah revolv around sun flat climat chang pose dire threat human +629964,women right climat chang two reason trump need lose hope democrat gain senat major +822224,legitim question peopl believ china made climat chang +372060,women right lgbt right plan parenthood black live matter climat chang educ disabl p +575133,john kerri say hell continu global warmingã effo +996535,catalina unit methodist host lectur seri climat chang arizona daili star +627536,global manmad climat chang fraud trump better stop listen tree hugger +773818,time magazin 1920s aicl talk global warm conclusionth eah climat alway chang +943559,69degre out i hate peopl say beauti out global warm global warm beauti +910094,global warm hoax chines govern +40552,consult best respons climat chang ab polici advic base input tech +949845,thank global warm +893456,collect view impact climat chang join +799680,week wrap trump budget savag climat financ week top climat chang stori sign our +478024,indigen peopl contribut least chang pay highest price say rep httpãââ +249709,fuck peopl believ global warm real need actual need pay attent +815643,628 month sinc world cool month thank global warm +10542,lord monckton show ipcc pachauri dishonest global warm correct +313029,id love to climat chang say no anymor +551318,reduc anim cruelti reduc water wast reduc global warm practic studi scientist preach +682768,biggest problem mani peopl countri believ climat chang selfish reason danger time +541054,rex tillerson secretari state use fake name wayn tracker discuss climat chang exxon mobil ceo +921977,poll find scot want stronger action climat chang scotsman +40585,coralmdavenpo scott pruitt say co2 primari driver climat changea statement odd globa +2551,opinion page climat chang ilona amo must done fight climat chang +3449,arctic undergo astonish rapid transit climat chang overwhelm region +306708,chainsmok reason cancer cure war isi global warm diseas +33638,insid weather led climat chang etc +340490,fuck knew global warm real +371368,ladybird book adult challeng solut climat chang coauthor princ charl +403307,studi offer dire warn climat chang +443723,97 climat scientist say climat chang real 97 doctor 100 said cancer would believ 3 didnt +917808,anyon els tire milit gay agenda amp man made global warm fantasi shove throat ãââ +109773,nro the do washington distinct tropic feel them isnt global warm kevinnr +964844,merkel think flood germani danger terrorist good idea global warm biggest threat yep +875387,we must lead free world climat sceptic eu say remain top investor climat chang +807641,attack academia said climat chang real gut epa that an +190559,mani friend famili live fl poor andor disabl evacu capit climat chang a +929097,nation worri mass migrat climat chang amp islam fundament are allow say +216996,theyr social awar care bee believ global warm climat chang suppo equal right +305367,believ climat chang real manmad need stop harm eah obvio +560286,it crazi think climat chang take prioriti terror +643108,compar climat chang denial segregationist vicious monster camarotta demon +991972,can not continu tinker around edg hope miracl cure climat chang nice one +65425,that way tackl global climat chang treat domest issu uv toast chees eat surr +336322,pacif peopl respons climat chang develop adapt decad recognis 12 +126840,hunger povey amp need tackl togeth contribut climat chang mit +66121,well done trump voter put climat chang denier charg epa +619287,natur decis solut climat chang crisi via +124378,agricultur contribut climat chang could help revers it via +587313,donald trump plan forc environ agenc cancel research climat chang https +447439,energi review year bad year coal unceainti climat chang +699344,guardian view climat chang bad arctic editori +700265,white hous refus say whether presid trump still believ climat chang hoax +201084,integr climat chang measur nation polici strategi plan +787460,climat chang devot career scienc matter you +772476,aint one scare climat chang mother natur come gucci belt +999493,eah hour shine light climat chang +649075,well would solv global warm problem +754715,trump inspir scientist run congress fight chang +20118,believ climat chang real wrong leo tell whi +606310,tell guy climat chang aint happen +629888,speak abt global warminghaha believ that +138102,would true climat chang leader choos 2 texa oil billionair peopl like us callãââ +966636,the concept global warm creat chines order make us manufactur noncompetitiãââ +260253,think go die husband believ climat chang +837801,trump make biggest bet leader ever made physic real climat chang safe ignor httpsãââ +411449,test nice day hot summer global warm +46829,were remov outdat languag trump epa taken climat chang page via +422748,one bird can not stop deforest carbon monoxid oil spill global warm etc etc toucan +703922,oman mountain may hold clue revers climat chang +329328,take trumpãââ denial catastroph climat chang clear danger +604545,30 cancel billion payment un climat chang program 31 lift restrict product jobproduc american energi reserv +194969,2044 exp central plan made effect global warm far wors berni bro well actual real s +386862,whistl blowernoaa scientist cook climat chang book get zero coverag liber media still think fake news +778479,vancouv consid abandon pas coastlin climat chang +25665,globalist need stop manipul weather 2scare peopl think global warm real +587685,think co2 drive climat chang let send copi global warm dummi +154455,deal global warm under +810205,convers climat chang nake scientist +429754,trumpi believ climat chang bc never believ trump inner voic ur confus ur dad +497142,realli wish climat chang real im afraid is pleas help world would grate alãââ +332117,think that global warm christma +689977,cop22 host morocco launch action plan fight devast climat chang +15344,peopl donãâât even accept scientif consensus climat chang direct exp opinion dead end httpsãââ +348067,america corpor giant unequivoc tackl climat chang enorm busi oppounityãââ +445232,would need one liber global warm exp explain phenomenon like that lol +110434,obama speak climat chang urg impoanc scienc fact develop solut +23501,highlevel climat chang summit mysteri cancel day donald trump took offic +745898,vote hillari fuck it least believ climat chang +348993,scott pruitt danger wrong carbon dioxid amp climat chang evid claim decad +86112,im realli worri what go planet weather climat chang global warm send link +847851,optim fight climat chang best time act now chief explain inãââ +609103,graphic pbi perfect illustr extrem worri effect climat chang arctic seaãââ +839077,analysi trump climat chang pariah +257291,stand say california back climat chang +529894,snow be bleach anemon crack ice climat chang look likeãââ +589853,climat hawk unit meet newest member congress fight climat chang via +916547,unicef usavoic unicef issu new repo climat chang kid +479855,sht real scientist know storm fuel climat chang need tell everyon els +715783,kiwinsn cnnbrk judg order exxonmobil turn 40 year climat chang research +764927,1 week sinc delet grindr sun brighter bird sing actual may global warm never mind +784447,holi moli bitch think global warm fake +862004,unbeliev club penguin shut yet peopl still deni impact climat chang planet +788502,pollut climat chang affect everyon rajnath singh econom time +905470,new epa chief scott pruitt say there tremend disagr climat chang specif corpor +59972,googl eah timelaps updat illustr 30 year climat chang +558929,berni sander what astound presidentelect believ climat chang realãââ +749131,not fur waddl penguin coloni risk climat chang +33039,climat chang trump understand energi busi climat shift washington post +692983,meteorologist paul dougla talk climat chang trump +456800,u say bring back manufactur job global warm real touch realiti +167743,malcolm robe believ climat chang sbs +206677,think go die husband believ climat chang +76347,derrick crow run congress unseat one ardent climat chang denier washington rep l +975857,god know never expect say hope princ charl kick trump ass climat chang +900572,presidentelect believ climat chang million peopl go say mr tãââ +776019,usda begun censor use term climat chang email reveal +315754,trump world leader deni climat chang +618247,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +854472,ever consid fact money imaginari climat chang real put propos perspect +767416,climat chang hu mental +824297,scrape inch powderi white global warm windshield morn hey live ohio +226628,centrica donat us climat changedeni thinktank +384950,tim farron there bigger threat countri climat chang suicid oak tree need watch +470743,the way defend sudan climat chang educ trump ban cut us that +628227,good luck get climat chang social justic inequ suppo trump +569901,sadden new studi suggest mani speci adapt fast enough surviv climat chang +183605,peopl question climat chang via +39796,london mayor say cant stop terrorismbut stop climat chang hes right terror t +967810,doctor unit say climat chang make us sick +842975,trump choic epa chief said hes skeptic climat chang amp believ debat far settl https +829262,clown whos gon na battl climat chang leav whitehous lol +43283,think help also clean pa emphas alway deni climat chang +263778,realli see cant read bibl believ climat chang +544747,donald trump send nasa astronaut moon cut us climat chang budget +160865,f u climat changebut also im awar fault caus peopl gross monster im sorri mo +870306,flood peru oppoun rebuild smaer climat home climat chang news via +317941,trump took white hous climat chang page put pledg drill lot oil +242541,dont let children face climat chang disast +264786,72 peopl survey concern climat chang econom argument moral too r gupta +502689,find hilari argu three day twitter atleast 50 climat chang scientist idiot get 0 bs +175518,good thing america doesnt worri climat chang jesus protect us magic bubbl +966995,nation park perfect place talk climat chang +58075,busi one institut capac tackl climat chang larg scale +936594,warn climat chang mercuri rise independenti +945413,let see world end s climat chang rollback goe effect hint wont +956383,hey new board bounc idea climat chang interest +796714,presidentelect believ climat chang million peopl go say mr tãââ +994587,climat chang radic alter precipit rate wonder impact roi solar project +855668,65 degre believ global warm +632029,presidentelect believ climat chang million peopl go say mr tãââ +99436,away yeah make climat chang disappear yeah +498187,the taiwan govern apolog whole world make air pollut caus global warm +459281,90 global warm past 50 year occur ocean +314913,also english must read abt connect climat chang arm conflict from climat chang war httãââ +343021,see climat chang displac peopl around world resettl first american climat refuge +761759,top climat chang influenc follow +9180,alway reason effect climat chang find out +118420,break pull us global climat chang accord +144978,carbon neutral forest resourc grab corpor detour climat chang race +259239,six irrefut piec evid prove climat chang real +597539,presidentelect believ climat chang million peopl go say mr tãââ +803311,need power czar one can name climat chang dictat live us sign up +678530,summer increas global warm say one +738379,three activ hurrican look eye tri tell global warm fake +784916,trump defens chief cite climat chang nation secur challeng +723261,trump sign sweep rollback obamaera climat chang rule +520511,china one world biggest co2 emitt take lead fight stop climat chang +318150,us agricultur depament repo instruct use weather extrem instead climat chang htt +347280,california launch new climat chang confer help fulfil pari agreement target +658258,presidentelect believ climat chang million peopl go say mr tãââ +834309,bbcworld obama administr give 500m un climat chang fund +742929,gov gave 274 million tax chariti to fight global warm idea money went ht +957353,150 year global warm minutelong video +892508,trump fals claim nobodi know global warm real +629115,sma man say climat chang real affect us scie +45783,show presidentelect trump care global climat chang stand us make voic heard +374554,rare move china critic trump plan exit climat chang pact +533692,icym moor law carbon would defeat global warm +239498,tax break rich spiral debt slow economi action climat chang hostil towardãââ +31211,research ancient forest show tight link betw chang wildfir +236762,q climat scienc program mulvaney think tax pay climat chang music wast +499387,scott pruitt goe beyond block climat chang datawil use epa get bad side fbi that me +372368,trump go anyth climat chang want meet famous peopl like leo amp gate mee +264138,suppo scienc scientist must suppo climat chang +76328,civil concern global warm innoc muslim slaughter +114951,worldãââ best effo curb global warm probabl wonãâât prevent catastroph ãâ✠verg +814831,watch al gore refus give direct answer confront bogus 2006 claim climat chang +268297,s messag millenni voter if care climat chang candid httpsãââ +87226,variat fire regim area attribut anthropogen humanmad climat chang +145525,trump shadow world leader tackl climat chang +742467,we need organ luxuri choos racial profil climat chang ra +733277,dismantl whole myth global warm 9 word peopl say genius +556429,happen global warm +984662,need know trumpxi summit trade human right climat chang noh korea +863695,coral reef surviv rapid pace climat chang +718856,next commanderinchief pick climat chang denierinchief lead well stand ground cas readi +556202,liter shock said climat chang chines propaganda understand socr +458662,mean even palestin israel agre climat chang need address +4008,can not suppo stop deni climat chang protect planet suppoãââ +65794,cant ride climat chang game over +308686,case sever turbul soar thank climat chang say scientist +77619,trump tower perfect symbol climat chang denial hog energi 95 compar bldgs nyc +986237,time john humphri retir no time ten year ago lie balanc climat chang happi fuel raci +536921,citi key acceler progress climat chang ãâ✠despit roadblock may face +327880,physic neff lectur sept 12 highlight climat chang understand +519276,kluw exampl futur climat chang kill actual selfawar think human be +344602,tbf mike rowebil nye comparison mike row deal real thing like job poop nye work thing like global warm +369696,accord 97 scientist agre extrem like human caus climat chang deba +183392,know that aicl even about still china could singlehand curb global warm +21776,cabl news spent less hour cover climat chang 2016 +103782,stun photo antarct ice present visual depict climat chang +395442,may trump fox dute foreign offic climat chang brexit show desper nation principl +528923,think go die husband believ climat chang +203021,fund climat chang denier +210803,student mlk built model hous withstand flood caus climat chang lot project base learn on +244909,gop candid greg gianfo give great answer climat chang dem rob quist +201132,fuck global warm idiot go away get real job chang +333838,carbon underground bring downtoeah solut climat chang ngr +242928,watch right here travel world tackl climat chang httãââ +549548,scientist call scientif consensus lawmak call climat chang polici prefer +971087,top russian scientist fear deep temperatur drop global warm via +198173,butterfli conservationist inform climat chang polici get obe +507787,goe opposit direct commit limit global warm temperatur +744350,india china alreadi show strong leadership combat climat chang un environ chief +989276,accur rare nyt languag here headlin describ trump epa pick climat chang denialist sk +464956,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +825104,scientist sway trump direct climat chang direct vaccin +893902,trump head washington global warm near tip point via +790917,must combat climat chang indigen ppl protest eah water yet happen +939067,evid chines hoax global warm +44875,trump budget elimin dozen epa program climat chang research +725908,fight climat chang 4 citi lead way trump era v +162327,watch take tucker carlson 90 second complet destroy liber hypocrisi climat chang +857432,stand say california back climat chang +512973,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +665155,studi moral foundat predict willing take action ave climat chang +481258,2017 peopl believ global warm still trust fuck groundhog predict weather +101492,emerg campaign launch convinc trump climat chang real +282384,climat chang next emerg risk pwcs jon william key topic +563804,obama take 747 plane ralli hillari ask us taxpay suppo climat chang hypocrit muãââ +380930,rick perri sound reason call climat chang debat bad bs +63274,bill gate warn deni climat chang via +796774,donald trump maralago florida estat submerg rise sea level due climat chang via rworldn +642040,climat chang fundrais compil album call hot one 13 aist cover +500526,china trump wise men donãâât sneer climat chang +671048,climat chang global warm clever way distract truli happeningglob poison +486218,nation park perfect place talk climat chang here +511422,ed sec public ed hhs sec oppos medicar labor sec min wage epa head climat chang denier dt +165759,mayb hell make climat chang easier lol +645301,serious oj get out kill us all omin global warm +710223,just climat chang natur byproduct fossil capit fake news byproduct digit +990571,univers alaska scholar describ come crisi displac due climat chang +569637,cnn host said vote hillari believ climat chang countri make one tãââ +721243,event 30th nov 730pm imag warm planet ashley cooper talk amp book launch +548509,sweden pass climat law becom carbon neutral 2045 climat home climat chang news +274643,fight climat chang world except us presid believ hoax creat +695145,tell climat chang happen round tabl +255777,believ global warm +593154,everybodi use aerosol week mayb jumpsta global warm +502769,epa chief carbon dioxid primari contributor climat chang +599372,shock father global warm jame hansen dial back alarm +579198,altar manmad globalwarm purpos confus natur climat chang manmad global warm +174276,yet climat chang thing wake fuck up +952316,endang climat chang blame ââ +146567,execut order tuesday trump dramat alter us approach climat chang +519007,there 1bn miss gone bung homophob antiaboionist climat chang denier ex +497620,thunderstorm februari peopl say global warm real +83071,depress anxieti ptsd mental impact climat chang cnn our ancestor proli relat +316882,new york time hire climat chang bullshitt bret stephen via +441233,like climat chang +534393,women right lgbt right plan parenthood black live matter climat chang educ disabl p +313809,today mourn end usa right women minor progress climat chang ââ +515011,i believ climat chang defin environment issu time hu peopl around world it +53376,half american believ global warm tru +449332,invest today mitig amp adapt chang limit human suffer amp limit riskscost ãââ +358684,albea ice climber go insid glacier measur climat chang effect +910878,tori climat chang sceptic man hate europ nhs privatis pm hate human contact ht +683328,freez snow new yorkw need global warm +632209,think go die husband believ climat chang +63394,trumpãââ posit clean energi climat chang littl differ toni abbottãââ whose polici httpãââ +258494,uw faculti challeng dnr climat chang revis +17146,nut green pay endors man believ climat chang guess got gãââ +113406,cant seem find proof global warm exist +791872,march 2017 continu global warm trend +30382,argentinian aist andrea juan decad antarctica installationsperform highlight climat chang +468651,found this environment coverup substanti global warm narrat +807521,fact one three debat rais question climat chang disgrac +844696,thank climat chang ice melt countri prepar transform arctic major ship routeãââ +37056,aggress mitig methan across sector reduc global warm improv public health air qualit +697676,guess trump learn scienc from putin say climat chang manmad +108031,climat chang joke good luck all +863487,global warm fine trump get elect ok oh god pleas +550647,think go die husband believ climat chang +872306,epa head scott pruitt deni basic scienc climat chang via +368994,subsist hunter say access wildlif resourc greatest threat climat chang say studyãââ +987129,hey tanya effect climat chang signific impact terror +293586,amaz beauti bad danger extinct due climat chang +659119,top diy stori slow climat chang india join renew energi revolut see +489550,global warm exist club penguin shut down +688476,recordbreak climat chang push world uncha territori +557113,think global warm joke pleas watch flood unreal doc +458344,june 7th 12 degre outsid fn climat chang fn real peopl +343594,global warm ever kick get warm weather im take lacey dq cone love em +423020,new presid america go trial rape 13 year old girl believ climat chang +3462,2012 frontlin took indepth look group fight scientif establish climat chang +256331,mix signal econom switch climat chang ãââ abscbn news abscbnnew novemberãââ +182779,think go die husband believ climat chang +726997,global warm exist club penguin shut +839310,meat product lead caus climat chang water wast deforest +366691,carbon dioxid must remov atmospher 2 avoid extrem chang say scientist +793782,murder rate soar run citi respons death global warm ever cau +761451,listen 58 year climat chang one minut via +529987,ucsd scientist worri trump could suppress climat chang data +880139,elect leader fail approach environ amp climat chang serious issu wohi urgenc amp action wiãââ +907108,truffl speak intergener theft climat chang polici intergener murder +95023,help understand extrem is even noh korea sign pari agreement climat chang +340565,epa head scott pruitt said today co2 major player climat chang contrari scientif consensus h +313583,photo climat chang shock action +91110,slimmeddown us deleg attend next round un climat chang meet germani next week +674536,al gore offer work trump climat chang good luck that +725981,act leav australia behind climat chang initi repo +791988,also deni climat chang amp believ pro life mean stop trespass amp bad driver lethal forc +10750,s strang plan fight climat chang amp help protect great barrier reef via +70886,guy tap epa like global warm warmer weather +568043,iron climat chang make great protest weather +148204,pope franci angela merkel team fight climat chang +955877,happi eah day let talk anim agricultur number one caus global warm gaia destr +710384,believ global warm cuz see opposit becom much colder stpetersburg recent year +700357,vote yes vote crook nasti evil one most believ global climat chang real +403622,bill gate warn deni climat chang push innov clean energi +379890,one famous global warm scientist say climat chang becom extrem +214790,third world face dead heatwav result climat chang +673915,kind hardcor left trump climat chang +599658,climat chang strip caribbean prize coral reef mnn mother natur network http +514363,exxon known climat chang sinc 70s instead sound warn conspir profit +12212,believ equal need comprehens immigr reform prochoic global warm real ââ +37585,if believ scienc act climat chang vote ãââhillari +269742,trump win disast fight climat chang scientist environmentalist say +561455,theeconomist exxon mobil carbon tax propos publicrel exercis commit fight climat chang +233339,rare move china critic trump plan exit climat chang pact +734564,alreadi die climat chang one unhealthi eight year at last may even have +152162,australia offici sign global deal climat chang action agre parisãââ +652743,definit massiv distract us pull pari climat chang agreement +842866,vatican urg trump reconsid chang posit +829108,rememb climat denial make sens even if doubt climat chang solut it +427747,margaret thatcher help protect world climat chang citymetr +385763,listen ur soundcloud haha u admit climat chang real buddi +867962,biggest loser tonight human race caus climat chang gone issu trump america huge dealãââ +584277,work toward 2018 elect help us fight climat chang +977469,shes think global warm tell husband +4565,nato general warn climat chang pose global secur threat say late must act now +596205,discoveri climat chang have alreadi ma +106146,china enhanc cooper develop countri climat chang vice +194447,need power tackl climat chang late young peopl deserv futur +935981,russian presid vladimir putin say climat chang good economi +382689,australia energi crisi selfinflict larg scaremong wage global warm http +877209,arctic corallin alga like 900yr old specimen data mine climat chang studi +951367,trumpãââ elect mark end serious hope limit climat chang 2ã degre +886593,forecast anoth 8 inch climat chang record low temperatur +413497,presidentelect believ climat chang million peopl go say mr tãââ +168716,trump climat chang stanc sociopath paranoid malevol worldlead economist say +779455,wow dnc natl press secretari full statement delet badland tweet climat chang vladimir putin +209806,oh believ climat chang believ delawar +556990,fm i think challeng view anybodi challeng scienc around climat chang +55922,good morn hope u wonder day unless u believ climat chang hoax +393562,leadership void chang via +980856,address climat chang essenti futur british farm +921808,el ninolink cyclon increas pacif global warm research reuter +463431,enjoy warm decemb weather deep know global warm +574520,suppo action climat chang +116121,yung seminar kanina na parang kinokonsensya ka pa kung bat ka pa nabuhay dahil nakakacontribut ka lang sa climat chang ãåëœâš tf ãåëœâš +43620,told open mind climat chang repeat fals amp mislead claim ht +941858,trump wall irish reso sign believ climat chang +977028,perri call climat chang debat say know trump stanc +127189,touché nyt lose credibl this scientif doubt climat chang happenin +997627,best davo avoid climat chang catastroph al gore davo leader respond +146296,peopl prepar fight govern climat chang +68755,good read moor law carbon would defeat global warm +969351,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +666496,devast one bind agreement combat inevit climat chang defang new presid +742828,kind alreadi is climat chang pollut speci go extinct given paradis blow up pun +594821,scientist know storm caus climat chang need tell everyon els httãââ +248163,new new world china lectur unit state climat chang impoanc cooper betweãââ +212783,rethink carbon make co2 work climat chang solut +530408,fake news climat cooling60s80sclim warm 90s present climat chang alway c +271077,british scientist face huge hit us cut climat chang research quot etc https +29116,impoant aicl need 2 make climat chang thus eras struggl nativ rightsãââ +97327,presid trump pull pari agreement day exxon sharehold vote stronger climat chang polici +103934,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +5281,there proof human caus global warm whidbey whidbey news +966764,hey tell hurrican harvey global warm hoax +833394,govern sever world power fail us climat chang need act without want hope tãââ +769034,al gore say trump daughter ivanka commit climat chang polici make sens +427885,90 scientist studi climat chang paid falsifi result still confus +101015,game up bribe year push bs global warm globalist rape us huge carbon tax +135053,g20 summit counteerror climat chang may hog agenda +445073,tillerson exxon spent billion deni climat chang dealt w dictat diplomat experi +594718,good thing polici lead dignifi mass suicid via climat chang +485337,global warm mean world sta warm donald trump there global warminãââ +652031,pray day america reli scientist meteorologist anim whether climat chang true +295823,legend climat chang talk make progress despit donald trump shadow via +898107,gender equal associ climat chang big topic +621822,believ labor union good america actual know believ climat chang real believ +593768,main wolf us presidenti campaign unfold without focus climat chang astound +724899,reve2 former belief n global warmingaboionamp stupid wall attentionwhor genuflecting2 t +87739,thank trump nasa new budget avoid wast money climat chang focus almost entir space a +830073,am convinc global warm manmad im leav pari jet leav huge carbon footprint +142961,futur planet stake hillari clinton combat climat chang donald trump think iãââ +61106,final real scientist global warm last 17 year despit increas co2 concentr +221043,video conserv lead climat chang way +696913,know stand global warm +295268,necessarili stupid might need get use eat bug ravag climat chang mount +753928,climat chang real peopl +649950,busi thinkin bout believ global warm half friend home flood +238297,epa nomine pruitt downplay chang threat ocean +265204,guy found weather channel say global warm complet hoax base fake data +19559,sir andi hain track effect climat chang public health earlier month theãââ +305511,continu teach scienc evolut climat chang public school serv student stripe +992050,think go die husband believ climat chang +346418,let fight global warm togeth crank air condition amp open home window 1 hour togeth make d +82564,think go die husband believ climat chang +212312,ive behind climat chang almost ten year feel like outsid nice toãââ +150821,ãâåbefor floodãâï leo dicaprioãââ climat chang doc get record 60 million view httpsãââ +680282,how know climat chang happeningand human caus it +711087,enjoy weather were burn hell global warm ãåëœâš +883893,stake enorm high liter term climat chang futur planet stake +360801,found someon follow climat chang denier appar trump suppoer see tran peopl +578270,minut trump becom presid white hous websit delet mention climat chang +788765,12 year plant bought us extra time climat chang +684593,unit state trump consult withdraw us pari climat chang deal +177297,think go die husband believ climat chang +658714,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +946725,hope that refut climat chang trump refut theori graviti float fuck away ââ +935871,whoever deni it suppli it also work climat chang +453781,global warm scientist prove +370318,late fight climat chang +702503,go crew discord theyr talk global warm shit +278400,tradit cycl plant harvest thrown climat chang upset weather pattern +944133,sustain develop climat chang two side coin ban ki moon +647470,need becom awar climat chang +475065,trump polici climat chang make far what sure go kill us +592615,gallup poll march 2016 american ever take climat chang serious ââ +579070,brian cox hit bbc invit climat chang denier radio 4 +134505,beef product drop climat chang target eu commiss +642708,english suppo scot suppo fm sign climat chang agreement +167603,viualli ceain mountain glacier retreat due chang +555272,elect leader fail approach environ amp climat chang serious issu wohi urgenc amp action wiãââ +743195,thread give indigen communiti land right back proven improv damag creat climat chang +959807,parent wan na know suck guy gon na die old age im gon na die global warm who care uh me care +217024,274million spent to fight global warm govern idea money actual went +443267,evid can not surrend fight climat chang like want us to +397017,next digit surg host chat climat chang innov 3 key developãââ +596814,next summer end monthlong heat wave im piss global warm naysay +533952,march scienc ralli take aim climat chang skeptic propos budget cut via android app +800696,climat chang advic lord farag +112363,trump admin redblu panel climat chang put lipstick pig +988128,here nice littl learn tool teach polit climat chang +759592,continu big voic climat chang everi way realli impoant +684206,15 dead climat chang oh wait nope islam terror again +159362,envdefensefund pres trump attack climat chang effo epa work decad +246328,ask mayb worri displac climat chang go destroy world anyway +304396,trump epa chief say carbon diodlxid contribut climat chang see epa websit +54264,think go die husband believ climat chang +908329,lead use generat design tackl climat chang challeng via +849716,polar voex shift due climat chang extend winter studi +424570,fight climat chang now no get kudo amp father gettin +133226,climat scam momentum updat cambridg clash academ climat chang +624182,this follow basic law physic scientist rebuk scott pruitt climat chang +847038,appal unless climat chang abat power price matter +534999,watch right here travel world tackl climat chang httãââ +514432,not believ climat chang like happen +489534,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +417355,trump administr deni climat chang citi state fight back via +714692,white hous declar global warm fund a wast money via +250868,epa chief carbon dioxid primari contributor climat chang +192977,join combat climat chang take action +645212,dig global warm stuff +903171,effect climat chang fouh water revolut upon us now +214224,freez outsid hell global warm +332795,200yrold climat calam help understand today global warm +230188,hope read share piec mexico citi first seri climat chang citi +957788,were write book it time new type convers climat chang +102140,trump administr appear walk back plan scrub climat chang refer s websit htt +574414,go school fix climat chang climatologist futur presid think climat chang real +471592,retweet geoff manaugh nostalgia win skeptic climat chang drop it +782767,sander tear epa head say co2 primari contributor climat chang +151657,climat chang influenc migrat +324578,term global warm controversi among conserv climat chang liber care +999173,vote top social aist award end global warm today fight +741669,bombshel climatechang studi could total dismantl claim human caus global warm +934059,the concept global warm creat chines order make us manufactur noncompetitiãââ +219327,sho media climat chang coverag disast histor propoion +640084,wasnt democrat point elect fear trump fear global warm hate +865195,publish whi need act climat chang now +577052,here hope elimin global warm planet die need help +507163,trump want anyth global warm fuckin hope drown first incompet piec orang +408984,trump administr deni climat chang citi state fight back via +639773,urg trump threaten wildlif wild place revers progress fight climat chang +479385,cabl news spent less hour cover climat chang 2016 +169503,wrote visibl effect climat chang check out +110462,realli cool fight global warm +251179,world two biggest carbon dioxid emitt china amp us tackl climat chang +969955,trump told truth itãââ terrifi plan cut 100 billion feder climat chang spend +933588,global warm heat arctic alga product way up scientist know mean +365700,canberra post hottest summer ever max temperatur maximum summer temp alreadi influenc climat chang https +267452,african migrat expect rise due acceler climat chang unep +797195,peach frequent grown coldweath climat climat chang affect viabil crop http +280489,kendrick gon na fool yall gon na drop 18 min track jazz beat bebop climat chang tomorrow +149414,dem touch peopl concern say 67 voter obsess bathroom global warm +942202,illeg immigr talk global warm a +603517,still claim global warm real there food shoag +326443,bad thing could get trump deni realiti climat chang washington post +292224,worri climat changeher secret hoax tax us accord carbon footprint complet bs +521526,moroccan vault protect seed climat chang war +960021,invest make citi resili disast amp climat chang +806425,right winger two gender biolog cant argu scienc right winger climat chang a +231162,6 modi act decis climat chang ratifi pari agreement trump said climat chang chines hoax +568815,embrac truth you call trump climat chang affect pollut drink water lie +966665,controversi surround bret stephen aicl climat chang reveal hypocrit left be +360405,actual degre environment studi yes man made climat chang ho +495872,here climat chang could flood citi and state world warm htãââ +320667,trump tap climat chang skeptic scott pruitt head epa via +66860,tear trump disast climat chang order via +581466,exxonmobil know misl public decad danger climat chang pose warm world studi +248539,want hear nonsens propaganda climat chang ask scott pruitt want know actual scienc as +108857,bbc news epa chief doubt carbon dioxid role global warm +644838,interest racism sexism misogyni wall build climat chang deni +474280,trump administr suspend plan delet climat chang materi +787055,hate global warm run peopl over +277933,monday eclips call action climat chang +273967,pleas stupid climat chang real get elect is +556307,bitl team workshop way combat climat chang w vr +807648,even plausibl argument climat chang +51870,intend cook longhorn cow consid climat chang +94877,no climat chang real happen 45 billion year give bureaucrat stem inevit is +116574,refresh honesti stop lie peopl chang schwarzenegg tell republican +399562,trump gut us polici fight climat chang +730487,let global warm stop us +951265,antonio call climat chang popul growth two main global problem penc men +926505,holi wow rememb kid su obama amp big oil climat chang won read this +170438,climat chang honest rude +372720,democrat climat chang impoant republican nope hoax nyt go democrat tout bore centrist pol +591257,effect climat chang food chain huge ãåïâ¼ httpsãââ +165101,recordbreak climat chang push world uncha territori +152577,presid macron invit us scientist franc help fight climat chang +288444,futur planet stake hillari clinton combat climat chang donald trump think iãââ +57552,bring on student sue trump administr climat chang +643771,correl nimbi state legisl climat chang aesthet usda reviv +958204,pass hous 236 to178 among grant denounc mani exampl studi concern climat chang +320134,kara heat vision root caus global warm everyth melt +210202,immelt pick trump drop ball climat chang +120685,fact climat chang ordinari citizen it +326563,predict climat chang acceler +265061,scott pruitt right sun main driver climat chang scientist know this +764221,absenc leadership white hous address climat chang incumb upon state to +177961,yall wan na know what weird global warm real like realli big problem skskdldk +106628,ocean scienc aicl day new york cope climat chang yale climat connect +282903,there even broader danger leav militari address threat climat chang +981255,believ scienc global warm +697050,can not believ anyon still use ãâåclimat chang bollock cold todayãâï especi ãââ +699241,climat chang look like cnn +646970,tanuj garg maninduc climat chang hope someth remain time visi +695251,berni sovereign right nativ american clean water climat chang +832086,today global threat global warm soro amp son +152329,bbc news wood energi scheme disast climat chang +561889,truth climat chang real pruitt danger oilandga shill believ basic sc +590212,escap quagmir chang denial talk it also s +914020,smoke gun go ramp global warm +675260,oy feed say weather climat chang relat +307271,well know covfef russian give damn climat chang +738307,believ climat chang mayb that question shoulda ask begin +670025,late pleistoceneholocen veget climat chang middl kalahari lake ngami botswana +140016,deni climat chang deni impact want empow differ outc +973171,global march scienc protest call action climat chang +732909,um climat chang noh pole fd rest world +153191,12 direct link climat chang crucial achiev themãââ +716583,global warm worri global warm caus nuclear weapon hand crazi orãââ +422296,climat chang scam make poor pay tax +293089,presidentelect believ climat chang million peopl go say mr tãââ +134300,bloomberg sta site wholli devot climat chang econom of both +892921,epa scott pruitt offic delug angri caller question scienc global warm +465699,ji guru ji eff save us global warm love +609512,promisingamp troubledtechnolog fight global warm surviv donald trump via +580483,obama spoke itali climat chang imperil food product around world +176298,new head reject scientif consensus human activ link climat chang +884073,good point candid might end global warm bring us nuclear winter beãââ +172648,nah global warm real life shit +395722,trump new team mix signal climat chang +351392,siberian snow theori point earli cold winter us via much global warm +721553,climat chang affect nation tackl climat chang share challeng succeed al +681784,ever want see global warm action come nc go 80 hailstorm faster trump say china +385663,let wail begin ãâëœmoral valu influenc level climat changeã actionãââ +844602,hope global warm real could bore youngster talk snow england sledg etc +888673,goal pari agreement simpl reduc fossil fuel use order address climat chang abandon aba +976202,im cool global warm made hot marvore dreamteamgo +846688,yes donald trump said china invent climat chang +954728,compani director face penalti ignor chang via +618950,worri everyon presid trump noth climat chang florida first go +762599,sta dig whole global warm thing +539961,one easiest way help combat climat chang daili life stop eat beef here whyãââ +550361,137 million peopl india bangladesh china risk climat changetrigg flood https +407571,polar bear global warm +656096,brilliant scifi thriller imagin massiv flood climat chang could transform eah +378318,think go die husband believ climat chang +967793,scienc ok lefti use come climat chang ok regard gender +75392,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +177800,wow watch documentari chase coral netflix beauti sad inform need address climat chang now +408225,scienc guy re combat global warm eat kind +680118,latest blame us failur issu joint statement chang +297379,im sure tillerson hide alia email climat chang +527068,lamebrain skarvala farright climat chang doubter unbeliev httpãââ +434966,think go die husband believ climat chang +900632,donald trump kill pari climat chang deal via +130158,altern technolog solut climat chang kick +341406,guy baggag think climat chang conspiraci guy cold guy your dumbass l marri guy come +522679,stun photo climat chang via +483207,reutersworld rare move china critic trump plan exit pari agreement climat changeãââ +221942,whole it snow global warm fake line get old ppl deni climat chang real need genera +587012,pope franci appear climat chang movi featur obama clinton leonardo dicaprio +441095,ad video playlist obama destroy republican climat chang +536195,wil weaton celebr s recent school climat chang +43396,forc delet tweet state fact climat chang here one ca +991333,candid go take climat chang seriouslyãååï +542338,yes climat chang make money climat denial make make money +966161,think go die husband believ climat chang +209660,indus peopl knew deal climat chang cameron petri +653577,illiter spoke student climat chang ironi die thousand death +357971,climat chang talk extremist man made alarmist posit or +407024,2016s except weather prove climat chang real say scientist +94220,compani director held legal liabl ignor risk climat chang +638817,think go die husband believ climat chang +194215,climat chang denial threat democraci +856259,leonardo dicaprio met trump yesterday ignor climat chang +614917,know ton pari agreement danger trump slow climat chang help hãââ +621121,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +278551,friend die old age generat die climat chang +106543,probabl campaign guy think climat chang hoax invent chines +637263,sierra club call investig epa head climat chang comment +868154,busi save world climat chang +928749,climat chang denier say one explain global warm get complet school someon explain https +311979,2015 exxon knew climat chang 1981 email say fund denier 27 year +299209,folk alt left ignor radic islam blame global warm terror special kind bliss ignor +838786,ppl need get head out caus climat chang way fix +740050,ask cant see wh visitor log delet climat chang data lgbt exempt 2020 +618306,trump realli want face 21 kid climat chang +125116,think go die husband believ climat chang +943217,good thing climat chang hoax made chines otherwis wed big troubl +556335,choos believ global warm choos believ guy wear afflict shi pay sta fight +522328,know climat chang shit real +708449,room full microbiologist poll how mani u believ climat chang world threat one rais hi +76467,contradict administr scott pruitt deni co2 primari contributor climat chang https +713495,govern tri buri alarm repo climat chang +317157,watch respons toexcus epa alreadi politic push climat chang +874864,trump proclaim climat chang hoax alter truth unfoun pay price stubborn ignor +769447,trump team memo climat chang alarm energi depament staff +723661,think go die husband believ climat chang +169776,climat chang societi view death chang one day want advanc descend +341817,tripl global warm sinc year 2000 time satellit show temperatur increaseãââ +279315,4 scientif evid climat chang mount stephen posit remain same +56671,rep lamar smith took quick break healthcar negoti tell us climat chang real +586033,hub watch make fool scienc guy foxnew tc tear bn apa re climat chang +424489,ian gough climat chang inter generat justic need trump want amp futur +670559,still think global warm real time waki waki +813882,futur planet stake hillari clinton combat climat chang donald trump think iãââ +743424,were everyday climat chang denier alic bell +998561,ny time reader care deepli climat chang amp carbon footprint +35843,global warm real know liber nonsens scientif basi global warm doe +148459,china tell trump climat chang hoax invent +141814,good impact doc got take big step posit climat chang +899926,analysi epa chief climat chang denial easili refut epa websit +66867,least french govern deni climat chang els would deal +249425,must seek innov solut address climat chang like elimin peopl +827222,fight climat chang +933298,get peopl re climat chang trump antichang +717876,100 oppos regul global warm think global warm real +76495,left said climat chang manmad +170533,past day new york time publish inhous ope make case marin le pen amp climat chang +278,17 year sinc un said global warm kill us all +614316,displac link climat chang futur hypothet ãâ✠itãââ current realiti ãââ +215952,save epa continu fight global warm +486044,effect climat chang forc million migrat here mean human secur +565883,wonder coral die rise ocean temperatur due global warm w +333596,kate brown western noh american leader reaffirm climat chang fight via +774118,vox one weird trick convinc conserv fight climat chang vox +759320,develp countri hv great contribt global warm thru asymtr develpmnt polici onus corr +729321,shock see effect climat chang 30 tajikistan spectacular glacier melt there time lose +734928,franc climat chang discuss move morocco +996973,mexico maya point way slow speci loss climat chang +263240,wed danger polit speech amp incit violenc then clinton trump stand climat changeãâ â +967543,the concept global warm creat chines order make us manufactur noncompetitiãââ +88271,let take look washington state rep feel climat chang +51682,jerri brown promis fight donald trump climat chang +765829,call polit climat chang +526501,hate burst bubbl man made climat chang aint real environ fine +538022,man donald trump want overse epa denier climat chang world liter fuck +464819,trump site that go around genuin sincer ask meet climat chang exp tri save us +743385,trump regard environ even believ climat chang real +352378,pari climat chang deal becom law impoant step toward fight climat chang +896685,understand environmentalist direct respons climat chang becaus +344913,1ãâïãæâday left join thunderclap climat chang twitter tumblr fb join usãââ +103328,chines amp eu offici work agre joint statement climat chang amp clean energi +317955,reveng climat scientist leak repo highlight fact climat chang trump era +323535,germani ban meat offici function anim agricultur lead caus climat chang environ degrad htt +884118,goodnight everyon except peopl think climat chang real +907600,china counter trump move axe us climat chang effo see at +319388,despot neoliber climat chang morocco catastroph converg via +94543,truebut media also impoant drum suppo highlight impact climat chang need plan tree +906238,say russian russia russia say russia made global warm +166594,day obama milan propagand climat chang realiz climat +498008,elon musk im trump council pari climat chang deal die +20718,climat chang +137232,spend 8 half hour outsid today fulli suppo global warm +576299,al gore still thing predict eah end 2012 bc climat chang instead noth chang ur done +213588,prof paul roger examin disrupt caus climat chang conflict world +745401,tv coverag climat fell 66 percent recordset year global warm +490678,nobodi care stuff anymor sad global warm inevit liter fuck care +407623,yes tornado new orlean climat chang total exist freak even +57607,would pipelin climat chang debat differ jim prentic accord book mayb not https +874698,push climat chang throat think massiv pesticid plastic pollut that go +708834,chang human need adapt climat chang would cost lt01 global gdp +698181,global warm never solv +789444,im happi scott talk climat chang help find gavin blog +846358,climat chang 101 trump polici acceler global warm opinion +726457,thought 100 climat chang scientist believ climat chang +721486,scientist seek holi grail climat chang oman hill abc news +85593,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +612031,epa chief say carbon dioxid primari contributor climat chang +338459,rise temperatur put million risk climat chang hotspot world 3rdlargest store ice meltiãââ +11187,a basel 2017 hypnot underwat process tackl climat chang +64779,concept global warm creat chines order make us manufactur noncompetit +257851,global warm real guy im super cereal +222681,morocco lead exampl fight climat chang w 52 green energi target 2020 via ãââ +85769,trump roll back use climat chang polici review sourc +491695,epa chief carbon dioxid primari contributor climat chang +69652,would industri lie you ddt tobacco lead asbesto radiat pcbs des benzen bisphenol co2clim chang glyp +978637,indian pm modi said would moral crimin act world pa climat chang +194315,think warm weather bc global warm season depress gone earli +842272,donald trump believ climat chang ãââ 16 irrefut sign realãââ +566358,屄 climat chang dese 屄 +836624,tonight turn light get loud climat chang s 10th anniversari +896889,three thing busi fight climat chang trump administr +928128,ãâåweãââv promot clean energi weãââv lead global fight climat changeãâï ãââ progress weve made ââ +32619,90 c40 need rais 375b 2020 follow commit tackl climat chang +4454,probabl think fire way global warm amp weather thing burn sometim alway have +300730,presid unit state america think climat chang joke want build 3000km wall +462746,scott pruitt deni scientif consensus global warm disput epa author act it +18230,googl notch big victori fight climat chang verg +762818,fiji pm invit trump meet cyclon victim climat chang appeal ãâ✠video +786587,epa director went breitba radio deni climat chang relationship harvey +709164,gov brown vow fight trump climat chang california launch damn satellit +310079,mani ppl okay fact presid care climat chang amp possibl think hoax +300903,65m expens condo miami beach could climat chang affect valu +311755,climat chang affect 7000yearold mummi envirotech onlin +52324,seven speci sea tule overfish climat chang habitat destruct amp pollutiãââ +756349,bellami publish 1 climat chang aicl edit climat skeptic sonja boehmerchr +360063,today obama donat 500m climat chang fund commut chelsea man sentenc trump su woman h +679442,global warm real club penguin shut +121576,us militari think climat chang immin threat listen them htt +491908,teen su us climat chang ask exxon wayn tracker email via +660702,gender intersect inequ climat chang studi +728978,liber pay 30 year tussl climat chang polici +849682,curb climat chang dollar valu here measur it +548683,stop elect climat chang denier must tackl problem global communiti not +277746,photo background apocalypt climat chang photo foreground human nonchal continu burn fossil fue +912506,rare move china critic trump plan exit climat chang pact via +261231,march 2017 continu global warm trend +481398,much us freez here remind yes bitter cold sign global warm +529619,cut cow fas combat climat chang bbc news home +864134,speak climat changetonight anoth killer episod 109c +764226,final someon backbon energi dept reject trump request name climat chang worker remain worri +257799,model link global warm extrem weather alreadi face +366010,mcm think climat chang real argu facebook aicl damag climat chang +578643,knowledg key climat chang via +857669,great hear talk communic climat chang peopl like +478994,slow calamit global warm may need bring labgrown wooli mammoth back siberia +673788,top chines envoy say china continu object polici measur combat climat changeãââ +836471,watch right here travel world tackl climat chang httãââ +5195,nation park employe tweet climat chang data defianc pres trump probabl get fire but +744071,naomi klein hypocrisi behind big busi climat chang battl +819993,yeah danc drink beer global warm happen +105033,us secretari state rex tillerson use email alia send receiv info relat climat chang while +577219,trump say cancel billion dollar un global warm by way one know happen thatãââ +451731,discov caus global warm and cool giant ball burn fusion sky +839701,brace bitter cold winter climat chang shift polar voex +873740,hope mild climat chang dash new research +103273,yet say climat chang real hmm +829729,ice berg im global warm bitch +687709,act climat chang africa oppoun join +975580,rare move china critic trump plan exit pari agreement climat changeãââ +992939,give global warm year +755969,america cant walk heat on climat chang uk say via https +425274,60 yesterday snow tammi said global warm hoax believ her +449925,bigger beach us yas bitch yas global warm +673834,thought day antiporn feminist flateah intellectu world along wclimat chang denier +242524,global health guardian climat chang air pollut antimicrobi resist reliefweb +699239,clinton believ scienc believ climat chang real convent speech +964461,soulmat probabl lost somewher wood fuck cute black chick w fat ass amp im read global warm fun +189638,trump pretend believ climat chang hes buy wall protect ireland golf cours rise seaãââ +440494,commonwealth drive strategi put climat chang revers +286814,think go die husband believ climat chang +947754,develop nation world led climat chang denier +611158,climat chang battl divid trump america guardian +930418,trump go histori claim climat chang exist meanwhil great barrier reef ea +881582,nigga ask inspir was told em global warm feel me +321503,kid su govern climat chang best hope now +978268,must climat chang +90863,figur much contribut climat chang +461856,lead scientist quick denounc head scott pruitt comment question co2 key climat chang driver http +159752,accord us committe scienc space technolog scientist fabric global warm +893413,believ n climat changeno one stop send check ditich car +97582,nato urg global fight climat chang trump mull pari accord via +70433,stori weather east coast mid west climat chang help read stori +54251,find interest lot peopl believ climat chang believ noah built arc cli +202195,teacher get climat chang deni propaganda healand inst nsta trade scienc ebook https +410018,gop plot clip nasa wing defiant tweet urgent climat chang updat +505784,epa fake biosludg safeti data like fake global warm temperatur data shock truth unveil in +273223,trump put climat chang denier charg epa +886247,take shoer shower buy reusabl bottl stop global warm main result agricultur demandãââ +938271,key driver coral reef changeãââfish water qualiti amp climat changeãââmust stay within safe boundariesãââ +943867,earliest time scientist 80 yo well awar climat chang face today +131809,best solut elimin climat chang in +617622,our ancestor spiritu leader talk climat chang long time suppo +377222,come climat chang pension actuari like frog +477261,liter skip winter state thx global warm +640045,presidentelect believ climat chang million peopl go say mr tãââ +965900,berni sander want talk climat chang incom inequ ãâ✠2020 aspir +19444,ur enjoy peng weather deep know caus global warm were gon na die soon +359565,hes got lot stain like racism bigotri climat chang denial misogyni +608805,donald trump could scrap obama administrationãââ plan combat climat chang take officeãââ +232495,begin new landscap base tellurid seri concern climat chang denier run epaãââ +123701,trudeau rais residenti school apolog climat chang pope franci +817217,recal obama tri dissent outlaw climat chang +635161,scientist talk climat chang actual impact felt public alway treat it +247020,accord climat chang problem whatsoev +617451,new studi show link climat chang sf bay oyster dieoff +938781,intens frequent extrem weather consequ climat chang were experienc right now +30759,goe far beyond global warm amp consequ learn s via +705452,trump world leader deni climat chang +349996,trump top pick far wwe promot climat chang denialist guy nicknam mad dog there t +119394,question climat chang nobodi want risk job question +896443,pakistan ratifi pari agreement combat climat chang +719233,un climat chang agenc react cautious trump plan +607289,donald trump believ climat chang myth invent chines ãââ level stupid even breath unassist +303795,im tryna smash s save bee m maintain healthi lifestyl a address climat chang s suppo environment reform h +123568,im marrakech big question climat changeth environ email me nickvisserãââ +287032,happi let ensur celebr everi year teach climat chang +914400,pelosi border wall leav children hungri much money spend climat chang again +24611,and spout anticlim chang nonsens allud protrump biher claim almost clubhous protrump gtfo +441152,trump advis want scale back nasa abil studi climat chang +100465,call 2025644700 express concern stanc co2 emiss amp climat chang gambl wi +257636,climat chang affect british garden +587932,look irrefut fact climat chang scienc say otherwis +323729,hes worri climat chang +50830,trump pick climat chang denialist su epa head epa +599546,american overwhelm believ global warm happen far fewer think affect person +552116,snow be bleach anemon crack ice climat chang look likeãââ +878865,gov jerri brown warn trump california back climat chang la time +494211,what do peopl seed planet ruin one and well climat chang one +803869,think go die husband believ climat chang +882581,epa climat chang web page shall remain place now least go away quiet +535734,the coalit govern abandon pretenc take global warm serious +995446,pacif leader turn heat climat chang seychell news agenc +318172,turistattract need collaps realiti climat chang taken serious +51166,washington post trump pick interior secretari cant seem make mind climat chang +801017,warm today snow tomorrow nigga still deni climat chang +447285,73 degre novemb 1st global warm real right +735991,research found amount global warm might higher previous thought co2 level doubl prob bãââ +100505,world man believ climat chang presid one biggest pollut affãââ +72085,know gender must consid climat chang mitig effo on ââ +844827,trump favorit techi think more open debat global warm +204185,let blame russia today tomorrow fake news next global warm get realli old lost grow up +135358,trump sign execut order block obamaera action climat chang well see well fossil fuel profit stop rise sea +265254,finnish presid threat climat chang if lose arctic lose globe +426503,franc climat chang caus islam terror +226392,recent episod podcast lise van susteren discuss link climat chang mental health +829793,energi depament climat offic ban use phrase climat chang trump tri rewrit scienti +822833,r u say argument climat chang stat hold water +613321,think go die husband believ climat chang +789678,main state rep new bill forbid discrimin climat chang denier +167452,donald trump isnãâât scrap climat chang law help work man +134392,unnecessarili contribut traffic global warm smfh irrespons +761645,sacaumedia time farmer convent climat chang +265477,need improv data gather consolid inform global warm prepar futur model need +456308,were interglaci period ice age global warm happen eon +928781,maxin water stupid caus global warm +488311,latest globalist witch hunt nyt declar incom epa head scott pruitt climat chang denialist htt +637257,lead world and falter climat chang action one map htt +398134,whhhuuuut oil man deni co2 contribut climat chang sure not +291255,palau frontlin climat chang south pacif +636686,iceberg bc global warm dumbass bitch +691251,rise sea level link three primari factorsal induc ongo global climat chang take look +717856,think go die husband believ climat chang +921344,swear everi singl climat chang video find comment disabl the debat wed lose on +16525,climat chang want see world +738565,next someth climat chang appar +114799,mid novemb amp im outsid park tshi chicago global warm fãââ +64363,much global warm +349755,believ global warm giant iceberg split antarct +709627,keep global warm 15c need acceler implement ampamp increas ambit ed +896596,know climat chang hoax sta make thing sad unfair tremend sad +126674,bbc weak coverag climat chang via rclimat +20322,ny attorney general uncov email alia use rex tillerson discuss climat chang exxon dailyko +344127,steve bannon mean bye bye climat chang scheme were spend 22000000000 year research +380343,semua orang sepeinya harus nonton flood di youtub dokument nation geograph tentang climat changeãââ +431495,america youth su govern climat chang via +666836,effect climat chang escal next monsoon season nz everi year summer +979256,problem wthat climat chang matter nation defensenowher true houston +522596,commit amp invest reduc global warm htãââ +922437,marketwatch trump epa chief pruitt reject link carbon dioxid climat chang trump epa chief pruitt +936407,al gore offer work trump climat chang +177547,reason global warm lack rain solut pleas watch +854940,like tobacco compani deni smoke caus cancer exxon spent decad hide truth climat chang +219086,leader free world climat chang +285478,actual think land clear law wors direct impact global warm pleas revers t +376394,new new world china lectur unit state climat chang impoanc cooper betweãââ +278668,gov jerri brown warn trump california back climat chang +803944,nuclear war worri climat chang +919590,charl koch climat chang denier charl koch would say your ask wrong question obvious if +671551,everyth need know effect climat chang one terrifi graph +944137,stabilis popul help solv povey climat chang biodivers loss resourc deplet hunger list +794925,climat chang interest hustl global warm planet stop warm 15 yes suv boom +756835,me enjoy life brain broke nuclear war could sta soon global warm get worst +485914,lot confus climat chang trace peopl understand role theori scienc https +60176,address climat chang therel conflict limit resourc must listen scientist fossiãââ +45335,presid trump aw clean energi climat chang fight via +155423,believ dreamer climat chang healthcar all build futur wall californian are +777221,trump presid chinaãââchinaãââwil worldãââ biggest champion fight climat chang +302729,think go die husband believ climat chang +270476,ur go compound climat chang ur anti environment stanc new make endeavor gas +564907,hanson visit reef disput climat chang senat paulin hanson slipp +868071,90 degre earli novemb los angel know accord trump global warm climat changeãââ +511137,think freedom speech attack ask epa gag order cant discuss climat chang +765166,hate inchworm thyme global warm maroon mcchicken marina +686589,nasa provid proof climat chang im sure could talk yourself pleas that +179460,hmmm climat chang witch hunt still 32 day til inaugur +979548,govern face legal action failur fight climat chang independ +161158,summer thereit call global warm normal +122086,feder govt fight climat chang next 4 year will fight aboion vote healthc +242717,scifi author explain solv global warm read blog +820265,climat chang denial reflect +301262,cdcs cancel climat chang confer back thank al gore +548778,follow say stop global warm top prioriti futur technolog fight climat changeãââ +50847,lgbt climat chang hivaid disabl page alreadi remov white hous websit +816109,weve reach 3 billionth recycl contain thank everyon fight climat chang keep can amp bott +529955,america loss china gain trump stanc climat chang gift chines +223003,global warm serious shit +306003,know climat chang real dumbass call ebb flow mother natur go read book hack +670436,seem much global warm denial day data nihil lot you cant possibl know littl substanti arg +927913,snow melt climat chang real +797806,one day climat chang enter forc friday ban kimoon need us take aãââ +518697,al franken master humili climat chang denier +320211,presidentelect believ climat chang million peopl go say mr tãââ +312148,trump call climat chang chines hoax beij say anyth but +703919,believ recent climat chang primarili caus human activ more +951694,india clean energi share reach 468 202122 achiev commit climat chang goal much earlier https +78201,trump call climat chang hoax chanc destroy effo beat it +178353,six irrefut piec evid prove climat chang real popular scienc +856674,17 us state togeth file legal challeng white hous effo roll back climat chang regul https +88796,weather channel attack breitba news post last week deni exist climat chang +763171,absolut disgust big problem climat chang yet nobodi seem give fuck +961797,8 way make differ climat chang +331941,senior nasa scientist gavin suggest could resign trump tri skew climat chang research result +61059,pbl studi 43 meteorologist survey even believ manmad climat chang +228395,proudlyliberal2 chrisjzullo karen handel oppos marriag equal climat chang would outlaw aboion make impact +906839,budget busi climat chang oil price protest get headlin morn brief +796076,proof climat chang religi aspect sometim overshadow scientif pa +550181,thefirsttrillionair red rural america act climat chang without call climat chang +584668,florida need dem offic get thing done climat chang ââ +858574,mild disturb headlin dept stratospher shrink record break temp continu due climat chang +397634,documentari climat chang ãåïâ³ãåïâ¼ãåïâ +774584,exact address climat chang slowli kill +376780,angela merkel promis take donald trump task g20 summit climat chang via rworldnew +571842,hurrican dineo hit sa hmmm global warm doesnt exist accord lmfao sa doesnt get global warm +598952,holland dyke 500 ad look lot like holland global warm catastroph +251053,california lawmak pass landmark chang bill environment group h busi insid http +156160,general avoid post polit charg materi scientist im dismay mani world leader still deni global warm +209792,no chelsea connected child marriag climat chang go her +623700,last time bill march stop action climat chang also call helen clark cow there ba +386349,bee die amp climat chang destroy environ yet nigga want audac act like +975607,deal climat chang need new financi system +710461,approv keyston xl state depament consid rang factor one climat chang https +414286,need democrat presid democrat pay futur they embrac climat chang +504386,2nd wisconsin state agenc solv chang remov mention public websit +615210,ta prohm haunt ruin also 1000yearold climat chang warn +686504,best climat chang advic +201360,exxonmobil long histori peddl misinform climat chang https +477876,epa chief say carbon dioxid primari contributor climat chang +857523,futur planet stake hillari clinton combat climat chang donald trump thãââ httpãââ +65576,make wear share green hea feb could lost climat chang +311290,repoer trump thought global warm trump rearrang miracl get car slime meãââ +354703,video new studi say eah lose 10 day mild weather end centuri global warm +713717,guess climat chang real +3484,musk priorit newspac environ look fundrais climat chang denier +333986,energi day come major compani lead fight climat chang +433077,say educ background understand scienc global warm mock him +987845,global warm real club penguin shut +487343,show climat chang greenland +389631,hes protest climat chang hes protest inact insuffici action climat chang +349078,theresa may say address climat chang g20 summit +110116,german chancellor describ g7 climat chang talk veri difficult say dissatisfi +853938,scott pruitt offic delug angri caller question scienc global warm +280471,wisconsin state agenc solv changejust delet public websit via +528472,east antarct ice shelf begin reveal vulner climat chang scientist worri +148108,presidentelect believ climat chang million peopl go say mr tãââ +344553,im adderal think final dark matter climat chang bee die +916759,peopl sta talk climat human right climat chang human right +259516,merkel seek bolster suppo among member tackl chang ahead g20 summit 78 juli https +961234,franc presid bilingu amp believ climat chang presid can not even speak english amp think grav +423634,oper think accept harass peopl traumat climat chang horrif +857805,post edit trump set pull out pari agreement climat chang +397365,gov jerri brown warn trump california back climat chang +857555,the taiwan govern apolog whole world make air pollut caus global warm +989563,day 49 epa chief say carbon dioxid contribut global warm flynn conceal foreign lobbi work j +288858,trump staffer mick mulvaney wear shamrock announc end meal wheel climat chang research happi st +29623,snow be bleach anemon crack ice climat chang look likeãââ +296324,stop global warm way save greatbarrierreef scientist warn +195452,david mess about brilliant per attenborough enough get peopl take climat chang serious +89006,liber worri islamaphobia which believ invent kind like global warm are +685999,coffe climat chang ethiopia +953360,ever heard anim agricultur also known lead caus climat chang +398016,count cost pollut climat chang wind energi much cheaper burn +23380,zombi health care bill die dc bipaisan major move climat chang bill ca know hope +858247,know climat chang make care more polit belief might though +251406,scienc trump presid expect climat chang health care technolog more +892567,know climat chang thing real natur cycl elabor hoax ââ +544308,scientist say climat chang real no room doubt +736038,oh pleas fail infrastructur climat chang it real flint water cut se +788588,former presid obama give keynot address food secur climat chang b +422746,minist ope protect mention tackl chang +839256,china laugh obama climat chang speech +151320,racismglob warmingand immigr policiespoet america take trump +306785,new post new research show yes exxon mislead climat chang +847300,global warm cooler temperatur pervas throughout us +992698,gue tu bingung apa hubungannya sm global warm +659398,major caus global warm +147593,hrc use obama time machin sta industri revolut could use climat chang storm make texa re +145217,long list thing serious immedi climat chang eg putin gene drive pakistanindia nuclear war +223963,protect public land safeguard air water act climat chang shouldnt paisan iss +810561,listen barack obama talk climat chang make miss common sens +291291,swear god noth climat chang go die prehistor ice diseas congrat +703836,opinion challeng climat chang +211575,al gore new climat chang movi arriv time +238579,brilliant a lot promot action climat chang highlight that +210624,23 environment activist trial lawyer academ came togeth shut dissent climat changeus +819555,right global warm alreadi issu cant pollut air more +558154,climat chang someth realiz tropospher im awar research regard climat chang impac +592357,geez that hot mail melt 2 global warm thingi nah trump said hoax amp hes +276482,link health climat chang strong common vision urban polici includ health serv +673932,sco devot attent toward climat chang pm +995721,novemb 1st high today 85ãâ yet somehow peopl still say global warm real ãåâæãåâæãåâæ +592147,stranger fiction wont novelist reckon climat chang +773618,trump hoax tweet set ridicul low bar nomine climat chang +684165,histor news clip reveal scientist forecast effect climat chang earli 1883 +350641,nelson press wilbur ross protect climat chang data +87764,we use grow appl here grow orang climat chang chang life nepal mountain +272814,live texa vote trump deni climat chang believ god send storm punish hope enjoy a +435767,day temperatur milan itali around 0c 16c 10 today call global warm theori +62657,brief messag 13 year old shaman revers global warm +296443,peopl push climat chang push segreg racism were grand dragon kkk democrat +263147,dup the antiaboion pay climat chang denier believ lgbt right bigot healyra +671827,aww that fair sent him global warm +928178,novemb forecast sure climat chang hoax ãåâåãåïâ¼ +467586,climat chang wrath god upon wicked mankindth hope jesus christ +755440,scott pruitt head epa sure carbon dioxid drive climat chang via +254496,world leader dupe manipul global warm data via +460932,sinc fed agenc longer allow toi want share climat chang fact doesn +147670,elect leader fail approach environ amp climat chang serious issu wohi urgenc amp action wiãââ +569718,great barrier reef die denier bat eye time get milit climat chang huge +643831,god said remov land make wasteland climat chang a +886969,peopl actual use plant need co2 argument rebutt climat chang +232075,waitthey want fight climat chang misprint +109532,the eah green amp beauti allah left steward it muslim tackl climat chang ve +468568,denier climat chang denier exist +4936,blame fire nation global warm +203154,new ope china leadership climat chang +27673,trump team compil name energi depament staff work climat chang polici document show +129667,know hard peopl grasp caus climat chang +98126,climat chang real come aint seen climat dollar +279960,obama fiddl climat chang gitmo visit havana world burn ãâ✠iran russia china isi march +417611,russian got time climat chang bullshit +179502,mon temp 5f with wind chill thur 65 im reliev there thing climat chang wed see real +649846,winter now im complain peopl say global warm smoke crack +972392,januari 20 2017 day end climat chang scam januari 20 1977 snow miami hot in +690263,syp suppo pari agreement amp urg scot amp uk govt work nation ensur talk climat chang is +844854,investor act chang new doc releas +64801,alreadi see effect climat changeit unnerv trump would choos climat chang denier set +725765,there got ta least 70 correl whos wear sweatpant campus right believ climat chang myth +500151,proud pa fight climat chang one top prioriti +137665,soon aap blame global warm twitter mock preeti sharma menon blame evm fo exit poll +327170,us nation park tweet climat chang fact act rebellion today trump news joke https +737240,trump administr buri govern site design educ children global warm +835581,think go die husband believ climat chang +975161,eric climat chang natur process happen everi 500 year male guest idiot drank coolaid +76414,think go die husband believ climat chang +957883,octopus park garag climat changeãââ canari coal mine via httpsãââ +946476,satellit launch monitor climat chang veget +933294,here chang mind climat chang denier +854047,enjoy predict global warm +117233,glacier photo illustr climat chang +270551,im fail see correl climat chang denier substanti lack evid +65083,where hell global warm ask 2014 well +202684,bird speci vanish uk due climat chang habitat loss +64863,inconveni data whistl blower say noaa scientist cook climat chang book +390621,ancient 3km long ice core tell us chang world econom forum +149562,trump presid carri fisher die regular show end global warm real life basic stupid p +292543,climat chang scott pruitt caus uproar contradict epa websit +263451,healthcar climat chang obama bold agenda remain incomplet +40122,id gay world trade center right now need global warm ive said hillari clinton run +573893,global warm real +774671,trump say nobodi realli know climat chang real via +879851,reason global warm make hea skip beat +86848,concept global warm creat chines order make us manufactur noncompetit +397160,think go die husband believ climat chang +475194,scienc behind climat chang financ peopl control media badmouth take in +637080,scientist religi leader ocean climat chang +740039,eu pledg 20bnyr next five year fight climat chang despit trump plan pull https +925132,adopt junior signatur issu way ivanka work climat chang amp melania want stamp bulli +629995,tennesse broke record 100 year high 74 christma day tell global warm real +687834,meanwhil america presidentelect believ climat chang +869772,stop poster 166 want talk hydrolog model climat chang +762016,top stori china roll eye trump ridicul climat chang claãââ see +926397,hear uncrit voic brexit bbc akin fill airwav climat chang denier co +647788,scientif communiti spoken climat chang want know ceainti hear them +562390,the concept global warm creat chines order make us manufactur noncompetitiãââ +535086,go climat chang confer bonn novemb sta prepar resourc +424682,british scientist face huge hit us cut climat chang research +877815,jane goodal call trump climat chang agenda immens depress +696873,also appoint lead climat chang skeptic scienc denier epa guy alreadi bad outcom predict +475889,dramat take climat chang serious were go die +31358,cute penguin coloni risk climat chang +378750,climat repo un trump correct skeptic climat chang claim ââ +444206,extra credit muchneed remind face issu larg climat chang thanksãââ +608581,take new job make sens learn fact climat chang environ +728954,presidentelect believ climat chang million peopl go say mr tãââ +957113,concept global warm creat chines order make us manufactur noncompetit +801794,got ta new kind dumb think climat chang real +518225,new guest post adapt climat chang manag retreat +358103,florida half state go disappear ten year due global warm theyr go guy say chãââ +680249,well gee that call eah cycl last decad climat chang cycl explain it +330131,scientist call precis global warm predict sourc reuter +639079,ocean home treasur trove biodivers protect area build resili climat chang +568837,reason global consensus climat chang differ countri interest hea +674514,inspir filmmak odisha win fouh nation award film climat chang +408712,new york 2014 buri treasur global warm corpor espionag plucki kid love action communiti amp plan end late capit +751683,trump deni climat chang somalia drought amp starvat prove consequ +83788,oop epa left climat chang inform spanish +870105,funni privat legal affair use climat chang justifi case public deni it +506017,nice lol global warm were finna die +990787,yall thought global warm real +249793,stream flood new film climat chang amp fisher steven free +500428,would never endors climat chang denier antiaboion candid +474046,anyon think global warm good thing love think realli interest aist +285709,photo kerstin langenberg show polar bear affect climat chang +738823,mani peopl actual believ climat chang ãâ alarm ãâãâ +713163,arguabl serious impact shoer timescal far easili rectifi climat chang +254402,climat chang world warm huh +784922,radic energi shift need meet 15c global warm target iea via +172957,brace bitter cold winter climat chang shift polar voex +152465,new techniqu predict frequenc heavi precipit global warm +808051,imagin will world media cover climat chang way cover hillari emailsãââ +485595,freez outsid hell global warm +907857,octopus park garag climat changeãââ canari coal mine +976351,noth contribut climat chang god control all +890487,guy claim climat chang barrag intergalact ballist missil call less emphasi +22342,world leader dupe manipul global warm data via +793794,heat on simpl visual global warm past 100 year +397069,huge need bipaisan solut climat chang heroic lead charg +696234,presidentelect believ climat chang million peopl go say mr tãââ +446222,concept global warm creat chines order make us manufactur noncompetit +421398,heatwav hurrican flood famin seven climat chang hotspot +133429,trump admin deni climat chang amp noth it dem admin would said believ clim chang don +906252,ny attorney general tillerson use alia email account discuss climat chang issu exxon +414092,actus mersea news via uae fragil reef strain climat chang repo +921186,health human face climat chang +73317,know urban climat chang research hub open +750866,bank royal commiss chang govern also marriag equal action climat chang +404488,8 year old niec told i believ climat chang also contribut vulner came be +217262,trumpãââ elect mark end serious hope limit chang 2c +82084,1 get power deni climat chang 2 pull pari agreement 3 watch liber coastal citi wash away 4 +178765,me exo revers climat chang freed us sin someon that possib me +856902,check episod climat chang go chang world +128311,cough piec lung today climat chang +28674,get girlfriend stop global warm gamer girl dm +622104,global warm anyon +530054,china warn trump abandon climat chang deal china reduc emiss are +381560,man go presid unit state believ global warm world fuck +98355,pls public oppos dup view aboion samesexmarriag climat chang +740344,well posit climat chang definit lie +138808,bbc news g7 summit agre counter terror climat chang +170089,fact theman said climat chang chines hoax presid elect usa facti enough you +226215,suppo climat chang action sure abt politician 2them alway win +423833,34 energi wast were lose money amp contribut climat chang six key solut +369913,millenni addit hous afford climat chang anxieti nuclear existenti anxieti +95896,doctor warn chang threaten public health +97840,fam gov deal deni climat chang again suggest pray rain again im done state forev +89084,one believ global warm +239009,give clean beauti healthi air old climat chang global warm bullshit tire heãââ +366412,republican suppo combat climat chang urg trump stay pari deal via +851148,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +474593,think go die husband believ climat chang +633845,china 3500 coal plant albea shut 5 save world climat chang +51545,research show inland mitig climat chang improv carbon store amp offset co2 emiss +278633,global warm fraud collaps +39361,doon nalang sa basa tapo walang amoy kapag inasar ka sabihin mo climat chang nakikisabay lang sa p +221510,trump children recordbreak climat chang push world uncha territori +66321,leopard move snow leopard territori climat chang +66661,mayb climat chang eah immun respons us +613615,urban climat chang googl eah timelaps show 32 year chang eah +942704,china deserv biggest power world battl climat chang unlik us +15587,america becom countri world leader doesnãâât think global warm realãââ +353103,donald trump want meet leonardo dicaprio again discuss climat chang +271735,cool climat chang speech bro +159461,weve got quicker respond issu climat chang pose ri fishermen like chris brown http +807877,sound like swamp need drainingdo provid name climat chang staffer trump team +934854,us forc g20 drop mention climat chang joint statement +409387,amber rudd consid tell trump hes wrong climat chang that diplomaci wo +203644,sad one caus climat chang mankind must know human cant surviv without eah plane +635192,tomi favorit hobbi 2016 call climat chang bad weather 2014 said agreedupon +772176,establish new way work togeth chang climat chang +227248,rememb climat chang call global warm chang were go cool cyclãââ +319106,yall realli vote man believ climat chang +128668,here peopl dont believ global warm via +731220,tribe go alon climat chang trump team shift prioriti +311826,chang denial were cede global +808440,scienc denier danger impact climat chang real consequ infrastructur human lif +615105,paint roof everi build world white would reduc rate global warm +723926,wtf wrong w jerri brown amp california legislatur tax amp higher gas price fake global warm +582734,new book rank top 100 solut climat chang result surpris via +520223,trump wall seawal around golf cours say protect effect climat chang +858352,florida trump pledg stop send money unit nation aim fight climat chang +606234,ocean goe jaw jellyfish climat chang progress say +276096,thank good global warm without would still cold war +254986,global warm real nippl hard +381775,think climat chang greater threat radic terror world pa problem +592526,the concept global warm creat chines order make us manufactur noncompetitiãââ +230347,good morn everyon except climat chang denier +61228,damn global warm serious shit +819339,trump wont suppo climat chang summer christma next year +995982,turnbullãââ backbench line abbott sink pari climat chang agreement +727863,global warm invas etc got 3 hurrican golf this raptur god an +186751,us feder depament censor use term climat chang email reveal +964719,52billion road bill made california next climat chang move heavi lift +125624,stand climat chang denier leagu conserv voter +344973,selenium defici promot climat chang +949789,think go die husband believ climat chang +599330,toni abbott say moral panic climat chang over top +265518,think go die husband believ climat chang +298147,damnnnnni hot here conserv blatant deni proven scientif fact global warm exi +226325,climat chang fresh doubt global warm paus bbc news +239874,make that climat changedeni misogynist petti corrupt hate dodderingoldfool modern day presidenti +301650,guarante peopl buller coast wake think climat chang +157290,presidentelect believ climat chang million peopl go say mr tãââ +345248,ok climat chang denier head epa aw what shade lip stain dude +137668,intend prevent natur gas wast amp cut methan emiss contribut climat chang +387140,good one creat call climat chang amp need clean diy air funni fake scienc +393316,ryanair oleari refus accept global warm realiti irish independ +940665,global warm work +206952,ptolemi hes super concern climat chang affect wildlif +541428,global warm man +886796,so co2 a primari contributor global warm see tell us pruitt via +546374,physic realiti global warm doesnt bend denial altern fact +922849,deleg highlight health cobenefit tackl climat chang 2 1 deal save e +857364,global warm global hysteria +528773,were go surviv climat chang need better idea whole lot faster +348027,china reprimand trump intern respons act climat chang +534413,climat chang it trump world +447525,one hope littl prevent climat chang decim tomorrow +607037,pleas get stump climat chang women reproduct right afford singlepay healthcar +136714,pari climat chang agreement enter forc +698954,new main antidiscrimin bill would protect climat chang skeptic +496231,excit fall climat chang leav halloween thanksgiv im readi fall +112559,sad see climat chang done grand canyon +746719,presidentelect believ climat chang million peopl go say mr tãââ +56423,anoth sign doom climat chang denial rex tillerson +111610,presid trump expos lie agenda bilk peopl fake climat chang caught +59106,china emerg unexpect leader fight climat chang +324423,watch tucker carlson lose bill nye take school climat chang +903495,push gun control glorifi gun movi cri climat chang amp fli privat jet +522578,amp other call globallyfund scientif team help tackl climat chang +330418,true ron johnson believ peopl contribut climat chang most +170036,but climat chang liber hoax +811734,100 nation agre take action prevent disastr climat chang turn backãââ +336133,kerri tell climat confer us fight global warm ãââ trump without los angel time ââ +61446,nom run epa believ climat chang absolut ridicul situat +286684,time invest asset manag step chang https +86718,american meteorolog societi come epa head climat chang +378434,dead duo invas speci climat chang +95056,five way take action climat chang +157217,black women blame black men global warm one point yall think bei +678843,militari say year climat chang nation secur issu here how +131307,new new world china lectur unit state climat chang impoanc cooper betweãââ +531053,fiji prime minist plead trump save us climat chang +947694,watch right here travel world tackl climat chang httãââ +759959,honeybe popul near decim diseas pesticid climat chang protect say +976235,acropoli turn light rais awar climat chang +772212,retweet christoph n fox exxon order turn document chang probe +869188,republican propos 40ton tax carbon emiss fend global climat chang could nonstaer +7256,nation geographicãââ climat chang documentari leonardo dicaprio youtub via +910026,5 climat chang challeng india need wake +970748,think go die husband believ climat chang +960297,dituduh trump membuat hoax global warm china berang http +487259,skeptic r deni climat chang want throw 90 billion un fix it +2648,think go die husband believ climat chang +93493,oh dear epa boss say carbon dioxid primari caus climat chang new scientist +320569,expos global warm hoax scam is save american taxpay 47 billion per yr https +435902,kill climat chang +24812,major straight climat chang get fund +709950,climat chang stas disastr effect say jail everi person govern vote climat exact +191870,climat realiti should reli good scienc 97 climat scientist agre climat chang rea +544288,scale migrat africa expect rise due acceler climat chang head africa offãââ +599634,im gon na ignor fact world either end bc climat chang nuclear war focus o +948396,data climat chang progress disappear us state depament websit +628855,necessarili global warm alway coldest morn warmest afternoon +219705,februari record warmth brought climat chang +76369,trump team memo climat chang alarm energi depament staff +209707,peopl 2017 dont believ climat chang believ kardashian curs +529193,one key propon climat chang scienc say eat weed killer safe health amp good planet +488505,sad must 4 global warm save polar bear home +649995,think go die husband believ climat chang +328227,hunt fish wrong place chang creat trap +734220,al gore stir new climat chang call world leader +569724,watch soylent green light climat chang today ceain lend differ perspect first releãââ +617157,think go die husband believ climat chang +835618,12 year plant bought us extra time climat chang verg +497694,think go die husband believ climat chang +6641,sam power spent time un lectur danger israel amp climat chang total care assad +791125,south southeast face europ advers climat chang impact agenc +479666,tackl climat chang requir power connect amp collabor rather exploit fear divi +232716,would exact call ring endors climat chang militaryfrom aicl +786460,use microb fight climat chang +492966,weather channel shut breitba yes climat chang real +885363,real life trump 100 day plan intend cut billion dollar toward climat chang sta theãââ +346906,lol liter rain trump parad day inaugur first act presid cancel climat chang act +295934,jw suspect fraud scienc behind obama epa scheme end coal guis fight global warm +650486,im tri think possibl fact would disprov global warm believ answerwhen research f +958263,sta els limit climat chang check out +939823,student learn climat chang last day scienc express +69802,let go green stop global warm +264749,climat chang begin trump said destroy planet less month +744004,know global warm real bc driveway cover snow u come shovel +903111,presidentelect believ climat chang million peopl go say mr tãââ +464048,wow china point ronald reagan ghw bush suppo intern climat chang talk +353129,peopl ignor come climat chang +781817,stori trump epa cut infight talk climat chang +105244,2016 year unit state elect man believ global warm chines conspiraci +899313,antarctica revel sea creatur could shed light climat chang +421940,global warm 名地球温暖化 +651955,stori manmad warm stori scienc fiction put foh advanc primit collectivist polit narrat +966826,trump admin tell epa take climat chang webpag repo +277192,everyon seem quick forget margin face harshest repercuss climat chang +557101,stop global warm way keep coral reef die +16077,thank obamafor make us prepar face impact climat chang +788753,scientist march tomorrow climat chang real +636671,miss great collect global stori solut climat chang see +209113,view deterior amp learn seismic activ rise sea amp climat chang threaten it +17873,make profit defeat climat chang mark carney via +263873,scienc express train flag creat climat chang awar india via +818047,businessinsid american school teach climat chang differ everi state except 19 +274518,almost 90 american dont know there scientif consensus global warm +137245,stress climat chang realli get dont want loos hope im scare +210901,scientist call precis global warm predict via +452172,question ask 4 year old pamangkin finish melt ice cream whi global warm ice cream +814366,concept blow sun fix global warm +212158,antarct studi examin impact aerosol climat chang +90901,think go die husband believ climat chang +143454,longer wait take action climat chang difficult expens get +761556,planet succumb global climat chang greenhous gas emiss answer enjoy life eah +505773,us sign document call chang serious threat arctic amp note need action http +601972,know climat chang realli bad world all keep weather feel like this might okay it +74231,kashmir climat chang nuclear war +815985,california say readi fight donald trump climat chang +481732,america loss china gain trump stanc climat chang gift chines salon +627871,iãââm creat new think tank climat chang would join post tweet also +594469,climat chang countri +350756,un poll show peopl donãâât care fight global warm via mani lie turn peoãââ +269893,fantast sculptur highlight crop threaten climat chang amp environment degrad +6511,also american commit belief climat chang hoax +436306,white hous call climat chang research wast actual it requir law +780075,scott pruitt head epa sure carbon dioxid drive climat chang +143536,nyt session yesterday wtrump left tom friedman hope trump climat chang today announc kill nasa cli +635339,climat chang real scientist know heck talk about dont +904919,dakota access pipelin would huge blow fight climat chang +775083,scott pruitt offic delug angri caller question scienc global warm +201705,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +71322,whale enter hudson river suggest protest climat chang polici trump said shes overweig +718755,confront scienc global warm australia sciencebas polici save +355397,rain thunderstorm rise due climat chang +7480,endang climat chang blame high countri news +676361,great barrier reef canari climat chang coal mine +27930,welcom pleistocen park russian scientist want fight climat chang woolli mammoth +689435,by factor three key threat global secur identifi climat chang +6365,hundr american compani plead donald trump abandon gain made mitig climat changeãââ +117872,america accept weather predict groundhog yet refus believ climat chang scientist +303319,burn fossil fuel number 1 caus climat chang a +758069,sequel still trick flaw data global warm +519052,great barrier reef tip climat chang iceberg +173245,765000person studi argu climat chang alreadi cost american sleep repo +906749,australian govern remain oppos renew continu burn global warm coal +9631,think go die husband believ climat chang +186664,dumbass racist sexist misogynist lie unqualifi corn muffin think climat chang hoax +818801,glad see teach viewer global warm real reduct avail crab this +610128,dont tell berni sander tweet climat chang biggest worri right +200984,new epa administr amp acknowledg climat chang denier hire protect ksmoian environ http +946451,murray energi ceo claim global warm hoax say 4000 scientist tell cnbc +588728,imagin get perfect score sat vote guy claim global warm chines hoax unlik +132012,were alreadi face global warm +746803,ironi not toler climat chang believ use bottl water assault the +684358,conserv group shrug link tropic storm harvey climat chang +180750,global warm concept creat chines govern +997932,futur planet stake hillari clinton combat climat chang donald trump think iãââ +291282,us reloc entir town climat chang begin via +865532,combat climat chang coexist increas us oil product +937154,fact global warm agenda rebrand want +272540,member congress met discuss cost climat chang end debat exist +28014,batch extremist believ climat chang lmao love guy buy serious ãåëœâãåëœâ +54105,this next stage climat chang liabil litig +677318,scientist develop maiz capabl mitig effect climat chang +142298,mayb think climat chang real disagre one too +546152,fun think boutta die global warm presid still think fake ne +131990,littl late let keep head creep sand climat chang pathet +930247,nordic project solv riddl dramat climat chang +405814,thing realli chang global warm long run +849259,trump face g7 squeez climat chang trade sicili summit +970178,antisci epa chief say carbon isnt primari contributor climat chang scienc say hes wrong +775969,realiti climat chang impact everyon truth poor communiti suffer mostperpetu injusti +251906,role food amp agricultur play almost entir absent written commit climat chang +209894,trump delet climat chang one site time +82633,also today news trump declar tree respons global warm +216329,2020 12 global program includ amp chang kpis +147245,happen white hous order epa delet climat chang page +375068,still deni climat chang bc kinda warm outsid +432029,im trump dumbass better sta believ climat chang ãåëœâš +681008,pictur climat chang quit bleak claim say viaãââ +985356,fact behind pari dealth agreement cost foun littl 2 reduc global warm +83642,almost 90 american dont know there scientif consensus global warm +924379,donald trump say nobodi realli know climat chang contradict settl scienc issu +474657,light candl hope go contribut climat chang wherea curs dark carbon neuãââ +966145,cours climat chang exist also co2 climat control knob +943890,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +226367,1 work twitter scienc org dismay see lot nastiest climat chang denier troll militari personnel +60192,mayor citi offer best oppoun deal climat chang pa address +893971,deal food right way simultan feed hungri fight global warm from +418543,reelectberni senwarren day tillerson dodg climat chang qs exxonmobil must turn climat +13358,miss premier s climat chang documentari yesterday catch gtgt httpsãââ +520619,ffs deni climat chang promot mercenari opinion theyr canker human +321598,put end climat chang +741056,scott pruitt climat chang denier assist fossil fuel industri combat climat chang thin +936461,trump meet princeton physicist say global warm good us via https +143146,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +535965,dont peopl buy tesla car protect planet way effect global warm let destroy planet cos hate trump +281202,and given feder govern like ceas action climat chang weaken busi regul +165837,fake news base data scare releas tax return travel ban saudi arabia amp climat chang data +613580,get mani republican deni climat chang rise ocean level submerg clinton archipelago +446237,terribl compani caus deforest damag environ amp contribut climat chang +897909,individu volunt cous reduc climat chang effect +35072,trump presid mean global fight climat chang +334267,arctic polar bear face grim scenario due climat chang rise temperatur caus sea ice mãââ +150295,one talk increas solar output contribut climat chang +414005,exchang senior white hous offici repoer climat chang is great +691449,govern say lie fake news thing climat chang go +586333,unit state trump consult withdraw us pari climat chang deal +805955,g20 member meet fri discuss climat chang chose meet putin time amp skip hear challeng t +994946,icymi discuss action climat chang nicola sturgeon today +535234,lol time thought global warm +990339,meat dairi industri contribut 51 global warm amp non plant base diet lead caus diseas +245539,carbon tax even wors idea us elect last thing cda need tax harm economi wo help climat chang hãââ +142285,think go die husband believ climat chang +471258,hmm mayb made throw climat chang 13tryr +181421,join resist follow climat chang natl park servic +804056,trump cant deni climat chang without fight washington post +250453,trump team memo climat chang alarm energi depament staff +422794,militari spend 20x greater budget energi environ pentagon say climat chang direãââ +896160,releas photograph seri call imag chang despit presid trump deni climat chang https +493299,next noth burger lose elect climat chang affect poll m +579107,should reli good scienc 97 climat scientist agre climat chang real manmad +853420,whether believ climat chang common fuck sens cant live without clean water oxygen +661565,scott pruitt head epa said carbon dioxid primari contributor global warm +373413,afford care act legal samesex marriag recoveri act pari agreement climat chang mãââ +962094,techjunkiejh fastcoexist corpor climat chang pledg strict enough stop climat chang ãââ +41812,group sue epa protect wild salmon climat chang +504594,watch right here travel world tackl climat chang httãââ +507593,damn climat chang caus flower bloom +210061,fur waddl penguin coloni risk climat chang +287454,india make intern solar allianc realiti solarrich countri come togeth fight climat chang +536194,lol peopl believ global warm smh +814693,that hollywood elit amp climat chang millionair buy ocean front propey give break +400723,press releas mep paicip climat chang confer marrakesh +397613,sun shine global warm stop sudden straight as skin clea +609991,kathi griffin held globe fire would barron think real eah amp donald denounc global warm wo +343360,congressman god take care climat chang god bitch sent scientist +519580,s owner use money suppo antilgbt caus climat chang denial via +631971,understand human caus climat chang ignor like this take step help the +468411,econom inequ drive climat chang economist find thinkprogress +239916,progress absolut love scienc come global warm absolut can not accept regard gender differ +937873,histori repeat itself hillari come hide year beard movi climat chang +562422,aung san suu kyi chang crisi piec +422498,new book rank top 100 solut climat chang via via +88056,we leav anyon behind futur energi climat chang +370179,research set studi effect climat chang arctic climat chang got way +729780,the concept global warm creat chines order make us manufactur noncompetitiãââ +758644,obama trump may face children lawsuit global warm +965567,interest blog ãâ✠power imag shape climat chang percept ãââ +327049,al gore other hold climat chang summit cancel cdc +973414,survey almost 30000 scientist 97 agre climat chang caus human activ +109041,proper manag climat chang action lead better job info +457236,polici disney never fli privat jet sinc scare climat chang +703005,tini phytoplankton massiv tuna climat chang affect energi flow ocean ecosystem +666461,bill gate billionair open climat chang invest fund +200379,bark mad ideolog coalit caus energi crisi climat chang denier run govt +800041,think biggest problem global warm no popul +645036,touch base were commit address climat chang amp increas trade benefit peo +888342,we need global warm +308411,bay area folk aint cut heat get use it global warm come babi +896890,nato warn climat chang global secur threat donald trump mull pari agreement independ +346042,climat chang guh kill tpc +211349,took action end povey combat climat chang fight injustic amp inequ +719119,recordbreak climat chang take us uncha territori stabl popn limit climat chang victim +599794,iceberg global warm +710238,well stop climat chang white hous propos steep budget cut noaa lead climat scienc agenc https +654615,good thing global warm real right everyon +744157,trump presid mean climat chang +68991,stas today marrakesh conf indigen knowledg amp climat chang +62494,censor nation park scientif fact climat chang drumpf putin would proud +119981,jim pfaff 30000 scientist say catastroph manmad global warm hoax +858023,this call climat chang +470649,first generat experi damag climat chang last one stop it +824428,may miss this defra sneak 5 year climat chang repo jan 18th without announc https +499614,long way go climat chang adapt +382254,tool mind amp motiv address climat chang now honor address global communiti leadiãââ +927245,akinwumi adesina suppo climat financ adapt climat chang +63744,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +175662,pleas stop global warm +808354,anoth warm day thank global warm +859015,link climat chang diabet +22385,phrase climat chang scrub nih websit +245056,donald trump promis revers momentum climat chang stop obama administr +237976,govern except 47 slow climat chang pleas come show us would act f +884803,talk student impoanc impact chang and +107153,ban urg rapid increas fund address climat chang +467496,good point miss everyon one care slam someon climat chang point https +935108,jimi hendrix sang climat chang 1967 +835385,allkpop ryu joon yeol narrat eb documentari climat chang +345228,teach kid climat chang parent skeptic +656751,florida drown climat chang +64369,iãââm creat new think tank climat chang would join post tweet also +822812,real culprit behind climat chang accord rick perri the um uh ocean water environ live i +893774,climat chang global warm real presid anyth us +300949,help displac climat chang +368266,join combat climat chang take action +762993,top read land privatis amp climat chang cost rural kenyan +364409,global warm real man +165076,australia pm advis say climat chang unl ruse establish new world order +845006,donald trump cite global warm danger fight build wall ireland golf cours via +482039,need solid polit cabinet white hous stand climat chang +934736,actual like work insur industri bc climat chang skeptic +964388,dain agricultur climat chang russia nbc montana +57305,climat chang affect base state live +955294,know use human labor farm conserv energi thus reduc global warm +64942,go matter bathroom ur tran grandson go abl use bc theyr go drown death due global warm +339722,storm like say global warm +804326,trump plan revers climat chang law like rip stitch open wound tie shoe witãââ +196186,climat chang moral issueand religi one +945210,new presid america go trial rape 13 year old girl believ climat chang +910005,think go die husband believ climat chang +256047,fund climat chang researchgtfund space explor plan find whole new plane +684487,global warm go cancel ski season +596984,global warm real explain +100902,scientist global warm make natur disast wors global warm make wors yall god send us a +555448,green pay claim climat chang bigger brexit bbc news +972459,presidentelect believ climat chang million peopl go say mr tãââ +925684,wow cant believ climat chang real obama muslim +331377,remind one countri were climat chang thing togeth +326789,glblctzn we must stand everi child uproot war violenc povey climat chang h +649869,take shoer shower buy reusabl bottl stop global warm main result agricultur demandãââ +447927,australian coastlin glow dark sinist sign climat chang +162757,chanc world brilliant psychologist incept realiti climat chang head donald trump +121988,leader believ climat chang especi chang pocket +876900,donald trump like pull pari deal us state pledg continu effo combat climat chang +428436,letter work puzzl climat chang salt lake tribun earli june 1000 +980099,dryspel ikipitisha 3month ni climat chang +469400,republican use say im scientist confront climat chang here say 2017 +69303,republican beg pay final someth global warm +901450,pari climat agreement big deal fight climat changeand now big step closer realiti https +469091,49 trump suppoer care much climat chang +107745,great debat guy climat chang won +759608,scream adopt shop amp global warm mean damn thing fund anim ag up least tri eat +105104,need proof global warm caus mankind listen heat https +937094,pruitt offic swamp w angri call question global warm scienc number disconnect http +505536,need energi sec fight climat chang amp build cleaner energi futur that vote rick +166852,pari climat chang agreement great place work move toward true sustain +955751,read draft climat chang repo +297133,worri global warm were go build new eah bigger eah best eah ever ââ +840457,millenni brave enough stand trump climat chang amp +246498,90 degre earli novemb los angel know accord trump global warm climat changeãââ +453796,show climat chang greenland +752359,un secretari general ban kimoon say believ donald trump make wise decis climat changeãââ +680137,ca polit climat chang happen storm brew will alway strong man dc +651615,realiti public health much like climat chang bedevil american conservat +34294,donald trump set visit franc bastill day macron bring climat chang trade issu +566577,watch cycl nake climat chang eyewit news +546774,un meet call combat climat chang urgent prioriti +672130,trump admin tell epa take climat chang webpag repo +180963,prepar health profession combat climat chang via +894127,floor global warm us govern +818501,think go die husband believ climat chang +57049,pixar ever need make movi convinc normi climat chang +480533,predict climat chang lead reviv indoor shop mall +249370,everyth climat chang deseif rustl porous border politician crimin ca +175803,begnotea enumer indic climat chang ph mention increas arriv typhoon one exampl +390055,due climat chang doubt like climat whi give someth sell back 200 a +797992,donald trump may face young peopl su global warm sydney morn herald +720945,trump presid set back fight climat chang share us thought +538702,there one last thing obama fight global warmingand trump abl stop +526631,smoke anoth joint grab tea get comey lost elect global warm ur enteain +233659,china take global warm serious shame us +288602,3 sign world alreadi fight back climat chang world econom forum ht +810965,2017 come this scott pruitt trump top climat offici say human caus global warm https +111100,great day learn climat chang affect sea level +528758,john kerri say hell continu global warm effo +564829,rio famous beach take batter scientist issu climat chang warn +538223,well done enlighten america rise climat chang challeng despit +39918,agricultur bad stop agricultur caus climat chang me go starv +128542,climat chang climat chang climat chang there polit there planet climat chang climat changeãââ +110687,snow be bleach anemon crack ice climat chang look likeãââ +198596,a1 were turn light sta convers climat changeand power solv +64585,news liber rais hyster think climat chang go take foy year live +586728,still cant believ donald trump presid reject basic scienc 97 scientist agre climat chang is +223741,wall climat chang action amp gun safeti measur love trum +753397,epa chief scott pruitt say carbon dioxid primari contributor global warm +290174,im glad hear it flood person tweet yes ing context climat chang tweet +542214,diplomat un global warm summit concern trump stanc climat chang +372837,trump abolish climat chang first moment regim +288012,talk local action fight climat chang health econom ga +94780,peopl still question climat chang even scienc brah +964126,fiftynin percent voter want us address global warm +869801,jaim help coal firm defeat obama climat chang legisl work bank qs lobbi career +366133,futur planet stake hillari clinton combat climat chang donald trump think iãââ +702070,want fight climat chang fewer children +407850,case collabor climat chang +681790,blame global warm snow fall sahara dese second time live memori +528548,futur planet stake hillari clinton combat climat chang donald trump think iãââ +830318,address climat chang therel conflict limit resourc must listen scientist fossiãââ +720943,independ studi show noaa right global warm paus +355391,epa head scott pruitt may broken integr rule deni global warm +910133,global warm trotter +644426,belong captiv view pleasur right global warm anoth problem r face +892393,free trade help deal w impact climat chang argu h lotzecampen +147139,pretti afraid watch foundat brief climat chang +242092,new priest learn global warm pa format green news cathol onlin new world order +337513,global cool global warm oh wait climat chang tax dollar flush fn toilet ridicul +442543,well accord lord savoir trump global warm exist sinc alway know trump right +331242,propos cut would devast climat chang research resili whos design budget vlad put +697685,confer focus manur manag battl climat chang +238142,grow alga bloom arabian sea tie climat chang +639271,palaeoecolog tell us speci constant move w climat changepolici need take long term futur view reflect th +390876,california sign deal china combat climat chang +892822,silver line global warm +368716,first minist met governor california edmund g brown joint agreement sign tackl climat chang +391611,new post blog trump presid mean effo curb climat chang +26366,like irrat church climat chang persecut skeptic today +830437,nasa correct wrong climat chang +213126,dont choos put american work act climat chang retweet know us +421994,presidentelect believ climat chang million peopl go say mr tãââ +585939,far none pai adequ polic climat chang +475433,yeah right let tell global warm +481193,climat chang trump kill planet globe mail +388001,panelist deflect discuss climat chang climat chang real shout audienc member ãåëœâãåëœâ +721285,news race curb climat chang citi outpac govern +395050,1 degre global warm 7 world see decreas 20 water resourc +577469,im gon na go darkhors candid global warm +211607,satellit launch monitor climat chang veget +574907,energyeffici lightbulb help zimbabw reach climat chang goal +805807,trumpputin meet take place time world leader discuss climat chang +661405,serious theyr endors someon deni global warm asham +767832,california republican join climat chang fight tell colleagu it would foolish engag via +851400,veteran urg white hous stand fight climat chang senior advis debat exit the +726350,climat chang chang stairway krystal96x +826614,global warm cold +821952,now time need strong work hardest hit climat chang povey +468095,sun cycl global warm +225454,februari second hottest record despit lack el niño clear mark global warm +937705,snow be bleach anemon crack ice climat chang look likeãââ +346504,franc regret g20 meet outcom trade climat chang via +372790,remind network even newscast yr spent 125 min clinton email 0 min climat changeãââ +715616,720000 year ice tell us climat chang past futur +281080,climat chang via co2 amp dummi +361431,googlemalcolm robe climat chang press confer stas bad end even wors sydney morn herald +434867,here chang would swamp trump border wall +425309,pak 7th affect countri climat chang apa im reforest must plan clean energi today https +698813,great barrier reef aok say climat chang denier manhandl coral +615023,mike penc get buri pretend cant understand impoanc climat chang via +641,iãââm creat new think tank climat chang would join post tweet also +937551,new york time actual ask tweet what greater threat guam noh korea climat chang insan liber +133842,imag new zealand newspap discuss climat chang aicl 1912 +252814,whole climat chang scam fake news top bottom biggest fraud scienc histori +575434,exxon scientist origin research climat chang +242013,everglad restor repo show success climat chang remain challeng +206664,one brain honest believ man made global climat chang even chang globalãââ +399851,climatologist believ global warm danger acceler hall oat h2o album cover +104630,anthropogen climat chang immedi threaten food water 100s million peopl caus right and +237325,trump begin tear obama year progress tackl climat chang +814076,climat chang exp fear donald trump presid +438092,look like climat chang go stop time soon +902087,foueen democrat state attorney general warn trump hell face litig scrap climat chang plan +845881,use snow prove climat chang happen suppo activi +93753,grand chief stewa phillip say indigen peopl alreadi climat chang refuge +746802,paner like eu were creat path victori climat chang great meet wpresid +545644,finland sámi reindeer herder surviv climat chang log htt +494858,could oveurn global warm exit would be +744232,90 degre earli novemb los angel know accord trump global warm climat changeãââ +518375,1969 2017 fli car global warm high end technolog 2017 +673188,fall global warm gtwhat go ivanka trump amp global warm guru gore +650394,use fair strong view climat chang too +579240,we creat problembut solut indigen women fight climat chang +283548,gop absolut believ climat chang know were fuck consolid power coast sta go under +964677,the concept global warm creat chines order make us manufactur noncompetitiãââ +733088,ill build man need global warm ive said ivanka werent offic know it pleas feel +795451,absolut disgust big problem climat chang yet nobodi seem give fuck +189822,think go die husband believ climat chang +554376,white hous give 500 million help poor countri fight climat chang +83587,trump jacksonvill we cancel million million global warm payment un +77193,headlin trump name scott pruitt oklahoma attorney general su epa climat chang head epa +802848,thousand march washington dc heat demand trump act climat chang +258627,iãââm creat new think tank climat chang would join post tweet also +665792,14 amazon continu suppo pari climat agreement action climat chang +322201,green build help us limit global warm 2 degre rather 6 degre +23535,head environment protect agenc doesnt believ co2 contribut global warm contradict oh ya +630135,climat chang real tho right mean countri underwat western half amer +848949,pleas stop global warm +802178,trump administr come tongueti confus climat chang +203862,100 per year per household ignor climat chang +239658,despit trump skeptic near 200 countri pledg keep fight climat chang +456223,select myron ebel climat chang global warm skeptic lead transit teamãââ +586979,altern fact come climat chang there altern planet +474632,worri everyon presid trump noth climat chang florida first go +651329,heck high want solv climat chang world hunger elimin us debt creat job amp cure cancer cannabi can +889489,risk climat chang singl graph +725388,u ask lead caus climat chang say anim agricultur +477844,huckabe priorit terror climat chang a behead wors sunburn noth say dumbass +376894,coal miner need moratorium but cant ask climat home climat chang news via +402248,best davo avoid climat chang catastroph al gore davo leader respond +310164,hey hope listen excel summari climat chang wa farm +130849,new new world china lectur unit state climat chang impoanc cooper betweãââ +374093,although think ludicr trump climat chang skeptic way everyon bit co +481749,like flood look horribl wed better take global warm real fuck serious +463808,elon need go mar can not solv climat chang capitalist imperi deserv expand reach +288000,melt glacier rise sea level cant ignor evidencehuman contribut climat chang https +845217,omb director mick mulvaney climat chang were spend money anymor +757316,everyon complain global warm nice weather get it smh +262230,statu berlin call politician discuss global warm retweet +167856,hi high temperatur natur occurr consequ man made climat chang +215975,final got perfect gift trump inaugur princ charl new ladybird book climat chang +182510,moor law carbon would defeat global warm +396184,good morn everyon except everyon bee die caus global warm asham ourselvãââ +449083,rememb presid acknowledg climat chang real +627919,microbiologist hes stand rain politician ignor scienc global warm +944107,watch right here travel world tackl climat chang httãââ +314291,yes imagin money wast trump plan ditch payment climat chang save us billion +907344,use sea around britain place build water amp work solut climat chang +380697,midnight novemb colorado im liter walk around shot flip flop tell global warm real +374602,the secret societi antiagwacc cultism organ claim climat chang hoax was +568728,liter 96ãâ la today mid novemb amp futur presid believ global warm +32358,sen jeff merkley patient expos rex tillerson climat chang via +358751,pwcs 25 fastest grow cloud compani signal softwar climat chang financ kingdom +601169,obama take swipe trump climat chang polici daili mail +563515,merkel urg eu control destini trump visit climat chang decis +825374,gon act like weather 20 year gon extrem unstabl global warm exist bet +401164,believ climat chang left wing scienc believ it that ignoranc +269512,arctic ice melt could trigger uncontrol climat chang global level environ guardian +736903,watch share climat chang risk so much music +665185,pope franci appear climat chang movi featur obama clinton leonardo dicaprio +703493,a4 collabor key need work togeth address climat chang +649176,pictur climat chang quit bleak claim say viaãââ +89747,futur look like climat chang denier white hous +801434,senat malcolm robe terror muslim evil kill us all global warm everyon stop be +750936,execut order trump dramat chang us approach climat chang +62996,trump world leader deni climat chang give unit state offici titl dumbeãââ +197941,hey fuck welcom eah snow rain get hot peopl say climat chang hoax +931726,climat chang denier white hous prospect pari agreement climat chang httpsãââ +999411,anyon want lesson learn climat chang here +166179,trump pari pullout mps line behind climat chang accord +415347,im creat new think tank climat chang would join post tweet also +703334,rick perri proud climat chang skeptic sen al franken none +535633,hey rememb time donald trump back urgent action climat chang long ago +848046,spring fool global warm boutta snow next week +26885,china embarrass us climat chang get here +656503,princ charl climat chang wolf door mtg w donald trump moot via +876235,senat paterson skil evad deal major point accept realiti climat chang +253058,retweet washington post opinion phoenix heat tropic storm cindi show climat chang +335901,amaz peopl believ global warm scienc trust amp believ predict +486930,believ climat chang want cleaner air water healthi planet let pollut win +519709,44 bee coloni die last year due climat changepesticid bee die die but whos count +751553,think go die husband believ climat chang +15916,ran 5k shos januari pennsylvania oooooook thank global warm +876083,new york time hire climat chang bullshitt bret stephen via +549489,heret anoth stori tell climat chang stas wiht water judith schwaz +484787,we also cancel billion global warm payment unit nation +339205,major tv network spent 50 minut climat chang combin last year +293922,j delingpol said liber left lost battl climat chang unawar acid sea flood thãââ +716370,women mayor break glass ceil tackl climat chang via +121979,world fire continu like this climat chang go make wors +355364,climat chang much good planet bad better crop less death etc head cycl cold period +652890,swear 80 degre christma person defeat global warm reveng dish bestserv cold +736209,your go die old age ill die climat chang lost 40 year life expect +506571,sci consensus manmad climat chang level sci consensus cigarett caus cancer +874194,環境がテーマの文章ででやすい単語２ global warming地球温暖化 greenhous effect温室効果 ozon layerozonosphereオゾン層 skin cancer皮膚ガン kyoto protocol京都議定書 +24852,a studi electr grid fail even mention climat chang bare studi woh read +960566,would thought would grow advoc climat chang global warm crap +932863,appar elder poor read amp educ djt nomin politician deni climat chang head nasa +329246,peril global warm could sink coastal realest market +339552,understand peopl think luxuri believ in climat chang lmao +175017,stop chang otherwis climat chang stop us +605037,let make perfect clear climat chang denier call are climat terrorist yes climat chang bad +910328,trump budget brief climat chang music cite tax wast wait what washington post +379922,break trump issu sweep exec order undermin critic action fight climat chang tomorrow +620027,epa chief say carbon dioxid doesnt caus global warm via march +798220,act combat climat chang help environ grow economi +378654,care climat chang one useless phrase concoct mean mani thing 1 +90310,good point candid might end global warm bring us nuclear winter beãââ +660044,face worst drought ever still exclud discuss climat chang time end +143190,fight climat chang isnt wast money it good invest via +350310,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +743542,rememb gov jerri brown refus back singlepay well there climat chang polici +66186,peopl dont know climat chang entir humanmad +772331,think go die husband believ climat chang +205514,arctic ice melt could trigger uncontrol climat chang global level +743938,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +534691,u aint concern global warm nigga u +52110,mam r u also interest field climat chang ask +179889,meanwhil one utah believ climat chang +921175,pleas stop global warm +516392,epa flood phone call epa head deni co2 role climat chang repo +967962,washington state youth sue govern climat chang mercuri news +8838,mr say climat chang hoax piti +192236,mexicos alga bloom arabian sea connect chang inhabitat +212983,iceberg global warm +203985,surpris chang content human larg respons recent climat chang yet +710768,begin youth confer climat chang redd copmycity225 +524220,legit question global warm chang environ +750797,so vp believ climat chang peopl born lgbt bih control 12 +964888,mon hey al stop trump tower amp pitch climat chang wed hey al im gon na nomin guy think fu +969489,tragic day yesterday pass pier seller astronaut classmat friend champion climat chang +178619,survey find 97 exp believ global warm real amp human activ main caus t +704138,messag pro climat chang pro gay right pro immigr reform pro gun control enough +132174,think go die husband believ climat chang +46263,pretti sure see georg blame penguin shit global warm minut now +817449,the concept global warm creat chines order make us manufactur noncompetitiãââ +870810,happi 2017 let make year stronger action climat chang +233755,assur ill voic climat chang senat senat mushahid hussain say ââ +609080,22of act mitig climat chang real can not ignor +981674,apocalyps bunker seed get flood global warm +417942,presidentelect believ climat chang million peopl go say mr tãââ +992917,follow learn china us plan combat detriment climat chang http +84796,documentari explor climat chang impact yosemit +346872,ill bet everyon happi global warm imagin much wors could been +631393,america becom countri world leader doesnãâât think global warm realãââ +340881,demonstr cope chang talk begin +216823,leo take climat chang skeptic ãâåyou might well believ gravityãâï +182348,true also global warm scam promot amp appeas booster i +567946,replac chang dissent denialist thank reconsid key word choic +141268,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +684612,us energi depament balk trump request name climat chang reuter +687469,power smell pine tree climat chang +702863,ive say thing manmad global warm decad glad see final come arou +286035,the concept global warm creat chines order make us manufactur noncompetitiãââ +284067,scienc may say climat chang exist here stop it philosophi say climat chang bad w +458157,case millenarian obsess end time prevent work actual problem climat chang ethic problem m +834117,unit state engag african paner climat chang hydroelectr energi ppt unit state work close +255010,citi across africa fight effect climat chang via +797499,govern scale down climat chang measur bid secur postbrexit trade +646377,cnn result decad boil rhetor point climat chang debat pundit air +940776,hey jerri brownclim chang denier solidifi suppo koch brother pull trump string https +195519,westpac new climat chang polici bad news s carmichael mine queensland +993798,climat chang real hell tule +364112,presidentelect believ climat chang million peopl go say mr tãââ +197836,happi bihday thank stand climat chang human right ãååãâï +245546,fourstar veteran urg trumpgovern continu us suppo combat chang +365759,sundanc al gore say storytel ralli fight climat chang +896324,hawaiian airlin join intern climat chang studi +351010,0bama 9112001 global warm climat chang carbon trade scamkil 1142 peop +502504,epa chief trump undo obama plan curb global warm breath carbon dioxid +332354,despit trump skeptic near 200 countri pledg keep fight climat chang +484950,bill nye protest donald trump one care bill nye old old news hes hoax like climat chang amp th +37265,human verg caus eah fastest climat chang 50 million year +202025,no alicia los grand perdedor son los latino los q luchan contra el climat chang los indocumentado losãââ +886374,notion advis help make decis never discuss global warm potus come on +180486,benefit far outweigh cost tackl climat chang say economist +687405,problem mani believ envir reg left state countri act unison threat climat chang +298447,data poll elect result alleg global warm manipul what god word trustwohi +9338,blame climat chang hurrican harvey disast blame societi via +982971,80000 reindeer kill due global warm melt sea ice +328782,someth keep mind presid trump would halt effo tackl climat chang much point anyãââ +208788,cnn took break conspiraci theori russia promot al gore conspiraci theori climat chang +477780,come china enough global warm conspiraci +941588,see victim global warm +576611,expect us care global warm penguin penguin crime +947570,global warm realli hit somehow climat chang denier overnight shift gear bl +997910,1 benefit global warm amp intern terrorismi peopl holiday englandil drink +74986,climat chang skeptic run epa realiti +496365,interview what think global warm melania trump hello hes kind hes strong hes great cãââ +502482,stephen hawk messag trump ignor climat chang +961810,final pari climat chang agreement design crook buy crap +94242,today gov dayton join join governor across us address climat chang +183339,teach climat chang join climat curriculum project +780613,shut amp arrest fire democrat saboteur climat chang hoax amp lie end right +658499,global warm real girl cold hea +144485,way state fight climat chang 2 work around treason authoritarian conman wh https +485804,believ mr trump much mr trump believ climat chang +265961,trump america climat chang research sure a wast money +974437,one singl mention climat chang detail all noth air pollut total environment failur +430035,think go die husband believ climat chang +906357,want get polit consid trump action re climat chang render planeãââ +327332,92 degre novemb da fuq climat chang real ãåëœâ +460921,scariest respons climat chang final taken serious +493471,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +16241,crisi beneath calm seychell climat chang threaten coral reef +58712,deni denial time arm fact amp shore ambit tackl climat chang https +816270,17 us communiti activ reloc due climat chang upward 13 million american risk +910551,appear taken heinous antisemit tweet climat chang denial cuz delet me +771337,well consid husband even believ climat chang gift natur abl heal sick +573204,do now ever believ climat chang caus human activ +367907,climat chang save planet mankind pick vacat +372518,that guy brought snowbal hous floor said proof global warm thing it +639437,know there differ weather climat chang lump togeth oh right +474666,head epa deni carbon dioxid caus global warm video scott pruitt new head us environment http +648482,epa chief push governmentwid effo question climat chang scienc +143860,polar issu climat chang score highest assess scientif literaci +114275,gov jerri brown warn trump california back climat chang +358451,question trump never answer obama wiretap evid russia hack climat chang hoax camera +576988,youãââr hot must caus global warm +346022,pollster ãåâå½like denier climat chang clue +533375,in pari came togeth around ambiti agreement histori fight climat chang obama said +887942,damn wish global warm good kid coulda trick treat 70 degre weather +643526,trump call global warm chines hoax clinton email +435200,case wonder no 4 year usl inact climat chang go well planet iãââ +73621,blame global warm someth gay wed cake +430733,america new presid believ climat chang think women aboion punish welcomeãââ +187712,trump itstar eclips without glass scientist said believ climat chang must fals +216777,s bullshit caught w him global warm caus radiat japan nuclear accid ha +236330,if believ scienc act climat chang vote ãââhillari +615817,scott pruitt head epa said carbon dioxid primari contributor global warm +279661,nichola stern cost global warm ãâëœis wors iã fearedãââ +515797,studi global warm hypothet expoplanet eah studi provid baselin +846929,one request come coverag hurrican pleas make note often hear climat chang mention +927705,man reject settl scienc climat chang lead epa +337882,human caus 100 past centuri global warm unnatur caus 100 percent global warm t +651214,mustwatch leonardo dicaprio climat chang movi befor flood +751056,sahara dese get first snowfal almost 40 year fake news media told global warm real +248125,trump undo obama plan curb global warm epa chief say via +659759,bright enough understand translat tattoo kardashian iphone8 herbal enema climat chang sãââ +44797,first two paragraph load bullshit climat chang forc carbon tax govern got +798117,scott pruitt misl senat least 3 time abt climat chang former basebal player know wha +638313,surpris man thought global warm propaganda +204555,new post global warm caus alaskan villag reloc stop climat chang it late +540417,paicip engag impoant climat chang work polici grassroot levelãââ +352057,97 scientist told lnp climat chang real happen josh frydenberg say coal save you moron +799088,activist treat climat chang problem valid polici goal contribut climat skeptic htt +934720,get use snow tabuk ksa dese weird snow 190km noh riyadh serious global warm issu wut even +529609,longer wait take action climat chang difficult expens get +358662,tax would like see albea public discuss scienc global warm c02 laãââ +704245,presidentelect trump select myron ebel climat chang skeptic lead environment protect agenc transiãââ +932974,trumpfear scientist remov climat chang propos +531048,15 billion climat chang deni creationist antiaboion antisci homophob fraud terror enabl +71743,deni climat chang stop protect nation natur space make america great again +767345,23 amus sign distract perpetu doom brexit trump amp climat chang +530839,group say nigeria need 24m litr biodiesel daili meet climat chang +815047,g7 leader blame us failur reach climat chang agreement unusu frank statement +128752,blizzard warn bunch snowflak tri shut trend replac muh global warm +39654,cost climat chang world economi lose 12tn unless ghgs tackl that 12000000000000 http +132905,celebr entri forc counter climat chang colleagu permrep host byãââ +116459,china understand need mitig climat chang also want move posit technolog leadership restru +165532,admir ironi david koch major sponsor nova time push climat chang denial +502758,call global warm hoax perpetr chines im wheez pls watch +284295,american even less worri russia climat chang +29769,need invest long term capac build tackl climat chang instead send flyin flyout internationalãââ +818671,botanist plan use uniqu biodivers appalachia save plant climat chang amp boost region economi +201465,1991 shell oil video show knew danger climat chang along watch +663088,trump get elect mean global warm real find tomorrow annual flat eah societi convent +184683,scientist say climat chang caus reindeer arctic shrink week magazin +281280,im surpris busi pa way gop due religi nutter deni climat chang bonker +496917,dri ice save global warm thank dayjah +229445,mark carney firm must come clean exposur climat chang risk busi guardian +906993,global warm folk +734003,worri global warm were go build new eah bigger eah best eah ever ââ +970888,this pivot moment fight climat chang +75892,cant rememb al gore invent internet invent global warm +829171,peopl understand exxon mobil koch brother fund narrat climat chang exist +487955,got harder deni climat chang drive extrem weather +127968,wild weather amp climat chang +274632,world leader dupe invest billion manipul global warm data +731069,theresa may use meet donald trump tell climat chang hoax +221632,hear lot pa countri show record data show evid climat chang 1000 year ago +769168,cours one candid believ scienc climat chang dismiss it +641285,global warm mani snow day china respons sad +454883,pope franci gave donald copi climat chang encycl amp treatis progress econom hope includ +821566,donald intellig speech climat chang +314629,moroccan vault protect seed climat chang war +82988,expect us care global warm penguin penguin crime +696785,went antarctica massiv project climat chang scienc explor +797805,find guy care global warm bee die +525201,analysi hurrican harvey inevit question climat chang +599152,green eah wait sign sit climat chang soul +466357,rule climat chang alarm current year alway hottest record +191679,impli climat chang denier impli believ soccer injuri caus climat +777617,happi eah day stop deni climat chang scienc silenc love eah +3581,g trump colleagu want chang instinct climat chang predict might react +176471,flatout denial accept scienc pruitt say agre co2 primari contributor climat chang +188510,fossil fuel compani join fight chang +852019,quest captur store carbon slow climat chang reach new mileston +687573,presidentelect believ climat chang million peopl go say mr tãââ +1499,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +687976,let give next generat agricultur protect soil promot biodivers fight climat changeãâï kãââ +815050,think go die husband believ climat chang +670948,deal fight climat chang late ãåëœâ +321255,climat chang denier head epa creationist head educ naziinspir databas muslim ugh thãââ +683149,scott pruitt want set oppos team debat climat chang scienc +157906,bout refund billion stolen feder grant fund pofolio real climat chang yo +723426,yes realli australiaãââ senat set asid one hour debat ãâåthe disput theori global warm +977979,abl turn blind eye climat chang amp consid issu thiy year line wrong +693058,think go die husband believ climat chang +917095,million bottl minut world plastic bing as danger climat chang +197950,climat chang exp mean catastroph climat chang cheerlead paisan fear isãââ +812383,discuss communic climat chang espen larsen +122505,begin novemb n im wear jean n shi n sweat yall still think global warm exist ãåïâãëœâãâï +913830,ice core sampl use climat chang research melt freezer failur +286098,year snow usacanadaeurop sahara dese year agre trump global warm hoax xd +76092,year appar global warm kill us +544534,badham favour worker coal job climat chang too much fossil fuel job save natur bãââ +370160,me leo come leo cant im busi me friend said global warm real leo +527515,u talk tackl climat chang 230742 u talk environment effect anim ag +617472,climat chang heat up arctic resid struggl keep home +177127,insur count cost grow chang +173098,vice presid elect penc confirm antilgbt agenda definit trump appoint climat changeãââ +328325,effect global warm +443275,oslo sydney lead way set ambiti goal curb climat chang +662169,epa taken climat chang websit +745784,chang opinion climat chang may invent china japan great stuff +877890,3 object journal stick fact scienc say climat chang real avoid ascrib motiv etc +129486,santa give coal bc noh pole cold af hes tri speed global warm 100 year workshop be +57431,scientist publish entir studi refut scott pruitt climat chang +184494,epa remov climat chang page websit amid updat +653677,america becom countri world leader doesnãâât think global warm realãââ +77414,snow day tomorrow global warm mani left fit em right +766841,honour deposit pakistan instrument access pari agreement climat chang un today httpsãââ +340443,world leader reaffirm commit climat chang +331063,love queer suppo women amp poc amp right believ climat chang amp evolut amp basic scienc aid +560136,agre forecast account work requir global warm prepar resili +791454,driven climat chang disast yet throw mate smack of +804182,1 news fight climat chang moral oblig via full stori +996054,75 degre chicago novemb 1stglobal warm aye bussin +997577,trump administr could immigr health care climat chang amp first 100 day +678955,pruitt epa offic delug call question scienc link human activ climat chang +146227,politico merkel visit week test whether alli persuad trump blow effo global warm +299148,teacher student need learn climat chang under caus ââ +964213,chief scott carbon dioxid primari contributor global warm countri yet +703910,g20 financ minist ditch antiprotectionist pledg chang commit us opposit citi +651805,canadian help us scientist protect climat chang data +360112,epa chief unconvinc co2 link global warm via +554929,success get tan proof global warm exist +460850,obvious scientist behind global warm conspiraci calibr plant incorrect +266567,amp peopl still nerv say global warm real +988459,hey girl climat chang im go ignor fuck me +54960,china blame chang record sea level +262128,problem is long run cut fund epa climat chang destroy planet +390911,phone without headphon jack like presid believ climat chang +663234,well vote jill how climat chang go ya among t +207607,wast wood caus global warm tho kill tree reason +166012,us diplomat china quit over trump climat chang polici beijingbas envoy +215025,definit true fiction deal climat chang way more there great stuff https +819232,batteri great best way fight climat chang elect 70 addit democrat congress +738464,serious though would say climat chang alien conspiraci realli sillier deni exist complet +152114,climat chang heat up arctic resid struggl keep home +812759,oh global warm arm fake news right +249602,china tell trump climat chang hoax invent via +802862,ahaha alp say fresh approv adani progress need work togeth climat chang ffs +713304,strong green hea next progress govt mean ambiti climat chang legisl first 100 day https +577367,entir global warm mantra farc enlist patriot central await +491349,call citizen vote ãâåpeopl believ climat changeãâï call itãââ +652650,hey maga stupid 100k phds tell global warm caus co2 yet never even heard of +967930,issu unemploy infrastructur amp econom develop climat chang social intervent programm amp civic pride +900531,believ global warm fake news dumb shit like this +869994,im howl global warm meme real im acctual worri environ +677812,7 thing taught us chang +576783,presidentelect believ climat chang million peopl go say mr tãââ +401607,bori johnson think one tell donald trump hes wrong climat chang +935016,weve come far back now must continu fight climat chang join +743175,im will chang lifestyl climat chang dont care want isi wipe +966359,biggest loser tonight human race caus climat chang gone issu trump america huge dealãââ +208243,know doesnt care climat chang everybodi +332009,address threat climat chang requir global respons +486157,parent id anyth children scientist here stave climat chang children stay oãââ +343615,bali mud mangrov hold one natur best solut climat chang blue carbon solut +462164,complet normal climat chang absolut myth noth see folk let keep pretend world i +407405,tv coverag climat fell 66 percent recordset year global warm +931719,44 honey bee coloni die last yr due climat changeamp pesticid 90 great barrier reef die bee ampocean +642445,btfo global warm conspiracist +940529,uhfak news aint thing climat chang republican somewher america +693850,uc berkeley research debunk global warm hiatus sfgate relat aicl +846956,everyon sir david attenborough rex tillerson know climat chang critic https +999669,al gore thought trump might come sens climat chang nope washington post +256463,obama spent time creat plan climat chang issu gon na go drain bc trump think global waãââ +37534,jack black call 2x s lack action chang cant get thru +930321,know climat chang real +495749,trump appoint climat chang denier epa transit team doubl climat chang fight httpsãââ +363368,wowth chines soooooo good climat chang hoax smh sure wish next presid a +482774,stop global warm way save great barrier reef scientist warn improv water qualiti or +968706,rex tillerson fund climat chang denier 27 year despit exxon knowledg climat chang 1981 +984473,arctic undergo astonish rapid transit climat chang overwhelm region via https +537348,al gore offer work trump climat chang good luck that washington post +511380,ãâil concetto del global warm ãƒâ stato creato dai cinesi modo tale che lãââindustria manifatturiera usa non foss competitãââ +74611,shock father global warm jame hansen dial back alarm +714843,mean save american job focus economi climat chang mayb +83398,93 million day would probabl solv climat chang issu +953071,china tell trump climat chang hoax invent +644182,make stereotyp might believ kind climat chang +636836,fact ad bodi research chang peril warm increas +591233,rex tillerson made trump posit climat chang seem like hoax +479785,obama nation park tweet climat chang trump tweet shit +366080,climat chang alreadi caus devast harm moral right turn back effo pres +86880,genocid mass rape horrif evil irrevers climat chang potenti catastroph applesorang +285987,conserv natur sound impoant yet often overlook practic especi climat chang alter s +560727,good thing climat chang liber hoax weather continu get extrem go forward +248082,global warm exist club penguin shut down +53406,know realli good scienc oil compani guy figur climat chang 1960s didnt help much +152769,believ equal need comprehens immigr reform prochoic global warm real ââ +953075,may 2016 scott pruitt said debat global warm is far over 97 scientist amp major of +798231,inform climat chang take quiz find out +596716,phrase climat chang scrub nih websit +496433,trump transit team craft new blacklistfor anyon believ climat chang +68652,thank america autocraci sho live world know kill climat chang repeat th +415102,75 extrem heat event attribut climat chang +247580,let keep pretend global warm thing enjoy 60 degre weather januari +739680,bigger picttur combin chang reduct ensur via +467608,trump kill obama merkel amp china global climat chang initi today pari act +120848,watch absorb act upon leonardo dicaprioãââ dire warn climat chang ãâëœbefor floodãââ +799462,feel trump denial climat chang though say one first job cut fund +580292,meet un climat chang confab +943835,global warm climat chang real fuck eah amiright +990402,bloomberg messag trump climat chang +955360,climat talk save us global warm us urg +947963,theresa may make public declar trump climat chang uturn via +784748,well contribut global warm phenomena owe human kind compens +502914,question climat chang gif say all retweet +365296,harvest us suffer climat chang accord studi +158992,call us epa administr scott pruitt 1 2025644700 tell global warm real due co2 emiss +471246,oil amp gas pa solut global warm materi read +345671,david hemplemanadam urg climat chang action arctic voyag +687199,nut ignor climat chang keep greedili pollut +321723,charli clark talk uber climat chang fentanyl mayor meet trudeau +174439,believ equal need comprehens immigr reform prochoic global warm real ââ +442391,peopl care climat chang one biggest factor person person control eat vegan htãââ +750827,mangrov marsh key climat chang battl huffington post +171801,lmao believ this believ global warm real wrong +165677,climat chang much this pruitt help dig grave +563428,sppi green advoc help preserv tree help curb climat chang +464821,donald trump presid unit state believ global warm ãåëœï +116432,unthink high stake climat chang weãââv complet ignor elect via +204331,latest climat chang scare stori rise ocean produc 2 billion climat refuge year 2100 alarmi +644706,hey girl climat chang im go ignor fuck me +305351,trump team compil name energi depament staff work climat chang polici document show +731500,want real snapshot trump climat chang polici take look propos energi depament cut +17208,ye men denkt aan abrupt global warm zelf en dan zijn megafuck en snel ook +19337,polar bear global warm +8755,think day understand mani peopl think climat chang real day die +133797,40c never record uk could quick becom common climat chang also drier coastwett west http +255140,hot nonstop thanx climat chang weather enough heat summerat least rain +627021,period remind trump hypocrit know humandriven climat chang real +914045,meet woman use photographi tackl climat chang independ +763365,king counti among us hotb belief global warm seattl time +655183,major tv network spent 50 minut chang combin last year +773911,today reddit ama research answer qs scienc literaci climat chang +411123,ask climat chang hillari clinton state deliv pledg presid obama made combat global warm +125139,91 degre midnovemb presidentelect want cut 100 billion dollar feder climat chang spend +647348,watch bill nye scienc guy special climat chang one dude leav us 15 year surviv doom +335490,think go die husband believ climat chang +660005,shrink glacier categor evid climat chang studi say +612647,interview what think global warm melania trump hello hes kind hes strong hes great cãââ +53118,climat chang trump mayb world end +402290,take money littl peopl cant fix global warm ponzi scheme steal poor give liber +954816,tackl climat chang doesnt cost eah britain proof write michael howard +285572,three cheer anoth us agenc delet refer climat chang govern websit +682172,pnwsocialist microb soil essenti life may help mitig climat chang via rclimat +229711,trump administr disband feder advisori committe climat chang +17840,older politician deni climat chang old care time politician chang +959088,for last four decad global warm industri almost wholli control crook liar ãââ +638708,guest opinion time act climat chang +940588,area us dispropoion affect climat chang red state trump countri https +288271,scientist disagre mean dimens mean origin global warm climat chang such +961513,scientist explain apocalypt effect trump pull pari climat chang agreement +46205,watch nat geo documentari climat chang +27319,amp pretext iran us navi emphas climat chang pose threat nation secur +634943,what cost climat chang counti +895714,brb write poem climat chang +875167,2016 year climat chang came home hottest year record karl mathiesen travel tasmania +78329,pacif countri posit fiji lead global climat chang confer novemb +867455,your hot must caus global warm +470892,climat chang global issu that get wors eat plant base least amount effo h diff --git a/clean_train.csv b/clean_train.csv new file mode 100644 index 00000000..77ed08bc --- /dev/null +++ b/clean_train.csv @@ -0,0 +1,15820 @@ +sentiment,tweetid,clean_message +1,625221,polyscimajor epa chief think carbon dioxid main caus global warm and wait what via +1,126103,like lack evid anthropogen global warm +2,698562,research say three year act climat chang it late +1,573736,wire 2016 pivot year war climat chang +1,466954,2016 racist sexist climat chang deni bigot lead poll +1,425577,woh read whether believ climat chang +1,294933,mike penc doesnt believ global warm smoke caus lung cancer +1,992717,six big thing today fight climat chang climat activistãââ hãââ +1,664510,8yo nephew inconsol want die old age like me perish fieri hellscap climat chang +1,260471,offens like believ global warm +1,295793,think go die husband believ climat chang +1,763719,hope peopl vocal climat chang also power home renew energi like +2,454673,5 percent chanc avoid danger global warm studi find +1,41161,oh my god trump govern remov climat chang page epa websit hour ahead +2,658092,fossil fuel giant exxonmobil misl public climat chang harvard academ conclud +1,319524,i wan na live forev noth climat chang +1,698009,issu scrub today civil right climat chang lgbt healthcar +1,490604,elect leader fail approach environ amp climat chang seriou issu wohi urgenc amp action wiãââ +1,228658,presidentelect believ climat chang million peopl go say mr tãââ +0,547924,calum tweet abt reunitingish w cast see repli beg come countri calum goe back ing climat chang +1,625014,46 c40 mayor repres 250m citizen urg g20 leader climat chang too +1,690605,climat chang impact wildlif +0,67545,also met guy let us truth climat chang gay peopl exist +1,567842,scientist say climat chang wipe entir underwat ecosystem again ââ +1,684492,obama rais climat chang better vote candid believ scienc +1,438578,hate say thi mental health pretti low menu climat chang hit food product an +2,365291,bangladesh confront climat chang head +1,387685,hey there michael vet approv marketbas strategi tackl climat chang suppo major cdn +-1,355491,salli kohn latest evid climat chang prove not sma person via need say +1,354015,first public understand climat chang better congress whi explain htt +0,365051,scientist denounc climat chang choic +1,432987,guid global warm pari pact us role +2,143471,atmospher river fuel climat chang could decim wild oyster san francisco bay +1,11622,deni climat chang ignor basic scienc +1,497877,bgr china practic say trump lie climat chang +1,817108,futur planet stake hillari clinton combat climat chang donald trump think iãââ +2,526603,trump team remov climat chang data white hous websit may break law +1,362709,toxic soil aquif vast amt wast wast water runaway climat chang pa ga frack don +1,569142,america climat chang unproven peopl 100 sure guy call noah fit world anim hi +0,403368,we dealt simpl issu like climat chang energi polici complex issu mal vs tone +1,303380,protest suppo climat chang pa help environ +2,8984,2050 climat target nation play long game fight global warm via +1,765266,trump climat chang denial could cost us 100 trillion +0,326916,win probabl bullshit man saw nba final that knew global warm real +2,905639,alaskan tundra fill atmospher carbon dioxid worsen climat chang +2,741568,indian environmentalist call dicaprio documentari climat changeãââ +-1,61141,carbon tax globalist idea enslav world popul whole reason propag global warm +1,344320,anyon suppo trump view climat chang non pollut croni pleas step forward +-1,719523,wind close 100 mph area afternoon would blame climat chang except happen pr +2,499888,world food suppli risk chang threaten intern trade warn exp +2,310105,macron charm may chang trump mind climat chang +1,785499,think go die husband believ climat chang +0,352623,chri initi talk climat chang me think three second europeaãââ +0,785637,approv execut order due sign climat chang environ +1,201391,trump believ global warm he go presid unit state america fuck +1,771000,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +-1,911385,lmao snowflak complain snowflak winter global warm +-1,768263,one arnold schwarzenegg vehicl whine climat chang how maidilleg http +0,113396,call great space cylind save global warm +1,526281,pollut india china reach stratospher could speed global warm +1,774850,lay citi subnat bodi financ solut climat changeãââ +2,650843,hous republican say climat chang real it time fight +1,451296,global warm hoax though +2,709019,nyt review draft climat chang rpt fed scientist directli contradict admin global warm claim http +0,645201,antarctica big lmao global warm real like nigga use air condition +1,592548,two cent global polit leadership climat chang trump era +2,827355,uk govern sign pari agreement world first comprehens treati tackl climat chang +0,687045,china tell trump climat chang hoax invent via lol china school tãââ +1,978125,race watch care global warm +0,530545,icebreak ship primari caus climat chang let arctic freez over amp stay away there +1,857540,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +0,51718,global warm exist club penguin shut down +1,726430,need economist incorpor realiti climat chang think amp need listen +1,179066,fight human right were also face disastr impact climat chang +0,497887,climat chang real +1,981123,question climat chang manmad doubt seen inconveni truth pleas +1,583059,process climat chang occur natur extrem level well eventu sever drought +1,809226,neoliber con us fight climat chang individu main lukac +1,931994,must read rick perri order texa legislatur kill bill requir state agenc prepar climat chang http +1,225985,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,732924,hot due global warm +0,41232,weve sho term opp work climat chang amp energi send us cv qs environmentgovuk +0,917639,fed energyenvt minist refus allow term climat chang energi council communiqu despit +0,139646,fact leonardo dicaprio met trump discuss climat chang man +1,176885,googl eah timelaps updat illustr 30 year climat chang +1,378020,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,332871,everyon must watch thi peopl must understand global warm real +1,560522,shake climat chang noth ever will +0,199878,serc roy rich amp colleagu creat buzz germani global warm simul +1,490544,noaa repo 2016 2nd hottest year histori one reason fight climat chang denier trump admin gt +1,58158,conserv love deni scienc huh climat chang believ feiliz egg automat human life +0,204879,senior air qualiti climat chang specialist senior air +1,577185,come check event climat chang +1,902602,think 200 million could gone toward allevi povey reduc climat chang improv healthcar call mad but +0,614812,protest global warm stupid +1,458845,trump decid pari amp team warn climat chang epidem http +1,695439,lack chang action potenti hu futur job +1,894382,yet anoth trump advisor clueless climat chang +1,603318,think go die husband believ climat chang +2,554354,us environment agenc chief say human contribut global warm +1,880647,director epa climat chang denier coal lobbi deputi epa chief environ +1,957257,chines broke massiv iceberg antarctica pa global warm hoax +2,12265,rex tillerson climat chang email +0,686794,global warm real club penguin shut +1,483815,500000 doctor agre climat chang make us sick +1,902089,presid think climat chang hoax made chines amp vice presid think gay curabl diseaseãââ +2,540020,80 ghg via resevoir methan resevoir play substanti role global warm +-1,798585,snow march global warm +2,55935,univers uniqu impoant role play battl climat chang +1,513782,look america offici believ climat chang hoax sorri everybodi els +2,841527,ten ugliest anim threaten climat chang +1,406598,fuck idiot im geologist amp studi climat chang colleg amp coauthor two paper real +1,664093,presidentelect believ climat chang million peopl go say mr tãââ +-1,337974,someon pl explain 37 march global warm who +1,638318,watch right here travel world tackl climat chang httãââ +1,136694,meat product lead caus climat chang water wast deforest amp extinct ââ +-1,472265,explain global warm advoc +2,946866,syfi incorpor imagin futur ravag climat chang via +0,968815,wow wow final climat chang evil wake up good +0,491820,audio aicl environ trump decis form pari climat chang agreement http +2,677366,white hous budget propos climat chang were spend money anymor +-1,740194,kinda funni professor talk shit trumpstersomg f them scientist climat chang trumpserst idot kinda show base +1,97375,think go die husband believ climat chang +1,383885,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,958567,liter climat chang denierrip planet +1,904812,climat chang real care +1,137383,imagin tri convinc global warm real instead conspiraci wake up tãââ +1,108346,say climat chang hoax everi major scientif organ it +0,522119,dem caus global warm +-1,473664,new global warm studi terribl news alarmist good news plant anim an +1,513604,follow want hear av digit archivist climat chang activ +1,975250,believ climat chang look polar bear go extinct land live on +2,952302,air pollut death expect rise due climat chang +2,257727,labour budget climat chang 2 punch +1,331060,hear antivaccersclim chang deniersaca killer out stop use stupid tri kil +0,774154,reader question scienc climat chang theori +1,813584,see impact global warm +1,863832,one way ave climat chang world appli method +2,976934,new cathol priest expect preach global warm congreg repo say +2,817908,meet chinaãââ ecolog migrant 320000 peopl displac climat chang +2,841838,china warn trump abandon climat chang deal via +2,741156,scienc rescu climat chang threaten chocol via new europ +1,188844,think go die husband believ climat chang +0,234729,peopl believ climat chang also gener refus say tran real loud so better +1,739085,90 degre earli novemb lo angel know accord trump global warm climat changeãââ +1,897750,come amp hear climat chang antarctica +1,688791,youth almost 60 kenya pop best line defens climat chang amp food secur +-1,621536,go get away thi go call everi singl time page gone inc fake climat chang +1,740611,trump want end nasa climat chang research real estat market sta slump due climat chang +-1,565424,im worri global warm im terrifi global govern +1,656841,cnn panelist erupt climat chang cnn video time call lie trump koch brother heritag +0,487120,ask explain climat chang you +0,451759,way seokjin blink ador global warm stop tree grow crime rate decreas +1,845896,im worri planet trump noth climat chang +1,396110,effect methan climat chang could 25 greater thought via +1,719654,govern sever world power fail us climat chang need act without want hope tãââ +0,955777,ask charg withheld inform climat chang declin answer twice +1,774,stand say california back climat chang +1,217803,u consid piec column steve inform ppl impact climat chang speci amp habitat +0,538917,alreadi climat chang denial either would do loss well +0,476001,quiz us cultur heritageclim chang disclaim agre w answer still interest +1,4176,worri natur process anthropogen climat chang render eah uninhabit +0,911336,look who back town thank you global warm ãâ✠enjoy quick trip brown counti state park 75 degre novemb day +1,192092,5 horsemen apocalyps famin war death pestil global warm +-1,4935,global warm hoax perpetr chines +2,927628,us feder depament censor use term climat chang email reveal +0,5172,could someon link journal review aicl climat chang isnt one +0,685534,guess global warm thank +1,552813,trump went ivanka repoer insight climat chang scientist two women expei +2,94360,conserv columnist sieg ny time debut climat chang via fox news +1,832857,pakistan 5th vulner countri term climat chang what experienc prime minist say about +0,168729,mei main global warm +2,182475,trump budget director said combat climat chang wast money +1,15147,knock brexit trump think climat chang buri issuesbut realli hope im w +1,159458,us world climat chang drop dead nobel scientist ignor shock +2,60490,trudeau must put emphasi defenc want trump onsid trade climat chang via +-1,809373,physicist co2 caus climat chang respond video +1,976207,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +2,893985,rahm emanuel post climat chang webpag delet trump administr +0,423530,soon altright blame global warm gingiv +1,685097,follow close climat chang denier wall street execut +-1,245892,agre manmad climat chang manmad hoax innit +1,582112,call take urgent action combat chang impact join movementãââ +1,657147,to 14 yo kid believ climat chang kid scientif fact matt +1,990837,think go die husband believ climat chang +-1,453052,carbon tax climat chang stuff hokum +2,568524,histor coal fall may profound impact global effo tackl climat chang +1,829666,china call donald trump climat chang know itãââ bad +2,545019,lead global warm denier told us want trump via +1,326190,exxonmobil long histori peddl misinform climat chang http +2,13794,west coast state fight climat chang even trump not +2,442461,us secretari state rex tillerson sign arctic agreement action chang antinuclear +2,878308,stephen hawk messag trump ignor climat chang +2,141981,one jamaica icon beach vanish thank climat chang +1,752888,apa take us brink recess doubl deficit make us pariah refuge amp climat chang th +-1,687404,fed scientist cook climat chang book ahead obama present http +1,324799,one easiest way help combat climat chang daili life stop eat beef here whyãââ +1,993534,effect climat chang +1,536684,denier white hous deal global warm catastroph threaten 75 billion us withãââ +2,857614,effect climat chang may wreak havoc mental health doctor say via +1,831615,peopl argu climat chang +1,259331,hear trump new epa director say carbon caus climat chang +-1,479445,peopl predict pa manhattan would underwat 2008 due climat chang concern fakeãââ +2,342484,brace bitterli cold winter climat chang shift polar voex +0,444500,much global warm blueprint stop 2100 none would deindustrialis economi fo +2,646282,china tell trump climat chang hoax invent +1,805923,cant agre climat chang number one prioriti +0,555811,scientist studi global warm choos show us one like htt +2,381570,saskatchewan ag provinci govt plan polici target address climat chang +0,797850,ask inspir wa told em global warm +2,682129,exxon sharehold move forc compani disclos risk climat chang pose busi +1,720815,must stop treat effect climat chang far doomsday here now +0,736782,think solv climat chang problem told kid dont fix global warm sit back wait +2,178539,world leader reaffirm commit climat chang +1,859724,think that global warm christma +2,6476,john roughan miss sceptic voic chang new zealand herald +1,700738,climat chang real anyth 75 columbu oh right now novemb +1,776664,rex tillerson refus admit climat chang decad ago via +1,26384,talk climat chang say itll make feel better it go read +1,428934,join us tomorrow event context climat chang key messag protect empow +1,711708,boost fund develop countri adapt effect climat chang key issu ãââ +1,366725,listen folk stori evil twin climat chang ocean acid +2,200876,china trump climat chang chines hoax ãå¾âãâï +2,368402,appl borrow 1 billion fight climat chang +1,80936,think go die husband believ climat chang +2,353363,cdc abruptli cancel longplan confer climat chang health +0,451748,tell us stori climat chang stori contest +-1,3014,climat chang +2,324552,river canada turn piraci global warm +-1,242418,good news look ditch pari agreement bust open climat chang ââ +1,960037,peopl still believ global warm especi presid pull p +1,665469,pleas late revers global warmingampquot scientist to +1,620755,motherfuck believ climat chang i +0,320131,190 countri subtweet trump global warm +1,45045,least obama christianextremist think global warm amp evolut hoax +2,111621,frog head uphil escap chang +2,465275,us climat chang campaign die snorkel +0,155745,well plu side climat chang real anymor +0,803762,kalem2 ini karena faktor global warm air laut naik +2,549130,us send much smaller team climat talk bonn climat home climat chang news http +1,385351,think go die husband believ climat chang +0,28994,convers go morn ahur cold out ye mal global warm obvious fake agre ahur who thi +1,120733,although climat chang scari topic ice insan unimagin beauti httpsãââ +1,804846,want 2 everyon presid someth progress us fight climat chang protect env +1,977551,exxon hero global warm kick save eah select money +1,919251,impact climat chang includ job loss busi interrupt worsen work via +1,912999,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,559811,think number one thing bother trump presid he go defund climat chang reãââ +2,40047,climat chang whistleblow alleg noaa manipul data hide global warm paus +2,13788,exxon rex tillerson repoedli use alia email climat chang read more xom +1,562958,cant believ politician believ climat chang fake peopl work ourãââ +0,702590,global warm caus cabbag fa +-1,301923,think thing goe climat chang impoant issu effect amer +0,357739,brilliant caoon sum decis cancel climat chang polici +1,599120,get end povey new zealand get clean water action climat chang +0,815063,adam maakt al 923 keer zijn no agenda show leuk info global warm +1,876368,peopl believ global warm explain +1,737991,futur planet stake hillari clinton combat climat chang donald trump think iãââ +-1,529327,theyll tell theyr save global warm theyr lie +1,334099,sea tule around 150 million year pace climat chang existenti challengeãââ +1,708028,hey new board bounc idea climat chang interest +0,229,erri real reason fight climat chang ccol +-1,120315,todd starn hey npr take global warm nonsens kid blow f150 tailpip +2,474371,stop global warm way save great barrier reef scientist warn +-1,49204,funni left scream allegi scienc global warm issu +1,80189,anoth horrifi outcom global warm +2,617937,rebuk trump polici ge ceo immelt say climat chang real +1,834559,10ãâf climat chang lie that 1 data point like u met amp conclud men white speak englisãââ +1,87666,think human impact climat chang subject continu debat it +-1,376353,peopl predict pa manhattan would underwat 2008 due climat chang concern fakeãââ +2,964804,arnold schwarzenegg team macron fight climat chang +1,188501,trump twostep climat chang say someth kinda moder someth extrem radic +1,107213,race curb chang outpac +1,704620,hey new board bounc idea climat chang interest +1,608759,one week save un climat chang talk trump +2,76821,trump may end us lead climat chang could make china great again via ht +1,892,chile there no space climat denial see climat chang threaten us multipl shape http +-1,950779,concept global warm creat chines order make us manufactur noncompetit +1,236799,much denial bad us all energi depament climat offic ban use phrase climat chang +-1,716256,natur climat chang win manmad climat chang 10 0 +1,691292,nuclear annihil climat chang kill us slowli +2,928899,cb even news donald trump put a global warm skeptic charg protect environ +1,76586,wonder climat chang impact check 101 +-1,684619,21 kid age 9 20 su trump climat chang gtleftist diseas +0,880134,man say stop global warm put ac outsid +2,304988,ãâëœthereãââ plan bãââ climat chang scientist fear consequ trump victori +1,964744,trump chines agent ignor climat chang benefit clean energi help china weak +1,316655,mashabl trump name climat chang denier lead agenc fight global warm +1,85596,proud repres state find creativ way act climat chang +1,524050,golden gate park join badland nation park defi donald trump tweet climat chang +0,755727,lolololololol ocean rise even without climat chang +1,74852,im go say creationist dont believ global warm never listen bill nye +0,424186,stand success climat chang +1,150591,america becom countri world leader doesnãâât think global warm realãââ +0,368251,someon told im qualifi discuss climat chang pull pic degre environment studi lol ni +0,617023,belfast alon probabl acceler global warm year one night +1,204462,watch scott pruitt talk nonsens global warm rais bp +0,979885,u preach global warm yacht +1,182392,watch yet realli need to climat chang go get wors +2,206052,googlegirl 9 sue indian govern inact climat chang +1,415546,environ face biggest oppon yet climat changeit donald trump +1,328321,parent id anyth children scientist here stave climat chang children stay oãââ +2,109016,obama climat chang legaci weaken us invest diy fuel +1,663508,trumpãââ elect mark end seriou hope limit climat chang 2 degre +1,915578,im sorri think climat chang hoax fuck moron lol +1,509891,s chief say co2 main caus chang fuel and http +2,124970,trump epa head say believ carbon dioxid primari contributor global warm +2,542460,trump pick climat chang sceptic scott pruitt lead epa +2,776740,arctic undergo rapid ice melt could speed global warm new studi warn +0,101705,fuck global warm +0,724383,anyon live eah laugh climat chang +2,302967,trumpãââ rumor pick lead epa want everyon ãâålove global warmingãâï +0,282035,matti also say climat chang problem prove elect show +1,53578,speak climat changetonight anoth killer episod 109c +1,598816,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,169522,97 per cent climat scientist believ climat chang real think chines hoax sad +1,172371,epa head suggest co2 primari contributor climat chang via cmon +1,635615,presidentelect believ climat chang million peopl go say mr tãââ +1,796704,nhla suppo effo combat climat chang +1,911559,believ equal need comprehens immigr reform prochoic global warm real ââ +-1,126568,sell global warm scientif vs govern control everyth terrifi public +1,225958,the human magnitud climat chang look like meteorit strike gradual chang crucia +1,360301,still deni climat chang denial could put profit planet peopl +-1,802130,theyr relat pa larger pattern chang prove manmad climat chang q much affect +1,575929,mourn stage over fight put climat chang denier head epa act war kid +1,474686,12 directli link climat chang crucial achiev themãââ +1,22580,break senat appropri committe vote restor vital fund un climat chang panela big victo +1,747327,think co2 drive climat chang let send copi global warm dummi +2,157315,top world leader met g7 summit today countri affirm theyd fight climat chang except one can +2,389386,thank global warm antarctica sta turn green +1,963184,twelv am bloodi hot shit cant go sleep fuck rain brought global warm +0,646795,interest glacier climat chang 2yr research posit region climat model htt +-1,44071,crazi two day ago peopl go bezerk global warm blizzard hit +2,837115,u open water research facil studi climat chang +-1,334243,stori campaign persuad everi scienc teacher us climat chang debat http +1,696493,new york time new marque hire deni climat chang previous wrote the diseas arab mind re +2,539112,climat talk save us global warm us urg +1,225886,i lead pay commit effect action climat chang am +2,85110,global warm cook us decad ahead state suffer equal +1,675796,new cba case warn step climat chang well see cou john hewson +2,850425,pope challeng un fight climat chang via +-1,285583,climat chang evolut planet so get upset it tri stop it make call +0,51349,can not come right signific weather event blindli blame climat chang still believ scienc +1,879793,new cba case warn step climat chang well see cou john hewson +2,709663,white hous chang cours climat chang california stubbornli press forward +1,965906,scienc exhibit train spread awar climat chang +1,819344,watch right here travel world tackl climat chang httãââ +0,748601,black men reason global warm her hitler main target holocaust black women +1,491825,im gon na ignor fact world either end bc climat chang nuclear war focu o +1,824242,exxon trump putin amp 500 billion deal acceler global warm via cc +-1,917376,almost 100 democrat vote young caus climat chang scaremong indoctãââ +2,580177,china drill tibet glacier climat chang research +2,997952,morocco lead charg climat chang cnn +1,138512,slow progress climat chang butt mother natur want heard +0,225406,paper crid485fxj sign climat chang agreement isol complet +1,715841,2016 track hottest year record climat chang made up right +0,394588,ok crochet addict global warm blanket stripe colour accord last 100 year an +1,832668,announc ambiti achiev plan cut climat chang pollut 80 2050 +1,988503,anz today reveal may give mogag futur hous impact sealevel rise global warm +1,791439,combat climat chang local level talk how +-1,133423,got point still stupid absurd make everi tornado hurrican etc result man made climat chang +1,340943,got wrong person call climat chang hoax clearli crazi one +0,829893,everyon enjoy global warm +1,164816,presidentelect believ climat chang million peopl go say mr tãââ +1,786821,neoliber con us fight climat chang individu main lukac +1,799230,thank share insight global econom outlook climat chang +2,579591,first time record humancaus climat chang rerout entir river +2,666649,epa chief doubt carbon dioxid role global warm bbc news +1,936398,man creat fake colleg okay man polit experi okay man say global warm chines okay +1,489860,paicip amp chang expeo group +1,801083,human bad think climat chang via +1,604689,sun shine india solar power commit forc climat chang +2,280997,scientist scrambl protect research climat chang energ concern trump administr +2,292060,nation park servic defi white hous social media ban tweet climat chang japanes intern wwii http +0,735112,climat chang trigger rise giant orchid battl giant carniver plant devour dwindl human +1,64988,decentralis renew front line climat chang via ââ +0,592626,bring tornado flood bring climat chang god america plagu +2,749940,epa chief carbon dioxid primari contributor climat chang +1,415182,us write letter editor urg media connect dot climat chang amp hurrican harvey +1,162636,wisdom courag need climat chang fight sudburi star +1,427091,may even less time stop global warm thought +1,213109,link river dive climat chang fund gst lay road forest etc +1,513810,littl climat chang what billion there +2,495004,donald trump could put climat chang cours danger zone +0,680062,nuclear war might plung us nuclear winter worri global warm +1,270553,point ur evolut big oil make u realiz climat chang hoax +1,897568,weve doubl renew energi product becom leader fight climat chang philli ââ +2,85426,kurdish respons climat chang +2,470865,rex tillerson may use alia commun exxon offici risk climat chang +0,574243,fix climat chang like it +1,567117,major peopl offic believ climat chang real mother eah mourn today +1,797624,peopl deni climat chang im mad anyth im genuin curiou +1,22915,watch right here travel world tackl climat chang httãââ +1,543257,probabl right challeng given know climat chang real not visit tuvalu kiribati +1,682898,agricultur victim solut climat chang +2,201284,us forc g20 drop mention climat chang joint statement +2,664098,depament defens continu invest littl climat chang +0,115517,need pay heap cash promot climat chang solut let peopl +2,846879,quebec municip discuss climat chang montreal march 23 +2,811545,trump shift stanc climat chang soften tone whether climat +1,127503,use project 21 model research predict climat chang threaten water resourc +2,796820,climat chang could kill punxsutawney phil +1,81446,russian astronom complain climat chang cloud night sky ur order +2,495023,nsw landclear law loss action climat chang possingham via +1,439946,but cours global warm liber hoax +0,157528,global warm exist club penguin shut +1,995488,admin put climat chang denier charg epa put guy cant download app char +1,563695,extrem drought symptom global warm enabl fossil lobbyistspolitician un 20 million may starv +1,677002,think go die husband believ climat chang +2,46425,kid take fed possibl trump cou climat chang +1,309102,must continu illustr impact climat chang alreadi commun around worldãââespecialãââ +1,668444,top ten global warm skeptic argument answer dana nuccitelli environ guardian +1,95753,harvey warn trump climat chang global threat via +2,43446,scientist spread word climat chang bike across america wtop via +2,615078,contrari direct commit limit global warm temperatur rise 2c +1,520994,presidentelect believ climat chang million peopl go say mr tãââ +1,908978,sunday show ignor calamit new global warm repo show mention snl +1,13544,befor flood great documentari consequ climat chang leonardo dicaprio ãââ +0,437765,global warm exist club penguin shut +2,45389,trump creat void climat chang california persuad state help fill it la time +2,346368,featuremexico maya point way slow speci loss climat chang +1,346864,know climat chang increas risk food insecur malnutrit +1,413932,old caoon mine relev today climat chang denier scott pruitt work subv core +1,797293,everi insan thing donald trump said global warm +0,487512,hope 2017 peopl final learn differ global warm climat chang +1,790223,welcom ottawa look forward work togeth fight climat chang amp protect envi +2,971309,googleact climat chang harm unnecessari trump white hous green car repo +1,911859,amosman akkoca declar if countri want stop chang in turkey +1,486278,deal climat chang need new financi system +2,633833,heatwav hurrican flood famin seven climat chang hotspot +1,279205,tnw scari interact map show water level rise due global warm +-1,782321,peopl predict pa manhattan would underwat 2008 due climat chang concern fakeãââ +0,274057,new climat chang web site attack nuclear power nuclear plant closur increas co2 emiss htãââ +0,194089,grandma said believ climat chang lol +-1,427300,peopl accept the scientif consensu climat chang often dismiss the scientif consensu on say frackin +0,571983,cling idea anyth civil right climat chang websit same +1,936133,woh watch believ sincer intent came preachi me someon believ climat chang +1,409448,think go die husband believ climat chang +1,426704,tomato still fruit flower novemb mama neighbour still think climat chang lie +1,163571,summari millionair billionair also global warm kill us +2,579555,ãâëœthereãââ plan bãââ climat chang scientist fear consequ trump victori +1,222383,huntonweindorf explor climat changevillag alaska woh view regardless stanc cc make impact +2,699604,g7 environ minist meet itali pledg fight climat chang per pari accord without us +2,20724,chomski climat chang everi republican candid either deni happen or said a +1,322294,true trump suppoer white supremacist love racist xenophob climat chang deni sexist swamp bigot juãââ +1,644898,polar bear wild reindeer declin worsen chang continu melt arctic ice +1,162244,first 100 day trump repeal obamacar dismantl execut order amp flush climat chang toilet +1,574100,thank averi burdett back environ true stori common sens climat chang too +2,96929,mayor chicago post climat chang data delet epa websit trump citi +1,63813,politician wont tackl climat chang call someth els +2,545,industri could troubl due global warm research warn +1,380277,call global warm call climat chang amp ye real gu +1,835186,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +2,664827,trump realli want face 21 kid climat chang +2,927476,five pacif island lost rise sea climat chang hit +2,924682,nasa defiantli commun climat chang scienc despit trump doubt lift em up yall +0,578951,team energyclim chang check httpsãââ +1,929720,talk believ someth especi climat chang need know alon +0,999888,address climat chang us is enough 18 much 19 need 59 quinnipiac u rv 326 http +2,776884,peru suffer worst flood recent historyand scientist say global warm blame +-1,342566,forget povey explod crime rate mayor new orlean make climat chang top priorit +2,404016,kenya ratifi pari agreement climat chang +1,402974,conserv logic climat chang +-1,68653,global warm real chang name climat chang weather chang natur it +1,597063,mani brave snow denver demand action curb climat chang inspir +0,982400,s video un global warm confer marrakech comeãââ +1,287190,best way protect coral reef take action climat chang simpl +0,572640,snow joke climat chang claim yet anoth casualti +1,325238,i call world leader busi amp civil societi take ambiti action climat chang +2,926165,california professor sign open letter trump urg action climat chang +0,798960,nation geographicãââ climat chang documentari leonardo dicaprio youtub +2,708842,california knock trump extend climat chang effo san francisco ap gov +2,969936,climat chang scott pruitt caus uproar contradict epa websit washington post +1,492265,convers top climat chang influenc last week +1,180336,2 evolut speci adapt environ climat chang impoant fact involv +1,152923,white supremaci thrive denial fact denial say global warm hoax vaccin caus autism +2,172915,effect climat chang wildlif far wors thought studi find +1,811340,donald trump back urgent climat chang initi believ anyth he do +2,524603,australia left behind global momentum climat chang +2,494735,trump appointe climat chang fake big deal either +1,391519,oblig global leader planet second largest pollut combat global warminga threat +1,290906,presid unit state tell us climat chang chines hoax +0,915279,interview what think global warm melania trump hello he kind he strong he great cãââ +2,267223,recent pattern cloud cover may mask global warm thereãââ decept simpl number the +1,527056,clair baff interest citytwin programm adapt climat chang new call open juli +1,394760,tell climat chang real +-1,655205,hope get chanc skip climat chang good +1,429174,donald trump environ boss think human drive climat chang despit decad scientif +1,794085,honestli dumb hell think climat chang real thing +1,989537,us take the world anoth step backward deni human impact climat chang ignor or +1,785601,addit fact one largest contributor global warm shame loss ex +1,661212,rememb decad misl public climat chang +2,754144,pari climat chang agreement enter forc +1,15020,global warm although cours that massiv loss speci water soil feiliti etc etc +1,101226,rais anim meat product huge contributor global warm that im vegan http +1,204512,trump trade polic the econom equival deni climat chang creation +-1,625319,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +1,801278,america becom countri world leader doesnãâât think global warm realãââ +1,219945,trumpian theori research climat climat chang exist +0,674753,u ask say global warm posit real world as in rang differ tran eural india africa +2,479440,top climat chang aicl last 48 hr +1,636739,final truth behind administr tacit suppo climat chang +0,318737,hey girl climat chang im go ignor fuck me +1,404285,climat chang hiatu bullisht +0,539835,deni climat chang real let celebr overcom power obamacar anoth 20 million +1,726621,govern tri buri frighten repo climat chang +-1,408538,thought day gender social constructwhich say all head mayb climat chang +1,551452,11 terrifi climat chang fact +1,900230,noaa 24 30 extrem weather event 2015 climat chang fingerprint miami sunni day flood +1,41783,watch right here travel world tackl climat chang httãââ +1,935123,new mexico suffer wors climat chang great barrier reef +0,566474,journo twitter seem much angrier bret stephen climat chang ope last week nyt publish +1,237841,bill gate launch 1b clean energi fund show privat investor take rein reign climat chang +2,217758,trump team memo climat chang alarm energi depament staff cnbc +2,135447,pennsylvania new frack repo clash effect health environ climat chang +1,978071,let look bright side mayb climat chang kill human global fascist govern sta tãââ +0,887777,project climat chang look like 30 year now 1 year +1,278173,studi find marin reserv help ecosystem cope climat chang read more +1,818849,think go die husband believ climat chang +1,300697,40 us popul see problem global warm sinc christ return decãââ +2,453068,exxon ceo tillerson use alia email climat chang ny attorney gener japan time +1,64499,think go die husband believ climat chang +1,647602,someon tell trump watch day tomorrow mayb hell sta believ climat chang show someth wavelength +1,285712,faith must unit fight climat chang clergi urg +1,592183,400000 death year link climat chang trump exit humanitarian crisi +1,207267,rose wither violet odd hue climat chang come you too +0,602635,mayb global warm mess sleep cycl +2,653798,scott pruitt offic delug angri caller question scienc global warm +1,940241,dem come stupid bill regard fake newshow issu climat chang healthcar reform etc +1,151081,first anim exclaim extinct thank recent humancaus climat chang brambl cay melomi +2,860254,penguin coloni risk climat chang +0,426601,caoon donald trump climat chang +1,892662,trump exec order undo progress undo chang make impact wors cost live a +1,67416,hey florida nice littl everglad got there thank vote climat chang denier see hurricaneãââ +1,884412,trump nobodi realli know climat chang real check 97 activ research http +1,128064,climat chang scott pruitt caus uproar contradict epa websitehooray +2,505796,un meet urg highest polit commit climat chang via +1,555674,bc climat chang hoax +1,884933,trump put climat chang denier charg epa +1,995102,event prove yall real climat chang affect us idk +1,236227,need climat chang warrior like naomi kleinã +1,780003,sunset eah say vote someon think climat chang real yall get these +-1,259378,georg clooney claim manmad global warm must exist liber agre exist +2,751293,reindeer disappear alarm rate alaska canada due climat chang +1,183455,if believ scienc act climat chang vote ãââhillari +2,257488,obama admin send 500 million global climat chang fund +-1,476576,us cold peopl tulsa mich cool place much global warm +0,224618,humid hot global warm thot kejay urban mood piec +1,60851,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,867327,key takeaway truli good even trump aid say manmad climat chang real even d +2,173509,mass immigr noh due global warm +1,785415,im creat new think tank climat chang would join post tweet also +0,410459,yay 1 thing concern me pleas look climat chang boy deni get biãââ +0,348682,habitat loss climat chang drive speci extinct crisi +1,302193,ten ugliest anim threaten climat chang +1,244768,world need protect sign amp show want action climat chang +0,693160,climat chang caus resurg dragon +2,421239,citi outpac countri race curb climat chang +1,287983,next four year could set unit state back decad educ scienc trade climat chang more +1,286842,fun fact elect donald trump would leader nation eah deni climat chang +1,791173,73 aussi want strong action climat chang amp energi creat job amp invest +1,66725,nicola sturgeon meet usa shell sign agreement climat chang trump critic +1,788882,realli sad peopl still believ climat chang world liter chang eyesãââ +2,646506,news post trump dismiss manmad global warm hoax dure +1,351711,watch misinform climat chang dispel real fact +1,57068,2016 first time ever mammal speci went extinct due climat chang +2,776251,mani young peopl fear climat chang povey much fear terror +1,698983,america accept weather predict groundhog yet refus believ climat chang scientist +1,696569,climat chang ohio +0,92629,trend toward increas accept climat chang accept humancaus flat ââ +1,826249,im tri rude peopl vote trump believ climat chang honest question +2,45310,break trump sign execut order dismantl presid obama effo combat climat chang +1,855556,new new world china lectur unit state climat chang impoanc cooper betweãââ +2,783867,barack obama warn climat chang could creat refuge crisi unpreced human histori +1,242689,2016 year unit state elect man believ global warm chines conspiraci +1,672110,scientist leak key climat chang repo diy donald trump could block it +2,284949,ethiopia coffe industri threaten climat chang +1,678858,come climat chang real +1,436217,politician still refus recogn realiti climat chang it 2017 that disgrac +2,749167,china trump elect jeopard global effo combat climat chang +1,174138,instead debat whether reduc carbon emiss expens consid much climat changeãââ +1,449976,100 total achiev thing need revers global warm +0,671187,cool 0 3 us presidenti debat featur question whatsoev climat chang +2,308147,everi trump cabinet nomine posit climat chang +2,853060,epa head scott pruitt deni carbon dioxid caus global warm +1,792914,im creat think tank independ thinker solv climat chang would post also +2,95494,exxon order hand rex tillerson secret email climat chang prosecutor +2,724436,spring came earli scientist say climat chang culprit +1,84782,want know climat chang real ask fisherman +1,869795,climat chang denier charg time scientist step up +-1,517732,question al gore climat chang hell call denier climat chang dispatch via +1,811030,highlight black leader fight climat chang +0,672721,cnn host said vote hillari believ climat chang countri make one tãââ +1,419694,worri global warm were go build new eah bigger eah best eah ever +1,156911,vote think best candid pleas know climat chang real thing current destrãââ +1,96952,swear never scoff global warm again pleas let temperatur fall 60 +1,239796,ep vote mep fail ensur suppo poor countri adapt effect climat chang +0,911924,hello think global warm actual form warfar cool too +1,714937,depress know fact global warm increas alarm rate noth bein +1,307514,2016 pivot year war climat chang +2,368457,real news recordbreak climat chang push world uncha territori +2,315269,1991 film emerg show oil firm shell warn climat chang +2,726977,author radio host suggest weve alreadi lost climat chang war +1,791394,think go die husband believ climat chang +1,780045,s danger climat chang denial +2,866846,malcolm robe believ climat chang sb +1,675180,river piraci latest weird thing come climat chang +0,824789,enteain good theyr meet w lib presid work climat chang dare one talk abt urban +1,981561,so join in and march solidar us colleagu issu climat chang antisci amp trump htt +2,429634,climat chang caus conflict sahel +1,535477,good see repo climat chang taken serious +1,562950,thought climat chang hoax manufactur chines +1,187703,60 degre injanuari noh presidentelect believ global warm +1,979276,snow fuck sahara desetri tell global warm happen +2,459949,europ face drought flood storm climat chang acceler +1,47157,florida dumb ass vote trump yall gone underwat republican believ climat chang +-1,561503,al gore fraud refus debat global warm +2,893296,bill gate investor woh 170 billion launch fund fight climat chang energi innov +1,271359,want evid climat chang look ambos nation park say awf fiesta warinwa here whi +2,184580,scientist link extrem weather climat chang +2,262320,germani california tackl climat chang togeth +2,881920,presidentelect donald trump say nobodi realli know climat chang real +1,161234,futur planet stake hillari clinton combat climat chang donald trump think iãââ +-1,787567,peopl understand global amp global warm enlist gt act http +1,72722,imagin actual believ climat chang even china believ climat chang +2,703328,mental health implic climat chang +0,103358,climat chang man +1,880789,canadian believ scienc climat chang +1,907459,excel presidentin respons great climat chang policyim look forward discuss u depth +2,299727,heatwav hurrican flood famin seven climat chang hotspot +1,516127,weve got big public health problem climat chang bob perkowitz presid +1,372982,stewa jackson retweet fellow moron climat chang denier paul joseph watson +1,344525,environ silent stakehold everyth do climat chang way speak cant ignoreãââ +-1,896213,snow april yeah global warm real +1,792188,heabreak imag climat chang make even biggest denier feel somethingãââ +-1,232687,freez outsid hell global warm +0,7061,keep it heard someth like week ago climat chang infothey take +1,427180,kid think climat chang exist go school +1,459620,sorrow miseri climat chang instabl financi system someth go wrong +2,464602,china tell trump climat chang chines hoax +2,398500,canada capit trump take step back climat chang trudeau +1,850852,sta call climat chang radic islam terror think get trump fight it +1,813359,simul us modern dust bowl bad news reason chang concern +1,369036,anthrax spore stay aliv permafrost 100 year enter climat chang guess happen next +1,158435,one trump promis might realli destroy world amp life know it turn away halt climat chang amp promot instead +1,857621,good point candid might end global warm bring us nuclear winter beãââ +2,923432,chairman hous scienc committe say climat chang benefici via +-1,608734,weathermen cant get tomorrow climat chang right base data predict climat 2 +1,790402,oi continu think climat chang chines plot +1,809648,trump climat chang hoax biggest hoax eah dt want sanction lift 500b +0,136301,kid name naomi ask climat chang actual sta damn mike drop littl 6 yo that big question +2,866517,disast alley show chang test australia militari via +1,168616,know nobodi care climat chang brave new world red line year sea ice lookãââ +1,849923,trump climat chang polici keep get wors +1,580765,5 thing know climat chang 1 it real 2 it us 3 exp agre 4 it bad 5 ther +0,295048,amitav ghosh talk climat chang new book busi standard news central +1,962529,icymi aust climat chang amp chang futur ãââ +1,302899,presidentelect believ climat chang million peopl go say mr tãââ +2,36220,us feder depament censor use term climat chang email reveal +1,190285,join combat climat chang take action +-1,58851,concept global warm creat chines order make us manufactur noncompetit +-1,119415,rewrit histori fit climat chang agenda journalist propagandist +2,898781,white hous call climat chang research wast actual it requir law +1,885265,chang alter spring +2,54145,trump roll back use climat chang polici review sourc reuter +0,433579,polar bear natur enemi die starvat global warmingãââ +0,982442,poll man made climat chang scientif fact +-1,861443,horror chelsea clinton blame diabet climat chang get factcheck hard +0,464700,firework contribut global warm ask america +2,274309,compani involv green sector may problem presid trump climat chang via +0,399411,86ing climat chang monitoringmodel +1,726152,african architect profound messag climat chang built tree london quaz +1,526221,teach ap scienc use explain scienc climat chang amp mouthpiec f +1,63963,someon environmentalist milit global warm still eat meat +0,548810,talk climat chang program +1,453586,im new climat chang idea word list fact use battl unbeliev +1,368036,me enjoy life brain broke nuclear war could sta soon global warm get worst +1,37657,donald trump undo obama legaci climat chang big business1 tree amp air0 via +1,374306,those us worri global warm concern +1,257998,mani fellow us citizen compani stand g19 suppo climat chang +2,382186,china tell trump climat chang hoax invent +1,391152,leonardo dicaprio fantast new documentari climat chang free legal watch +1,347026,climat chang in believ make mistak literatur da +1,932133,spirit baru pulang liburan dr bali urg everi indonesian deni climat chang go googl pic fr 10yr ago +1,915562,add sleep long list thing climat chang might threaten recent research publish scienc +0,162912,electromegnat energi inth airpuja diya ko boojat hiweath climat chang air technologysehipnot yourmind +2,663149,trump energi staff cant use word climat chang +-1,478299,new york time slam cancel punish climat chang heresi +1,171835,deforest 2nd largest contributor climat chang +1,404379,crime went whole elect cycl bare mention climat chang ââ +1,114507,colb mock trump idiot climat chang comment +1,257317,sensand new environmentalist billmckibben talk movement combat climat chang berni san +1,474869,understand republican reason believ global warm miss pa bibl say fuck scienc +1,129878,it safe scientist rais heck come climat chang via +2,574015,googl новости climat chang fresh doubt global warm paus bbc news +1,607309,green world dese revers climat chang allan savori +1,868867,60 chicago snow uae senat confirm climat chang denier run epa +1,29252,stop global warm way save coral reef +1,118058,cop 22 ãââ morocco lead countri africa adapt climat chang climat agreement newsãââ +1,928636,here new epa chief pruitt absolut wrong co2 climat chang pri +1,891624,fight climat chang fight also global injustic +2,976233,execut order trump dramat chang us approach climat chang +0,539810,waar blijft die global warm +1,234018,chevron first oil major warn investor risk climat chang lawsuit +1,11896,broader nation effo address gender dimens climat chang need implement +1,382943,guess good news global warm acceler trump watch florida less factor futuãââ +1,272284,china kindli explain trump didnãâât invent climat chang hoax +0,667514,presidentelect think climat chang real too +1,598595,look longshot engin idea keep climat chang wreck planet htt +0,188412,no hell freez climat chang +1,423233,proof nation post last bastion oil pay climat chang denier +1,100270,futur planet stake hillari clinton combat climat chang donald trump think iãââ +2,654325,world leader dupe manipul global warm data top noaa climat scientist say +0,586799,mcm think global warm myth +1,419174,administr wont it ca pick torch lead way fight climat chang http +0,971858,climat chang ship alreadi sail +-1,928037,global warm worri global warm caus nuclear weapon hand crazi orãââ +2,921918,trump drop climat chang environment review bloomberg via +0,214432,two speci declin due global warm roman caught hebrew charact last weekend bloke c +1,98546,absolut disgust big problem climat chang yet nobodi seem give fuck +1,890039,pa secret coalit agreement littl possiblethwa climat chang polici +0,707859,inspir global warmingfwm +2,94903,presidentelect trump consid way fasttrack us withdraw climat chang +1,169681,agreement scienc prerequisit progress climat chang pr palmer excel end +1,902697,sealevel rise real threat florida us stop fight climat chang rest world an +1,665471,power aicl frm everyon believ global warm dont realiz it time http +2,325542,climat talk save us global warm us urg +2,387776,epa administr scott pruitt mention climat chang first speech epa +2,622396,china deleg hit back trump climat chang hoax claim +1,86753,possibl global cooper fight climat chang collaps due trump presid +2,374072,cdc cancel climat chang confer back thank al gore +1,973562,new new world china lectur unit state climat chang impoanc cooper betweãââ +-1,33000,penis caus climat chang discuss spectat need comment one +1,784575,nuclear c02 emiss compar wind agre need nuclear fight climat chang sign pledgeãââ +1,906123,product meet plan hous amp regener board discuss hous climat chang indu +1,267313,parent id anyth children scientist here stave climat chang children stay oãââ +1,217440,seriou problem thi uk undercut eu colleagu tori pay full climat chang skeptic http +1,744124,presidentelect believ climat chang million peopl go say mr tãââ +1,609532,remind network even newscast yr spent 125 min clinton email 0 min climat changeãââ +1,236237,main wolf us presidenti campaign unfold without focu climat chang astound +2,315126,take donald trump climat chang +1,543336,take action climat chang amp amp everi day +2,488597,icymi underli assumpt keep us find common ground climat chang +1,286927,stand next map uk post global warm look good cumbria +1,882980,need listen climat chang refuge htt +1,788429,go singleissu voter make global warm even wors would good issu choos httpsãââ +0,185149,power ranger updat theyr fight monster call polluticorn unicorn pollut stuff global warm pr +2,739975,climatehawk1 biden urg canada fight chang despit trump abcnew +2,162639,trump sign sweep rollback obamaera climat chang rule +1,248365,guess everyon high key know climat chang real peopl give shit bout ruin planet to +1,447504,slash scientif research climat chang prevent planet warm mean wil +2,386474,energi deptament reject trump attempt singl staff work climat chang http +1,557319,effect global warm summer get harsherheat increas tremend climat becom +-1,560377,climat chang real inconveni truth scientist claim global warm natur +1,258367,cdc abruptli cancel longplan confer climat chang public health ostrich plan secur http +0,788486,mean eah cool heat defin climat chang +1,512888,s tonight put focu realiti climat chang amp need action httãââ +2,615396,year 2100 2 billion peopl could becom climat chang refuge due rise ocean level +0,126756,le piant assorbono più co2 non hanno bisogno di più acqua sono divent efficienti contro il global warm natur +1,539550,let look bright side mayb climat chang kill human global fascist govern sta tãââ +0,370604,sweep climat chang american polit intoler bulli amp censorshiplov groupsbroughtãââ +1,651129,consciou climat chang nuur sustain give high prioriti lowcarbon technolog +1,289110,physic doesnãâât realli care elect donald trump said climat chang chineseãââãââ +1,358980,again father phd chemistri pretend accept global warm bc he fox news junki +2,116517,butterfli protector inform climat chang polici get obe +1,872288,decentr renew front line climat chang +0,896381,regard climat chang +1,851540,3 way internet thing could help fight climat chang +1,35177,even sta nuclear war destroy human climat chang denial polici wiãââ +0,55663,love global warm were today +1,500795,yet climat chang bare featur us presidenti elect +0,612019,read s latest climat chang insur amp lend featur apra speech work +2,476149,17 hous republican tri make donald trump care climat chang +2,419755,trump jeopard pentagon effo fight climat chang retir militari leader fear http +2,175193,us energi depament close offic work climat chang abroad ignor diplomaci +1,81297,evid climat chang warn sinc 1950 via +1,775666,without washington were work aggress fight climat chang +1,726147,trump cut epa climat chang budget 29 million million that is meanwhil +1,978793,think biggest problem face climat chang incom inequ health care imãââ +0,58911,gon na post without ig snap locat view climat chang amp blm type wha +0,46988,skeptic environmentalist take climat chang controversi doc cool +2,483615,trump order undo obama climat chang protect +1,765288,conserv keep pretend climat chang hoax countri arent gon na put anymor htãââ +-1,794039,climat chang scienc color rainbow and aboion choic scienc +1,910349,what creat better world noth still favourit climat chang commentari caoon +0,777842,e trump acha que nada estãƒâ acontecendo ãåëœâ effect global warm +2,353945,film climat chang 15yearold india new seat world bank today stori httpsãââ +1,380264,use palaeoecolog data increas magnitud predict plant speci respons climat changeãââ +1,440373,know nobodi care climat chang brave new world red line year sea ice lookãââ +1,173241,s deni climat chang not good busi world rue businessman ignor +0,754215,peopl blame kid climat chang associ lot kid poorlowerclass rocket scienc +1,496411,climat chang adapt idea appli prize scale +1,686231,lol twew twew trump petit 4 scottish golf cours sea wall cite rise sea level due climat chang +1,496608,think happen employe actual delet factual tweet climat chang +2,396835,trump revis white hous websit remov climat chang moment take offic +2,412372,in age trump climat chang libel suit head trial +-1,421863,tell global warm peopl thi natur work own wow concept yesco2 left print +0,316701,beauti day outin februari lolbut global warm exist +2,628354,curb global warm scienc fiction may becom fact +1,864887,kerri leav legaci hope role state plan remain involv climat chang debat +-1,338893,hope presid new climat chang reg caus california fall pacif weekend plan +1,440695,lengthi amp well written examin govt decis defend climat chang obama admin +0,69210,climat chang +0,435624,global warm +1,389988,alway get shitti snow now must global warm someth cz there good snow sinc like 2012 +1,750365,true rip climat chang page +1,615949,trump call climat chang hoax chines tell michigan crowd im environmentalist +1,72728,climat hero 2016 climat home climat chang news +-1,357243,media fals spin trump nyt climat comment cite climateg restat skeptic global warm http +2,522426,canada announc new climat chang goal increas meet 88 year 2019 +-1,424898,climat chang fanat frighten lord lawson +2,335492,washington want restrict investor activ like climat chang resolut +1,80678,psa meat dairi industri contributor climat chang deforest +0,128909,cali endless global warm drought over how storm make dent california drought 7 feet snow +2,699267,chile mani see chang greatest extern threat +-1,477360,freez 4c tonight when global warm come hmm +1,904554,trump fals say nobodi realli know what caus climat chang +1,154321,92 degre novemb da fuq climat chang real ãåëœâ +1,804365,cant whole heaedli enjoy warm weather bc keep think global warm ignor must bliss +2,800429,rusti patch bumblebe ad us endang speci list endang gt habitat losspesticid amp climat chang +2,74422,refer climat chang delet white hous websit +-1,519717,point ask liber anyth climat chang energi polici theyll tell coal cool +1,528908,face realiti climat chang arguabl biggest threat face today +0,466169,tum muskura sheetal hawa chal gai sansar kaha hai global warm +1,657510,trump fool new york time climat chang +1,436342,rex know climat chang know it answer deepli unsettl readin +1,851108,tackl climat chang pelosi speier joint town hall +1,516810,believ equal need comprehens immigr reform prochoic global warm real ââ +2,172154,cnn epa head doubt popular climat chang belief +0,698879,right trump stanc climat chang moder +1,658934,look america offici believ climat chang hoax sorri everybodi els +0,298708,gon na funni trump becom global warm presid +1,290651,american review s imag chang see climat chang affect planet +1,450940,cant undrstnd pple believ invis heaven believ climat chang scari +0,740359,global warm turn thing better pin hope given interest i +1,260227,environ pakistan effect global warm proud kp gov plant 800m tree 3 year 21 +1,262782,left right agre fox news destroy epa chief scott pruitt climat chang +1,222348,greenpeacenz russelnorman fire risk nz incr dramat w climat chang futur t +1,476698,conserv elect trump climat chang +-1,898317,damn global warm snow ice +0,428013,fire australia summer must climat chang +1,717554,veri littl done tackl bigger threat regular drought hurrican caus climat chang +1,834209,it freez snow new york need global warm donald trump +1,22839,fyi im go sta anxieti climat chang around midnight anyon els want join goodby great barrier reef +1,655730,republican pay chang concern global warm call hoax stori abt big big big money +2,919839,alga could make global warm wors +1,258503,think go die husband believ climat chang +1,647995,girl basic save planet peopl like donald trump still believ global warm +1,932599,kid su govern climat chang best hope now +2,668047,cdc document effect climat chang human health +-1,352544,first time 112 year that global warm ya +1,885096,eah could hit 15 degre global warm nine year scientist say +1,108335,say noth could ever convinc climat chang sinc control sampl test against +1,752921,actual us militari intel view climat chang nation secur issu mani conflict climat chang fx r +1,358914,fight climat chang marathon effo +1,843322,realiz person told i believ global warm but trump suppoer equival im racist but +1,259708,speak climat changetonight anoth killer episod 109c +2,167426,massiv alga bloom arabian sea tie climat changein oxygenchok water beneath fish die +1,155751,eah get hotter scientist break new ground link climat chang extrem weather +0,392761,sta synthes 41 repo commun climat chang project pksf +1,69080,need tap scienc base enabl insur fill role handl climat chang +1,16660,without action climat chang say goodby polar bear via +2,987558,heatwav hurrican flood famin 7 chang hotspot +1,428395,us got rich white dude say what global warm world starv die result of +2,731487,morocco launch tripl initi challeng climat chang +1,629223,remov fund sourc pipelin nuclear chain climat chang issu effect tool +2,5816,conserv elect trump climat chang john abraham +2,555175,peru build wetland resili reinforc indigen respons climat chang +1,454755,kp fight climat chang transform hospit reform polic amp lb system amp yet make infrastructur project a +1,992193,proud wildros believ climat chang authent threat human requir action fellow con +2,805084,us republican spread conserv case act climat chang +2,296189,germani california tackl climat chang togeth reuter +1,684550,love it vermont natur diari document downtoeah sign climat chang boston globe http +1,790882,read fantast piec teach kid climat chang conserv district +0,793156,but climat chang real come there still mani liber snowflak am tomi lahren yet +1,222981,seem like complet analysi climat chang global look one spot global sea ice +1,763956,either end contribut climat chang climat chang continu power enough to +2,486005,trump win disast fight climat chang scientist environmentalist sayãââ +1,580130,trump kid know climat chang real humancaus let hope listen +2,315519,anoth us agenc delet refer climat chang govern websit +1,681954,limit fossil fuel usag chang socal peak fossil fuel avail +2,928978,doe head say carbon dioxid primari caus climat chang +0,579835,annual bray day servic name founder focu climat chang wed 15 feb 12am london +-1,289859,concept global warm creat chines order make us manufactur noncompetit +0,956682,guess global warm sea rise came earlier thought wichita atlant coast +1,784951,case wonder no 4 year usl inact climat chang go well planet iãââ +2,619105,trump team deni climat chang citi state fight back +1,819548,climat chang real saibai island predica boigu muddi amp inund +2,495719,santa might need extra reindeer pull sleigh due effect climat chang +2,859898,white hous call climat chang fund a wast money video +2,286372,despit climat chang exodu marshal island head back home +1,548470,fight climat chang find unlik alli donald trump +1,787474,deni climat chang real amp want stop fund un climat chang effo +0,376447,spend da day servic da snowblow sho sleev outsid da bright side climat chang +1,683778,the effect polit argument take climat chang serious arent one simpli rest the +-1,874926,exp said hillari would win claim climat chang real lol go away moron know noth losãââ +1,786807,good news climat chang curb live vegan +1,828889,fumiko hayashi mayor yokohama model leader fight climat chang +1,978025,opinion new york time editor pen weak vagu respons critic bret stephenss ope climat chang +2,498084,weather channel blast trump aid climat chang +1,917635,show alreadi unit issu see long term valu mitig climat chang +0,103745,henc someth like climat chang find +0,715697,dad realli believ climat chang hoax cwant destroy world climat +1,425118,compromis issu climat chang threat entir planet +0,263899,bbc give fals equival mani argument polit climat chang effãââ +1,656898,opinion trump charg critic moment keep climat chang check may never recov +0,558046,guy think trump stanc climat chang global warm +1,194183,everyon calm climat chang think 6 second becom ration angri +2,2193,un gave australia poor score climat chang progress creat adequ climat chang polici +1,177629,new new world china lectur unit state climat chang impoanc cooper betweãââ +2,38356,poll suggest american sharpli differ opinion climat chang presid +1,905241,continu educ peopl around world planetari crisi climat chang thank mu +1,315797,first ask list peopl believ climat chang women right antiterror exp +2,972448,rex tillerson grill exxonmobil conflict russia sanction climat chang senat confirm hear +1,781051,word global warm it happen it arriv +2,436991,air pollut death expect rise climat chang cb news +1,634300,think go die husband believ climat chang +2,610474,energi dept reject trump request name climat chang worker remain worri +1,805245,climat chang sceptic charg environ man hate europ charg brexit nh +2,222600,debat climat chang global warm is far settl wrote may 2016 piec +2,911027,eiffel tower lit green honor pari climat chang deal +1,646341,leonardo dicaprio met donald trump discuss climat chang mayb stage scientist involv +1,485509,america becom countri world leader doesnãâât think global warm realãââ +2,339910,donald trump set visit franc bastil day macron bring climat chang trade issu +-1,692844,think buy gullibl canadian regard climat chang +2,377806,g20 stage set climat chang showdown +2,860733,us energi depament balk trump request name work climat chang +1,457988,stark research show humid heatwav kill s 1000 climat chang left uncheck good news can +1,764428,trump world leader deni climat chang +2,95670,biochar make climat chang profit busi oppoun via +1,225508,us elect trump rest world didntso us polici eg climat chang threaten reãââ +0,942567,r advoc special role central banksus rang instrument climat changerel discl +0,631729,chemist find spoil seri caus global warm +1,874259,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +-1,321689,scientist still want defend climat chang hoax inventor run ok let focu pic +0,836601,bless hea chelsea clinton wade climat chang debat twitter instantli backfir +1,822038,mani risk climat chang still spent year activ disto truth +0,940946,media alreadi accus miss boat american elector cool it harp climat chang trump predict +2,626291,donald trump attitud toward climat chang cost american taxpay billion vie +2,861653,feder cou shut governmentapprov pipelin project climat chang concern +0,165444,experi effect global warm there overclock inde think got stain diod anneal new +1,665036,die save human amp save warrior climat chang +1,918580,retweet think climat chang repo need seen cant let trump administr ignor it htt +1,358972,must work elect repres believ climat chang will act +-1,65671,climat chang rape women wtf peopl insan crimin that media today seriou mental issu +1,302312,note hit hardest climat chang bear least blame 1 famin 4 +1,142350,togeth 52 commonwealth countri help revers damag impactexistenti threat climat chang adopt r +0,275859,ask chanc glass water said omg freak liber know global warm make us run water +1,939010,conserv accept scientif fact climat chang conserv elit signal that what +1,231880,hey trumpi dare go texa peopl suffer hurrican tell ur view climat chang hoax +2,322542,shell knew oil giant 1991 film warn climat chang danger +1,732777,hear lot coal climat chang greenhous ga emiss intens anim ag +0,725928,clear premier fight climat chang kevin oleari come you senat poo poo residen +0,19654,theresa may new chief staff gavin barwel known knowledg concern climat chang +1,768239,look climat chang denier vy job trump administr +1,195408,icymi scott pruitt say carbon dioxid major caus global warm +-1,936773,final pari climat chang agreement design crook buy crap +0,403928,may agre climat chang axel believ left lean +1,639129,find global goal seri target end povey tackl climat chang event 4 may +1,42044,global warm scare andor care it boo bye +0,462262,us climat chang never experienc level media attent public interest receiv th +2,502029,break white hous websit remov climat chang lgbt right healthcar issu section +1,461192,destroy thu effo unless 2c global warm kill coral +1,96341,snow be bleach anemon crack ice climat chang look likeãââ +1,205010,chose right side histori climat chang catastroph wrong real aãââ +1,990854,join combat climat chang take action +1,525415,tbh peopl believ climat chang real one need free educ +2,632618,sander rip trump epa pick say person opinion climat chang immateri +1,278944,hey here tip climat chang etc leader job australia nee +1,914252,snow be bleach anemon crack ice climat chang look likeãââ +1,426069,wari caution politic harvey choicesdevelop social suppo climat changea +1,423296,would like delet knowledg climat chang too +0,955285,ohhh bet ladi libey could cri could forget blame global warm rise sea level +1,179864,failur act make food system resili climat chang serious compromis food +1,938868,mani cold adapt speci ravag decad habitat loss amp degred climat chang bridg far +1,388815,daili remind scientif evid overwhelmingli indic humanmad climat chang real +-1,576494,anger conserv hu american job anger liber insult climat chang crusad +0,534906,glad gore trump could find middl ground global warm real it chines hoax design de +1,135150,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,116960,speak climat changetonight anoth killer episod 109c +2,72264,retweetnew pentagon chief say climat chang threaten secur +1,42737,photograph document unparallel beautyand effect climat changein america nation park +1,178741,im jealou winter storm east coast sad mn temp expect 40 today glad global warm real +1,157812,wish could there im listen two vet talk climat chang hoax ufo real im amus +2,311184,here damag trump could realist global climat chang agreement +1,937202,tweet climat chang real name face everyth everi hate repli anonymo +-1,241108,15 trillion al gore save eah tho global warm ice age fatti +-1,192772,climat chang bullshit cofound greenpeac even said wrong sun activ fãââ +1,4332,neoliber con us fight climat chang individu +0,393643,final done uncc introductori ecours climat chang thank +1,705159,high 74 today first day novemb yep global warm fake +1,996254,call action citi climat chang harshest solut promisin +1,804235,pleas vote guy believ climat chang view women object overal lack jusãââ +1,922165,popul growth plu climat chang equal disast heraldtim subscript +1,511953,trump fool new york time climat chang +1,573242,watch right here travel world tackl climat chang httãââ +2,432362,satellit tell us climat chang via +1,140619,tackl climat chang chang ship truck aviat mine industri httãââ +0,572159,snow come not global warm +1,186551,good call mani peopl fight idea climat chang real need peopl like help +1,868824,think go die husband believ climat chang +-1,121139,hey good climat chang real imagin hot would otherwis +0,216105,im hear rumour climat chang lie im think throw can window instead +2,464696,epa chief scott pruitt say carbon dioxid primari contributor global warm +1,713546,rightw media turn scientist citat quibbl stori dupe manipul global warm data +1,981402,presid us still believ global warm curiou +2,950375,trump drop climat chang environment review bloomberg +1,630228,said would not enjoy war frack climat chang surveil +1,216565,climat chang much +0,984904,climatologist believ global warm danger acceler hall oat h2o album cover +0,398851,put bill boat set adrift might find climat chang +0,43709,anyon think global warm good thing love ladi gaga think realli interest aist +2,236200,brazil risk rodentborn hantaviru rise due sugarcan climat chang scientist +2,556790,blackrock manag 51 trillion want compani paown disclos risk climat chang +1,706058,global warm honestli freaken scari +2,35572,climat chang frontlin disappear fish villag bangladesh +-1,293087,good decis even climat chang econom loss american +1,359487,tri help control global warm +1,287892,hmm airstrik appet given climat chang polici would bad tast t +2,99549,kid take fed possibl trump cou climat chang +1,700332,even buhari argu caus bokoharam climat chang world meet +1,497364,well reap fuck whirlwind now especi come climat chang last 12 +1,990955,know women empower amp tropic reforest sit top 10 solut climat chang +-1,741920,fund climat chang scam +-1,232967,concept global warm creat chines order make us manufactur noncompetit +0,872476,borneo mammal face onetwo punch log climat chang +1,519205,trump climat chang deni epa nomine scott pruitt care freedom pollut freedom to +-1,598854,even read it go assum global warm climat alarmist antisci becom religion +1,201261,human stop poach climat chang +1,181392,someon tell there scientif consensu climat chang lie you +2,815889,indigen right key preserv forest climat chang studi find +1,923041,age consequ doc examin tie climat chang social conflict +2,455601,french elect 2017 candid stand energi climat chang +1,490923,could world best nbn action climat chang instead got abbott turnbul +1,67878,mani peopl displac climat chang futur +0,993344,back dame vivienn first collect london fashion week men rais temperatur climat chang +1,649872,mr presid ignor climat chang good america +1,610283,think go die husband believ climat chang +1,166148,whenev randomli snow like get v worri global warm poor polar bear +1,222820,anyon acceler climat chang weaken environment protect sell weapon conflict zone doe +0,450236,improv climat chang repo cooper scienc media agenda aman meet +2,81581,cabl news spent less hour cover climat chang 2016 +2,409207,antarcticaãââ southern ocean may longer help delay global warm +-1,432857,new repo antarctica horribl news global warm alarmist theblaz +1,106983,due climat chang job white heterosexu male control world economi keep +1,674569,think go die husband believ climat chang +-1,545909,whistleblow admit scientist manipul data make global warm seem wors help obama +0,408105,blog environment worri chang +0,545714,hairlin suffer global warm +2,452112,democrat lawmak move organ around climat chang state level +1,76123,global warm real +1,254776,ben nd jerri tri rais awar global warm reli anim agricultur entir +-1,189585,id rather march fake scienc climat chang +2,140048,scott pruitt offic delug angri caller question scienc global warm +1,846584,think go die husband believ climat chang +1,173377,want buy home global warm zone ronlieb explain assess risk your take on +2,958767,defi stalinist global warm rule burn much coal say trump key econom advis +1,30477,sen gillibrand now turn bring climat chang +2,873294,initi could help fight climat chang +1,718270,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +0,912362,number time climat chang mention 145 +0,385428,hate global warm love tan ngl +2,668133,sander tear epa head say co2 primari contributor climat chang +1,599503,case wonder no 4 year usl inact climat chang go well planet iãââ +2,941135,dailytim pakistan global warm via +2,608280,presid trump propos epa cut go far beyond climat chang +2,286079,thi follow basic law physic scientist rebuk scott pruitt climat chang +1,958430,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +1,154550,mcm monday scare horror film im scare world wide climat chang +1,391967,new imag show 50 year climat chang himalaya +1,660579,s passion environ amp chang climat chang alway inspir ââ +1,656322,watch right here travel world tackl climat chang httãââ +1,211012,america new presid believ climat chang think women aboion punish welcomeãââ +1,571288,internet react scott pruitt ignor denial co2 drive climat chang fusion +2,283703,american firm take climat chang serious even surpris former critic +1,26868,avoid discuss climat chang pretend happen destroy polici curb omissionãââ +2,348621,donald trump enlist wwe wrestl magnat climat chang sceptic govern +1,753697,trump make biggest bet leader ever made physic real climat chang safe ignor httpsãââ +2,718228,climat chang battl divid trump america scienc guardian +1,17837,4 plu dozen staup investor nonprofit employ thousand californian address climat chang exp +2,364413,new york prosecutor say exxon misl investor climat chang +1,576149,2 day christma gon na 60 thank global warm +1,712925,exxon knew climat chang 50 year ago lie it ceo rex tillerson fit secretari state http +2,655645,trump take aim obama effo curb climat chang +2,859458,g20 focu climat chang despit trump resist +-1,342419,nice pa nuclear arm race middl east around realli experi climat chang wr +1,14846,mf realli think homosexu gon end mankind global warm irrespons natur re +1,216530,re hurrican harvey sea level galveston risen foot sinc 1963 due climat chang +2,637955,despit polit gridlock climat chang pentagon push ahead plan protect asset http +2,538530,belfast telegraph elli gould urg action climat chang ahead eah hour +0,910135,may global warminginduc wave hit yr offic wash sea wash often occur n carolina whygod +1,12338,eah day dickwad oh right climat chang denier ask dnr keep lead drink +1,317725,china call trump plan exit climat chang pact ludicr china let sink in +2,275198,key atlant current may like slow or collaps global warm htt +1,779047,everyon need watch incred documentari produc climat changeãââ +0,517589,im say snsd s comeback end global warm war amp trump presid that exactli case http +1,891060,smh donald trump call climat chang chines hoax realiti happen now +2,42235,gore hope work trump climat chang +0,749356,man stupid ãââ new song simpl messag climat chang cowritten gorillaãââ +0,527057,pmb jet 2 morocco 4 climat chang summit wondern know that mean especi 9ja +2,947499,could moor law help us beat climat chang +1,751864,trump want econom success cant deni climat chang cost extrem weather reach billion annual inãââ +1,50229,nitrogen pollut forgotten element climat chang via woh read +1,302867,honestli global warm fuck real im move oregon could give fuck california +1,863686,scholar describ come crisi displac chang eastern seaboard +2,751413,joseph gordonlevitt chloë sevigni want help fight climat chang +0,435763,new blog soil carbon sequestr climat chang solut vehicl ecolog restorationãââ +2,114160,us feder depament censor use term climat chang email reveal via +1,935424,bye bye bank regul bye bye deal climat chang bye bye health care bye bye diplomaci +1,793851,nation park account defi trump commun ban tweet climat chang fact +1,193669,like said believ climat chang suppo marriag equal +2,531470,trump environment protect agenc delet climat chang web page +1,261725,enter forc learn us goal climat chang +2,117512,g20 world align trump polici rang free trade climat chang +1,43933,data use conclud chines made climat chang +0,495803,fw global warm heavili +1,964717,think go die husband believ climat chang +2,419368,obama write long known urgenc act mitig climat chang real can not ignor +1,837439,posit news world abandon coal dramat style rais hope climat chang by +1,758745,u moron come climat chang entir world board woil co amp corp +2,871970,latest china call climat chang global consensu +2,536961,uk govern sign pari agreement world first comprehens treati tackl climat chang +-1,748260,probabl climat chang mayb shell blame women vote candid vagina +1,990860,tornado touch massachusett februari believ global warm lololol +2,787430,citi ahead curv fight climat chang +1,688941,the concept global warm creat chines order make us manufactur noncompetitiãââ +-1,869105,3 becom radic low tax tini state advoc ralli state issu healthcar scam climat chang industri +1,551091,sick talk stupid politician year year action meaning progress climat chang +2,949443,49 trump suppoer care much climat chang +-1,300133,climat chang normal pa planet process dont make anyth more peopl fool lie +2,99898,un climat chang agenc react cautious trump plan +1,550587,expans nuclear would significantli combat climat chang make program less like attract +0,110241,wait wait wait look outsid window summer alreadi damn climat chang +2,43644,scientist warn climat chang sever underestim +2,467950,scott pruitt agre co2 major contributor global warm +0,316317,i would sign letter letter say jezza climat chang that he 40 year +-1,69494,geoengin program jet spray arosol make climat chang +-1,392365,trump refus send lot moneygr research watch quickli climat chang fad disappãââ +2,421897,us forc g20 drop mention climat chang joint statement +2,263430,diplomat un global warm summit concern trump stanc climat chang +2,239562,macron want american research move franc fight climat chang +1,305836,new new world china lectur unit state climat chang impoanc cooper betweãââ +1,692213,epa chief climat chang denial easili refut epa websit via digg +1,837881,diier coal methan mani time detriment global warm co2 +-1,920742,800000 year climat chang 3 minut co2 proof mtco2 debt +1,829758,commun urgenc climat chang +2,595759,golden gate park join badland defi donald trump tweet climat chang via +0,227869,1 quick thought aicl climat chang amp ceainti phd physic me http +2,806935,doctor unit say climat chang make us sick +2,230,listen 58 year climat chang one minut pb newshour +1,738689,today discuss coloni climat chang plot aristocat en español im feelin pretti fine +0,82618,paper interest say trend attribut climat chang rather extrem weather +1,877408,conserv still accept climat chang real via +0,446787,tragãƒâdia tristeza e trump nega qualquer problema de climat chang +1,286704,donald trump announc plan counter global warm build wall around sun +1,61620,lack respons climat chang us huge implic planet +1,184097,map ireland may look major climat chang like someth tolkien would drawn +0,267381,ive ask repoer comment harvey climat chang respons ive give everyo +0,681707,global warm never felt better +2,736502,like lesbian caus hurrican harvey climat chang say rightw comment +0,767634,young children vulner air pollut forget climat chang energi isnt +2,215107,john key say plan rais issu climat chang trump +2,516736,bizarr 400 billion plan refreez arctic use giant pump may help tackl climat chang +1,578169,nation agre combat climat chang +2,484737,fake news scientist repo climat chang find honestli +2,826352,franc india cooper fight climat chang +2,824714,big data might curb climat chang +0,404405,interview what think global warm melania trump hello he kind he strong he great cãââ +1,612186,live world american presid degrad citizen deni global climat chang pope recogn urgenc +2,721315,trade foreign polici climat chang us could chang presid donald trump +2,661146,recordbreak climat chang push world uncha territori +0,651221,believ climat chang +0,81564,ice cream truck ohio februari love global warm +1,284011,climat chang doesnt 4 year trump continu act like chines hoax +1,514562,glad see compani take step combat global warm +1,357126,explor whether climat chang mean big storm done it +0,794825,expect us care global warm penguin penguin crime +1,42551,today discuss research innov climat chang kic +-1,708437,fake news say man caus global warm 15 min wage cost job lib clueless +2,16864,new project climat chang may benefit 1800 household +2,142844,eah hour plung world dark fight climat chang +1,769831,climat denier blame global warm natur nasa data beg differ +-1,19105,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +1,646514,could make sell app replac no global warm sinc 1998 sinc 2016 +1,709555,new amp documentari climat chang youtub +1,141210,us elect trump rest world didntso us polici eg climat chang threaten reãââ +1,355565,believ scienc believ climat chang let protect preciou resourc includ air breath ampãââ +2,229486,quit un climat chang bodi could trump quickest exit pari deal +-1,332005,climat chang natur man made bring industri job back america +1,630899,tribal nation told un theyr climat leader intend remain global convers climat chang +1,170297,talk 97 scientist believ climat chang model accur +0,844146,perhap rogu unit proclinton epa offici could leak press whether climat chang real +1,889987,team w explor climat chang prevent catastroph ãâ âãââ +0,495586,blogger get recognit good like watch train wreck blogger quit write climat chang +1,498880,monarch butterli face 3 interwoven threat habitat loss largescal corpor farm amp climat chang +0,772584,climat chang +1,999344,climat chang evid gt arctic turn green sea ice melt record low level +1,780939,great workshop tie racism global climat chang interest topic diãââ +1,623161,domino effect climat chang hit peopl well outsid s blast radiu +1,115813,think go die husband believ climat chang +1,185956,peopl said trump never said china sta concept global warm go +2,25917,thailand drought 2015 climat chang impact real +1,562602,disast trump budget target eah elimin climat chang relat fund +1,861496,watch live action theatr show climat chang affect pacif island peopl +2,279671,worldlead climat chang scientist call rebellion donald trump http +-1,14843,feder scientist cook climat chang book ahead obama present whistl blower charg fox news +1,427954,bit basic kill us leadership climat chang china stringent co2 law +1,87713,fwiw probabl lost battl climat chang tonight +2,341830,expect deadli heat climat chang studi say +1,622107,help citi fight climat chang +2,136529,kid right sue us govern climat chang +1,406971,the failur take climat chang serious profoundli bipaisan affair +1,91071,bad fight climat chang via +1,581196,holocen experi health risk climat chang carri via +1,810942,canadian river disappear 4 day thank climat chang +0,485531,shoutout global warm beauti weather +1,405437,next presid decis climat chang reverber centuri amp affect 100 million peopl +1,174011,ppl dont believ climat chang tri explain hurrican +2,929794,climat chang make gloriou color fall foliag last longer +0,746524,well climat chang later peopl send anyth good have +2,509071,senior us diplomat beij embassi resign trump climat chang decis carol morello repo +1,791984,video karen handel believ climat chang realthink a polit footbal wow +0,705396,climat chang isnt real wall melt if deleg goe near it he damn hot itll melt +2,82831,white hous call climat chang fund a wast money video guardian +1,782764,puls go crucial global fight food secur paicularli face climat chang +0,852880,global warm alway issu though +1,280175,think my brother dad believ global warm wtf +-1,980758,global warm alarmist warn potent hurrican due it +2,528554,cityconnect show climat chang impact home +0,236895,next thing well see issu aicl kati saiddon someth contribut global warm +2,914389,trump realli want face 21 kid climat chang mashabl +2,83124,home depot reap hurrican windfal global warm intensifi storm via httpsãââ +2,83873,tanzania radio version s stori climat chang coffe grow +1,76094,there fine line know global warm exsist idiot trump disgust +2,459610,g7 leader blame trump failur reach climat chang agreement +1,860573,planet go make take action climat chang take hour half dayãââ +2,497110,bainimarama invit donald trump fiji see effect chang fiji villag +1,870314,sorri paul nuttal work class voter homophob antiaboion climat chang denier want pr +-1,8844,anyon lectur scienc behind global warm simultan think two gender c +2,14901,exxonmobil ceo rex tillerson use pseudonym wayn tracker climat changerel email ny ag say +2,320765,canada nohernmost commun seek pm help weather climat chang +-1,424879,presid trump must resist pressur foreign leader cave global warm +2,193082,billionair climat chang activist say heãââll spend whatev take fight trump +1,27078,ive alway thought thi distrust scientist on stuff like climat chang see scienc i +1,234830,presid trump may destroy america mayb stop destroy world sign climat chang petit htãââ +1,381332,watch right here travel world tackl climat chang httãââ +1,347977,presid elect think climat chang hoax made chines +2,884576,uk scale down climat chang illeg wildlif measur bring postbrexit trade secret document +1,411251,pollut citi day car smoke increas global warm pleas drive electr car +0,40214,global warm exist +0,115301,check blog russia climat chang plan pleas +1,154823,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +2,271753,sen berni sander say epa chief deni carbon dioxid primari caus global warm pathet +1,31016,tool sound like say global warm aka climat chang real +1,306815,ya right tell anoth stori scott pruitt known climat chang denier +0,621192,han rosl die today see popul climat chang video +1,523887,peopl say global warm exist that summer weather fall right okay ãåëœâšãåëœâšãåëœâšãåëœâš +-1,852497,blog scienc fight back global warm fraud +1,578880,climat chang denial view reject scienc climat chang denial view i +2,763180,elect result uk could ditch impoant role global fight climat chang environmentalist fear +1,727530,vox first person arent politician climat chang mayb theyr old via +0,264878,frosti snowman climat chang alarmist +1,209850,women rural morocco fetch water amp work land first one see effect climat chang ââ +2,225730,donald trump princ charl in row climat chang ahead presid first uk visit +-1,740533,pure fantasi global warm real noaa caught alter temp +0,69152,do believ global warm jade jade yah bc everi day weather chang +1,538071,need privat sector discuss climat chang convers +0,158359,suppos next step queue inspir song chang profil pic union jack amp blame global warm +1,282270,realis mani peopl dont actual believ global warm +2,982727,wan na bet franc un tell trump action climat chang unstopp via ââ +2,591847,messag trump eu say remain top investor chang +1,600797,honestli planet cant afford 4 year action climat chang +1,962891,team w explor climat chang prevent catastroph ãâ âãââ +1,381054,2100 imposs live india climat chang scientif studi say +0,143854,might found cure global warm it basic gaviscon +1,892153,hey guy climat chang real im go make fun peopl tri make better +2,920652,scientist publish entir studi refut head scott pruitt chang http +2,997492,chicago mayor emanuel post epa delet climat chang page politico +0,504444,trail contribut climat chang geoengin suppos combat it +2,49125,bird speci vanish uk due climat chang habitat loss guardian +-1,819188,noth surrend vestig interest time past climat chang happen centuri noãââ +0,232928,iceberg broke antarctica result climat chang +1,460146,amp donald trump want know prove nasa pa whole chines climat chang hoax +2,873706,princ charl say climat chang wolf door meet donald trump moot telegrap +1,400270,say climat chang hoax ensur america bulli destroy eah ãåëœâãåëœâãåëœâãåëœâãåëœâ +1,866638,17 mean climat chang student loan reform health care reform minimum wage lgbt right women right black li +1,235382,mean realli dumb tackl isi climat chang one other +0,365686,love farmer rural commun believ climat chang still best way farm +1,819914,next epa chief believ climat chang align coal industri +1,843145,late fight climat chang +2,682099,trump say nobodi realli know climat chang real via +1,737814,rainf crop vulner climat chang new innov approach requir improv yield +1,913471,climat chang govt polici make agenda +2,2663,trump administr dismiss climat chang advisori panel trump administr ha +0,598548,wuwt climat chang brief presidentelectã trump +1,503904,trump team get way climat chang repo might never see light day +1,576057,trump call global warm chines hoax clinton email +2,726428,arctic ice melt could trigger uncontrol climat chang global level +2,494757,rare move china critic trump plan exit climat chang pact +1,363080,presid believ global warm +1,979562,76 novemb 1st fuck shit think climat chang real wake fuck +0,70176,good morn pineappl pizza eater onli rest yall respons global climat chang amp ami schumer +1,209197,call shale ga bridg fuel sure way get vote bcuz show take climat changeãââ +1,852066,1 anoth huge blow world climat chang denialist get hire head environment protect agenc +1,963266,conserv logic let keep use technolog that caus lifethreaten climat chang line p +1,182005,trump dont know damn thing climat chang undo obama done caus think he smaer +1,900635,paus global warm spoiler no +2,483686,farmer simon fairli meat climat chang +2,733007,bloomberg urg world leader follow trump lead climat chang +2,308885,trump drop climat chang environment review bloomberg +1,566784,climat chang imagin million climat refuge us economi +0,425420,still cant believ gif taehyung save human race stop global warm water everi plant onãââ +2,542517,massiv river sky bring deadli flood due global warm +1,978320,dismantl would pollut air amp water amp contribut global climat chang hr 861 amp h +1,870433,chief carbon dioxid primari caus global warm fossil fuel exec umm actual +1,613233,urgent view threat climat chang +1,460396,never talk climat chang elect despit tremend stake vox +2,846855,ice age climat chang play bigger role skunk genet geolog barrier +-1,288678,peopl say dont look sun peopl say climat chang real know that lie +1,872447,mani us boat meteorologist open struggl fight climat chang +0,907466,can not talk climat chang defenc moment audienc push button nee +1,497991,15 uss ghg emiss come farm practic trump admin want usda say climat chang +1,319997,forest secret weapon uk fight climat chang +2,800349,donald trump nobodi realli know climat chang real +1,979065,cant global warm washington there anymor +0,942004,american even less worri russia climat chang +1,109237,democrat like america trump ur great respect u democrat global warm seriou trump ur clown lo +1,72200,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +0,841312,cultur model apocalyps extrem shoterm jackpot like climat chang began long ago progãââ +1,545986,think gop know noaa actual doe think theyr put climat chang data +0,605493,observ impact climat chang gene biom peopl ãââ +1,768556,sit beckenham tori mp bob stewa consist vote measur prevent climat chang that +1,791003,unit state climat chang denial +2,776693,tini seashel show extent climat chang +1,948079,neg chang impact far outweigh posit +1,520048,donat you fight climat chang +1,842020,liter cri polar bear again hate hormon feel global warm +0,937279,letter time respond matt ridley claim pari climat chang agreement is +1,871289,true also climat chang byproduct capit unsustain industri growth +1,911647,devo poison water gun ignor climat chang republican remain biggest threat child futur +0,116265,time global warm thing sta pay off thisll til bonfir night +-1,905959,noaa scientist manipul temperatur data make global warm seem wors who surpris +2,546500,govern warn irrevers impact climat chang new repo criticis the +0,263456,hereãââ need know leonardo dicaprioãââ climat chang film +2,667180,bori johnson think persuad trump administr continu effo combat climat chang +1,916475,realiti tv presid walk away last best hope climat chang becom pla +1,881190,unit citi compani tackl climat chang +1,394325,sake futur gener pleas vote measur weaken pollut climat chang protect +-1,416605,noaa global warm data manipul +2,963025,trump tap climat chang skeptic scott pruitt head epa via +1,312107,there plenti dumb go around administr approach climat chang there +1,117011,hard believ climat chang consid manitoba 2km thick ice sheet 10000yr ago +2,164035,watch epa chief languag climat chang contradict agenc websit +1,573629,limit global warm 15c thing next ten year good list v +0,600408,interview push back anyth oh revers racism amp climat chang real ye everyon po +1,921657,hot phoenix ground flightsbut sure vote karen handel think climat chang a +0,912823,protest homag someth climat chang guess amount water use make ice sculptur andãââ +1,329602,noam chomski donald trump elect acceler global warm human race disast +1,795513,were go need leak basic info food safeti amp climat chang mean prosecut scientist +-1,126210,realli scienc all religi fundament climat chang cult sprinkl of +2,727305,depress anxieti ptsd mental impact climat chang +1,190623,opinion need consid much econom damag climat chang do write david henderson amp +2,180461,nationalscientist explor impact global warm japan sea life +-1,22064,biggest threat environ global warm overpopul fuell liber aid thi +1,983154,today 830pm make sure turn light address global issu climat chang +1,220699,conserv ask proof climat chang get it continu deni it im fuck dumbfound http +2,478787,us govt agenc manipul data exagger climat chang whistleblow +1,946448,look good news climat chang best right washington post ãââ +2,528924,g20 leader reaffirm suppo pari climat chang agreement without us +0,141091,also shout climat chang 6 month fall 23 week spring winter +0,61417,here fecalopoli were concern climat chang so ban car air condit haha i +2,963999,donald trump undo obama legaci climat chang via +2,931524,exxon mobil accus rockefel climat chang conspiraci +2,841609,global peatland initi launch address climat chang ramsar +0,675515,think global warm +1,163186,epa chiefco2 primari contributor climat chang list eah flat darwin theori fiction +0,187947,global warm ftw +0,386676,tobi best center back leagu were also deni climat chang though so +2,889611,arctic ice melt could trigger uncontrol climat chang global level +-1,221264,founder weather channel blast total fraud climat chang scienc fraud run left +2,561377,john kerri say hell continu global warm effo +1,207220,trump administr want kill popular amp success energi star program combat climat chang +1,68691,presidentelect believ climat chang million peopl go say mr tãââ +2,60580,bill gate investor woh 170 billion launch fund fight climat chang energi innov +1,804477,discuss belief regard climat chang settl scienc need talk s +1,268134,two reason ill vote hillari speak complet sentenc believ climat chang +-1,841625,ya exp say climat chang ass hat fake news natur occurr thousand o +2,202188,epa head scott pruitt may broken integr rule deni global warm +0,906578,text friend wanting2know myblast global warm +1,674515,omg trump chose head ebel climat chang denier countryworld fkt +2,707856,trump cut flood map program could caus insur rate hike luckili global warmingris +1,373603,presidentelect believ climat chang million peopl go say mr tãââ +2,549633,bill gate investor woh 170 billion launch fund fight climat chang energi innov http +2,376431,sma reform key global fish recoveri even climat chang +0,83324,rampm develop alway review climat chang energi use email team find estimat +2,537154,us forc g20 drop mention climat chang joint statement +1,119654,see indign climat chang scienc denier rais temper rage denier i +2,249264,trump defens secretari call climat chang nation secur risk +-1,734432,here pic arctic ice prove climat chang fall it hillari sex traffick pizza parlor +-1,344687,climat scientist decid attribut weather event global warm +1,525406,think go die husband believ climat chang +1,535412,climat risk insur put forward viabl solut loss amp damag climat chang httpsãââ +1,607491,democrat might well climat chang denier go forward environment harm project destroy indigãââ +1,909273,russia hack denier amp climat chang denier lot common either theyr corrupt refus 2 accept univerãââ +0,465535,club penguin shut caus global warm +0,102849,watch get climat chang lesson +1,973313,scott pruitt like ignor scienc climat chang scienc remov him +2,948618,fight climat chang run cold hard realiti +2,185948,epa remov climat chang page websit +1,199802,nikki plz piss morrison gave climat chang zero sentenc ahistor hack turnbul fail climat compromis de +1,328587,im assum stop climat chang ensur leav livabl world ne +1,489784,hear yesterday believ climat chang look chicago past 2 day rain januari +0,917848,need believ climat chang believ god +-1,619109,7 dead london climat chang oh wait nope islam terror again +0,102009,nasa creat page climat chang global warm lot visual download data set +1,599460,supergirl even talk climat chang fave show ever +0,417300,trump place climat chang +1,226838,urgenc climat chang mean trump attack scienc nation secur threat me http +0,951673,talk climat chang +2,386785,mitig climat chang wildfir via +2,991447,donald trump want shut orbit space camera monitor climat chang +2,539683,reader ann hubbard climat chang these paisan issu human issu +1,375976,interest pa commun action climat chang event you +2,898492,meet redstat weatherwoman climat chang mission via +2,214847,hh pick tom price refus say human activ respons climat chang need studi tell +1,190894,trump new epa administr scott pruitt alreadi fill agenc climat chang denier +-1,680870,climat alarmist agenc say common myth global warm true via +1,577181,87 climat chang pollut found aircondition aircondition use +1,936372,2016 year unit state elect man believ global warm chines conspiraci +1,981015,great ope we peopl must solv chang +2,39548,studi global warm could increas povey south 20 econom declin +2,38701,donald trumpãââ unlik climat chang foe corpor america +2,406436,rahm emanuel reviv delet epa climat chang webpag +1,126133,scott pruitt cite proof say carbon dioxid impact global warm +2,411820,john kerri made global warm conserv focu us diplomaci donald trump elect +2,361503,worst defens climat chang skeptic ever see washington post +1,925659,think go die husband believ climat chang +-1,117209,leader free world claim climat chang caus syrian civil war cukoo land period +0,148013,one random tweeter get climat chang tweet quickli twitter magic +1,445455,appear climat chang immedi impact world conflict previous imagin +2,188367,govern outlin climat chang risk face uk new repo +1,944837,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,515346,still believ global warm real +2,38218,trump call climat chang hoax could mean environment issu presid +1,635696,dear sir 2day major issu global warm plz appeal 125 crore janta us +2,354772,noaa accus manipul global warm data via +1,455355,man seek advic climat changehoax troubl headlin breitba viaãââ +1,460410,trump ignor climat chang like +-1,838708,forget fact weve chang mind global warm sinc 1855 +2,743878,million bottl minut world plastic bing as danger climat chang +2,228256,coastal inund reveal upsid climat chang via +0,282819,cant disprov irrelev argument believ global warm fallaci +2,912813,execut order tuesday trump dramat alter us approach climat chang +1,474521,anyon michigan vote man disavow climat chang gut epa +1,401029,water use innov crucial face climat chang arab countri reliefweb +1,549227,wow great day toronto politician deni climat chang 100 appropri cultur 330 interview socia +2,71253,bank canada offici tout price carbon reduc climat chang cost +2,210184,white hous websit page climat chang disappear +0,287607,iceberg parent melt fight global warm ispeakpython via reddit +2,92938,free trade climat chang 5 way donald presid chang world +0,432372,mani area scienc politic toxic climat chang vaccin eah alleg orbit etc +2,737409,infest visibl sign chang durango herald durango herald +1,554029,conserv elect trump climat chang john abraham anyon vote trump share theãââ +2,243336,comic help us talk climat chang via +1,328186,belief chang may reflect failur understand +1,71176,scott pruitt statement odd establish scientif consensu climat chang via +1,352820,snow be bleach anemon crack ice climat chang look likeãââ +2,852952,epa announc websit updat match trump administr view issu like climat chang +2,112545,al gore climat chang threat leav no time despair trump victori +-1,718249,it profit global warm hysteria busi +2,114338,new poll 39 percent think like climat chang caus human extinct +1,312530,donald trump world leader deni climat chang via +1,857003,believ climat chang one thing play lmao +1,338850,hey climat chang hoax explain thi +1,981504,think go die husband believ climat chang +-1,885589,big money man made climat chang never said rampant pollut ok avid outdoorsman +1,909235,wetland mitig climat chang impact extrem weathet event floodingbundalangi exampl +0,356153,hey lib global warm real exwif hea cold +1,181795,perhap time everyon worri climat chang ralli behind nuclear power suggest +1,675061,trump want roll back progress climat chang he go fail washington post +1,179866,trump presid chinaãââchinaãââwil world biggest champion fight climat chang quaz +0,338328,paid famili leav lgbtqlmnopqr right climat chang women empower great platform democrat +1,124340,amp read bc depend govt lessen effect climat chang +2,127717,balanc power shift lead world climat chang action +2,770792,donald trump team ask list depament energi worker attend climat chang talk +2,664770,global green movement prepar fight trump climat chang +2,680157,govern scientist say climat chang could wipe us coral reef decad +2,843654,american think climat chang 6 map +1,321540,ft ed crook world seriou curb climat chang need fullscal retreat coal +0,947536,wow 64 degre novemb global warm finest +0,22051,loss climat chang +1,511534,need clear account dam climat chang via +0,106491,if know someon stand aboion masturb know stand climat chang ãââ +1,20861,case climat chang via +1,732730,presidentelect believ climat chang million peopl go say mr tãââ +1,94098,hot take term longterm damag caus civil climat chang denier easili danger +1,102270,speak impoanc futur reduc effect climat chang +2,953500,seth meyer drill donald trump cabinet climat chang via +2,974624,world abandon coal dramat style rais hope avoid danger global warm say repo the +0,664107,shout global warm lol +-1,805056,climat chang scam reveal +1,792920,trump deni climat chang seriou plan fight it +1,293371,iãââm creat new think tank climat chang would join post tweet also +2,271592,free access health effect climat chang +2,101489,break big news suppoer ca climat chang effo busi group lawsuit challeng legal rej +1,44582,al gore offer work trump climat chang good luck that washington post httpsãââ +1,877177,peopl still want deni climat chang human driven real includ head epa shame http +1,355508,america vote ignor climat chang elimin minimum wage ban entir fuck religion countryãââ +2,79158,obama deni climat chang betray essenti spirit innov guid via +1,518464,lengthi amp detail analysi survey data percept variou aspect climat chang caus amp consequ +1,634452,us elect trump rest world didntso us polici eg climat chang threaten reãââ +1,934472,think go die husband believ climat chang +1,489856,sta jim hansen case becom major pa movement climat chang watch grow +1,35377,trump wont formal withdraw us pari agreement climat chang per instead h +0,493840,look forward thought re global climat chang especi w new presid elect say ourãââ +1,169376,here need revamp climat chang vocab age trump +0,430175,must becom avocado avoid global warm +1,369305,think go die husband believ climat chang +1,114689,suppos 5 deg warmer 2020 turn 4 deg warmer guess climat chang hoax logic +2,884005,china coastal sea level rise record high exp blame climat chang +2,107233,senior diplomat beij embassi resign trump climat chang decis +2,946300,hope mild climat chang dash new research +1,794910,fascin analysi area america could abandon first climat chang impact increas +1,321138,peopl still tri deni climat chang miami basic flood morn +1,267559,america becom countri world leader doesnãâât think global warm realãââ +1,268550,mob check toward climat justic decolonis adapt climat chang +0,635546,10 yr old randomli unprompt ask stop global warm +2,100850,global climat chang spread braininvad worm +-1,282020,pope argentin jesuit liber theolog socialist firstclim chang impoant issu slaughter of +1,463854,snow be bleach anemon crack ice climat chang look likeãââ +1,137416,anoth kind climat chang weve gone longterm ecolog conscious shoterm greed +1,918849,climat denialist sign climat chang deal struck by +1,992681,think go die husband believ climat chang +1,786331,watch right here travel world tackl climat chang httãââ +2,900053,recordbreak climat chang push world uncha territori +1,234796,gop answer wealth inequ noth healthcar repeal obamacar noth climat chang noth r +1,816181,enjoy warm weather also realiz soon well fri global warm +1,621006,7 wrote mom global warm need save planet thank +1,18496,us mani wild anim noh pole suffer due global warm +2,505078,australian busi woefulli unprepar climat chang via +0,727029,still cant believ gif taehyung save human race stop global warm water everi plant onãââ +2,151686,paul bledso discuss trump execut order lift rule combat climat chang +1,826745,welcom america deni climat chang men brag rape kkk suppo presid +2,516416,watch scientist defi trump climat chang leak via +1,518561,here scienc defend you 5th grade girl confront congressman climat chang denial +0,812149,trust climat chang exp +2,979985,us energi depament balk trump request name climat chang via +1,247365,even pope advoc combat climat chang +1,954913,meat product lead caus climat chang deforest amp water wast 35 +1,482360,think go die husband believ climat chang +-1,333852,global cool global warm climat chang we want snowflak +1,977404,think co2 drive climat chang let send copi global warm dummi +1,205231,trump alreadi sta repris epa scientist attend climat chang confer want +0,561570,latest marxist theori relev climat chang today +-1,908271,acknowledg repo said climat chang 300 year away one deni clima +1,218792,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +-1,371400,final admit it ye global warm f +0,270234,global warm +0,636827,favorit still china made climat chang tweet +0,644356,iãââm sure zach understand climat chang life expect +1,555441,climat chang directli relat global terror +1,988048,remind major us vote hillari believ climat chang suppo gunreform prochoic b +1,499119,4 way counter climat chang better busi time +0,580435,meet nation polici cop22 climat chang negoti goe leadership ãââ +2,347644,trump believ climat chang aid say cant ask +-1,999537,sit wait delay flight watch cnn 5hr time theyv cover russia amp climat chang +2,211875,florida may break scientist issu climat chang warn evergladesorlando news +2,351321,presid obama arriv itali climat chang speech daili mail +2,725107,global warm melt arctic sea ice ship rout thought imposs like noh pole may open http +0,316959,your hot must caus global warm +2,686512,listen povey health educ climat chang govern spend money +2,41334,g7 leader blame us failur reach climat chang agreement unusu frank statement http +1,995820,say climat chang scientif fact open door debat everi scientif fact question by +1,600169,face terrifi climat chang hope fight +0,561804,emot invest climat chang +1,584270,global warm real +1,365740,guess happen proclim chang presid +2,688366,interior offici turn whistleblow claim retali climat chang work via +1,67867,dear australian comrad how climat chang denial work you +0,408648,elon global climat chang +2,311949,repo rex tillerson investig use alias email link bt fossil fuel climat chang http +2,943580,epa shut program help state adjust climat chang +0,905516,s carbon footprint hypocrisi reveal he actual worri climat chang +2,315852,human face threat cold rather heat would strong plan climat chang place http +1,815535,may never revers longterm effect climat chang curb digit hot take emiss +1,338817,uk great exampl countri proactiv stop climat chang +1,259583,last day fuck octob feel like fuck spring smh shout fuck global warm one time +1,182621,chri wallac fox news sunday incredul pruitt trump never talk climat chang scienc +1,469757,hire climat chang denier publish beg peopl cancel come back ht +1,282211,ignor deni climat chang beyond reckless glad join world climat leader today move the +1,711242,presidentelect believ climat chang million peopl go say mr tãââ +0,671807,mayb blame clinton everyth global warm aleppo could even backdat 911 ridiculo +0,671542,blow harder often due climat chang tornado extrem us tornado outbreak +2,148434,think chang hoax visit minist say we see +0,497391,know global warm hoax sta ghina record high colorado denver hit 80 month normal +0,10964,interest see revers typic us narr younger crowd fear climat chang old +1,667603,want understand consider mitig global warm global economi power structur would toãââ +0,525324,strictli speak rel unlik zach die climat chang +2,117733,trump begin tear obama year progress tackl climat chang +0,744187,hrh coauthor book climat chang releas 26th januari +2,760687,live us secretari state john kerri speak implement global agreement climat changeãââ +1,799171,think go die husband believ climat chang +1,915592,pre stanc climat chang go worst aspect presid that say someth disgr +-1,292116,30º realli cold new york today tell socal scientist want global warm right now +1,572686,rebound popul contend reduc connect chang htt +1,4247,watch right here travel world tackl climat chang httãââ +2,864293,climat chang chines hoax beij give donald trump histori lesson china point global warmingãââ +2,713488,tillerson use email alia wayn tracker exxon talk climat chang new york ag say http +1,715524,good thing global warm less florida deal with +1,434680,want get polit consid trump action re climat chang render planeãââ +0,825625,some women lie rape that im send link climat chang real +1,955035,global warm real +-1,130503,differenti natur climat chang occur forev amp man made climat cha +1,480501,compel documentari work chang bring bc +-1,783641,think ill retweet noth common global warm fanat +0,115787,global warm made chines +1,956866,decomposit organ wastesampcattl manur store outdoor emit methaneampnitr oxid having23amp310tim global warm potenti co2 +2,274641,devast global warm inevit due inact intern commun say lead economist +0,328206,extrem disappoint think bomb af layer winter look want wear rememb global warm exist +2,416301,republican green group seek temper trump climat chang +1,208890,believ equal need comprehens immigr reform prochoic global warm real +1,235389,job tree less pollut less climat chang +1,822910,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +-1,702998,shamelessli manipul scandal fiddl global warm data +0,121066,sinc alreadi reach top shelf grab black men caus global warm amp dinosaur extin +1,281309,through journey came understand thateveryon role play confront climat chang +1,417070,took 89 degre temperatur novemb ocean reef die yall realiz global warm doesin fact exist +0,918608,expect us care global warm penguin penguin crime +1,905872,fossil fuel compani join fight chang +0,667627,got fake news caus noaa say there global warm +0,745119,dnv gl research risk manag sensor system climat chang impact amp more +1,565184,the proce would use fight climat chang +1,294205,florida half state go disappear ten year due global warm theyr go guy say chãââ +1,538939,world biggest oil firm announc plan invest basic money tackl climat changeãââ +1,20244,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,420437,presid elect would rather fight alec baldwin wage gap climat chang polic brutal +1,257045,think go die husband believ climat chang +2,19253,nasa defiantli commun climat chang scienc despit trump doubt +2,803852,russian presid vladimir putin say climat chang good economi +2,916030,ny prosecutor say exxon misl investor climat chang via +1,732358,scotland agre fight climat chang alongsid planet 6th largest economi state california +1,593144,thank that thing along fight global warm check feed +1,454107,reduc food wast solut revers global warm long overlook done nyc +1,522061,power pacif island fight climat chang front line impact begin journey the +1,59221,choic chief climat chang denier +2,825971,fiji pm make urgent call pacif nation to rais unifi voic issu climat chang ocean +1,445000,adapt climat chang citi amp lead way innov planãââ +1,234201,world mess top list climat chang undeni amp unstopp amp faster expect +1,960331,presidentelect trump staf cabinet full climat chang denier here mean envi +1,298330,ive behind climat chang almost ten year feel like outsid nice toãââ +0,713105,shrewd observ climat chang becom polit footbal +1,755446,peopl still deni climat chang footag scientist abnorm weather chang proof enough dont +1,890443,urgent action climat chang marin plastic pollut need help food secur +1,23498,point climat chang contribut intens storm amp frequenc v +1,782852,today mourn end usa right women minor progress climat chang ââ +-1,530990,natur climat chang produc 10c swing antarct temperatur manmad climat chang produc 0c swing +2,154802,us learn india climat chang energi access +2,345370,uk govern sign pari climat chang agreement sky news +1,722753,you friend die old age im gon na die climat chang thx +1,424479,truli uncha territori hö man net gern wenn um klima geht recordbreak climat chang +2,740214,nasa say space mine solv climat chang food secur otherãââ via +2,76306,global reaction trump climat chang decis +1,428009,get queasi hear peopl debat climat chang debat humor discuss +1,37856,watch right here travel world tackl climat chang httãââ +1,779912,melt glacier caught incred timelaps photograph show chang action +1,999600,cant believ peopl still believ climat chang ef scienc +1,530185,turnbul take lead economi treasur destroy climat chang polici enough +1,263591,guess global warm real right +1,353728,last year visit arctic see impact climat chang week took histor step prot +2,461533,dc repo sen jim inhof say climat chang extremist are go give up via my senat +0,768574,true even global warm taylor fault everyth taylor fault +1,526942,hey florida go trump trump ignor global warm ocean eat you one blame yoursãââ +1,994887,half world speci fail cope global warm eah race toward sixth mass extinct +-1,278071,combat climat chang fing laugh +1,321415,call climat chang bucket head republican understand better +2,224408,anoth consequ climat chang good night sleep +2,839966,scientist want give atmospher antacid reliev climat chang +1,525160,rememb turnbul believ take climat chang action lib rightw forc anoth humili backflip http +0,128773,watch leonardo dicaprio climat chang documentari right +1,634747,me beauti outsid im happi also me global warm biggest threat gener httpsãââ +2,627548,readi flood boston analyz tackl climat chang +0,264827,think global warm if nigga stop drivin mom car day amp got job itd less smoke thãââ +0,981454,suddenli bee arent die eah beauti live global warm stop +1,373837,break and breathtakingli wrong pruitt say i would agre co2 a primari contributor global warm +2,269807,trump expect announc oil tycoon secretari state introduc climat chang +1,80469,gentl remind donald trump think climat chang chines hoax +1,309826,extrem proud home state realiz climat chang hoax impoant protect +1,334037,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,610880,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +1,186931,retweet deni scienc call climat chang hoax amp wreak the +0,999200,grade 5c st listen attent video global warm then group miãââ +1,620802,matter ivanka might tell you pick scott pruitt epa take climat chang serious +2,444747,coral surviv caribbean climat chang +0,584458,climat chang big issu retweet ye like +1,751470,guess think global warm chines hoax im sure choos anythin +1,269829,remind climat chang hypocrit trudeau pipelin enabl send filthi albea tar +2,898893,ontario set tackl climat chang capandtrad launch jan 1 +2,866853,shell knew oil giant 1991 film warn climat chang danger +1,493791,al gore continu fight global warm an inconveni sequel truth power taunton daili gazett +1,476245,children luxuri debat climat chang busi deal effect love mr obama +1,791921,respect first nation sovereignti fight petrocapit stand climat chang get it +1,260120,assum stein green pay protest voter watch pruitt deni exist manmad climat chang sm +2,704783,putin echo trump say human noth climat chang dark age +1,588526,fact could poni answer climat chang would make la peak hour traffic interest +2,756742,octopu park garag climat changeãââ canari coal mine +-1,547368,climat chang chines hoax man +1,203308,feel bad peopl world whose countri shit togeth combat global warm uãââ +0,383104,global warm kill club penguin +1,344641,remind 2016 hottest year record climat chang real +1,376472,jeremi corbyn rightli slam trump climat chang stupid may do offer nh +2,941603,gop congressman climat chang god take care it real +2,343085,uncheck climat chang could bring extrem danger heat south asia scientist war +1,408389,climat chang denier charg epa +1,7628,go folk it last chanc limit global warm safe level un scientist warn +1,886663,difficult think overst magnitud american media convent wisdom climat chang w +1,24408,anim show global warm look like 100 countri via +0,887356,interview what think global warm melania trump hello he kind he strong he great cãââ +1,893779,yall wan na argu whether climat chang real meanwhil 70 novemb arctic liter disappearãââ +1,149220,climat chang destroy planet ppl us gunna b like i thought affect third world c +1,264439,compel data prove global warm hoax implor share scientist +2,261799,guardian southern africa cri help el niño climat chang savag maiz harvest +1,412666,love taught right fought for reach point return climat chang irreverãââ +1,258495,arctic ice retreat caus climat chang kill 80000 reindeer +2,961847,mangrov marsh key climat chang battl +1,628413,good see al gore back sequel put climat chang back agenda world favour +-1,972435,global warm myth holocaust fake never happen open eye truth peopl wake +1,433595,map show lead world and falter climat chang action http +1,913325,america join wacki climat chang denier perhap join flat eah societi +1,902059,poor climat chang deserv ignor presid believ exist +2,150039,amitav ghosh fiction climat chang +2,505591,canada readi climat chang repo warn globe mail time +1,947313,revolution climat chang storytel featur dear friend +1,93492,proscienc chem industri booster fund antisci funder fund climat chang denial +1,41910,perspect dont christian conserv worri climat chang god +1,32488,donald trump think climat chang hoax perpetr chines think real hrc +0,529321,light climat chang 2017 detail beneath star tina monod acryl 24x24 +2,649327,michael bloomberg mark carney make profit defeat climat chang +-1,697947,physicist co2 caus climat chang respond it +1,961731,guy nuclear code think obama person wiretap him vaccin caus autism climat chang hoax amp biher real +2,405530,gtgt one troubl idea climat chang found new evid favor washington post +1,368581,j delingpol said liber left lost battl climat chang unawar acid sea flood thãââ +1,359072,right us drag behind fall rather discuss alt energi debat climat chang manmad +-1,506256,realli climat chang blame fall indu valley civ thousand year agonot caus human +1,125962,snow be bleach anemon crack ice climat chang look likeãââ +1,405501,now learn climat chang issu s chief resili officerãââ +1,37281,here global warm one terrifi gif +2,567350,human trigger anim extinct climat chang alter way world soundsãââ +1,314778,presidentelect believ climat chang million peopl go say mr tãââ +1,45081,cabinet choic idiot climat chang denier bigot +-1,128989,pray ivanka stop push global warm scam father +1,134271,halloween get lot scarier consid bc global warm 80 degre octob amp destroyãââ +1,423266,fuck climat chang denier +1,171087,anoth deadli consequ climat chang spread danger diseas +1,111102,job dead planet probabl best respons trump revers climat chang regul +2,304558,epa chief scott pruitt say carbon dioxid primari contributor global warm +1,908220,decid write novel teenag catastroph climat chang guardian +2,53870,kindemand news trump nobodi realli know climat chang real +1,709238,fwiw probabl lost battl climat chang tonight +1,878054,request presid america posit climat chang +1,667840,invest climat chang adapt yield result nation invest +1,638529,we face incom inequ climat chang student debt moment histori time protest vote bãââ +0,726109,look former husband left former husband left right now need global warm ive said ivanka werent +1,27347,dear donald trump give money rich help avoid climat chang make likeeveryon elsedi faster +0,673215,she think global warm tell husband +2,755958,green call bolder climat chang approach scotland scotsman scottish green +2,537205,moana kid movi climat chang indigen peopl the +2,436984,judg order exxon hand document relat climat chang probe whether compani lie public +-1,5187,climat chang need concern meet face 2 face christ amo 412 pr +1,887367,new poster imagin nation park 2050 chang pretti +2,123660,thehil sander tear epa head say co2 primari contributor climat chang +2,990377,epa remov climat chang page websit amid updat +1,649540,ignor young peopl were key fight climat chang via +1,682231,south florida luxuri deni climat chang were deal realiti everi day +1,393258,top climat chang twitter influenc follow +-1,910367,lib mad buy climat chang cult nonsens anymor +1,586373,sunday post climat chang front amp centr econom growth discuss expect mor +1,855316,read paper vulner subarct arctic bird face climat chang speci adapt to +2,68933,g20 leader reaffirm free trade break us climat chang +1,334931,think go die husband believ climat chang +1,880755,the concept global warm creat chines order make us manufactur noncompetitiãââ +2,467063,cuba caricom cuba warn caribbean nation protection climat chang danger +1,870042,six irrefut piec evid prove climat chang real popular scienc +0,937420,worri climat changerigggghtt +1,283313,china california tri work chang without trump +1,447473,mr trump cabinet nomine deni realiti climat chang peopl throughout world suffer and +1,308531,global warm signal arctic stronger pronounc 2016 year +2,261125,compani director held legal liabl ignor risk climat chang vãƒâa +1,210067,snow be bleach anemon crack ice climat chang look likeãââ +1,836118,neoliber con us fight climat chang individu main lukac +2,606731,repo climat chang disappear state depament websit +-1,872031,7 ten american know tri push global warm implement carbo +1,189415,yeah frack resist singl payer great climat chang healthcar help us and +0,882671,mugab alon wors climat chang +0,471202,he alway realli enthusiast might gaf enthusiast global warm +1,699513,overwhelm evid show manmad climat chang felt everi day worsen us repo show http +-1,146590,cant wait global warm thing kick in +2,186806,princ charl mr green climat chang stood infornt landrov practic preach +0,434434,excolleagu ambassador rank tell climat chang key reason took job china +2,313463,vancouv consid abandon pa coast chang +1,976822,case wonder no 4 year usl inact climat chang go well planet iãââ +1,446316,everyth excel brief thread climat chang wildfir applic flood too +1,286295,47 degre middl januari pour rain keep tell global warm real though +1,979298,emerg declar 100 wildfir rage across florida where gov ban offici say climat chang http +1,492137,want help help fight climat chang simpl ãââã go vegan +1,582037,percentag republican believ global warm 48 believ demon possess 68 jan 13 +1,264413,hard optimist mani effect climat chang today fixabl point return terrifi +-1,584257,like call global warm 2 year ago +2,764615,co2 level atmospher hit new high epa head deni role climat chang +2,175586,disappear island mayor challeng al gore climat chang grist +0,149446,blunt truth polit climat chang countri want sacrific economi in +2,766956,face climat chang china futur may depend whether fast redefin concept progress +2,423585,scientist 13 agenc written climat repo buck claim global warm may natur +1,814167,im say is price carbon fight climat chang conserv thing it responsibili +0,762830,hello mr presid know potenti terrorist truli believ global warm pleas send +2,973923,polar bear hu climat chang like turn new food sourc human +1,273855,realli think trump open mind pari use phrase effect climat chang +0,209543,trump climat chang via rasktrumpsuppo +-1,555449,un blame climat chang meanwhil ignor +1,332144,presidentelect believ climat chang million peopl go say mr tãââ +1,621763,gop amp dem administr past two decad epa accept promot climat chang data +2,130652,recordbreak climat chang push world uncha territori +1,942927,coral bleach caus global warm major threat habitat hawksbil +1,795320,fascin graphic show exactli preselect trump could influenc climat chang +1,997959,a new repo climat chang pretti grim still littl hope +1,875194,last night mp vote 2771 endors pari accord climat chang 1 against mp he +1,756262,wtf america realli want openli racist sexual assault orang monster believ climat chang toãââ +-1,445026,novemb 5th play round golf love global warm +2,841928,trump new team mix signal climat chang +2,381755,franc new presid invit us climat scientist move franc fight climat chang trump era +1,194087,pruitt think human impact climat chang subject continu debat amp dialogu it not +0,661570,nation geographicãââ climat chang documentari leonardo dicaprio youtub +1,417752,the meaning issu trump ran on like claim climat chang hoax perpetu chines greeãââ +1,72819,know anim agricultur lead caus climat chang speci extinct habitat destruct amp ocean d +0,468341,theyr stop global warm ingrat breath deep happi big oil keep sellin +1,726392,s tonight put focu realiti climat chang amp need action httãââ +0,19207,trump admin tell epa take page climat chang staffer melt repres +1,651365,everi pa world mayor concret tackl climat chang immedi amp bold measur +1,710468,believ climat chang repres one greatest threat o +1,140730,join show commit fight climat chang malacañang +1,768306,take stand climat chang +2,503800,vatican offici trump decis withdraw pari climat chang accord a disast whole world http +0,479221,if global warm n sisterd still look mexican winter u g +2,718068,news climat chang scienc clean energi solut curat univers california nation leader su +1,377246,trump administr solut climat chang ban term +2,145203,penguin quickli disappear antarctica due climat chang +1,575347,friend classmat speak truth power climat chang http +1,879821,studi found exxon went intern find publicli downplay climat chang danger public http +2,380704,vatican say trump risk lose climat chang leadership china +2,947891,35 snow leopard habitat consid safe climat chang octob enew +1,554053,guy need worri florida anymor bc global warm myth theyll underwat soon enough +1,367929,think go die husband believ climat chang +0,629178,hey girl climat chang im go ignor fuck me +1,598098,properli manag climat chang action lead better job info +0,378819,honestli peopl react way quickli much wan na bet gay right climat chang page onlin are +1,735137,climat chang tweet delet never forget exist +2,29690,latest china call climat chang global consensu +1,80517,health worker unit combat misinform vaccin climat chang +0,205411,make thread global warm fact yall need know +2,863414,trump ask depament energi name everi employe climat chang confer +1,851693,climat chang denier charg epa wors antivaccin health minist flateah nasa chief +1,399241,trump white hous websit remov lgbt right climat chang healthcar civil right women issu +0,785491,fuck taught monopol global warm im spend 425 powerad keep ass aliv heat +2,243818,celebpack year live danger want make climat chang vote issu viaãââ +1,736236,zombif crim amp need engag w big issu today climat chang inequ resourc w +1,592498,2016 year unit state elect man believ global warm chines conspiraci +0,755508,blame climat chang miracl happen +0,132699,prof bill laurenc talk unknown unknown climat chang amp cassowari abc far noh httãââ +2,72827,billionair richard branson donald trump focu chang ââ +-1,567520,feder scientist cook climat chang book whistl blower charg via app +0,770514,bitch again man made global warm make connec +1,200602,answer climat chang insur +1,722364,100 thing need doright nowto revers global warm +2,52397,epa administr scott pruitt said co2 emit human activ key caus climat chang +2,526946,trump interior secretari pick climat chang i dont believ it hoax +1,681155,stun timelaps photo may convinc climat chang +1,649749,3 cha show climat chang world biggest risk +-1,407144,break whistl blower feder scientist cook climat chang book ahead obama present +1,752523,compani make us forget need consum less stop climat chang +-1,477516,aint believ global warm bunk +0,711173,nigga ask what inspir said global warm +1,690639,via caoon media cover climat chang way cover hillari email mani ha +1,405015,bbc news six crid42lj3r top climat chang bring higher temperatur make bleach like +0,213226,use global warm topic chat line +-1,691382,socal consensu global warm massiv lie +1,468686,ok ye aicl climat chang horrifi amp necessari read amp wakeup call one paragraph pre +1,12255,futur planet stake hillari clinton combat climat chang donald trump think iãââ +-1,355153,sorri popscienc celebr ever refer someon denier climat chang thought woh listen to +1,492729,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +0,865538,me flat eaher climat chang brexit go +1,812533,presid ban employe talk climat chang that denial free speech peopl protest s +1,549041,bannon jew caus global warm session black penc god punish gay devo guy +2,391458,trump believ climat chang want better deal us ambassador un +2,20580,ireland realli climat chang pari deal mean us +1,540675,think go die husband believ climat chang +1,646453,instead spent 6 year block progress deni global warm attempt nix aca great job +1,479520,trump disdain scienc climat chang there actual good chanc hell freez see hi +0,381166,futur global warm want +1,951437,ok take care say weather insan unpresid warm impli global warm corpor may like +2,571169,execut order trump dramat chang us approach climat chang +1,18424,time amp protect wildlif amp environ climat chang +0,221752,feel nice today think global warm bad +1,915907,indic safe place climat chang concern amp unstabl leadership r +1,753092,climat chang thing eh fuck idiot +1,994738,must continu fight climat chang educ see inconveni sequel +1,597441,neil degrass tyson slam climat chang denier amid hurrican harvey +1,175101,climat chang chines scam like breitba steve bannon would tell you 2016 set hottestãââ +1,198649,malta main ancestr homeland stupid climat chang +1,468147,compani believ climat chang theyr one biggest oppon us climat chang polici +2,771538,trump pick climat chang sceptic scott pruitt lead epa +1,222158,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,620959,decad climat scientist predict manmad climat chang would increas intens hurric +1,793280,investor woh 28 trillion unit donald trump climat chang denial +1,943883,believ scienc therefor believ must act climat chang stand solidar w +1,876723,pretti desper take rex tillerson stanc climat chang caus optim +0,4358,hey guy next time someon say silicon valley go solv hunger climat chang take us mar rememb +1,389270,adapt climat chang mean adapt trump ampndash here dr aditya v bahadur +1,151794,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,670924,anyon surpris trump epa chief climat chang denialist by +0,663608,preserv climat chang legisl +2,899683,exxon mobil misl public climat chang 40 year harvard studi find +1,386609,1 billion tax given homophob climat chang deni dup context gaf pa +2,276561,unlik mani republican leader european conserv dont deni climat chang +1,461865,a4 need design continu tackl climat chang global health implic escal +1,768236,me eah troubl trump cut spend climat chang dad global warm even real rememb +2,834412,emerg campaign launch convinc trump climat chang real failur risk planetari disast +1,649412,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +1,464096,launch 8 million peatland action fund help regener peatland amp tackl climat chang +-1,61032,evid global warm scam +1,495977,kudo re climat chang booksel share sustain suggest +1,105910,today learn democrat worri climat chang lgbt issu natl secur gop concern ki +2,500497,trump begin tear obama year progress tackl climat chang +1,155532,american experi hot weather like believ global warm real +2,567240,crop breeder race climat chang +2,147600,scott pruitt offic delug angri caller question scienc global warm +-1,985644,left antisci profraud world leader dupe manipul global warm data via +1,355541,presidentelect believ climat chang million peopl go say mr tãââ +2,762840,china deleg slam trump climat chang hoax claim +0,805712,tri prevent global warm caus global warm lol +1,516212,think go die husband believ climat chang +2,182222,global green movement prepar fight trump climat chang ãâ✠uk us au +0,551070,android rule world due climat chang long +1,110325,97 scientist agre climat chang real it caus human activ deni scienc longer opti +2,259176,hill sander tear epa head say co2 primari contributor climat chang +1,392972,flatter american despot friend climat chang one thing invent +1,832429,hey good interview mention climat chang bigger terror antid +1,507673,first time ever gopl hous affirm climat chang threaten america nation secur http +1,572703,pictur john kerri antarctica remind global warm still happeningãââ +2,964588,epa chief trump undo obama plan curb global warm +1,636193,believ climat chang cut fund govern assist ggwp trump +1,551555,want see climat chang look like 150 yr ago tini glacier mountaintop reach signpost +0,777438,talk global warm use fossil fuel get there thank +1,337356,forc action still need help vulner adapt climat chang ãââ +1,702232,stupid peopl dont deni climat chang chang behavior either obvious is +1,756129,comment excel exampl lowintellect climat chang denial troll think paid re +2,36283,weather global climat chang affect wine grape crop hear zin wine +0,633731,kid told drink water glass contribut global warm +2,713155,merkel urg eu control destini trump visit climat chang decis +1,811630,here remind exxon knew climat chang research tri deni +1,459283,got ta admit far global warm hoax go three activ hurrican pretti good one 5 would break +1,283192,yesterday saw flood documentari climat chang power wellmad +2,442410,trump environ chief say co2 main caus global warm +2,451157,macron scientist innov esp climat chang come franc +2,784202,world largest reindeer popul may fall victim chang +2,631954,tech biggest player tackl climat chang despit r +1,433652,pl publicli oppos dup view aboion samesexmarriag climat chang +0,850729,lol mf liter believ global warm that sick hell +1,718649,join combat climat chang take action +0,662545,temperatur gta global warm here +0,28421,4 year lnp energi climat chang polici electr price carbon emiss energi insecur up +2,49978,nation park delet viral climat chang tweet defi trump social media ban +1,59114,energi depament climat chang offic ban climat chang languag ye read right via +2,512884,climat chang affect pension hamilton spectat +0,615470,look mahb millennium assess human behavior assess climat chang go httpsãââ +1,818046,the extrem weather experienc variou region month direct result climat chang http +1,486699,world work solut combat global climat chang everyon head a laugh stock gop +1,193832,absolut perfect distil right central posit climat chang +1,914755,hrc react trump reckless rollback obama environmentalglob warm measur +1,854417,forest mural alreadi wash away design send chill messag climat chang +2,8507,secretari state kerri urg countri treat climat chang urgent threat despit unceainti say creatãââ +-1,198488,bad normal intellig man believ world end due global warm fault ofãââ +1,787312,scott pruitt lawyer say climat chang real nasa thousand qualifi scientist say is im +2,234372,invas plant love climat chang +1,18504,noth climat chang noth green energi noth air pollut coloss wast oppoun +2,989138,energi product vital avoid worst effect climat chang new repo +2,916873,guardian ãâëœthereãââ plan bãââ climat chang scientist fear consequ trump victori +1,5481,go lose anyway wish would zero question climat chang deãââ +0,265949,tonight row blame global warm panther loss heard first +1,850557,trump name climat chang denier top person set direct feder agenc address climat chang httãââ +2,393674,ãâëœthereãââ plan bãââ climat chang scientist fear consequ trump victori +0,981643,read stori mention climat chang +1,84992,effect climat chang around us youãââr will open eye via +2,333483,new research climat chang could deliv final blow half world endang mammal htt +1,212280,think go die husband believ climat chang +0,161768,exclus interview santa appear confirm global warm +2,832479,china emerg unexpect leader fight climat chang +1,143746,park ranger talk climat chang nation park make sens +1,478153,want real fact go altpresid us nation park post tweet climat chang later +2,942254,execut order trump dramat chang us approach climat chang +1,64962,weãââr come address climat chang +2,659077,150 year global warm minutelong symphoni +1,401536,snow be bleach anemon crack ice climat chang look likeãââ +1,752320,presidentelect believ climat chang million peopl go say mr tãââ +1,748457,63 degre mid januari complet normal climat chang hoax right +1,302311,oh good one troubl idea climat chang found new evid favor +1,862417,natgeo map visual chang arctic make clear global warm hoax +-1,569360,promis vote climat chang junk scienc he talk al gore oh hell no vote for +-1,858291,attent liber macron offer refuge statu pleas move leav usa asap climat chang +1,744575,epa chief cling fantasi deni overwhelm evid co2 climat chang +1,253337,climat chang ceainli al gore would declar war wrong countri that +0,436496,clear us repoer franc talk russia email climat chang unprepar foreign +1,55693,45th presid unit state believ climat chang +1,890801,dont let kid face climat chang disast +1,172001,yall realli vote man believ climat changeok +1,824864,supermoon overhyp real effect flood help global warm +1,220230,amaz mani racist idiot blame palestinian forest fire israel like drought fire amp global warm +1,701716,deni climat chang poison environ deni peopl health care privat medicareaid ss etc +2,98384,us multin clear global warm tell trump stay cours pari accord +1,567390,join take action global warm broken food system more +1,954725,there ocean methan arctic climat chang slowli releas look +0,504026,case doubt given propos omb say as climat chang consid a +1,587566,mani onc 500 year natur disast send realiz climat chang real +2,385227,mayor lead chang polit gain say exnyc mayor +1,378748,listen scientist global warm happen reason +1,263385,farmer uniqu posit tackl climat chang +0,614521,extrem global warm +1,594701,9 thing chang +1,499133,98 scientist agre climat chang caus human activ +1,637204,accept climat chang caus human +0,568567,primari caus climat chang +-1,382879,appl could resist push global warm religion pa eah day polit blitz io user +2,546269,energi depament reject presidentelect trump request identifi employe work climat chang +0,721397,litterst would address whether climat chang influenc year problem one data point pattern +1,808548,take shoer shower buy reusabl bottl stop global warm main result agricultur demandãââ +2,717411,epa chief scott pruitt say carbon dioxid primari contributor global warm via +1,641830,minor elect footnot elect trump would also doom planet catastroph global warmingãââ +1,206414,and hasten global warm +2,417778,princ charl reveal written ladybird book climat chang +1,989690,trump impeach believ climat chang real +2,434241,gov jerri brown warn trump california back climat chang +1,966434,12 directli link climat chang crucial achiev themãââ +0,927283,sunday best ãâ✠popular post climat chang scienc walter brueggemann ãâ âãââ +2,97623,repo show women china vulner advers impact climat chang men learn more +2,303922,yahoonew environmentalist fear presidentelect trumpãââ climat chang polici +1,775406,would great time rest world find way pressur us climat chang human right +2,134717,energi depament reject trump request name employe whose work touch climat chang +1,931248,dem accept scientif fact climat chang too +1,395731,level stupiditydonald trump world leader deni climat chang +1,881514,bill nye demolish climat denier the singl impoant thing talk climat chang htt +1,704365,media must make climat chang vital issu presid trump guardian guardian mediaãââ +2,113762,scientist disprov hiatu global warm after via telegra +0,762950,17 minut peter navarro china documentari complai china fuher global warm +1,358389,end anim extint global warm natur destruct kill anim fun +1,525899,nuclear war immin nazi good he hock russian climat chang lie least use the +2,970251,perkin climat chang us armi mean entiti must readi circumst locat cc would bring +0,867127,ok here pitch there bell jingl hors neigh jump snappi tune starv orphan global warm +0,539389,come al gore got peac prize climat chang could go round amp tell everybodi abt global warm +2,12795,weather channel attack breitba mislead aicl climat chang +2,695133,fg issu 20bn bond climat chang soon +1,790449,fail show tampa empti chair name got ear climat chang http +2,194955,right key preserv forest climat chang studi find +0,902713,interest anchor feel pro climat chang side won valid side argument not +1,117436,were feel impact climat chang globalis amp weve repeat uk govt focus +1,466387,fake news fake scienc fake climat chang affect +1,123505,presid trump may destroy america mayb stop destroy world sign climat chang petit htãââ +1,65501,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +0,313290,throw phone pleas direct feedback fb messeng power telepathi climat chang denial +2,633675,citi across africa fight effect climat chang via +2,556644,rex tillerson wast time state depament rewrot climat chang page salon +1,382606,say mp cosi climat chang deni sexist white supremacist sympathis +1,950351,pretti much everi live thing planet alreadi felt climat chang +2,511899,2016 break heat record challeng climat chang skeptic +0,96246,scari climat chang refer last scene ampfir +1,989625,obama top environment advisor break trump destruct climat chang order +1,446908,everi dude south deni climat chang own 500 cooler keep ice melt high school footbal t +-1,609277,global warm myth innocul caus autism georg bush geniu +-1,814917,dr roger pielk jr the scienc aint there link extrem weather climat chang +0,97401,ah trump delet climat chang etc white hous websit archiv in normal protocol +-1,957668,too know global warm hoax snowflak m +1,911763,dna fight climat chang unequ world +1,891350,say must stop dakota pipelin say must rerout who got better legaci climat chang call +1,795987,im constantli verg climat chang rampag kill eah peopl wake +-1,254184,32 inch global warm i80 cheyenn wyo larami wyo week unavail c +2,515823,pruitt human activ contribut global warm manner +2,53487,russian presid vladimir putin say climat chang good economi +1,866899,turnbul right nut debat climat bias toward climat chang denial continu treat australian idiot +1,448822,america whiplashinduc revers climat chang china gain here whi via +2,360268,test myth global warm level +1,994537,colorado river shrink chang +1,922041,action exxon margin realiti global warm endang health planet +2,119398,trump jacksonvil fl cancel billion dollar sent unit nation global warm +2,290887,urban climat chang googl eah timelaps show 32 year chang eah +2,207426,last chanc limit global warm safe level un scientist warn +1,92058,washington nation cathedr go dark saturday night address climat chang +-1,859674,rick perri urg convers unsettl scienc climat chang +1,521516,youth need take charg exist process climat chang +1,772449,imagin will world media cover climat chang way cover hillari clinton emailsãââ +-1,968889,climat chang climat control pl understand noth appear grow +1,53449,respons fund climat chang research horrifi were basic interest in +2,692373,jame corden administr wont say climat chang endless summer http +1,367019,incid trump ralli assassin attempt sens climat chang chines conspiraãââ +1,674513,37 us suppo trump believ haunt housesufosangelsbigfoot amp dont believ global warmingbig bang ht +-1,436987,orig2uk scitht gore ranwthr data2 invent global warmingccfak news hve sinc admit liedampfak +1,855522,pleas listen peopl afraid polici ramp climat chang +1,691453,watch 1130 explor solut climat chang +2,492046,trump name scott pruitt oklahoma attorney gener su epa climat chang head epa +2,40116,may even less time stop global warm thought +0,180516,sure rais awar climat chang +1,904926,bill gate say invest clean energi make sens even believ climat chang +2,429811,epa purg page highlight climat chang websit via +2,968186,human verg caus eah fastest climat chang 50m year +1,696645,breitba write climat chang denial aicl feed hous committe scienc whose chairman +0,354683,see photo fb sidebar global warm mind post pixabay copyrightãââ +1,134302,wow editori york urg gop congressman take action chang via +1,408433,goe uk amp us govt hate refuge much get seriou slow climat chang whichll displac +1,41395,entir 1 hour 40 minut documentari climat chang right twitter ok lord save uãââ +1,490425,top 5 novel fictionalis impact climat chang mayb prophet good read geog gcsea level ss http +0,200345,7 bret stephen convinc manmad global warm danger govern need address media call denier scienc +1,984167,solv amp chang challeng eah wind amp fire event tonight palo alto +1,331124,keep co2 emiss stabl save us climat chang +2,504924,correct satellit data show 30 percent increas global warm +1,96730,cant get enough 97 consensu climat chang neither answer common consensu question +1,854720,believ equal need comprehens immigr reform prochoic global warm real ââ +1,234113,ad breitba revel racism amp scoff climat chang consid block them +0,835630,hell global warm promis +1,65937,european union eu take action fight climat chang watch video learn more +1,236049,businessinsid honor climat chang agreement save million live statnew ãââ +0,309437,man snore heavili pampi screen earlier climat chang doc jolt him suspect trump voter +2,232322,see tree one oak tell us chang seattl time +1,503759,return sander manmad climat chang hoax zink im climat scientist +2,893835,fossil fuel appear cheap climat chang amp air pollut cost ignor say john kerri +1,98722,presidentelect believ climat chang million peopl go say mr tãââ +-1,220049,concuss like climat chang real stop listen call doctor never play how +1,354186,46 note though trump nomin mani creationist surround climat chang denier +1,813225,22 reform combat climat chang sinc one top pollut +0,184716,rate global warm wish probabl come true +2,624210,chairman hous scienc committe say climat chang good thing +1,335988,stake enorm high liter term climat chang futur planet stake +1,373372,hey u pleas watch amp share documentari audienc climat chang httpsãââ +2,469188,canada melt permafrost could acceler global warm studi suggest via +1,299741,presidentelect believ climat chang million peopl go say mr tãââ +-1,55575,think human caus global warm next say caus anim extinct too +0,812673,next genghi khan save human postpon global warm kill million human +2,864179,meet republican fight climat chang +1,653171,think go die husband believ climat chang +1,934880,donald trump say nobodi realli know climat chang real scientist beg differ +1,632586,wish emin catastroph climat chang would happen denier climat chang +2,377917,emerg campaign launch convinc trump climat chang real failur risk planetari disast +1,369958,guess good news global warm acceler trump watch florida less factor futuãââ +1,896814,mythbust fact global warm climat chang use decad +1,572178,bbc seem probrexit methes 70 mp like climat chang denier complain get aiim +1,44188,yall still believ global warm smh +2,392427,fossil studi dog evolv climat chang +1,705103,ok here problem yall there global warm terror rape murder amp war go song what +1,97742,2 nation west conflict middleeastlibya amp climat chang r blight economi +1,206285,global warm got fuck bc im fan destroy planet fan sweatshi weather still mid decemb ya feel +0,24141,might solv global warm problem though nice long nuclear winter +-1,852393,use global warm chang bs +1,30410,climat chang impact wildlif +2,584950,polar voex shift due climat chang extend winter studi find washington post +2,629401,key preserv chang studi find +1,808474,peopl care environ everi day let battl climat chang +1,38844,natur disast result global warm lack tree bless victim fam +-1,324697,left meltdown caus global warm +0,699843,thing discuss cnn hand shoot asteroid caus climat chang amp black hole swallow 747 +1,352127,91 degre midnovemb presidentelect want cut 100 billion dollar feder climat chang spend +2,389783,quest captur store carbon slow climat chang reach new mileston +1,743534,hi im realli depress global warm real thing amp one take serious +1,140329,dupuda power tori vote may well vote trump climat chang denial homophob http +1,405731,could chat climat chang theyr it know real +2,832102,john kerri say hell continu global warm effo +-1,682325,fukn lib would close trap would global warm spew hot air co2 +2,253333,obama climat chang still climat chang +1,642611,imagin tri explain that per cow r respons 50 global warm greenhous +1,876584,pali due climat chang vultur move nohward toward 2018 gop dc roadkil +1,584136,presidentelect believ climat chang million peopl go say mr tãââ +2,9421,pakistan rank seventh 10 countri affect climat chang global +-1,102017,noaa adjust temperatur data match global warm theori +1,250096,work solv climat chang one greatest challeng human ever face never easi whatãââ +-1,451699,concern global warm howev terrifi global govern +0,987551,global warm could snowboard mountain +0,632790,dear tai idea global warm climet cheng world class pleas need help shere idea pm pleas +2,460376,g20 world align trump polici rang free trade climat chang washington post +-1,197726,notic chang climat chang look graph produc 6th grade math 70 cipher the +1,983087,think go die husband believ climat chang +2,454686,al gore say hope work donald trump fight climat chang +-1,618340,warn global warm snow storm late april +-1,957428,anyon think three town coastlin erod due climat chang need repeat 3rd g +2,830909,republican green group seek temper trump climat chang +1,465398,expect pm culprit inact climat chang whole bunch peopl govern +2,478873,coal lobbyist trump attorney seek bypass us kid climat lawsuit climat home climat chang news +1,861793,think go die husband believ climat chang +1,492668,trump nomine say climat chang real refus deal +2,832759,germani california tackl climat chang togeth via +0,2355,tackl climat chang 4 red light 2 amber 1 green hammond may +2,469583,mustard seed without mustard flavor new robust oilse crop resist global warm +1,621019,huge kid su govern climat chang proceed trial via +1,220336,ye futur tens that is american alreadi die climat chang +1,830324,think go die husband believ climat chang +1,752125,novemb 1 high 85 dude run presid think global warm real +1,821692,choic job climat chang job clean energi noth world burnsãââ +2,829709,vatican urg trump reconsid climat chang posit via +2,867921,theresa may urg presid trump rethink climat chang stanc pari agreement and +1,169456,us defens secretari climat chang secur threat driver instabl question +1,741942,wait hold lem me get straight peopl think global warm thing +0,762902,poemston keep real relev post global warm +1,929563,deni global warm weather also think world hunger hoax ate +-1,895545,concept global warm creat chines order make us manufactur noncompetitiv +2,509446,trump environment protect agenc chief climat chang two month ago is truli manmad +1,589244,here talk climat chang denier +1,629472,global protest call action climat chang +1,557537,watch even hope help inspir peopl act stop climat chang now +1,827016,work solv climat chang one greatest challeng human ever face never easi whatãââ +0,581185,ofc global warm +0,175793,lmao ill sell donat nose peopl fight global warm save us pleas +0,23477,skeptic peopl demand evid peopl ignor evid denier thing climat changeãââ +1,282785,new post it okay talk scari climat chang is realli +0,221004,listen woolf joyc forster well thought climat chang ep 2 +2,667088,china launch nationwid emissionstrad scheme help fight climat chang world bank vp laura tuckãââ +2,493912,rex tillerson exxon turnaround climat chang sincer chang hea cynic pr shift http +1,700831,bill nye want help reduc climat chang well dammit it +2,562806,effo limit global warm stop arctic melt +1,967787,big fat wotsit man abl claim climat chang exist countri liter one the +1,39045,join combat climat chang take action +1,322194,bruh januari might wan na rethink whole global warm thing +2,316596,trump win disast fight climat chang scientist environmentalist sayãââ +1,615337,watch bad climat chang b wban plastic bag amp increas cut tree groceri bag stop b4 itãââ +1,646197,trump met climat activist sinc elect he appoint climat chang denier cabinet +0,690029,2009 ad sign trump implor obama congress act climat chang +0,290799,believ global warm must two phd realm scienc +2,714706,epa boss carbon dioxid main caus global warm +2,463181,epa remov climat chang inform websit via roffbeat +1,714345,right like factshenc global warm that agre 98 scientist trump know better right ãåââž +1,943661,soil health key tackl climat chang tree play big pa soil retent improv +-1,162018,physicist co2 caus climat chang respond video +2,250061,insur count cost harvey grow risk climat chang +1,752988,dup antiaboion oppos samesex marriag deni climat chang suppo death penalti theyr there +1,903770,fuck trump pick climat chang denier epa team +1,947272,wonder mani citi countri lose climat chang decid real happen three +2,424490,global warm affect colorado river flow summit counti citizen voic +2,131808,iran pakistan vow boost cooper climat chang +0,889254,pa common core push climat chang also +1,443055,sinc iron limit factor phytoplankton growth dump iron ocean could help fight climat chang +0,863533,want clariti climat chang watch two 5minut video +-1,50397,good news next presid believ climat chang least well good economi though eah aintãââ +1,838964,mt coyntri load cabinet peopl deni global warm women right educ health care u 4 rich +2,730867,china critic trump plan exit climat chang pact +-1,945393,elect global warm fake scienc lost bigli +2,453248,climat chang could make extrem rain even wors +1,315948,mass shoot black peopl murder polic women still earn less men climat chang policyãââ +2,90514,barack obama decri lack us leadership climat chang +2,69522,adb ring alarm climat chang impact asia via +1,131135,yeah donald trump presid global warm effect bee near extinct terrorist attack becom +2,94992,al gore pari agreement trump climat chang +1,575927,me q is destroy planet thru war climat chang first not end leav leftãââ +1,420808,must read doom climat chang pleas retweet +1,96784,gt shia plant flag noh pole gt pol leav car run speed global warm melt ice cap amp sink flag +2,266126,much longer antarcticaãââ hostil ocean delay global warm +1,443590,deni climat chang liter how +-1,252854,obama peopl go away mccahi drove obama climat chang agenda plan keep tab t +1,896188,person purchasd 100000250000 stock exxon also think global warm man made h +1,87306,got whole winter coat ãåëœâš freez knew bodi gone adapt well climat chang +1,691471,presidentelect believ climat chang million peopl go say mr tãââ +1,166628,realli good read actual taught frame explain climat chang much better +1,819918,realli worri news futur global warm context current pougues +-1,565584,name nate climat chang real xd +1,667511,think go die husband believ climat chang +1,671573,welcom back dark age epa head scott pruitt deni carbon dioxid caus global warm +2,554771,i would agre co2 primari contributor global warm epa chief scott pruitt said +1,714016,chinaãââ vice foreign minist told assembl repoer that uh nope global warm isnãâât chines hoax +1,166647,sustain action climat chang creat basi public health +1,68672,great turnout great hear labour green pledg action climat chang pai you +1,719879,watch right here travel world tackl climat chang +2,373354,spring came earli scientist say climat chang culprit +1,470532,think go die husband believ climat chang +1,434956,presid believ climat chang real progress there especi us much damag +1,549053,want enjoy nearli 70 boston today februari deep know global warm +1,468931,love 60 degre weather februari climat chang obvious real concern +1,712874,friendli remind america elect man think global warm chines conspiraci theori +2,402538,archaeologist race studi midden site greenland threat climat chang +2,176368,doctor unit say climat chang make us sick +0,585854,lebron twitter actual caus global warm +0,426842,saw nuclear blast 9 spent life oppos nuclear war climat chang +2,447279,rick santorum concern rex tillerson climat chang washington time +0,461071,bad forgot wrote laudato si pope climat chang encycl gave trump 22 +1,579286,dup inher bigotri homophobia climat chang evolut denial disbar mainstream polit +1,991508,obama want fight climat chang want fight obama +2,989545,execut order trump dramat chang us approach climat chang +-1,389443,un offici actual admit global warm scam design chang world econom via +-1,718471,univers scientist claim leftw violenc caus global warm the planet made it +1,251082,harp seal alreadi face threat climat chang without earli hunt merci +-1,319052,evid man made climat chang warm day beach alway appreci +2,535465,climat chang threaten mental health non econom loss damag +1,975007,oh believ global warm 100 lol mean attack directli haha +2,675211,trust global warm scientist ask david rose daili mail onlin +1,406426,feder can not solv nationalintern problem like climat chang +2,254144,presid vladimir putin human respons climat chang +2,431045,cba board vote financ adani global warm +2,80153,link climat chang diabet research tri find +2,307497,trump defens secretari call climat chang nation secur risk +2,103526,california republican face backlash back climat chang program +-1,767794,peopl predict pa manhattan would underwat 2008 due climat chang concern fake +2,598873,avoid unceain catastroph climat chang mitig risk wealth heterogen +1,545839,scott pruitt claim global warm caus obama wiretap +1,919577,presidentelect believ climat chang million peopl go say mr tãââ +2,531518,unit state depament agricultur staff told avoid term climat chang use weather extr +1,327211,listen barack obama discuss climat chang make miss common sens and cri +1,624049,fight climat chang four citi lead way trump era +1,893442,believ equal need comprehens immigr reform prochoic global warm real ââ +1,873443,mark carney firm must come clean exposur climat chang risk asset agenda mainstream +0,644434,disregard previou tweet come everyth els even health care even climat chang sociopath +1,121005,like scienc climat chang challeng challeng scienc bs opinion pull +1,593536,want develop skill commun climat chang miss free interact workshop +2,16014,collier counti resid complain evolut global warm taught realiti +1,410312,climat chang hoax +0,474391,ezra global warm mayb 8 billion litr sewag dump climat barbi montreal h +2,975778,trump take aim obama effo curb global warm +1,124855,futur gener call politician industrialist push climat chang denial profit th +1,533107,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,901815,rather lawyer vet tweet scientist vet climat chang agenda +0,180675,bad give room talk like brexit terror migrant crisi climat chang etcamp trump want sustain uk alli +0,779442,interview what think global warm melania trump hello he kind he strong he great cãââ +1,705570,believ whatev want irrelev physic wan na deni climat chang cool still happen +-1,824185,noh korea happen 8 year fight bathroom whether cow fa caus global warm +1,623278,turn vegan 2050 way beat climat chang argu dr marco springmann +1,361507,world hottest surviv chang +1,785207,risk pose climat chang grow youth popul howev recognis youth uniqu shape +0,773888,climat chang real come keep get hotter +1,847477,human choic die apocalypt climat chang die tech war +1,306688,women suffer impact climat chang fact +1,517113,insur talk lot climat chang still busi coal via +2,310660,arnold schwarzenegg team macron fight climat chang +1,600250,right toler pussygrab kkkendors climat chang denier +1,462662,s ok realli wan na get scare watch new ãââ¹ climat chang doc +2,637360,asia must spend 26 trillion infra 2030 battl povey boost econom growth fight climat chang adb +1,595297,proof someth terrifi realli happen climat chang +0,164225,tim ball sta thank malcolm robe first visit australia call global warm the greatest deceptionãââ +2,847910,congress thwa obama climat chang goal miami herald via +2,627878,exxon investor stage unpreced fight board climat changeand +1,687449,miss last chanc save world climat chang +1,505301,bc use leader fight climat chang elect oppoun lead world agai +1,163464,think go die husband believ climat chang +1,335159,pruitt think carbon dioxid primari contributor global warm man charg epa +1,385870,episod repoer climat chang beauti execut ought heard all +1,660186,millenni wan na die constantli boomer elect fascist climat chang denier presid millenni toucãââ +2,858604,europ face drought flood storm climat chang acceler +1,280045,agreement begin transpar global action amp suppo address challeng climat chang iãââ +1,958622,got castastroph climat changebrut basic factori farm n one video wthout th gore via +1,615975,among green armband mean im concern climat chang im someth it plan mãââ +1,31378,design spread awar global climat chang +1,909994,began primari economi climat chang california differ thãââ +1,20880,increas use aircon due climat chang could rais us peak demand elec cost 180bn +0,717085,ironi term climat chang frank luntz creation intend soften danger global warm +-1,45510,al gore admit pari accord solv issu climat chang +1,821601,initi empow femal leader take action climat chang stay tune march o +2,781326,human activ a major driver climat chang say obama former energi secretari +1,652741,need pay actual care environ sick tire peopl claim understand climat chang not +0,964062,andi get stuck roll back climat chang commitmentsgood boy +1,988356,tuesday wear bootsampa hoodi today im chocosampa tank believ climat chang need exchang word +2,344064,epa chief say carbon dioxid primari contributor global warm +0,957179,nicol trump budget fight climat chang militari +1,875203,sept 2 autumn midwest texa water california fire talk climat chang +1,684274,stand say california back climat chang +2,410340,gov jerri brown warn trump california back climat chang +1,102000,jonathan toew instagram rant climat chang gift keep give +1,33639,case wonder no 4 year usl inact climat chang go well planet iãââ +1,20788,case wonder no 4 year usl inact climat chang go well planet iãââ +0,623653,stop worryin bout trump isi comput virus aid ya mom amp man global warm world hunger war n smash tha +2,637371,trump pick interior secretari cant seem make mind climat chang +1,237946,climat chang amp intersect race environ povey +1,255604,delet climat chang white hous websit congratul america elect moron +1,881560,effect individu step tackl climat chang arent discuss +0,677250,global warm +2,498421,tillerson exxon investig state ag allegedli downplay risk pose climat chang +2,362957,trump buy climat chang via cnn int +1,405960,pingo may sound cute one piec evid global warm real threat human +2,372295,jill stein al gore need step up climat chang fight +1,354672,presidentelect believ climat chang million peopl go say mr tãââ +1,755110,want stop climat chang see univers +2,226459,climat chang scott pruitt caus uproar contradict epa websit +0,304112,watch climat chang documentari leonardo dicaprio befor flood full movi ãââ nation geograph ãââ +1,586231,environ encourag peopl sta use reusabl bag small step toward help global warm +1,601732,antivaxx climat chang denier think theyr side fact fuck joke fascist dipshit +0,570068,thought like know pasta mysteri red sauc climat chang menu tonight +-1,483441,treehuggin hippi man walk barefoot across america protest climat chang save eah +2,913260,curiositynot knowledgeabout scienc influenc public percept vaccin climat chang +2,994687,statement australian govern ratifi pari agreement climat chang doha amend tãââ +1,496309,join combat climat chang take action +0,885470,need babi flood planet with noth say screw global warm like babi +-1,699676,oh yeahal gore scientif propon global warm +1,989633,global warm climat chang white christma +2,460524,call citizen vote ãâåpeopl believ climat changeãâï call itãââ +1,961582,need honour climat chang commit +2,289241,sea level rais indigen canadian face crisi climat chang eat away island home +1,257415,power photo show peopl around world take stand climat chang +1,234607,plan 40 million fund research suppo local farmer adapt climat chang +1,477594,anti climat chang stoog well +1,663504,meat industri one biggest caus climat chang make green choic +2,246071,studi tree speci unabl adapt chang duluth news tribun +1,467812,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,921140,here climat chang look like uganda coffe farmer via +1,151340,anyon know open sourc project work problem relat climat chang +2,125843,climat chang public health here presidentelect donald trump view scienc +1,576985,climat chang sta climat action unstopp un do +2,814543,trump chang mind climat chang know via +2,251353,conserv leadership candid climat chang scientif issu ââ +1,412953,zach you friend die old age amp iãââm go die climat chang +2,450418,time columnist blast nasti left climat chang piec new york post +1,615533,g20 summit show trump took us first worst climat chang year the +1,950250,presid trump may destroy america mayb stop destroy world sign climat chang petit htãââ +-1,782395,hello stop spend money climat chang now +1,266292,60 degre day christma bad hombr trump think global warm chines scam +1,679377,trump budget would devast network lead way climat chang repo +1,922134,presidentelect believ climat chang million peopl go say mr tãââ +2,464436,starbuck nike hundr compani beg donald trump fight climat chang +2,498680,kid take fed possibl trump cou climat chang via +1,456859,energi secretari believ climat chang educ secretari believ public educ we are +1,672800,call climat chang aka our planet die hastili +2,191282,trump admin tell epa take climat chang webpag repo +0,597882,logic donald suppoer say climat chang real one say true +2,183127,mackerel volcano tell us climat chang +2,83551,link climat chang diabet research tri find +1,906186,state affect climat chang vote climat chang denierãââ +1,940072,thank climat chang ad delici mercuri seafood +1,949710,racist homophobicsexist republicanwho screw daughter grab p think global warm hoax sta china +2,550848,pacif island countri climat chang examin associ human +1,786327,7 thing nasa taught us climat chang +1,376751,global warm nonlinear impact crop yield hot realli bad +0,888567,differ climat chang +1,765167,aist visualis climat chang could new york breathtak +-1,400566,merkley cosponsor aggress climat chang bill http +2,191132,presid trump dramat chang us approach climat chang +1,648960,except push lgbt right address climat chang oppos russia aggress etc etc +1,698245,dinaspector donald trump believ climat chang ãââ 16 irrefut sign real ãââ +1,761709,shell knew oil giant 1991 film warn climat chang danger lobbi action decad +2,552042,govern compani hit wave legal action climat chang +1,608834,ye climat chang real also rais avg temp 15 degre everi time warm bc global warm +1,694098,believ climat chang im gon na automat assum vote trump ãåëœâ +1,793095,aist visualis climat chang could new york breathtak +0,522914,specif corpsco pay stall climat chang legisl +0,537121,think were look america vote climat chang +1,798862,pleas make clear climat chang real green job matter stop hu american health econ +0,313248,made good point abt common claim debunk climat chang debunk popular argument none use +1,338688,welcom america deni climat chang men brag rape kkk suppo presid +0,649222,like were ignor global warm lol ãëœâ¹ãâï +1,571516,adapt climat chang +1,259291,harvey climat chang look like world decid doesnt want take climat chang s +2,364901,peopl believ humanmad climat chang happen +0,965249,ohodox patriarch baholomew deliv strongest word climat chang ive ever heard religi leader httpsãââ +2,575084,scientist discov someth antarctica could make climat chang even wors +0,145319,climat chang +1,495809,independ test verifi motor oil 67 lower global warm potenti choos green glu +-1,163775,spencer what power theoryeven amaz climat chang ave increas tax http +1,744499,guardian view climat chang trump spell disast editori +2,376167,climat chang lie say former top obama offici +1,428890,hilari referenc matt ridley defend he climat chang denier confl +2,464374,uk govern sign pari agreement world first comprehens treati tackl climat chang +1,592067,make big committ slow climat chang becom largest corpor buyer renew energi htt +2,581131,xi jinp davo speech show china shape world leader chang write +1,910375,top five worst thing donald trump done climat chang far +1,926709,un reform refuge conflict resolut climat chang ãâ✠insid work ãââ +1,110243,tweet prove climat chang fact statist gone +2,173259,us budget broadsid climat chang kieran cook +1,546698,plant tree everi time presid trump deni climat chang that trump forest about +1,326505,prolif deni climat chang cant both +1,867382,well guess coal miner realli give fuck climat chang anyway +1,267428,discuss man made climat chang 1912 must act now +2,58318,oman mountain may hold clue revers climat chang vía +1,944651,easi blame climat chang though know increas temperatur lead enhanc rain event +1,839402,know peopl still deni global warm climat chang novemb feel like midsumm outsid +1,269095,round climat chang denier final solut +2,633131,wi agenc scrub webpag remov climat chang usa today +0,5898,repoer trump thought global warm trump rearrang miracl get car slime meãââ +1,387582,women dispropoion affect climat chang also next climat leader +1,666414,trump know even care belov mar largo estat water without agreement climat chang +1,33876,dr ain ryall nice conclud talk ask involv public climat chang debat +2,987755,bori johnson face mp farag trump climat chang +0,336329,im glad ask email mention cabl news sinc fri 2322 climat chang mention cabl sinc frãââ +1,17790,here climat chang denial state mr einstein +1,796449,lie say co2 primari contributor climat chang +0,729588,scientist claim recent global warm cant explain by +1,290662,glad far info remain avail steer climat chang denier here +1,948554,spent 6 year learn understand climat chang republican hous senat amp presid epitom defeat +0,695686,multimedia seri 2 young live alter link climat chang child marriageãââ +1,873502,ââ elect come crucial junctur fight climat chang ãââ itãââ devast +-1,783254,bill nye guy solut climat chang netflix govt regul chill +1,835543,tackl climat chang close tie conflict prevent incom explain +0,524895,understand impact global warm doubl appli sun screen bahamian island vacat +2,276176,donald trump begin tear obama year progress tackl climat chang +1,920342,editori commun contribut climat chang effo +1,170642,good thing dtrump clear global warm myth +1,784849,ted cruz interview climat chang scientif evid doesnt suppo global warm houston copi http +2,251525,michael bloomberg say citi must lead way climat chang +1,991883,mention environ new fund ga that serious govern take climat chang +1,416723,mt baw baw 5 7 lift open must global warm still sell coal china india elect +0,259004,terror threat climat chang expect peopl listen record of +2,570840,climat lawsuit file 21 kid challeng feder govt slow climat chang new defend trump htt +1,271475,new york continu fight climat chang headon invest neighborhood resili reduc po +1,496506,mourn stage over fight put climat chang denier head epa act war kid +0,590266,r good caus global warm hot air r expel mayb need shut hel +1,140990,us may led climat chang denier were huge pa climat chang problem +-1,493959,presid plan fight climat chang comprehens point plan ever conceiv +0,356865,caus global warm 12 +-1,915643,believ climat chang geoengin dinosaur who +-1,464914,mayor disappear island face al gore shut global warm claim via +2,100129,economist nichola stern 2009 peopl give eat meat halt climat chang +2,160550,higher methan level make fight global warm difficult przez +2,375509,gop plot clip nasa wing defiantli tweet urgent climat chang updat +1,598666,world watch itãââ time stand togeth climat chang take pledg +1,53806,energi secretari rick perri danc around fact climat chang +1,441143,scott baio rage trumper pat sajak climat chang denier chuck wooleri antisemit 80 tv frightenin +1,290847,time media held lnpamp selv account decad block action climat chang amp wast for own +1,178164,say r 4 climat chang solut keep put oil pipelin across us ââ +1,853388,third world face deadli heatwav result chang +1,740408,say goodby global warm gm pesticid amaz new water technolog grow giant veg fruit +2,69259,lengthi questionnair suggest trump promis roll back effo combat climat chang may dig deep +2,833296,al gore fight climat chang an inconveni sequel +1,408114,co2 link climat chang amp the healthcar crisi wasnt creat iphon sick burn mo +2,837317,resid remot alaska island fear climat chang doom way life usa today +1,786257,term limit hold much impoanc tax global warm countri +1,259718,believ equal need comprehens immigr reform prochoic global warm real ââ +2,829968,morocco environ minist must find urgent tangibl solut action challeng climat chang ââ +1,188982,new poster seri take icon landscap imagin theyll look like 2050 climat chang +1,847673,pictur like metaphor global warm cool technolog bro gon na suck everyth melt top y +1,436994,media must make climat chang vital issu presid +0,933575,cnn host said vote hillari believ climat chang countri make one tãââ +1,363728,glad know climat chang massiv neonazi affront core american valu elon musk dr +1,345462,think go die husband believ climat chang +2,900412,mayor look tackl climat chang citi level +2,401746,saharan oas struggl climat chang take toll +1,430153,global warm ur ruin fall pl stop +0,305892,yo call climat chang +1,398153,attn repoer fell pure bs sale job ivankajar wh forc climat chang fight lgbt r +0,538403,global warm definit real nigga step outsid amp instantli sta bake +1,749852,canadian govern invit trump churchil manitoba fall learn global warm polar bear ptofview +1,427111,deni co2 primari contributor climat chang view odd noaa nasa scienc +2,294062,new studi found steadi growth moss antarctica last 50 year due climat chang +2,227716,us alreadi face consequ global warm repo find +1,725825,surpris trump sack climat chang scientist slash epa budget say offici +1,62794,best perspect renew energi climat chang denier +1,565338,think go die husband believ climat chang +-1,279551,we vote consid stop climat chang mad one key promis +1,681233,talk fuher cooper key area like agricultur energi environ climat chang spo amp cultur +1,312682,america becom countri world leader doesnãâât think global warm realãââ +2,109431,donald trump interior secretari pick want combat climat chang +1,620569,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,510744,watch right here travel world tackl climat chang httãââ +1,382820,freez middl may climat chang real +2,971585,feder judg allow climat chang lawsuit proceed +1,57127,join combat climat chang take action +1,909808,sad anim bird migrat around world struggl adapt climat chang +1,148661,claim planet cool question climat chang isour next energi secretari +1,839354,nation fight climat chang alon +0,2664,frost climat chang flake +1,816570,nice biggest critic gener attach tech caus war climat chang +1,24891,republican montco teacher told us global warm hoax amp taxpay dollar fund aboion pp cant roll myãââ +2,21454,execut order trump dramat chang us approach climat chang +2,873099,labor pay offer work feder govern climat chang polici +1,519780,us elect trump rest world didntso us polici eg climat chang threaten reãââ +1,971457,the concept global warm creat chines order make us manufactur noncompetitiãââ +0,636253,full page ad nyt 2009 call urgent action climat chang believ httãââ +-1,985831,say global warm alarmist unpatriot racistsi urg look at +0,734542,here watch leonardo dicaprio climat chang documentari free onlin +2,215501,arnold schwarzenegg team macron fight climat chang +-1,530783,know consensu exp say climat chang good planet get even better +2,561384,cdc cancel chang confer back thank al gore via http +1,524235,trump name key politician fight climat chang action head epa good thing bernieorbust vote +0,57193,watch leonardo dicaprio climat chang documentari free limit time +1,577309,friend remind today climat chang result greatest market failur world seen sir nichol +1,353942,citizen world take govern cou climat chang inact big corpor next +2,553962,daili 202 evid climat chang abound amid extrem weather pacif nohwest +1,48767,saturday morn 200 hacker uc berkeley gather save feder climat chang data get eras +1,590931,park ranger measur impact climat chang nation park everi year +1,714141,get lot shit thing peopl sho term climat chang big thing +2,668333,wealthi trump backer attend anticlim chang event +1,672860,global temperatur develop 2016 includ get harder deni manmad climat chang +1,94204,middl novemb high 88ãâ climat chang fake +1,586344,trump presid like climat chang everi day get wors republican tri deni it +1,710897,alway time explain differ climat weather climat chang denier +1,127691,cant believ one said thi absolut long term climat chang especi w +-1,423837,wast money littl benefit 2 billion foreign aid programm tackl climat chang http +1,787568,tonight well take pa increas awar climat chang 830 930pm switch you +1,705361,soil alli climat chang via +-1,768689,rocket harri wexler real climat chang 1963 punch hole upper atmospher caus chemic +0,725385,pay tax give usa away putin invest china sexual assaultsstupid bout climat changel make us sink +1,207672,donald bad news us ãâ✠come chang belief he danger us httãââ +1,211705,think go die husband believ climat chang +1,170216,anim agricultur lead caus climat changeand cruel af +-1,756968,russian make climat chang +2,659390,us climat chang campaign die snorkel great barrier +1,665188,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,469389,well woh studi elect 2017 manifesto say energi climat chang +1,745424,wtf wrong speci mayb climat chang amp better mayb eah need reboot +1,771487,thing climat chang weather moon obvious bigger jupit +2,93177,centrica donat us climat changedeni thinktank +2,909180,state chang action path +1,128095,get straight everyon understand eah cant afford four year noth combat climat chang right +1,44068,tori call climat chang deni homophob terrorist sympathis bigot alli tad scari http +1,8083,nope climat chang weather +1,82270,recordbreak drought long period flood what stake ca act climat chang +1,224433,correl hot amp muggi weather climat chang one first us +1,989538,pleas send venu experi global warm realli is wall protect there right +1,805016,caus data there peopl choos believ amp mani oil compani amp peopl fund research vs climat chang +1,940390,trump advisor amp chang denier myrion ebel visit number 10 +1,765811,great barrier reef peril climat chang destroy +0,421783,vi ska int glãƒâmma vem som ãƒâr vice presid mike penc anser att homosexualitet ãƒâr en sjukdom och att global warm aãââ +1,479937,it thi window oppoun stop danger chang can must step up +1,647054,pleas retweet analysi donald trump intern pariah climat chang cnn +2,110226,trump say climat chang wast time money +1,983104,listen talk air pollut chang +1,544223,reduc food wast help go take system action tackl climat chang +2,940333,uk govern face legal action failur fight climat chang +1,895503,good night except peopl still believ climat chang +1,740777,trump suppo karen handel think gay wrong climat chang fake amp shoot someon funni +2,368933,epa chief scott pruitt say carbon dioxid primari contributor global warm +2,780121,planet warm doubter launch new attack famou climat chang studi +1,475306,30 yr babi boomer sta die 50 yr climat chang kill us for like twenti year america go tãââ +1,763098,unit fight climat chang take pledg +0,3336,so love gon na keep climat chang real amp vs cc myth argument +1,191884,peopl get mad dumbest shit your mad caus starbuck cup green well global warm real animãââ +1,294571,world accept global warm go intern catastroph +1,883793,donald trump bet odd climat chang washington post +1,192147,oil ga methan emiss declin contribut global warm would necessarili go down +1,453624,im one peopl believ global warm im pretti sure noah ark true stori hahaha +1,616059,the concept global warm creat chines order make us manufactur noncompetitiãââ +2,798966,america youth su govern climat chang +1,731230,realiti realiti whether choos believ not whether real protest global warm +1,727369,think go die husband believ climat chang +-1,954789,climat chang global warm total naturalstop wast money tri stop it imposs +0,711945,obama take privat jet itali give talk climat chang via +-1,289982,obama claim eat steak contribut climat chang +1,546150,risk chang singl graph +2,84237,badland nation park tweet climat chang amid trump social media crackdown +1,232553,keep calm carri fight climat chang +1,320313,thank climat chang harvey is apt intens longerlast much heavier rainfal +1,143528,promis repres peopl believ climat chang pleas rethink pick epa ourãââ +2,472362,new us environ chief question carbon link global warm +1,83329,think go die husband believ climat chang +-1,785074,wonder climat chang crier left protest 300k tree cut yearli produc paper for +1,796234,american across countri agre need bold action fight climat chang +2,811398,there reason zika viru becam pandem 2015 term climat chang may bring to +2,3505,trudeau head summit migrat climat chang trade agenda +1,815958,ten thousand unnecessari death immeasur suffer irrevers climat chang wor +0,200783,chill mbawula poabl fire place random nigga sta lectur global warm +1,260831,overfish could next problem climat chang via +1,8367,global warm real +1,573512,trump suppo inforel 2 global warmingwhen see anim anaica front porch ye believ +0,209930,dept energi went nuclear physicist rick perri probabl believ global warm caus gay +2,136756,larg canadian arctic climat chang studi cancel due climat chang +2,941645,badland np rogu tweet climat chang delet +1,431336,right endur obama got health care attent global warm etc left endurãââ +1,304052,1 climat scientist disput global warm 100 1 fund energi industri +1,189144,imagin tri convinc global warm real instead conspiraci wake up tãââ +1,527681,california hold model state nation fight climat chang +0,961410,nigga ask inspir l said global warm +1,223414,yo im fire bitch believ climat chang +1,960809,introduc bill 30 senat rescind anticlim eo combat climat chang amp protect job http +2,238348,governor jerri brown vow california battl trump white hous climat chang +1,952518,manag believ global warm quit +1,441442,trump gift america forward forward trump gift america forward asid climat chang itself w htt +2,474469,despit climat chang exodu marshal island head back home +2,240666,urg rapid scaleup fund address climat chang +2,504372,first mammal wipe humanmad climat chang live great barrier reef +2,433941,here presid trump climat polici could mean global warm +-1,244483,dumbassãåââãåïâ think climat chang impoant thing protect ca sanctuari citiesãââ +1,202071,think go die husband believ climat chang +1,899817,fossil fuel money made climat chang denial word god +2,91614,kid take fed possibl trump cou climat chang +1,55776,climat struggl real 10 biggest global warm stori 2016 +1,362981,iãââm creat new think tank climat chang would join post tweet also +1,52587,day februari good time low key im realli worri climat chang +1,629936,museum contribut commun climat chang +2,65866,anoth us agenc delet refer climat chang govern websit +1,68319,presid believ climat chang happi eah day +0,621317,rememb jon scott ask bill nye exist volcano moon disprov climat chang +0,211161,rememb global warm well +1,788842,fascin climat chang complet avoid everi debat ãåââ polit system corrupt iãââ +-1,864799,final pari climat chang agreement design crook buy crap +1,850735,sea rise sea america throe climat chang +1,510603,the atmospher radic climat chang need act now +1,210748,secur threat climat chang nation can not secur +0,54143,said unsur human activ prime contributor global warm co2 doesnt caus global warm +1,559346,actual global catastroph risk climat chang antibiot resist nuclear war rise popul fiction one s +1,739319,snow be bleach anemon crack ice climat chang look likeãââ +-1,714969,miss fake ass global warm +-1,801002,trump environ chief say co2 main caus global warm thank lord flash realiti +1,742570,might seem like imposs task sometim limit global warm 15c +1,307333,global warm make sens +0,444170,often say know truth climat chang wonder topic conform the +-1,48257,trumpãââ elect wonãâât stop deceit climat chang propaganda +1,816070,think go die husband believ climat chang +1,220082,pledg urg us leader maintain momentum fight global warm +1,811629,ministeri panel rais concern climat chang indigen right marin mammal safeti +2,219811,thefirsttrillionair group sue epa protect wild salmon climat chang via +-1,428466,anna cant tell ur seriou global warm proven 2 hoax 2009ãååïãåââ +1,580735,there 1 ballot measur fight climat chang elect environment group oppos +1,423039,last polar bear gerard van der leun global warm +1,5874,conserv r 1st ask sourc u give argument believ global warm doesnt exist bec +1,176508,climat chang even real accident made world better place reason horror +1,4646,right highlight vital impoanc upland peat climat chang depressingli dismiãââ +1,921313,believ equal need comprehens immigr reform prochoic global warm real ââ +1,895098,pari host new climat chang confer decemb year build progress alreadi mad +1,49671,main wolf us presidenti campaign unfold without focu climat chang astoundingãââ +1,825580,trump gut littl climat chang reg had media act like care hardli cover climat ch +1,823834,cant fight climat chang without healthi forest +0,713976,research analyst environment climat chang program bsba coursework environmentalãââ +1,143371,transnat chang impact entri point enhanc global cooper ãââ +1,452793,climat chang denier believ climat chang chang climat send deadli cat 6 hurrican believeãââ +1,286334,hope courag uphold justic democracyamp fight climat chang +2,397543,la creat 50 billion plan cope climat chang challeng get washington help via +1,280031,trump presid noh korea amp russia wan na nuke usblack cant walk streetclim changeand th +1,352850,fuck mad climat chang someth worri about well fuck polar bear +2,389968,climat chang scott pruitt caus uproar contradict epa websit trump +1,433043,today discuss sector minim carbon footprint amp manag risk gener climat chang +1,125145,research univers reveal wasteland could vital fight climat chang +2,118708,oman mountain may hold clue revers climat chang abc news +0,450880,tree live global warm world +2,250425,ny attorney gener say rex tillerson use alia wayn tracker email climat chang exxon +1,530012,everyth world depress life climat chang polit penguin penguin violenc ciãââ +0,922291,global warm real club penguin shut down +1,696808,break breitba push fals climat chang stori call http +2,956213,left right agre fox news destroy epa chief scott pruitt climat chang washington post +1,786420,decemb smoke fag outsid shi mayb global warm exist +1,832252,respect differ opinion fight believ climat chang bc that ãåâïãåïâ½ ãåâïãåïâ½ ãåâïãåïâ½ opinion ãåâïãåïâ½ +1,156066,dear pleas protect washington children chang +1,551414,meet five commun alreadi lose fight global warm +2,144569,trump realli want face 21 kid climat chang +2,746047,hundr million british aid wast oversea climat chang project telegraph +0,375721,read somewher eat meat caus global warm amp also get hea attack +2,671526,commonwealth bank sharehold sue inadequ disclosur climat chang risk +1,979273,climat chang secur threat debat underway session +-1,919766,arctic sea ice extent four year high time republican stop suppo global warm scam +1,952171,white realli elect man believ global warm hahahahahahaahahahahahahaahahahaha +0,134711,think there even hill mile im hope global warm take effect shorelin 3 mile away get closer +1,374007,climat chang denier link daili mail aicl evid +1,598825,irma turn cat5 due warm water that due climat chang trump deni +1,443188,protect eah lung crucial defend planetãââ biodivers fight global warm +0,133383,modi fa mediaomg modiji surgic strike climat chang +2,345903,dozen militari defens exp advis presidentelect trump global warm transcend politicsãââ +2,313975,scientist copi climat chang data fear trump crackdown +1,808527,tell folk must drive climat chang amp scienc evolut deni +1,122682,read said murdoch aicl 98 sure mention climat chang context warm +1,585463,appar pick epa deni climat chang shit remind antivaccin peopl brought back measl +2,504628,kinder morgan presid say last week remark climat chang didnt come quit right +1,903928,me amp open climat chang awar rais bodi pakistan would joi +2,401784,white hous websit longer includ climat chang civil right page +2,312352,al gore other hold climat chang summit cancel cdc +1,333870,whlive ãâåweãââv promot clean energi weãââv lead global fight climat changeãâï ãââpotu progress weve made ââ +1,941589,look understand much pain mother eah in recommend eyeopen summari climat chang http +2,996509,energi dept tell employe stop use phrase climat chang repo +-1,824356,connect climat chang hurrican +-1,477033,even prof prove wong snowcuck still think global warm real +1,775890,believ equal need comprehens immigr reform prochoic global warm real ââ +2,387343,heathrow third runway to breach climat chang law hic +2,242969,scientist concern climat chang could lead increas infecti diseas rate +2,104560,parliament ratifi pari climat chang agreement +0,6786,chicago midnovemb 72 degre outsid polar bear write heafelt letter im gon na enjoy hell global warm +1,704101,trumpãââ elect mark end seriou hope limit climat chang 2 degre +1,77872,never terrifi afraid lose insur afraid climat chang afraid ww +2,229809,conserv like open idea climat chang focu messag planet past +1,5671,refus act climat chang mean allow sever weather hu oh farmer turn blind eye algal bl +1,32805,climat chang real climat chang real climat chang real climat chang real climat chang real climat chang real cl +0,700575,know global warm climat chang eah return previou +1,414516,presidentelect believ climat chang million peopl go say mr tãââ +-1,892222,kind weather global warm respons for conveni +1,882510,pruitt climat chang denial endang nation secur amp put live risk he unfit lead http +2,827340,wikileak want climat chang data trump ignor mashabl +0,454586,enda say u cant ignor fact climat chang via stupid lie bollox +2,717603,feder scientist cook climat chang book ahead obama present whistl blower charg via +0,256141,hero john kerri spend elect day cropdust planet jet exhaust fight climat chang +1,497030,pleas see concern impact extrem weather amp climat chang airlin industri http +2,440091,feder scientist cook climat chang book ahead obama present whistl blower charg via +0,223007,ano na hirap mo hanapan ng matinong pictur ha global warm +2,663184,american eat less beef might help fight climat chang +1,769928,think go die husband believ climat chang +2,584932,schneider electr ceo say war climat chang lost citi via +1,927177,februari record warmth brought climat chang +2,882373,climat chang death sentenc afghanistan highland +1,736509,mean add global warm amp suffer health amp well indian put money renew au +2,773327,prepar surpris global warm stoke arctic shift scientist +1,638192,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,83048,climat struggl real 10 biggest global warm stori 2016 relat aicl +1,546291,otherwis think problem grasp larg abstract problem like climat chang i +2,713975,new york judg dismiss exxonmobil attempt block climat chang fraud case +1,752872,trump believ in global warm though hot air may pa caus +2,51110,polar voex shift due climat chang extend winter ââ +-1,284570,done ridicul languag politician like climat chang amp carbon tax they +1,233213,ancient virus thaw global warm bother thought would fuck +1,555157,wh offici refus say whether trump believ human contribut climat chang i think speak itself +-1,754069,fraud amp cult climat chang scariest thing go todayr stepford wifechildren corn type stuff +1,612381,good morn hillari propos 80 carbon emiss reduct 2050 trump think climat chang hoax creaãââ +-1,979331,trendi pseudosci global warm hoax like go way spiritu +-1,763659,georg clooney claim manmad global warm must exist liber agre exist +1,547905,like last year us elect issu chang forefront french campaign +1,781335,act yemen maralago tax russia racism climat chang syria resign 97 1459 +1,965081,gon na sit complain thing actual exist ur far trump ass realiz global warm kill +1,951710,speci three option confront climat chang anim move adapt die http +1,752859,think go die husband believ climat chang +1,574623,trump could stop state act climat chang even want +2,239522,wan na bet franc un tell trump action climat chang unstopp via ââ +1,268676,worri global warm were go build new eah bigger eah best eah ever ââ +1,968982,amp donald trump want know prove nasa pa whole chines climat chang hoax +2,184100,economist climat chang wont major concern trump pull pari accord +1,587945,think go die husband believ climat chang +0,827493,question climat chang sho answer frequent ask question +0,83747,everybodi want die also everybodi want complain global warm im convinc bitch li +1,127313,hate old peopl like climat chang big threatuhhm okay fuck traci liter like 3 yeãââ +0,153687,climat chang studi suggest temp futur rise 2 degre peak month +0,954094,nigel lawson dodgi outfit irrespons downplay global warm link iea ani +1,561506,here true conserv worri chang via +2,530932,obama took one final step fight global warm +1,847195,say usual clariti precis right time talk climat chang +1,67778,africa farmer among hu climat chang inact catastroph +1,567915,pollut climat chang threaten wildflow suppo make chang +1,535814,mashabl g20 summit show trump took us first worst climat chang in +2,81116,trump epa propos cut fund climat chang pollut program via engadget +1,106905,tom hardi voic rockh defo need new david attenborough ppl soon wake global warm talk 4 it +0,708788,forget trump adelson global warm etc real news today swipe kyle shanahan secret paper look up +2,364426,obama call bolder action climat chang warn wave climat refuge nyt seri issu http +1,432410,80th anniversari lo glaciar nation park find unesco site affect climat chang +1,556218,year nasa sound alarm climat chang pre elect major world leader who denier +1,830420,g20 summari world leader longer worri us fight climat chang fight wo hel +1,907204,global warm exist right +1,699816,think go die husband believ climat chang +-1,595486,concept global warm creat chines order make us manufactur noncompetit +1,685522,still cant wrap head around fact mani peopl run countri believ climat chang +1,328288,im creat new think tank climat chang would join post tweet also +1,58904,mr trump think read me take serious climat chang issu son pleas +1,951304,watch right here travel world tackl climat chang httãââ +1,81204,conserv keep pretend climat chang hoax countri arent gon na put anymor htãââ +1,37343,join million peopl around globe switch light make nois climat chang action +2,135016,republican congressman say god take care of climat chang +0,469251,kentut dari hewanhewan purba adalah penyebab utama global warm di zaman dinosauru bbcnew +1,928682,stand say california back climat chang +0,422351,dont believ declin pirat caus global warm look graph scientifi +0,679011,scifi author explain solv global warm read blog +2,470579,radic energi shift need meet 15c global warmingã target iea via +-1,410706,global warm crackpot lost it join us amp enlist patriot central await +2,136055,2030 half world ocean could reel climat chang scientist say +1,288632,presid need realiz realiti climat chang amongst thing +1,300749,2016 racist sexist climat chang deni bigot lead poll +2,894369,climat chang lawsuit could chang everyth +1,87041,check theme amp resourc world green build week 2017 fight climat chang +1,935671,photo forc look victim climat chang eye +2,5035,news week energi amp climat chang digest us dont +1,673463,bc media ignor climat chang past 8 yr make obama environmentalist catastroph even trum +1,290870,presidentelect believ climat chang million peopl go say mr tãââ +1,85564,end climat chang +1,455097,think go die husband believ climat chang +2,371138,berni sander want talk climat chang incom inequ ãâ✠2020 aspir +1,380866,isaac cordal politician debat global warm +2,141645,donald trump outlook climat chang could help economi alabama exp say +-1,56543,oh no place one live affect climat changeeveryon must pay carbon usãââ +1,21027,debat tackl climat chang scienc settl +1,791009,im optimist climat chang peopl like speak solut +1,809696,australian govern use climat chang weather destruct attack renew +1,186590,appear team archaeologist build gov hard find climat chang denier epa what nuke dept energi +1,642420,beauti paint turn depress climat chang graph a +2,361301,wide differ conserv republican liber democrat like effect climat chang +0,324491,debat climat chang amp endocrin disruptor suffer distoion evid industri +1,503702,whitehous fill creationist climat chang denier plu side god give grandchilãââ +-1,94023,97 scientist agre climat chang catastroph bill ritter polici solut +1,914203,fyi climat chang forc ten million leav homehomeland join 66 million alreadi move s +2,66412,robe f kennedi jr say presid trump climat chang polici turn via +2,128589,cheroke legend teach us climat chang +1,424153,africa contribut global warm suffer greatli it perhap may suffer continen +1,91804,bw extrem climat chang peak human around 2050 crucial impoant renew social contract now later harder +2,896231,19 hous republican call pay someth climat chang dana +0,415026,cant believ ed sheeran stop global warm end pollut +1,382113,uh look around blame human eah warm climat chang d +1,251005,percentag would u need believ contribut climat chang +0,558314,mayb focu hair loss secret instead affect global warm guy +2,133985,first time climat chang caus river complet rerout +1,396449,think go die husband believ climat chang +1,162005,wast food contribut climat chang +1,221441,know dress anymor cu climat chang +2,717358,time subscrib flee wake climat chang column +1,421947,futur presid believ climat chang lmao +1,424618,failur leader put climat chang mitig top prioriti distress heavi lift +1,810049,climat chang trump call weather channel fake news get cold everi winter understand +1,534289,climat chang isint debat proven climat scientist believ matter +2,697911,donald trump expect slash nasa climat chang budget favour send human back moon amp beyond +1,193895,the concept global warm creat chines order make us manufactur noncompetitiãââ +2,362406,climat chang mean tauranga moana new zealand herald how vi +1,733433,new interact map show climat chang affect extrem weather event +-1,292937,warmist review gore climat chang jame bond urgent exhilar inconveni sequel +2,522031,eu renew energi polici make global warm wors via +-1,923909,nanci pelosi donald trump dishonor god global warm decis washington twit agre aboion +1,174328,time choos trump assad amp oega climat chang rest us +1,98992,care student loan debt combat climat chang fund plan parenthood vote +1,439501,futur nation park look like face climat chang +-1,468847,shot global warm nut +0,812943,global warm +1,358724,wonder donald trump gut fight global warm he afraid fossil fuel compani woulãââ +0,757470,ff look away twitter five minut malcolm robe sta talk dick climat chang +1,649666,forest combat climat chang 3 thing must gtgt h +1,801456,friendli remind climat chang real in case peopl tell otherwis +1,944763,know threat nuclear genodic climat chang capitalist dystopia definit well underway +-1,452879,pari agreement bs man made climat chang +2,208910,watch leo dicaprio talk chang elon musk pope presid marketwatch +1,286813,believ climat chang vote realli need big help vote ye +2,518772,moor law carbon would defeat global warm +-1,123411,suppo global warm alway make news frequent get headlin evid contrari ignor +2,225563,berni sander call donald trump new epa chief pathet climat chang stanc +2,500501,natur alreadi dramat impact climat chang studi reveal +2,828640,trump delet climat chang one site time +0,256370,jiyong girl hot jiyong guy hot oh damn jiyong everyon hot daesung global warm +1,21500,global climat chang alreadi impact everi aspect life gene entir ecosystem ãââ +2,63041,rex tillerson use alia email exxon discuss climat chang new york ag say via +0,103681,heard bring back onlin replac climat chang with +1,790866,ok back fight climat chang system racism amp incom inequ local level impoant ever citiãââ +1,262207,tell global warm real +0,703959,here explan answer no main caus climat chang not +1,851755,stephen colb sum trump climat chang polici fck planet +1,223157,case wonder no 4 year usl inact climat chang go well planet iãââ +0,211554,hope geographi text book revis co climat chang get e be +2,889499,phrase climat chang ban depament energi climat offic +0,535047,true sometim want someon talk global warm +1,876957,manmad climat chang began earlier thought +2,40791,hope mild climat chang dash new research +-1,553499,believ climat chang biggest jackass america loool +-1,258590,cmonw need focu impoant thing elect like non offens halloween costum amp global waclim chang actor +2,380528,usda begun censor use term climat chang email reveal +1,241748,revisit 8 year combat climat chang grow economi +2,945806,g20 close rebuk trump climat chang +1,156205,bunya overal realli kicksta climat chang industri near equat +0,732964,due russian bot global warm happen novemb +2,600979,water role global climat chang polici +1,965888,scientist suppo scienc work toward clean air water soil mitig climat chang +-1,538765,group scientist vest interest man made climat chang say someth make fact sad +0,902806,honestli think moonbyul intens stare warmer global warm make wonder y +0,731827,watch live technic brief chang amp right webcast +2,575157,repo offer recommend mitig effect climat chang human health +1,273458,trumpãââ elect mark end seriou hope limit climat chang 2 degre via voxdotcom +1,199203,lose hope no realign thought save human planet whatll help us surviv climat chang +2,194202,g7 leader blame trump failur reach climat chang agreement +2,564418,1979 two research made nearli spoton project climat chang arctic sea ice +2,238049,seapo develop doubt climat chang scienc +1,958525,today confirm posit climat chang amp conserv research boat middl amazon june 2018 +1,855176,help confront fossil fuel climat chang suppo come meet wed 630pm +1,379683,wait sad global warm fake news lyingagain shocker +2,701352,climat talk ãâëœsave usãââ global warm us urg ãâ✠bbc news +2,180663,indigen right key preserv climat chang studi find +1,126178,may nourish migrat climat chang amp need new home +2,324615,read presid s execut order chang vox +2,445397,citi montreal buy refriger skate rink counter effect climat chang +0,963357,ericth ca public util commiss collect mandatori fight climat chang lt wtf +1,218110,action global warm pollut +2,888051,epa slam trump climat chang polici accid +1,830245,global warm denier argu climat scientist money post fold u +1,68952,lead climat scientist explain climat chang bolster rain total deni thi http +1,324954,also experi climat chang mitig amp adaptationinclud postdisast reconstruct amp manag ââ +1,557067,left trump climat chang +1,911977,new post rex tillerson believ climat chang amp senat ask +1,821609,u propos climat chang trump plan cut 100 fund +-1,111139,noth wors climat chang there enlist us amp read truth act http +2,812335,scientist say reindeer may shrink due global warm chicago suntim +1,240669,compani cut pollut turnbul govt theyr good citizen govt climat chang polici +1,924196,scientist analyz 36 glacier conclud retreat offer categor evid climat chang +1,761612,l america isnãâât world whole countri depriorit climat changeãââ +-1,233706,attribut climat chang govern allow charg cost toward cc biggest f +2,351291,positivelyjoan doughravm florida employe punish use phrase climat chang fight cl +1,997922,nsedu obot witherspoon director share kid especi vulner climat chang amp air pollut +1,536967,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,381086,watch right here travel world tackl climat chang httãââ +1,753214,5 way teach climat chang classroom +-1,211722,climat chang hoax go back watch kardashian +2,860191,trump budget director climat chang research were spend money anymor consid be +0,189027,hey canada fuck weather thought global warm would effect still look like live hoth +1,341356,watch right here travel world tackl climat chang httãââ +-1,765542,peopl gon na get stuck drive global warm +0,893777,like 2017 global develop agenc overwhelm focus climat chang clean energ +1,623955,asthma result climat chang +1,541433,prevent war would save million live prevent sudden catastroph chang http +1,48198,today trump order end feder action climat chang think moment imagin what +1,616953,sad also regrett peopl make link climat chang fire storm becom frequent +2,14341,donald trump win deal blow global fight climat chang +-1,449637,spill orang juic shi cant decid whether blame russian climat chang +-1,929756,wow load crap evid again hitlari need go away it climat chang lol +0,353229,sit around talk global warm caus it +1,11524,none except gurmeet singh taken step remov danger global warm eah +2,605178,matter trump doe us citi plan move forward battl climat chang via +1,109902,tweet real scienc politician spin climat chang denial agenda written it +1,384110,climat chang impact averag temperatur live check amaz new interact +2,660932,trump epa budget cut quaer fund target climat chang initi clean airwat program +2,507368,white hous websit page climat chang disappear +1,343941,good mr presid climat chang real +1,186785,13 bangladesh underwat due massiv flood yet corpor media still ignor climat chang causat +1,877260,presidentelect believ climat chang million peopl go say mr tãââ +2,918711,us epa chief unconvinc co2 link global warm +-1,476242,environment scientist new york plan travel speak global warm go snow mi +2,418821,epa chief unconvinc co2 link global warm +0,793079,staff us depament agricultur usda told avoid use term climat chang their http +0,244709,jk bc global warm im current wear sho +1,488963,trump call climat chang hoax chanc destroy effo beat it +1,443356,robe mercer climat chang denier believ day white racism pass read htt +0,9339,final step down unabl climat chang anyth +1,914500,the one still stand global warm fuck rest world +1,656992,climat chang +1,843456,presid believ global warm were doom regardless +2,826287,there one last thing obama fight global warm +2,321014,trump team memo climat chang alarm energi depament staff +0,828425,minnesota want fall weather winter weatherãåëœâ global warm finest ãåâå½ãåïâ¾ +1,532883,without bolder action children wont time debateclim chang theyll busi deal effect +1,236019,six way take action chang amp contribut solut +2,953045,high schooler deliv scienc textbook climat changedeni congressman sent away via intercom +1,473612,happi forest frontlin fight climat chang +2,217905,due climat chang us southwest face rise period water scarciti last 35 year +2,897647,obama administr give 500m un climat chang fund +2,347132,would mean biggest carbon pollut abandon ambiti effo fight climat chang +2,423161,bill nye slam cnn put climat chang skeptic panel +1,701453,sorri drivenoh communismkil deni global warm tweet relev matter +1,821686,climat chang myth religion fight climat chang may need stori data +-1,956651,repo latest claim truth around global warm groundless argument gener that +1,92945,ok accord note scienc donald trump global warm ãåââ +0,269846,u realli twitter expect everybodi noth think climat chang 247 l +1,295049,china gain lot intern respect becom champion fight global warm whilst us outcast +1,663686,think go die husband believ climat chang +1,399620,donald believ russian interfer us elect hoax also believ climat chang hoax e +1,804631,come climat chang time everyth thank contribut comment natur +0,791754,public bia found climat chang research +2,80070,ship made voyag would happen without global warm +2,251707,presid buhari leav climat chang confer monday +1,144636,890m eu packag help 79 develop nation combat climat chang +2,660875,they couldnt convincingli argu climat chang isnt real +0,417274,wow heavi financi hitter demand climat chang risk evalu busi asic well wonder inv +1,472256,globe liter handl 4 year neglect climat chang effect near imposs recov +1,309067,oklahoma hit 100 dead winter climat chang real +1,586828,99 credibl scientist believ climat chang manmad im go beli +2,284678,recordbreak climat chang push world uncha territori +-1,994419,im noh dakota oil boom 25 snow sign global warm way lol +0,29512,deni climat chang i pay tax but probabl not +-1,532008,climat chang myth +-1,865192,2 say tho 4 selfish ought impli global warm alarm +0,685704,ask inspir told em global warm +2,306439,recordbreak climat chang push world uncha territori +1,601629,pleas vote pruitt epa believ climat chang care environ +2,326699,china warn trump abandon climat chang deal via +1,308510,us today climat chang polit belief explain argu scienc gener go +1,991410,ye arctic freakishli warm winter thank manmad climat chang +-1,315089,1 even climat chang true much control amp power must amass central combat scourg +1,314157,opinion american execut disagre trump climat chang ought stand believ +1,69421,wow ok global warm real thn explain boy r cold hea tht thought scienc that even u +1,710229,thing war pollut climat chang crimin justic hous care senior educ amp healthcar a +1,781618,climat chang immigr reformãââw need help democrat everi level solv complex prãââ +2,796731,al gore hold climat chang summit cancel trump inaugur +2,355927,leonardo dicaprio urg us voter consid climat chang +1,399179,bbc news one crid5ai0q6 repeatedli deni human caus climat chang pledg back recent +1,454846,new presid america go trial rape 13 year old girl believ climat chang +2,101463,pari agreement climat chang offici what +0,154540,hillari clinton evid blame global warminggop believ global warm +0,298442,agre plz understand role disast manag climat chang +0,137915,15 discount climat chang +2,822924,mitochondri dna show past climat chang effect gull +-1,253639,climat chang real caus human caus may outsid solar system planet heat also +-1,372548,concept global warm creat chines order make us manufactur noncompetit +1,673396,stand say california back climat chang +1,670991,donald trump announc plan counter global warm build wall around sun +0,143640,povey bad school stagnant wage homeless climat chang allevi less immigr http +0,406234,ive use regular heater instead space heater sorri global warm guy +1,741687,yeah im dtf f save planet recycl spread climat chang awar +2,756870,evid climat chang boost coffe plant diseas +2,158727,trump transit ask energi dept name anyon meet climat chang +2,990850,senat malcolm robe breitba climat chang there doubt toni abbott skeptic ive told veri +0,22440,but nuclear winter would solv global warm just yank yr chain +0,872460,crosscheck disagre climat chang warm caus think +2,811700,reuter vatican say trump risk lose climat chang leadership china vatican urg us +1,489683,got harder deni climat chang drive extrem weather new scientist +1,974140,conserv politic bathroom eat veget note climat chang denial worsen natur di +-1,24243,watch bill nye blow gasket real scientist school fact climat chang +1,384525,im marri scientist realli know climat chang trump know noth +2,166651,donald trump insan climat chang polici destroy job creat say global warm exp +1,873365,take step combat climat chang without crippl economi fact mani peopl still believ cc hoax +0,115788,climat chang real +-1,219965,scientist work settl mar still believ climat chang +1,537042,paulin krikk new mayor hagu climat core issu the topic climat chang fit cit +1,706588,leader need listen scienc climat chang add name now +-1,192850,climat chang problem lie american voter problem +1,82408,five reason optimist climat chang +2,75393,moor law carbon would defeat global warm say swedish scientist +1,18918,6 reason there thing meateat environmentalist chang +1,391065,believ refram respons climat chang imper +0,480265,she think global warm tell husband +0,785238,im often told climat chang middleclass issu poor care job wage the +2,152246,forest held breath global warm hiatu research show +1,673197,energi depament reject trump request name climat chang worker good stay strong fascist resist +1,46609,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +-1,746359,warm 1940 wreck s fake global warm stori eras prior warmth +2,841680,six climat chang polici expect target trump execut order +2,764169,500yearold clam tell us climat chang +2,626151,ipu schwarzenegg team climat chang +2,385344,devast global warm inevit due inact intern commun say lead economist +1,903399,see guy deep pain challeng adjust climat chang +1,356598,pleas call tell frack climat chang reject perm +1,928389,could global warm tip point look like +2,23654,oil ga compani santo admit biz plan base climat chang scenario 4c rise +0,717567,ask inspir told em global warm ya feel me +1,393825,peopl get thick skullsth cost prevent climat chang much less deni i +1,572372,that overcom function climat chang danger join new normal +1,778114,presid trump pose threat environ new potu call global warm hoax friendãââ +1,659096,global warm 2250 could make eah warmest 400 mil year 9 way climat chang destroy planet +2,728,recordbreak climat event worldwid shape global warm scientist find +2,638126,meet republican fight climat chang +2,621274,odd scientif consensu head epa say think carbon dioxid caus global warm +1,852707,wake us elect ever need doubl effo fight climat chang inspiãââ +1,634902,thi is devast trump budget elimin climat chang research amp program amp strip u +1,534986,young peopl inherit issu climat chang impoant hold feet fire dgãââ +0,209357,problem world 2day climat chang econom issu rise challeng inhuman senseless peopl human form +1,291484,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,391872,beyond global warm hea crisi face worldwid incom inequ trump horrif symbol the +0,611588,nigga ask inspir said global warm +1,993222,climater republican governor stood clean energi climat chang par +0,779356,flash putin deni russian weather machin respons climat chang world end ten film eleven +1,441454,mayor pari amp washington inspir global leader commit tackl climat chang ââ +1,826671,peopl still negat realiti global warm +1,905190,deal entir world effect climat chang unfoun that +2,613252,watch siberian crater highlight dramat impact climat chang +0,353744,rose carnat pink global warm red trumpet eah +-1,952071,fact 2 gender global warm made up pay gap real women equal right gun save live +2,726517,21 teen su us govt impact climat chang violat right life libey propey +0,744687,kind weird climat chang student big oil ga confer with +-1,151664,climat chang mankind main culprit alway huge joke solar influenc main player never get mention +1,701615,donald trump call global warm ãâåveri expensivebullstãâï also motto trump univers hãââ +0,972717,225 canadian jet morocco ãâëœfight climat changeãââ emit cloud hypocrisi ââ +-1,671315,sta climat chang hoax again111 +2,760751,donald trumpãââ unlik climat chang foe corpor america +1,739113,eah hour valu age climat chang denial +1,603746,peopl honestli think global warm fake 90 degre octob +1,943879,world might look like soon due climat chang visualis world map +-1,187710,mathemat proof manmad climat chang total hoax +1,689586,anthropologist share firsthand account forefront climat chang +-1,26374,jw suspect fraud scienc behind obama epa scheme end coal guis fight global warm http +2,630062,octopu park garag climat changeãââ canari coal mine +2,7566,kid su donald trump inact global warm march white by +-1,801777,final nail global warm coffin read weep +1,931326,think go die husband believ climat chang +0,812042,make global warm wors happen next mean usa stori w answer http +2,469822,pakistan becom fifth countri world adopt legisl climat chang +1,391857,form climat denial focu lost coal job job lost impact climat chang fo +2,71010,new noaa chang studi find warm stgist +1,139707,there global warm say presid elect trump +1,921016,thaw feed climat chang +1,96769,tfw exxon left presid unit state climat chang +1,823371,women right climat chang two reason trump need lose hope democrat gain senat major +0,400424,im board climat chang nerd alway fun trounc +-1,789245,muchpublicis global warm hit nohern hemispher 2017 greenland icecap hit record switzerla +2,88381,countri set cash climat chang +1,907412,great chilean writer tragic tale destruct hand climat chang +0,918397,bring warmth peopl global context would global warm +1,656878,want stop climat chang see univers +1,462669,imper reduc carbon emiss held hostag climat chang denier turnbul govt amp bca +0,112264,hous climat chang hubbi keep turn heater keep turn up +0,483171,hey smoke weed add global warm +0,576083,megas canadian deleg morocco yearãââ unit nation climat chang confer +1,731321,togeth minim ill effect climat chang use solar panel home +-1,869330,get set offic found stack manual titl how climat chang caus terror good kindlin +1,431135,stage now it creativ vs climat chang naresh ramchandani activist initi +1,625105,presid think climat chang conspiraci made chines vp believ shock therãââ +1,85807,think go die husband believ climat chang +1,738130,bad news planet eah climat chang +1,537122,collect bunch climat chang stori peopl read last y +0,10294,ong jaehwan make top 11 produc 101 cancel jaehwan voic liter cure cancer global warm +-1,816901,steve bannon mean bye bye climat chang scheme were spend 22000000000 year research +1,263482,world bank amp imf must recommit combat climat chang inequ +1,552939,you global warm made up snow mid april me agre +2,409326,world three year left stop danger climat chang warn exp environ guardian +1,635492,deni climat chang exist want think world sunshin rainbow exist +2,679735,call breitba public skeptic climat chang ht +2,593923,million bottl minut world plastic bing as danger climat chang environ guardian +0,893912,man said climat chang gender +1,617558,say climat chang real overwhelm evid say is let call whole thing embarrass bli +2,997331,secretari state kerri urg countri treat climat chang urgent threat despit unceainti say creatãââ +2,800786,new york brace loom threat climat chang +1,675195,new epa chief reject establish scienc impact human activ chang +1,955594,take adani climat chang take back power corpor plutocraci guardian +2,436715,new research suggest current model predict evolutionari respons climat chang surprisingli +2,44411,teen su climat chang +1,595142,mayb gop plan cope climat chang actual coldheaed the whole tim +1,966388,uh oh said humandriven climat chang one key threat civil +-1,550084,when climat chang warrior cant keep stori straight +0,29234,ask inspir told global warm +1,36306,american die extrem weather due climat chang terrorist end imperialist resourc steal war +1,565888,new epa secretari happi ignor evid co2 caus global warm +1,274823,climat chang effect agricultur lead war via +0,862944,sussex graduat dr melissa lazenbi explain studi african climat chang person choic her +1,354740,take stand climat honor eah day sign s climat chang petit +0,732166,deni global warm pussi hot +2,588970,it happen now nyc prep loom threat climat chang +-1,741990,treehuggin hippi man walk barefoot across america protest climat chang save eah +1,574957,mean believ holi climat chang threaten planet s +1,126061,watch right here travel world tackl climat chang httãââ +2,913492,entir financi system risk apra prep appli chang stress test au financi institut +0,104550,pmb attend climat chang confer make commit reduc carbon emiss even industriãââ +1,101062,doctor must respond chang polit climat chang htt +1,306309,rain pelt town near noh pole plea take climat chang serious yulsman +1,491670,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,235025,want fight climat chang think grow grass +0,187860,free stream tonight climat chang event pennsylvania cabl network +0,986830,african american believ man made climat chang pleas +1,60288,warmest februari record worri even though climat chang happen eye still hoax +1,381817,tillerson conflict interest want fewer sanction russia denier climat chang +1,985330,global warm real hell al gore told us leo dicaprio keep tryna tell us 82 degre halloween sumn aint rãââ +0,478445,what opinion anim agricultur link global warm +1,895826,believ in climat chang understand climat chang stop ask peopl believ it scien +0,362795,wait climat chang effect +0,884893,like video intro legit stop global warm +1,409169,doubter like climat chang denier insist there proof +-1,532509,climat chang mad save provinc global warm zealot ruin us econom +1,659480,get heat atmospher co2 someon tri tell global warm exist +1,15158,curb climat chang sta healthi soil +1,816413,bend emiss curv 2020 way limit climat chang iie mission 2020 launch today +0,250733,iceberg global warm +2,791267,one chines citi lose climat chang may bring citi planet +0,433528,global warm real explain +0,64788,mean id look im give need global warm ive said hillari clinton great +1,562497,new post trump new comment time climat chang reassur theyr deepli alarm +1,493125,explor macahur continu work aim prevent climat chang +2,626785,trump threat climat chang pledg hit africa hard convers au +1,737601,ok let deni climat chang gop want save coal miner oppoun work push solar ht +2,978629,could shift due climat chang accord new studi via +1,77432,climat chang thing want tri again +1,951843,think go die husband believ climat chang +1,115499,might heard cdc cancel major confer climat chang public health someth exciti +1,972086,plant tree protest presid trump climat chang denial time +0,42591,dispatch epa paramilitari apprehend flag burner feloni anthropogen climat chang +1,856244,would hillari clinton put climat chang denier charg epa vote clinton help elect tru +1,500150,snow be bleach anemon crack ice climat chang look likeãââ +1,703035,global warm check roboticsintellig check human be next +-1,123589,might liber rather fight climat chang instead isi +0,280934,scifi author explain solv global warm read blog +1,444732,20 year caus politician ignor global warm +2,403793,open letter scientist presidentelect trump climat chang +1,649228,solut correct climat chang simpl go vegan +2,30331,harvard must continu drive progress relat climat chang said harvard presid drew faust +2,954879,forbidden phrase us dept energi use climat chang +1,877492,take shoer shower buy reusabl bottl stop global warm main result agricultur demandãââ +1,471146,thank climat chang time say goodby mild weather know +1,967208,presidentelect believ climat chang million peopl go say mr tãââ +2,839108,octopu park lot climat chang canari coal mine +1,151641,climat chang solut beneath feet california farmer could paid enhanc soil way store ca +2,415302,new explain deal loss damag caus climat chang +2,768636,epa chief scott pruitt say carbon dioxid primari contributor global warm +1,668283,americaãââ children offici right sue govern global warm +0,984806,ben phillip spice cream global warm tongu prank best seller must read +1,959397,mountain win fellowship studi climat chang may affect role mountain global carbon sink +1,170884,head epa believ climat chang secretari educ wrote memoir make friend bear +-1,116318,climat chang +1,307020,new new world china lectur unit state climat chang impoanc cooper betweãââ +2,919847,diet global climat chang studi eat healthier food could reduc greenhous ga emiss +2,947091,ãâëœthereãââ plan bãââ climat chang scientist fear consequ trump victori +1,995450,watch right here travel world tackl climat chang httãââ +1,781352,progress girl educ amp climat chang intric interdepend find whi http +2,55713,epa phone ring hook pruitt remark climat chang repo +2,280821,popular today peopl still dont know chang entir humanmad +2,846404,philippin dute sign pari pact climat chang reuter +1,796313,actual think twitter password act quick get profil sta post aicl climat chang +1,928988,45 budget scientist fear 7 billion cut climat chang diseas energi +2,519564,rex tillerson allegedli use fake email name exxon discuss climat chang +0,298449,here statement nyt editori page editor jame bennet bret stephen ope climat chang +-1,546943,lectur leader climat chang meet nato commit 2 gdp defens ironi +0,697115,would neglig effect global warm per mit studi extraordinari econom cost +1,630330,11 terrifi climat chang fact 2017 need urgent +1,371849,winter realli last 18 day global warm real ya greatgrandkid gon na live moon eat chicken toothpast +2,407300,china tell trump climat chang hoax invent +2,22833,rare move china critic trump plan exit climat chang pact via +0,215208,global warm freakin joke right +1,78330,opinion effici thing one concern person global warm +0,57367,listen 100 scientist global climat chang +0,938437,eclip proof climat chang +1,572039,way state fight climat chang 2 work around ignobl authoritarian conman wh +1,305229,say man call climat chang chines hoax appoint climat chang denier run epa +2,422792,land use global climat chang exacerb flood hazard uk +2,424917,37 fossil fuel compani su knowingli contribut climat chang +1,366734,know nobodi care climat chang brave new world red line year sea ice lookãââ +1,806243,think go die husband believ climat chang +0,146456,lawson went bbc said climat chang bollock +2,353496,farmer convinc scientist take climat chang serious +1,810486,either word nasa agre 97 climat scientist climat chang rea +1,429583,unohodox inspir allianc california norway join hand combat danger climat chang +1,543536,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,378980,take trump memo dept energi witch hunt climat chang scientist new redact watch +1,624332,look back nostalgia good ol day worri climat chang kim v trump amp all +2,20339,indian farmer fight climat chang use tree weapon +1,863222,climat chang speci extinct mass human migrat due flood hunger war human face +1,561857,think go die husband believ climat chang +1,977441,face presid deni realiti climat chang must mobil join us 429 march +1,116872,trump nobodi realli know climat chang real he frighten +2,154560,ap explain loss arctic sea ice caus fuel climat chang +-1,111323,climat scienc accord left know global warm real get hotteror colder +-1,242977,know exhal co2 get rid liber call global warm problem solv +2,133231,trump choos mitch mcconnel ivanka pari climat chang deal via +2,163302,research help rural women india improv health slow global warm clean cookstoveã use +1,980008,scariest thing see noth get done climat chang hard count money cant breath +1,265202,here remind scott pruitt co2 major contributor global warm peopl blame +1,569444,huge climat chang victori happen rwanda ãââ peopleã notic +1,630790,trump may kill worldãââ last hope climat chang pact repo bleak view ââ +1,108273,climat chang alreadi affect eah +0,547161,climat chang go turn radic miyazaki ecopunk lol +1,969723,honestli like yeah wan na die hand white devil think climat chang real +1,394346,touch modern world think climat chang myth +2,350977,rex tillerson use fake name discuss climat chang exxon mobil ceo +1,615195,usca climat chang toll mental health climat chang also take signific toll on +1,195506,join combat climat chang take action +1,450161,climat chang happen peopl also bad stop listen republican liter know noth abou +0,570344,dnc staffer rip donna brazil scream prematur die climat chang fault via +2,13229,could world trump pull us pari agreement climat chang via +1,931086,think go die husband believ climat chang +1,376222,technolog impedi stop climat chang issu polit power fo +1,701274,invas speci popul amp climat chang present maj challeng +-1,876285,hard proof final show global warm forecast cost billion wrong along +0,20299,global warm real club penguin shut +2,825673,kerri say hell continu antiglob warm effo +2,347530,sierra club call investig epa head climat chang comment +-1,850061,hot orlando everyday regardless give slightest shit climat chang +2,63872,were wake climat chang sleep giant environ nz herald news +1,207271,let look bright side mayb climat chang kill human global fascist govern sta tãââ +1,290896,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,739293,there anoth stori tell climat chang sta water judith schwaz +2,569186,peru flood kill 67 spark critic countri climat chang prepared +1,692147,malcolm turnbul must address health risk climat chang +1,968152,good news climat chang ye exist us angl amp great monday morn read +1,775594,the concept global warm creat chines order make us manufactur noncompetitiãââ +2,823836,antarct ice sheet studi reveal 8000year record climat chang +1,776324,china kindli explain trump didnãâât invent climat chang hoax +1,892130,think go die husband believ climat chang +0,467843,wonder effect climat chang fli flight never bumpier +1,127065,climat scientist react presidentelect call global warm hoax much they htt +1,481145,right trump said believ climat chang +1,136845,catastroph weather anomali caus climat chang pummel us repeatedli do depo immigr +1,34367,white hous remov climat chang web page healthcar civil right lgbt section thought you +2,172201,man one world lead exp climat chang he call rebellion trump +1,212133,know unusu warm weather octob due global warm climat chang still kindãââ +2,647191,trump defens secretari call climat chang nation secur risk +-1,855001,im sta question popular view climat chang too realli id love freedom amp prosper +2,983147,map show american think climat chang via +1,151625,snow be bleach anemon crack ice climat chang look likeãââ +2,393557,9yearold sue indian govt inact climat chang via +2,420571,eu pledg 20bnyr next five year fight climat chang despit trump plan pull htt +-1,844805,watch cnn anchor tri tie hurrican harvey climat chang scientist confront truth +2,783743,russian presid vladimir putin say climat chang good economi +1,602921,think go die husband believ climat chang +1,660924,need nation secur advisor understand climat chang alter geopolit econom migrat +1,634591,guardian view trump global warm right fight editori presidentelect understand +2,277407,murray energi ceo claim global warm hoax cnbc +1,751436,say goodby fund climat chang research fund women health issu right lgbtq commun +2,134012,link climat chang diabet +2,805749,break presid donald trump sign execut order roll back obama effo combat climat chang +1,962267,point acknowledg climat chang weve run name cat 4 5 hurrican houston sin +-1,821675,heck w global warming leav rest us food +0,209134,argument use climat chang relat issu basic accord mm think our +0,280491,turnbul dead end climat chang +1,135040,unbeliev rex tillerson use alia wagner tracker exxon mobil climat chang talk email wsj +1,192155,might seem like imposs task sometim limit global warm 15c +-1,171077,exactli 300000 job lost climat chang idk mani thoisand plan parenthood +2,859575,20 nation sign climat chang meet +1,836508,presid believ global warm were doom regardless +1,998969,hillari would tackl climat chang claim everyth you donald give half +1,939526,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +2,815148,anoth climat chang bomb drop interior secretari zink sign alaskan drill order +0,275324,carbon emiss account intern ccc creat uniqu effect tool mitig climat chang while +0,936961,thought global warm next +2,223703,meteorologist open struggl fight climat chang +2,349903,rare move china criticis trump plan exit climat chang pact +2,729566,china warn trump abandon climat chang deal via +1,973824,trump believ global warm risk also environ +2,646808,rebelli shell sharehold vote new climat chang goal +2,879532,mexico maya point way slow speci loss climat chang +1,70752,human bad understand climat chang could solv +0,919034,thank show sir stori ya climat chang simpli clarifi with 1 pollut pay polici +1,634526,think go die husband believ climat chang +2,284511,stephen colb skewer epa chief scott pruitt climat chang theori via +2,973340,scant coverag protest goe lockstep lack coverag climat chang ami +2,315479,epa directorco2 primari contributor climat chang via +1,54399,time 2 wakeup greed oil baron climat chang amp putin secof state +-1,255541,concept global warm creat chines order make us manufactur noncompetit +1,316945,were bizarro america cabinet pick believ climat chang exxon ceo +1,379020,today head secur said climat chang real laugh face amp made fun went back offic +1,42127,complic polit time privat sector lead sustain respond climat chang +2,453574,backlash epa chief scott pruitt question scienc global warm sky news skynew march 11 2017 +0,555340,afford care act legal samesex marriag recoveri act pari agreement climat chang mãââ +1,528009,climat chang earli 1970 must get bottom denial campaign +1,742484,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,179279,global warm real +2,210802,trump budget would mean nasa climat chang +0,869686,let thank boy jboogi trudeau tackl climat chang glad hand foriegn capit keepin tube ofãââ +1,592840,10 place visit disappear due climat chang htt +1,360788,care climat chang suppo someon sold frack world amp still think gooãââ +1,832158,forgiv take serious man took climat chang nation curriculum +1,703449,block pipelin wrong way fight climat chang via +1,646435,ryan maue climat chang denier trump suppoer fyi +1,826091,afford planet 4 year backward progress climat chang ask concern citizen eah +1,802029,surpris gentlemen live long enough climat chang big problem them must hav +1,796314,climat chang real global temperatur rise despit low solar activ +1,831649,im sudden environment suppo peopl open eye climat chang now new problem +1,786572,urban commun told countri longer fight climat chang and +0,297955,jill pelto watercolor illustr strang beauti climat chang hãââ +1,643527,so green pay candid endors dude say climat chang hoax feel shame stein voter +1,969260,trump deni climat chang seriou plan fight it +-1,440461,expos world leader dupe invest billion manipul global warm data +1,927560,presidentelect believ climat chang million peopl go say mr tãââ +-1,168293,senat cruz climat chang would blown away god creat climat he got thi safe +1,500289,weirdli shame talk global warm front 6 year old uhsh gon na find ladi +1,890704,plu im optimist state world climat chang educ us go +-1,414626,lesley dumb lib believ climat chang sad must be climat chang sinc begin +1,767080,march life ignor climat chang send refuge back death flood coun +1,948499,elect leader wh dead wrong climat chang scientist an +1,668314,usda chief scientist nomine sam clovi scientist biher say climat chang invent http +1,899849,store carbon soil crop graze amp rangeland offer agshighest potenti sourc f climat chang mitig +1,216019,impoant is take ridicul amoung governmentmedia time compar bigger issu like climat chang +2,256448,elit us univers includ defi trump climat chang +1,605078,im realli look forward hear say health equiti amp climat chang +0,474573,10 ivanka thought climat chang joke +1,714622,global climat chang caus human activ occur now grow threat societi +1,970779,good background materi teacher resourc climat chang +0,656566,human caus global warm via carbon dioxid right reduc million human via starvati +1,365888,trump presid chinaãââchinaãââwil worldãââ biggest champion fight climat changeãââ +0,205413,vet link phone memori hope quiet sunday save rhino end global warm +0,441890,mayb peopl would respect hollywood opinion climat chang fli around jet everi day sayi +0,293299,funni anti still attack armi prais bt expect us do talk global warm ht +1,936888,donald trump isnãâât scrap climat chang law help work man heãââ corpor oil lobbi httpsãââ +1,129095,12 directli link climat chang is via +1,84521,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +1,300594,trump call climat chang hoax chanc destroy effo beat it +1,933189,cop22 kick today let keep momentum go fight climat chang toward lowcarbonãââ +1,258111,probabl ur singl largest direct caus speci extinct ocean dead zone amp climat chang becau +1,139876,realli show climat chang happen +1,893549,2050 200 million peopl displac climat chang relat impact +-1,142104,hope global warm asshol happi fuck cold again +1,838929,branch organis susan pyne kick climat chang colloquium follow us for +1,831383,dead warm ocean amp roll back climat chang regul shosight dim w +0,802407,climat chang could caus ice age worldwid famin see one claim author video +0,500681,top off top russiag health care reform orb climat chang noh korea bee +1,605094,we believ mitig climat chang essenti safeguard invest +1,277488,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,49425,domin ideolog creat deni amp block reform climat chang amp 6th mass extinct scapego +1,137549,presidentelect believ climat chang million peopl go say mr tãââ +1,354620,ban kimoon countri howev resourc power immun impact climat changeãââ +1,485424,oh anoth reason vote trump liter think global warm hoax 80 degre novemb yeãââ +1,848052,never suppo govern anti aboion anti lgbt deni climat chang coalit evil +2,301452,doomsday clock tick closest midnight 64 year due climat chang nuclear fear via +1,932469,thereãââ simpl explan thi donald trump know climat chang real give shit you httpãââ +1,589353,berniesand would nice put worri climat chang decad truth choic ac +2,270816,un meet call combat climat chang urgent prioriti +2,133891,trump win fear climat chang exp +1,851627,everyon think climat chang fake fuck arctic liter almost gone +1,478601,world airless im breathless water boil ice melt amp global warm reach high +1,796876,hawaii take step fight climat chang presid +1,524532,radic plan fight climat chang involv bring back woolli mammoth +0,205856,relationship fast fashion amp climat chang +2,681336,rare move china criticis donald trump plan exit climat chang pact donald trump threaten +2,426784,pakistan ratifi pari agreement fight global warm +0,144317,fizza got permiss georg ratifi australia left behind global momentum climat chang +1,645864,you friend die old age im go die climat chang +1,759219,anyon think global warm thing brain dead +1,616366,new new world china lectur unit state climat chang impoanc cooper betweãââ +1,30372,chang +2,131915,rfk jr issu warn trump climat chang polici +0,733501,global warm real club penguin shut +1,56485,former bsf grante dr doron holland develop fruit way combat climat chang +1,317455,women play critic role tackl climat chang mani thank suppo +1,272240,joint obor state read like manifesto global order lot inclus coop languag climat chang +0,859353,miss event fu chengyu china amp climat chang listen full audio here +2,312046,china li fight climat chang global consensu chines premier li keqiang say fight climat ch +2,490383,ny attorney gener uncov email alia use rex tillerson discuss climat chang exxon +1,45814,look big carbon cleanup 2 step need stop global warm 15 c from 2016 +0,868545,get it hot debat pari agreement climat chang +1,511194,elect leader fail approach environ amp climat chang seriou issu wohi urgenc amp action wiãââ +1,762777,popsci china trump actual no invent climat chang +0,630810,simpl 105 year old explan climat chang +2,899045,extrem summer driven humancaus global warm studi +2,991625,trump pick climat chang doubter usda scienc job thehil +0,286633,spo gt social justic gt puppi gt spo gt global warm etc etc etc +1,167298,ill argu anyon climat chang mind lose friend like planet peopl anyway ãåëœâš +1,948838,tacloban aim rais awar climat chang issu join global action f +2,224994,googlewilliam patten primari school student get grip climat chang hackney gazett +1,784187,california wealthi co green job point avoid climat chang polici amp withhold said employ oppoun +1,881012,think go die husband believ climat chang +1,71986,think go die husband believ climat chang +1,841259,use common sens person proce tell eah flat global warm real amp super conspiraci theorist +1,262249,fact american understand climat changein 2017show pretend scienc politic +1,320669,think go die husband believ climat chang +2,77027,epa chief scott pruitt say carbon dioxid primari contributor global warm +2,554703,execut order trump dramat chang us approach climat chang +2,864474,canadian mayor encourag citi play stronger role fight climat chang +-1,227988,windmil greatest threat us bald golden eagl media claim fiction ãâëœglobal warmingãââ isãââ +0,148305,global warm show bout man +1,912195,new chief not convinc co2 human behavior caus climat chang despit scienc also fenc sex cau +1,281093,hard time get bed morn bc kept rememb next presid think climat chang hoa +1,689357,kenney sinc albean look excus someth hm climat chang natl secur regul farm +0,341990,climat chang visit young liber staffer would like special guest ladi gaga +1,854522,want reduc impact climat chang need focu sustain food via +0,678238,muh climat chang annudah shoah +0,870490,someon ask pm gave 265b un fight climat chang dubai build 2400gw +0,653633,club penguin latest victim global warm +2,516727,donald trump call climat chang hoax chines offici say anyth but +1,756625,need act global climat chang +1,224772,trump said global warm hoax +0,327227,metaphor irl climat chang polit develop nice +2,574744,energi depament climat chang web page use featur pari agreement anymor +1,714757,sinc scienc real neg see trump get elect might die global warm lol +1,825484,dramat chang need farm practic keep pace climat chang +1,256504,sad there success pirat pay climat chang pay ip mean littl face come +1,889422,begin uk roll back effo climat chang remain competit +2,516101,china may leav us behind climat chang due trump +-1,243968,eah weekend good time recal manmad climat chang huge hoax design liber central +1,355537,new new world china lectur unit state climat chang impoanc cooper betweãââ +2,505607,rio famou beach take batter scientist issu chang warn +1,434586,anoth nice day thank global warm bouta die lit +1,966887,need watch nat geo befor flood leonardo dicaprio shock inspir film climat chang +1,387542,repeat me carbon pollut caus climat chang +1,557522,good reason trump worri climat chang +2,617899,harvard studi exxon misl public climat chang nearli 40 year cnnmoney +1,721069,would claim climat chang real +0,706455,recal obama wh staff move front center news ever hurrican harvey take back seat much climat chang +1,388517,higher ed ha respons student live world affect climat chang +1,646086,climat chang denial cant fact check cant publish away disprov experi ha +1,321746,solv big problem like need presid believ climat chang and know scienc +1,858542,climat chang legit problem one take serious +1,689966,nigga trump ban epa nasa speak climat chang im smell fascist make +0,330275,wors global warm +1,763676,creat job clean environmentfight climat changehav energi independ amp help deflat middl +0,23538,hous gop climat chang plan +2,920155,effect individu step tackl climat chang discuss +1,959096,us elect trump rest world didntso us polici eg climat chang threaten reãââ +0,632470,climat chang guess mine hu like bitch +2,703464,million bottl minut world plastic bing as danger climat chang +2,852061,russian presid vladimir putin say climat chang good economi +1,411421,paradox lake effect snow global warm could bring great lake it least while +2,356934,donald trump budget gut epa program tackl climat chang pollut http +1,374632,think go die husband believ climat chang +2,66068,alpin ski reso could see 70 less snow 2099 due climat chang latest research climat chang show +2,895345,chief say carbon dioxid primari contributor global warm +1,24006,think go die husband believ climat chang +1,629809,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +2,625516,trump say keep open mind climat chang accord campaign repeatedli call climat chang hoax perpetrat +1,747393,interest roundtabl time truste give prioriti climat chang invest decis +1,995234,watch right here travel world tackl climat chang httãââ +1,58189,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,977831,think go die husband believ climat chang +0,132159,lnp climat chang polici amp parliamentari vote marriage2 +1,474658,pictur surviv climat chang bangladesh +2,157659,rio famou beach take batter scientist issu climat chang warn +1,544339,watch right here travel world tackl climat chang httãââ +1,467945,reloc entir town chang +1,724904,presidentelect believ climat chang million peopl go say mr tãââ +1,916233,dakota access pipelin would huge blow fight climat chang +-1,20341,gina mccahi complet unqualifi incompet suppo global warm scam made +-1,536280,sit lectur climat chang california liber take look job theyr doingãââ +1,369739,imagin concern whatsoev climat chang freak regul poop wendi ba +1,442379,you friend die old age iãââm go die climat chang +1,93118,agre climat chang real now +1,904656,help citi fight climat chang +1,179289,think go die husband believ climat chang +1,545255,suburban sprawl climat chang local polit decis bigger flood harri counti tx +1,686419,trump first pick environment issu person proudli admit theyr climat chang denier +0,417344,if global warm real sleep cover +2,271693,senior diplomat beij embassi resign trump climat chang decis +2,925494,stop global warm way save great barrier reef scientist warn +1,680270,say role climat chang unpreced disast unfold w weigh in +1,150702,crazi pa florida vote trump whole state go underwat defund climat chang research +2,348162,svalbard global seed vault get 44m upgrad resist extern hazard climat chang +0,148238,global warm +0,890209,call lake consid row favor climat chang prevent +1,869095,week editori discuss role innov must play fight climat chang +1,673895,compani harm climat chang drive truck like ibadan road bco emiss p +1,392735,dear pittsburgh believ climat chang vote 80 find anoth scapegoat +1,601499,watch right here travel world tackl climat chang httãââ +-1,414038,co2 caus global warm warmer get co2 ocean releas eah venu now +1,324648,slight chang topic nit moth rid plagu warm home climat chang +1,87493,urgenc act mitig climat chang real can not ignor via +1,572649,me enjoy life brain broke nuclear war could sta soon global warm get worst +2,649289,feder scientist leak stale climat chang repo keep trump buri http +1,208265,flip channel stop super bowl ad american petroleum institut fund climat chang denial goi +-1,470323,scientist one promulg global warm climat chang pbbbbbbtttttttt +1,95463,choic miss here rich peopl continu tipto around inequ come climat chang +1,964763,pleas stop global warm +0,971006,would say one posit obviou global warm go catch bass middl februari +1,742197,think go die husband believ climat chang +1,908685,global warm chariti global warm liter kill us right now +1,386831,insight feminist sociolog contribut understand polit climat chang +1,222944,trump put climat chang denier charg epa +-1,212826,read he aei amp peril climat chang way theyv proven wrong +1,950171,climat denier blame global warm natur nasa data beg differ +2,563796,businessinsid compani urg trump heed climat chang warn via guard +2,637290,worker day climat chang affect workplac labour +1,182836,guess good news global warm acceler trump watch florida less factor futuãââ +1,463088,pre total moron come climat chang and gener say polar bear will turn brown arc +1,450234,im go enjoy moder warm winter worri clearli result global warm +2,981609,pougal forest fire kill 57 near coimbra climat changefuel heat wave strike region +0,27755,dr jonathan persh special envoy climat chang +2,697528,minut trump becom presid white hous websit delet mention climat chang +-1,155823,gr8 quot realis climat chang argument design divid true regardless +-1,986991,theori global warm first propos 7 septemb 1957 +1,792362,leo dicaprio new film befor flood sweep look climat chang planet eãââ httãââ +0,93988,break ngolo kant heat map declar prime reason global warm past 2 year +2,493715,india china chang effo make us look laggard statesman +1,126456,ur prof ask class believ climat chang sth like tooth fairi rather sth back evid +0,775575,mean climat chang pact like massiv kickback china +2,148194,scott pruitt offic delug angri caller question scienc global warm +1,330669,iãââm creat new think tank climat chang would join post tweet also +2,994553,gore trump may still surpris climat chang issu +0,754506,sho sleev novemb global warm pretti great far +0,285158,climat chang real come club penguin shut down +1,433032,trump run whitehous gov mention climat chang anywher site +-1,478036,global warm milankovitch cycl cant stop global warm surviv +1,529481,fair warn odd ward catastroph climat chang fell dramat won +1,572962,think go die husband believ climat chang +1,6111,160000 passion climat chang activist attend coachella music festiv california year http +0,622775,would actual nuclear winter global warm scientist need them call +2,115426,pa countri american leav climat chang new data offer clue +1,588521,think go die husband believ climat chang +1,566454,seen 3 min trailer new sir david attenborough amp starstud climat chang documentari check outãââ +1,926327,ãâ400k invest peatland reduc emiss amp allow scotland build climat chang plan +2,333124,time retreat climat chang +-1,383631,one climat chang alarmist claim ever come true +1,248898,matter climat chang denier say principl caus effect alway play action consequ simpl truth +2,117311,gov jerri brown warn trump california back climat chang +0,653594,เพงไปฟงสมมนาเกยวกบเรองนมา เรอง conflict ระหวางอปกรณทำความเยนกบ climat chang อยากเลา +1,743277,caus climat chang probabl answer look for +2,525189,norway boost protect svalbard seed vault climat chang +-1,754288,noaa got caught fake global warm temperatur data apolog spread fake scienc +1,136274,promis water technolog invent combat climat chang help waterway conserv +1,84596,state affect climat chang vote climat chang denierãââ +1,206876,one real knowledg think global warm hoax made chines +1,316315,interest amp chang dont miss 3rd edit +2,655634,defens secretari admit chang threat +1,823290,even dumber person would know climat chang real endors climat chang denialist +1,259745,new potu doesnt believ climat chang sky fall might get lot diiãââ +1,190510,stop global warm wont keep planet habit would also boost global economi +0,156079,15 minut obliter climat chang +1,95435,u suggest australia protect reef global warmingth n hemispher caus itr u save arctic +0,969314,leo met presid elect discuss climat chang taylor work song film promot domest abus +2,159110,kerri continu global warm effo +0,887120,effect global warm swiss alp +-1,706990,peopl sit aircon officeshous go outsid think hot must climat chang +1,112684,must continu illustr impact climat chang alreadi commun around worldãââespecialãââ +1,155705,20102017 sad see climat chang done grand canyon +1,892851,u come home long day cash black cultur deni climat chang +2,630903,coffe kill fungu driven climat chang scientist find +1,117005,stein voter say climat chang impoant them even compromis stop climat chang denier f +0,457885,4 per cent survey said climat chang happen +1,508057,global warm exist meanwhil jake west midland get sever sunburn look weather forecast +1,165516,thing ice melt take place right linear respons global warm quadrat relationship +2,115232,sweden pass climat law becom carbon neutral 2045 climat home climat chang news +1,636863,bother me prioriti plan parenthood climat chang current mani thing protect littl money +-1,952394,go shovel 20 centimetr global warm driveway +2,205684,weatherrel disast affect 2 3 european 2100 larg due global warm research say +2,212166,fiji presid new logo focus impact climat chang island state +1,588602,trump tweet climat chang skeptic 115 time suppo evolut b +2,814374,200 nation vow keep fight climat chang ãââ highest polit commit toãââ +0,322516,ask fix climat chang fuck retard +2,808736,china coastal sea level rise record high exp blame climat chang +1,7565,warm planet mean rise parasit amp heat stress moos drop number join us help +2,70632,trump execut order energi fossil fuel regardless climat chang +2,535522,julia louisdreyfu cut video back clinton climat chang posit +2,270346,nation freaki februari warmth assist climat chang +1,439652,peopl continu say media lie one think global warm fake jerri springer show is +0,28236,hero john kerri spend elect day cropdust planet jet exhaust fight climat chang +1,458687,if believ scienc act climat chang vote ãââhillari +-1,71258,research climat chang anyth els issu subservi un mega treati issu +1,604637,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +-1,3275,remedi cure global warm write check un +0,265427,newsroom climat chang interview +0,914770,zoe tell 2016 ok well 2014 august never end caus global warm nazi shitlord trump +2,49946,tiffani amp co call presid trump uphold climat chang pact +-1,887506,cant tell much snow go fall yet knucklehead believ global warm bullshit +0,880700,donald trump find veri difficult back pari climat chang agreement +1,512735,worri global warm were go build new eah bigger eah best eah ever ââ +-1,705065,well embarrass concensu scientist global warm isnt scienc group peopl +2,743732,pope franci gave presid trump copi encycl climat chang +1,487378,wetland solut climat chang +1,121272,antigua pm gaston brown climat chang real larg countri pollut cost small state +0,940749,today sign eo speed climat chang hous vote bill allow internet provid sell +1,923021,editor harvey turn point fight climat chang +0,779303,nigga ask inspir told em global warm +-1,821085,ye climat chang real around million year anyon see the +1,18251,trump epa chief backward climat chang even fox news grill +0,77247,are ever concern climat chang and thought get much weirder http +1,105200,climat chang destroy world act quickli via +1,202656,govern can not govern face global warm increas 34 degre way behind world 2030ãââ +1,595982,glossari understand global warm z +0,744214,dnr magazin valu public john fett term climat chang global +1,493041,u realiz climat chang destroy eah immedi drastic action taken +1,942925,world liter catch fire peopl still think global warm real open eye +0,940692,die climat chang ãåëœæ +2,332304,us energi depament balk trump request name climat chang +0,671193,michael greenston want donald trump know cost climat chang +2,741082,pari agreement disappear depament energi climat chang page +1,488282,eah thi abigail thompson climat chang scare futur +0,142401,hous scienc committe tweet breitba aicl disprov anthropogen global warm +1,30997,newsflash climat chang care got elect +1,576725,think trump still maintain global warm hoax mayb maralago drown hell final +1,561007,kellyann conway ask 3 time trump still think global warm hoax dodg 3 time +0,581096,sma thread attorney involv everi suprem cou climat chang case know law far bett +1,181102,case optim climat chang +0,838415,nation geographicãââ climat chang documentari leonardo dicaprio youtub +2,326741,hundr million british aid wast oversea climat chang project +1,896796,theori climat chang denialist inher right media platform someon insist moon may be +0,77017,climat chang gay +2,244643,judg order exxon hand climat chang doc +1,606259,44 honey bee coloni die last year due climat chang amp pesticid bee die die +-1,809220,lie told suppo anthropolog global warm scam legendari will +-1,927790,antisci sinc continu show ruin beauti global warm theori +-1,803989,normal winter storm cri global warm +1,416067,even news cnn love yall do global warm isglob idiot notic itoh waitw elect one +2,650065,berni sander call trump climat chang deni climat chief pathet +2,48994,norway 950 bln wealth fund commiss research climat chang +1,312066,want right climat chang wish could ignor it im not happen deni kill peopl +1,121489,think go die husband believ climat chang +2,599747,west coast state fight climat chang even trump +-1,518410,case never mention it catastroph global warm biggest scam scienc histori run c +0,428638,oh noe beer qualiti threaten global warm from decemb open time +1,335537,instead wall billion could use disast relief rebuild amp reduc climat chang http +0,417136,jet fuel burn privat jet shuttl amp dicaprio climat chang speech http +-1,337514,give crap use alia man made climat chang biggest hoax ever +2,770102,xi urg leader davo abandon histor climat chang agre pari decemb 2015 +-1,34131,what gon na impoant canada relat wusa amp role nato wast tax payer climat chang seat unsc +0,705451,sky weather climat climat chang global warm dare get polit unfollow +1,966018,realli hard find respect scientist put stock global warm +0,516809,your hot must caus global warm +1,784069,epa head fals claim carbon emiss arent caus global warm +2,264668,5 chanc world abl limit averag global warm two degre celsiu +2,415262,were late stop climat chang renew need someth much drastic say scientist +2,48422,rex tillerson use email alia exxon talk climat chang +1,359021,presidentelect believ climat chang million peopl go say mr tãââ +-1,628026,advocaci big govern climat chang program often connect person financi benefit those +1,758556,peopl florida elect guy think climat chang chines hoax ill sit laugh drãââ +0,931192,usual commun answer everyth bring climat chang +1,313337,video explain complex relationship climat chang drought migrat horn africa +1,413829,think go die husband believ climat chang +2,650163,elder youth meet iqaluit talk climat chang adapt +-1,965403,liber mottospend spend spend spend spendtax tax tax tax taxclim changekhadr hero +1,351734,one mani even believ global warm honestli get ur head game obvious real +1,969844,climat chang denier +0,760796,case need steril subsaharan africa help prevent climat chang un begin t +1,626747,case climat chang grow ever stronger via +0,641224,mom respons climat chang anxieti it 9am saturday there much rainforest right there +1,3525,adani fact vs fiction contribut climat chang destroy great barrier reef 1464 job +2,587409,strong climat chang signal record june heat +0,975662,bbh boy hot bbh girl hot bbh everyon hot ksoo global warm +1,608556,here remind complet blew climat chang +1,428138,machin sta suck co2 air save us climat chang +2,546554,top climatologist jame hansen explain link climat chang extrem weather event +1,627593,obscen were remind climat chang daili nuclear plant worker directli fight h +0,952438,rememb last time subject climat chang news headlin went someth like thi +1,8101,fascin nytimesmagazin aicl zikaoth mosquitoborn diseas climat changewors like come +1,725909,watch right here travel world tackl climat chang httãââ +-1,71448,obama admin offici may mishandl scientif data advanc polit agenda global warm +1,914828,biggest contributor climat chang rich white countri amp main victim poor black brown cou +1,9661,busi world recogn tremend threat climat chang need make perspect heard +1,281961,climat chang goe uncheck mani area southern europ could becom dese httpsãââ +1,365292,epa repo damn climat chang +-1,817733,mani globalist world leader convinc climat chang human greatest threat agre would make yo +2,505695,trump dramat chang us approach climat chang +1,587955,mf brought snowbal congress yr ago say climat chang fake +0,612002,white hous tell us trump think climat chang +0,144140,so said global warm myth sta chines +0,137690,full page ad nyt 2009 call urgent action climat chang believ httãââ +1,501937,it di year 3205water risen global warm wonhalf human wipe out exo lsthi wouldnt happen i +2,174142,role terrestri biospher counteract climat chang may underestim +1,319581,pnwsocialist best resourc keep speed climat chang global warm via rclimat +1,788009,cant build oper world biggest coal mine expect slow global warm +1,348614,fact carbon dioxid caus climat chang check scientist http +1,222336,serious vegan least week anim agricultur biggest contributor global warm tri fuck +1,864356,it 2017 head epa doesnt believ scienc behind climat chang +1,841305,greener citi largest factor prevent global warm +0,986786,he never deni climat chang that tweet say either +1,609015,the concept global warm creat chines order make us manufactur noncompetitiãââ +0,441385,businessman favour climat chang busi oppoun +-1,647570,cours al gore announc new global warm movi us get arctic blast +1,611957,2100 yall flood eah caus climat chang +1,135068,click stop global warm +2,721281,interior nomine zink disput trump climat chang +2,974299,berni sander elect the stake enorm highliter term climat chang futur plãââ +1,669951,the taiwan govern apolog whole world make air pollut caus global warm +2,287513,tillerson duck exxon climat chang alleg cnnmoney +1,568821,un sdg peopl experienc signific impact climat chang +1,950511,women accept evid climat chang want action +1,13268,arctic climat chang studi cancel due climat chang warmer temperatur amp move ice make unsaf http +-1,395132,steve bannon mean bye bye climat chang scheme were spend 22000000000 year research +1,429145,watch right here travel world tackl climat chang httãââ +-1,371102,ocean rise climat chang panic waterfront mansion +0,454453,wife say tonight climat chang ripper full pentagon heavyhitt probabl upset malcol +1,189914,100 agre climat chang choic elect look 100 step backward 50 step forward zero +1,859790,presidentelect believ climat chang million peopl go say mr tãââ +-1,534733,epa fake biosludg safeti data like fake global warm temperatur data shock +1,192014,read eyeopen aicl climat chang alter s food system amp economi 2100 +1,971990,gop god save us climat chang god think keep creat scientist +1,141965,unforeseen consequ climat chang keep rear ugli head +1,982770,climat chang impact 2015 extrem weather via +1,965504,year ago pre trump suppo fight climat chang today began unravel clean power plan ju +0,922689,thi photo actual climat chang meet 2015 mt deplorablerod +2,38507,russian presid vladimir putin say human respons climat chang franc 24 http +2,839432,senior gop figur push white hous consid carbon tax fight climat chang +1,719419,97 scientist agre climat chang real health environ amp futur gener need act no +1,383921,even concentr co2 level off impact climat chang extend centuri futur +1,295134,watch video think climat chang must trump suppoer +2,226262,indigen canadian face crisi climat chang eat away island home +1,907372,shade climat risk insight repo provid detail breakdown climat chang risk categori amp region +1,627987,97 scientist agre climat chang real humancaus happen right now side wit +0,294228,want ask chief kevin ha blame aborigin diabet rate povey climat chang +-1,728250,definit caus global warm quick hand money +2,476589,china tell trump invent global warm +1,269771,welcom america deni climat chang men brag rape kkk suppo presid +1,828539,deni climat chang gave go ahead keyston know account parodi +-1,4310,cut tax amp cancel billion global warm payment un use money toãââ +0,92441,think investor pressur oil giant climat chang impact valu oil reserv +0,567911,appar climat chang bad caus penguin mutat puffin +0,627372,kalla det int på engelska climat chang denier +1,244701,new new world china lectur unit state climat chang impoanc cooper betweãââ +0,880324,alleg climat chang +0,567395,soakin global warm sun +0,825355,hahaha dahil sa post nayan may climat chang ulithahaha mayward eighternallov +2,733553,china tell trump climat chang hoax invent +1,526396,dont let children face climat chang disast +1,811578,give mari robinson un special envoy hope address climat chang achievingãââ +1,537160,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +1,938421,so sinc climat chang nono word refer it +2,361332,pearl river delta china breakneck develop come grow threat climat chang +2,763071,800 scientist grow open letter donald trump climat chang +1,760871,nail 100 consensu climat chang implic except 4 fossilfuel industri back research +0,121451,look camera tell climat chang stop it +1,769130,btw founder kinder morgan financ climat chang deni republican decad anoth great reasonãââ +1,372705,sma think climat chang chines conspiraci +0,434176,eagl scout rex tillerson led doubl elif wayn tracker discuss climat chang onlin say http +2,663981,noaa challeng global warm paus new research say agenc right via +1,211595,cultur program elimin effo cuail climat chang social safeti net hobbl somehow increas +1,302321,oh excus global warm allow us experi snow year +-1,842445,al gore confront littl girl say climat chang bullshit +2,753339,mulcair pm ask germani strike climat chang g20 joint statement pm say +1,853739,clever tech save healthdamag climat chang +1,85660,gon na 50 year caus trump politician ignor climat chang +1,945539,conserv technologist fight chang old phone +1,247318,rick perri climat chang skeptic presidentelect trump choic secretari energi current secretari nuc +0,648361,climat chang turn noh america antarctica everi day decemb +1,900595,speak climat changetonight anoth killer episod 109c +1,648958,face presid deni realiti climat chang need mobil togeth join me +1,36002,new presid think climat chang hoax new vice presid believ convers therapi +1,338782,the major scientist agre climat chang real present danger speci must act now +2,951826,badland nation park delet tweet climat chang +2,294641,6 million peopl risk starv east africa chang deserv pa blame un dispatch +1,90006,think go die husband believ climat chang +0,81437,bike chalat samay bewajah flashlight marn walo ko global warm ka doshi maanna chahiy +-1,873175,move south minnesota differ climat bought bigass coat adapt climat chang +1,691192,ignor scienc disband advisori panel wont make climat chang disappear new york commit honor +1,339783,elect leader fail approach environ amp climat chang seriou issu wohi urgenc amp action wiãââ +2,130228,epa chief deni carbon dioxid prime contributor climat chang +-1,379636,freez outsid hell global warm +1,411943,taxpay allianc vote leav amp lord lawson s climat chang deni think tank gwpf share address h +1,227580,2015 theyr peac demonstr action combat climat chang pleas stop spread fear +1,911242,new repo show effo fight global warm pay biggest way yet +1,824630,5 way china becom global leader climat chang +1,268107,team fight climat chang diet chang +0,976341,trump say cancel billion dollar un global warm by way one know happen thatãââ +1,877527,everytim tell adult im go environment scienc field sta tell climat chang real +-1,242232,yeah environment budget that wast climat chang spare now +1,692816,donald trump want shut orbit space camera monitor climat chang head sand http +1,373525,trump demand name interior worker attend climat chang meet remind nixon demand name jew +1,606330,think climat chang hoax amp scientist know realãââ +2,695389,renewablesl energi transit meet twodegre climat chang goal boost global gdp say studi +-1,607660,whistleblow admit scientist manipul data make global warm seem wors help obama +2,474701,california unveil sweep plan combat climat chang cnbc +-1,387357,concept global warm creat chines order make us manufactur noncompetit +0,914904,say extrem sever weather event that were gon na sell climat chang ol boy +2,713515,fiji plea trump chang hea climat chang +2,366552,one world largest asset manag vanguard seek improv corpor disclosur chang +2,944773,trump administr disband feder advisori committe climat chang +-1,73462,profound chang go wit unceremoni dump climat chang scam trump prãââ +0,289072,year 10 sta climat chang unit return +2,804952,800 eah scienc amp energi exp urg donald trump address climat chang via +1,242016,categori 4 heel categori 4 hurrican harvey coincid climat chang stupid and +1,430449,rapid climat chang fear noh pole ice melt time move away filthi fossil fuel ban rene +1,318163,team w explor climat chang prevent catastroph ãâ âãââ +1,245508,act combat climat chang help environ grow economi +1,599004,iãââm creat new think tank climat chang would join post tweet also +-1,583203,noaa sr offici play fast amp loos wdata order 2 meet polit predetermin conclus climat chang htt +0,445700,three home affect climat chang +1,477398,govt scale down climat chang measur secur postbrexit trade good know safe hand http +1,715981,much go around especi reclim chang all need margin adjust i +-1,893967,top dept energi scientist fire fail toe climat chang agenda push obama +1,453035,debat russia mention 178 timesmor topic 174 time climat chang amp 161 +1,208437,write benefit tobacco coal anti climat chang topic one would expect org re +0,129807,stephen show rhetor asid climat chang impoant upper class lib denial resp +1,405297,ooh climat chang quiz tri quiz measur knowledg and mayb learn more +1,733508,pak badli affect global warmingdeforest one main reasonbut im proud way stood tim +2,145071,ca figur fix global warm +1,608233,must enabl countri amp citi combat air pollut amp climat chang simultan moreãââ +1,155414,scientist brought man moon say climat chang huge threat sma +1,774088,presidentelect believ climat chang million peopl go say mr tãââ +2,652804,rare move china critic trump plan exit climat chang pact +1,941306,66 degre outsid pass 32 day global warm idk +1,920994,think go die husband believ climat chang +1,989811,sorri polit affect me climat chang deniar top fuck world over also econom impact too +0,201880,nolongerpaywal aicl molucca amp clove nutmeg mace amp climat chang with photograph http +1,592126,evid et al climat chang denier +1,77638,think climat chang real idiot +-1,848659,dear leftist tradit work class base care climat chang dislik soro world +-1,683162,big al work get slice twelv trillion dollar amp other demand fake global warm http +2,444929,rwanda gorilla becom new face climat chang cb news +-1,902924,1970 call scientist tell us eah would freez global warm smh +1,329009,badli misinform lawmak think warm bodi may caus climat chang via +1,261928,citizen around world want quick decis action global warm clean energi +2,274752,former militari leader urg take action climat chang threat intern securiãââ +-1,87416,climat chang skeptic leftist fear monger around climat chang need stop +-1,124606,world leader dupe manipul global warm data via +1,616950,cant ambival liar amp chauvinist bulli cosi putin deni climat chang mock disabl +1,843497,paul climat chang denier tri pretend clue scienc +1,886803,music scienc combin monitor climat chang +1,773336,deni global warm shift want noheast experienc warmest winter lifetim +2,817841,jame matti believ climat chang secur threat catalyz militari fuel effici effo +2,190289,biodivers loss shift flower phenolog magnitud global warm +0,774857,contestado trump call global warm heck +1,874653,tell eah 6000 year old flat global warm real amp scienc fake news +-1,117619,jina made global warm hate them steal job +1,80236,citi chicago post climat chang data info epa delet websit the +1,535800,environment mail reader take stephen hawk climat chang doesnt end well +1,948909,ever warm planet peopl realiz last thing theyll ever white christma right +0,729697,protest climat chang +2,142095,philippin remain forefront vs climat chang palac philippin star +1,952238,fix headlin wp trump say fals nobodi realli know climat chang real +1,676893,there tax reform climat chang hous unafford focu on make australia social neandeh +1,749301,world watch itãââ time stand togeth climat chang join thunderclap gtgt +2,259428,world fight climat chang era trump obama scienc advis think so http +1,955164,deal fight climat chang late ãåëœâ +-1,942729,reduc global warm democrat plan trip sun turn down safeti precaut lan +1,205226,combat climat chang +0,212971,face cure hundr diseas end global warm +0,853538,flipboard told white hous climat chang amp lfbt right page disappear newsfe followthat quick +1,204210,call food choic involv kill innoc anim caus global warm better stay away it +1,140637,presidentelect believ climat chang million peopl go say mr tãââ +2,795089,nichola stern cost global warm ãâëœi wors iã fearedãââ +2,452921,china propos major green invest amid trump retreat climat chang +2,542187,trump administr disband feder advisori committe climat chang +-1,231673,say no global warm realli question man made +1,323777,pledg urg us leader maintain momentum fight global warm +0,966676,got ta global warm need excus +0,725465,look like mind climat chang ladi +1,874576,larg percentag countri believ climat chang hoax listen invis man sky httpsãââ +1,541994,cant address climat chang address corpor captur food system +2,113181,financ minist world biggest economi drop refer climat chang +2,674302,china urg us stay insid pari agreement climat chang +2,286037,youth confer climat chang begin himalayan time youth confer climat +1,48386,wow game get depress that accident play allegor game climat chang +0,851572,realli enjoy global warm need rain +2,260154,mix signal econom switch climat chang +1,876954,flabbergast individu deni grow bodi inform substanti global warm +1,926046,epa chief still think human primari caus climat chang +1,52272,long journalist repo humaninduc climat chang 100 year ht mike wehner +0,467343,tomorrow noon scotland first minist talk climat chang more livestream here +1,696229,major tv network spent 50 minut chang combin last year +1,146747,soon broadcast clean coal climat chang denial documentari 247 +1,86907,when coral die off die off thank climat chang ocean longer friend seychel +2,689133,listen dr kevin cowtan interview climat chang form warmer ocean at 010536 http +1,811133,rumor secretari state candid dana rohrabach think global warm tooth decay conspiraci expãââ +2,207314,star i saw global warm eye it terrifi +1,932740,sit say global warm real like +-1,859620,moor cofound greenpeac say human blame global warm amp no scientif proof climat c +2,289833,britain princ charl coauthor book climat chang +1,800991,thank world two largest nation india china someth climat chang +2,787757,trump budget would mean nasa climat chang +2,735635,five crucial climat chang takeaway rex tillerson confirm hear +0,814501,global warm real come two older kid know ice skate youngest doesnt dad case climat chang +0,348718,cant real trump presid mean climat chang polici via +2,280052,uk govern sign pari climat chang agreement sky news +0,252067,sta today talk combat climat chang todayãââ caoon salman taheriãââ +1,104411,may fundamentalist homophob misogynist climat chang denier suppo terrorist least the +2,764266,rex tillerson use alia email exxon mobil climat chang talk wsj +2,970370,briefli look trump might rethink global warm appar http +0,340502,man crush continu say climat chang hoax itll warm enough soon +2,74242,recordbreak climat chang push world uncha territori +1,346041,join us kulturhuset 1100 hr debat unsc deal w climat chang +-1,189216,climat chang ok let see alter data +1,592700,epa boss here good news climat chang ye exist +1,345237,citi reclaim fight climat chang +2,323796,trump climat chang agenda immens depress thank +2,894598,trump drop climat chang environment review bloomberg +1,242321,impact futur deforest climat chang hydrolog amazon basin +0,666851,jame hansen father climat chang awar call pari talk a fraud +-1,433112,russian got time climat chang shit +1,201375,800000 year climat chang look like look now +-1,862409,belief man made climat chang opposit common sens fairi tale made by +2,715289,gov jerri brown warn trump california back climat chang +2,734830,us forc g20 drop mention climat chang joint statement +1,85298,coupl great poignant climat chang and corpor misinform lobbi caoon +0,529024,bring global warm weather middl fuck novemb pleas +1,487781,oppos aboion gay marriag believ climat changemeet new pay govern +0,23054,leav climat chang polit economi india fan farmer anger also see +1,990904,one irk thing gop complet disregard fact climat chang real catastroph +0,239175,team 32 interest hear account peopl opinion climat chang +1,15378,not much chang meet mr coal new climat chang minist josh frydenberg +2,754788,governor jerri brown vow california battl trump white hous climat chang +0,668228,watch woman walk middl m4 heathrow drag away polic climat changeãââ +2,13730,gov jerri brown warn trump california back climat chang +0,546819,brief now white hous offici respond question whether trump think climat chang real can we +1,429955,hope wipe floor racist bigot climat chang deni fool full suppo +1,731660,think go die husband believ climat chang +1,814296,scientif research one reason get anywher world also climat chang real googl it +1,164876,sinc neither without actual damag climat chang would entail focu adapt strategi +1,459144,libey time debat climat chang befor flood flaw still extrem impoant +0,32148,biodivers loss scarier climat chang +0,353027,jampk beat global warm averag +2,331470,stephen hawk messag trump ignor climat chang +1,96234,liber cant admit global warm driven capit infinit need growth expans proflig s +2,731519,michael bloomberg mark carney make profit defeat climat chang +1,165906,your look good news climat chang best right now +1,37705,here help make congress tackl climat chang +-1,43126,scienc polit cant trust scienc trust climat chang scientist bigot +2,649668,julia louisdreyfu endors clinton slam trump climat chang via +0,173285,presid tv climat chang realiti climat countri climat cultur catac +2,857758,inconveni sequel review al gore new climat chang film lack heat former vice presid latest +1,557550,recent event shown climat chang environment issu it global secur issu +1,503060,sta day cowork argu climat chang hoax +0,443332,climat chang respond chair 1140 bbc 1 wale +0,862413,stuck mention 24 hour man made climat chang pop find conv thighhigh +2,421611,donald trump charg climat chang refer purg white hous websit +1,221438,think go die husband believ climat chang +1,586546,come gener get fight war howev want scientist get fight climat chang way wan +1,65474,believ equal need comprehens immigr reform prochoic global warm real ââ +1,907918,pruitt scrub climat chang refer epa site cant delet crowd ignor problem d +1,396810,hous committe scienc space technolog tweet breitba climat chang denial aicl it +2,304468,di tourism climat chang industri reliant predict weather green cypru +1,622728,said climat chang chines scam +1,672345,climat chang will screw whatev tri next +1,200528,bill gate billionair launch climat chang fund need energi miracl +1,831869,lmao believ call were fuck aka global warm +1,876746,anoth reason worri climat chang +-1,108142,would like know man made climat chang exist dinosaur left ask the +1,126925,stun timelaps photo may convinc climat chang +1,421856,someon tri tell climat chang reali dare ya ãååå½ãëœâãâï +-1,806625,least leo final admit weve known global warm giant financi scam +1,236496,need presid care climat chang +1,829906,fuck trump pick climat chang denier epa team +0,645988,ghost cool environ could use combat global warm +1,401180,donald trump scrap nasa climat chang research too politicis unaccept +1,608101,keep global warm 2 degre done kaput +0,478005,here other sunday toronto sun column school dicaprio global warm +-1,836772,major scientist say climat chang manmad receiv million socal research tr +2,609407,india nineyearold sue govern climat chang inact +2,288875,bbc news new mercuri threat ocean climat chang +1,799940,new nih cut thi amp mention climat chang websit nation paid scientist co +0,452648,ask inspir is said global warm +1,920213,reach global warm target icefre arctic summer requir zero emiss 2045 +-1,895649,enough data prove global warm eah cycl mess atmospher +1,600560,org specif set refut climat chang ap +1,975763,tell penc ignor climat chang data like realli realli gay +2,75628,scientist plan avoid anoth global warm ãâåpauseãâï row scientist need fight inevitableãââ +1,673417,bigotri compromis cant go back discriminatori societi climat chang al +1,686448,funni codi call someon stupid codi liter doesnt believ dinosaur global warm +1,439613,me enjoy life brain broke nuclear war could sta soon global warm get worst +0,178242,right say it realli cold global warm left say that weather climat +0,875102,typic john terri make himself aye lad shouldv expect talk global warm la +-1,520688,evid never seen algor cha show co2 level increas follow global warm rather preced it +1,237751,click stop global warm error +1,48093,mark end letãââ revisit amp share guidebook 4 african journalist climat changeãââ +1,385476,figur way address common challeng face like climat chang continu war amp social justic +0,752638,is climat chang real one coal plant owner polar bear look great too +1,744677,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +1,982511,new new world china lectur unit state climat chang impoanc cooper betweãââ +0,613079,hahaha maka lagot nagpa check ko either sa climat chang daw anxieti +2,410824,trump shadow world leader tackl climat chang +2,9654,gener sound alarm climat chang halifax intern secur forum +1,466937,year nasa sound alarm climat chang pre elect major world leader who denier +0,567796,theori self consciou politician fight climat scienc caus global warm prevent shrinkag +1,630527,care planet amp global warm liber ideal assum live planet u would care +1,151158,it thank exxon hide climat chang evid almost 40 year sad +1,573917,problem climat chang solut make societi stronger http +1,196046,envdefensefund hard pre trump ignor effect climat chang florida deal risin http +2,352184,the urgenc act mitig climat chang real can not ignor +-1,111551,recordlow 2016 antarct sea ice due perfect storm tropic polar condit climat chang +1,455242,anim agricultur major caus global warm rais sea level venic might disappear iwanttoãââ +2,294936,co2 emiss energi system must drop 0 2060 limit global warm 2c repo reveal +2,934579,merkel urg europ rise climat chang challeng +1,402122,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,487153,realiti is unwil give car electr use stop global warm make hypocrit +1,376402,detail plan welcom refuge nz peopl displac climat chang +2,409513,leonardo dicaprio get major award climat chang doc befor flood +1,275213,delus climat chang denier bang money letter today +1,966331,blame like blame sun global warm +1,548864,america accept weather predict groundhog yet refus believ climat chang scientist +1,359332,contributor climat chang buck teach kid elementari school mani misstep peopl +1,336423,alway think impact climat chang watch speci season plant whose season of +2,85258,us could suffer recessionera econom loss climat chang remain uncheck studi find +0,587958,global warm +1,697121,trump climat chang talk threat multipli +1,385218,15 know fulli well usd2030b req fund climat chang adaptaion come 4m broke african govt +1,577424,despair option come climat chang via +1,113277,trump administr want debat climat chang tv scientist say that bullshit +1,499906,wake existenti threat mancaus global warm watch +0,921336,amp donald trump said climat chang real +1,731137,sacrif eah futur trump present climat chang denial +2,508402,airbrush webpag near confirm climat home climat chang news +1,31964,vote man believ global warm hoax creat china think fuckingãââ +-1,196791,weve never met person wit say queer need suck climat chang doe +1,120610,global warm real +1,351054,guess worri climat chang +1,922836,guy vote someon think climat chang real +-1,449511,again bad guy caught red hand cook data climat chang +1,509287,presidentelect believ climat chang million peopl go say mr tãââ +1,498037,except louis white supremacist climat chang denier +1,725607,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,128384,climat chang greatest issu face gener world +1,515357,could say scientist afraid climat chang care grandchildren +1,756132,sunday fals claim anoth lie nobodi realli know climat chang hap +0,936127,love global warm +1,407443,map measur amp model top 100 solut revers global warm must read http +0,967277,lmao damn yall vegan slow anim eat one affect climat chang caus af +2,432593,two billion peopl may becom refuge climat chang end centuri +1,705950,peopl say global warm climat chang exist poor poor world +-1,4662,global warm global cool climat chang goal +2,87681,fight climat chang four citi lead way trump era +1,635311,pruitt climat chang denier said scienc subject consider debat +-1,876391,watch craze leftist verbal assault trump suppoer plane goe bizarr rant climat chang http +1,185402,republican governor stood clean energi climat chang paisan issu +2,451676,blackhawk toew speak climat chang +1,650545,think go die husband believ climat chang +-1,704432,begin amp impetu behind global warm mvmt littl tv weatherman amp radic left wing group +1,271923,citi stand climat chang +2,687305,lichen sound quiet alarm air pollut climat chang +1,55515,yea nude nice view climat chang +1,375467,must soo mani diseas frozen anthrax outbreak trigger climat chang kill boy arctic circl +0,421710,global warm caus increas rain wash well wish away +1,932395,30 ft ice melt 5 year climat chang bother you selfish extrem selfish +-1,529406,eah global warm back around 800 ad last 500 year caus prehistor suv power plant guess +2,19400,polici shift trump undo obama climat chang agenda +0,282368,dont like global warm would prefer 60 tomorrow melt snow +1,831440,sta treat climat chang like public health crisi +-1,367584,cours climat chang real alway been disput human influenc it probabl neglig +2,151456,simpl question chang mind global warm cnn +1,15424,retweet nili majumd one govt fight climat chang alon amp one govern should +1,602526,evid world enough fight climat chang make studi take few +1,288141,s cabinet exxon shill climat chang denier crimin way donni +-1,517059,prioriti african get food empti tummi everyth els pale insignific climat chang +2,488614,ipu schwarzenegg team climat chang +1,623850,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,222111,new zealand need climat chang law +1,817872,bike climat chang +1,226785,capit primari factor exacerb climat chang +1,754092,sorri mayb sexist racist xenophob wall build amp deni climat chang exist cãââ +2,895689,exxon trump ditch pari climat chang deal via +1,812351,proper plan continu adapt strategi futur risk global climat chang +2,495380,uae establish council climat chang +1,358420,watch right here travel world tackl climat chang httãââ +1,762468,unit state lead climat chang action reject it +1,919652,simpl sensibl revenueneutr way address climat chang may feldstein ted halstead greg mankiw +1,170849,bad climat chang real +0,94717,19 de julho e está chover come global warm +2,950282,judg order exxon hand document relat climat chang probe into via +2,121381,say moral panic climat chang over top +1,798244,francoi holland say global warm denier trump must respect pari climateã accord +1,140919,still confus peopl still think climat chang real +1,5026,watch right here travel world tackl climat chang httãââ +1,88511,slowli slip global warm stat famili group text mean avoid trump presid +1,39391,trump newest propos execut action could set us back year combat climat chang +0,847976,ref russia tweak us elect true applic climat chang varieti touchi i +-1,126028,expos world leader dupe invest billion manipul global warm data +1,247650,futur planet stake hillari clinton combat climat chang donald trump think iãââ +2,72062,action plan climat chang await final review say delhi govern +1,226133,know ivanka got big chequewhat climat chang +1,838127,thank meet al gore discuss press issu time climat chang +1,103408,aaaand epa remov climat chang page still i check everyday here link +0,53382,latest climat chang daili thank +1,499258,want understand what stake w climat chang ahead watch s free htãââ +1,957848,think go die husband believ climat chang +0,739006,fact global warm climat chang use decad +1,494064,if believ scienc act climat chang vote ãââhillari +0,508856,year useless ye everi littl bit help amp awar key solut climat chang take is +1,741698,think co2 drive climat chang let send copi global warm dummi +0,615568,no climat chang draught caus syrian civil war +1,724601,sign execut order 26 new york citi futur threaten climat chang honor goal +-1,555623,rememb liber call global warm winter coldest ever call climat chang +1,14658,congratul paicip fight trump think climat chang hoa +1,617584,god save planet accord pope franci climat chang perpetr sin god +2,859204,epa head scott pruitt co2 primari caus global warm via +1,561203,sculptur berlin call politician discuss global warm +2,722618,vancouv consid abandon pa coast chang +-1,782970,al gore seek common ground 8 yr obama jam global warm junk scienc throat htt +1,874645,comment doctor worri climat chang +1,685099,leonardo dicaprio documentari climat chang scari ruin eah ãåâë +2,986,obama donald trump may face children su global warm +1,875369,bad column u get pari what troubl wdrawal notion climat chang fake +1,896442,must stop act like know 2 do avenu place 2 tackl climat chang amp must take action +2,261896,biodivers redistribut climat chang impact ecosystem human wellb +2,666991,littl pist impoanc climat chang global econom trade wind +2,488417,arctic record low observ key outlin extent climat chang +2,110137,palau coral thrive despit climat chang what secret +2,681932,independ theresa may urg climat chang scientist pressur donald +1,781205,speak impoanc futur reduc effect climat chang +1,872186,call arm climat chang arm mean flipper first dog moon +0,795458,alway look way cross street never know climat chang is +0,884229,global warm want it +2,301662,china look california trump help lead fight climat chang +1,341660,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +-1,320842,chang name global warm climat chang term global warm wasnt work it +1,57676,trumpãââ elect mark end seriou hope limit chang 2c +0,752110,found root caus almost everi problem peopl everyth argument climat chang solv by +0,628188,blame global warm +2,754018,legendari climat scientist jame hansen like gop propos global warm by +1,518073,hope someday well get realitybas climat agreement help prepar adapt whatev climat chang br +0,944273,it warm outsid climat chang ha naiv know cub wsãââ +0,817937,watch leonardo dicaprio climat chang documentari right +0,589316,hope hed say someth climat chang brown peopl whatev +1,622341,citi around world prepar effect climat chang nasa new york amp rio de janeiro discussãââ +0,47393,probabl someth global warm sinc temp drop it also blame chicago everyth s +2,667790,global climat chang spread braininvad worm +0,183933,hey girl climat chang im go ignor fuck me +-1,357879,problem climat chang research none experi conjectur +2,581338,playwright trump administr will denial climat chang attempt silenc a relat +1,607708,talk climat chang minut impoant +2,29931,epa head pruitt pari climat chang agreement all hat cattl via android app +1,954571,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,531710,given povey climat chang link given climat chang contribut mass extinct ye is +1,46846,havent read s recent aicl climat chang impact or ensu discuss get +0,295947,190 countri subtweet trump global warm +1,754900,presidentelect believ climat chang million peopl go say mr tãââ +2,240462,spain hidden 1bn subsidi coal ga power plant climat home climat chang news +2,947667,bill gate tech leader announc 1b altern energi fund amid unceain futur climat chang fight +1,522937,presidentelect believ climat chang million peopl go say mr tãââ +1,683311,quick take trump citi infrastructur veri scari climat chang +1,103983,iansomerhald leodicaprio im grate time took tell impoant stori climat chang thanksãââ +0,509493,women caus global warm becau sexi hot +1,283063,america becom countri world leader doesnãâât think global warm realãââ +2,196836,robe f kennedi jr issu warn presid trump climat chang polici +-1,469814,climat chang impoant +2,315728,human evolut shape climat chang +0,249140,nice list absurd among line co2 caus global warm sugar caus obes +1,340173,44 honey bee coloni die last year due climat chang amp pesticid bee die die +2,263393,here thing know scott pruitt climat chang skeptic trump pick head epa +1,363773,major player behind web denial climat chang hint huge fossil fuel empir +1,344788,africa need tackl climat chang +-1,524820,sinc climat chang debunk conserv sorri liber lunat r go 2 +2,847800,hamilton creator linmanuel miranda offer music guid climat chang +1,683156,major review effect global warm also find fossil fuel emiss caus deadli heatwav drought flood +1,643905,the concept global warm creat chines order make us manufactur noncompetitiãââ +2,835313,new studi find climat chang cost hit trump countri especi southeast state hardest +1,9720,rex tillerson refus admit climat chang decad ago +-1,371834,global warm real +1,993478,enjoy weather deep know result climat chang +2,429769,hous scienc committe use global warm to challeng global warm +1,292921,order epa nasa talk climat chang isnt go cool thing off doubl deni +2,271505,bank england probe bank exposur climat chang risk via +1,503920,g fuck g america oh yeah vote say climat chang real mean real +2,736128,appl googl microsoft amazon continu fight climat chang despit trump +-1,815374,extrem unusu weather trend fake news ask amp socal global warm bad profit amp +2,714450,koala like water theyr driven drink climat chang +1,765681,dr najam khurshid speaka climat chang educ ââ +0,39303,network major reasonbut cold happen global warm +1,72379,among bigotri dup oppos aboion gay marriag and homosexu gener climat chang w +2,418051,turnbul govern yuletid cheer run climat chang expos rift new daili +1,107613,the net damag cost climat chang like signific increas time +1,863289,98 african countri includ agricultur climat chang strategi want act urgent +2,357796,china tell trump climat chang hoax invent +0,543956,happi anniv kissmarc imaah km hahaha climat chang kiss albumabangan +1,276464,right climat chang real smaest peopl n world n joke +1,815356,opinion column ask climat chang real danger pleas consensu among scientist reach +1,897157,epa chief deni carbon dioxid main caus global warm and wait what yahoo news +1,253080,think go die husband believ climat chang +2,38925,lord ball climat chang threat cricket reveal resourc magazin +2,34373,us epa chief unconvinc co2 link global warm +1,464110,think go die husband believ climat chang +0,296886,appropri respons agenc ask name climat chang name btw senior civil servant re +1,743456,epa head say carbon dioxid caus climat chang 98 world scientist bullet also caus deat +1,514569,hey bro here climat chang explain like 5 year old hope make sens +0,463390,nadia fare nude video warm sex +1,7012,join combat climat chang take action +2,218448,trump pois undo obama action climat chang via +1,312871,scott pruitt climat chang denier confirm senat retweet believ scienc want +0,795039,know global warm shit im angri tan +0,391641,name chariti let 5 valu thi sake world peac climat chang +1,230218,merchant doubt one 3 book nyt recommend last week climat chang read excerpt +0,66990,ok wrong mani level 1 effect nox sox global warm limit best +2,215033,retweet guardian environ arctic ice melt could trigger uncontrol climat chang at +0,602368,interview what think global warm melania trump hello he kind he strong he great cãââ +-1,626395,woh keep mind amid current doomsday predict climat chang +0,706623,narendra modi wrote book climat chang even guj main citi run bjp councillor lost 2000 tree in +1,880446,enter forc learn us goal climat chang +2,290324,california politician like climat chang our enemi live hot place republican assembl candidateãââ +1,264485,chines hoax climat chang sure feel pretti damn convinc along gulf oh west coast oh flor +1,181712,iceberg bc global warm dumbass bitch +2,357214,initi suppo action address climat chang +2,905790,say tackl climat chang mean chang eat habit +1,860673,profession climat chang denier discov lie decid fight scienc +2,369712,australian health fund hcf divest fossil fuel say chang harm health +1,621223,countri amp commun everywher face pressur exacerb climat chang +-1,846510,fake news cnn tri blame rainfal toward global warm now incred know than +0,243843,must rocket scientist reto like one mayb tell trump climat chang hoax china +2,491234,global climat chang spread braininvad worm +1,749207,climat chang look like +2,2969,john kerri visit antarctica hear scientist climat chang newsday +1,223758,think go die husband believ climat chang +2,717386,new head usa environment protect agenc unconvinc co2 link global warm +1,936100,ever done major seri climat chang not not +2,738094,us withdraw pari treati climat chang univers condemn +1,889195,trump fals claim nobodi know global warm real mashabl +0,308931,zoal reinier van den berg zegt tijd besteden aan climat chang ontkenn zond van +1,443117,26 live one say global warm fake fuck hot uk +1,369549,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +0,425919,global warm rock hard proof +-1,661401,dear ok bring snowsho arctic cloth denver global warm protest tom +1,475898,let look bright side mayb climat chang kill human global fascist govern sta tãââ +1,686129,businessampacademician must work togeth find innov solut climat chang mitig +1,664586,oil were extract cali diier tar sand oil threat clean air amp inc climat chang +1,256219,gurmeet ram rahim singh sta mega tree plantat reduc rate global warm +1,330961,think go die husband believ climat chang +1,531043,perhap understand ignor climat chang alago water +1,860321,father jame main climat chang moral issu +1,772528,cours natur climat variat much slower man made climat chang +0,217115,call challeng climat chang tour global gag rule everyth go els ignor +1,423096,netherland climat chang hypothet drag economi it oppoun +1,930358,fix democraci combat climat chang al gore qampa +1,67444,especi presidentelect staff full climat chang deniersdivers nonbeliev white hous +1,105665,multin compani crucial role play fight chang implement +1,194210,congrat ur new role hope pivot administr acknowledg climat changeepa +-1,468365,russia hack pentagon obama say greatest threat climat chang make donna brazil look bad war http +1,363673,snow be bleach anemon crack ice climat chang look likeãââ +1,580881,noh korea sign pari deal us backward view climat chang noh korea http +1,799382,thatcher understood true tori can not climat chang denier +2,218594,shrink glacier categor evid climat chang +1,798653,nawwthes guy believ climat chang caus weather +1,241304,fact creat selfinflict wound that global warm +0,127682,lol realli gone wow trump less hour solv climat chang guess +1,806594,believ climat chang ag perjur himself said slave wereimmigr +1,836878,even sec defens cite climat chang threat trumpth rest cabinet via +2,374252,businessinsid it happen now nyc prep loom threat climat chang ãââ +1,604989,ye red 2 climat chang act would impli renew +1,639749,one biggest danger face us may climat chang +1,570618,good gov brown ca respons leader climat chang administr wont +0,773795,turn nyc mayor hypocrit climat chang shock +-1,158921,climat chang thug protest big differ +1,85457,climat chang scientist warn year idiot +0,118312,first 100 day trump action protect american worker cancel payment un climat chang programãââ +1,384086,ye mr trump climat chang hoax accid year hottest record +1,257273,gostei de um vídeo human bad think climat chang +0,944800,blame global warm also lag fact suck +-1,720489,develop economi see da mess in climat chang chang spend habit +-1,564674,extrapol 1918 rise global warm +1,815552,comic help us talk climat chang +2,211715,scott pruitt offic delug angri caller question scienc global warm +1,318585,think climat chang denier follow case here watch ice disappear ear +1,661253,innov what need counter global warm wsale access electr market there n +1,649226,suppo environ mr trump deni scienc global warm +1,197173,yall vote presid even believ global warm +1,38791,would great build block even enorm challeng keep global warm 2c +1,130729,best poetri collect address climat chang pleas cours im teach begin peter +1,996729,trump call global warm chines hoax clinton email +2,472419,wef plant appear tri rescu us climat chang +1,67921,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,377035,let us clear defend progress climat chang join us +2,64710,trump execut order climat chang final drop +2,113750,trump white hous websit axe page relat lgbt right civil right climat chang obamacar +1,865530,trump know climat chang real care denier ignor worri profit wo +1,165640,unless critic issu global warm hit everi person eah +1,653129,im grate time took tell impoant stori climat chang thanãââ +1,820167,buy climat chang sheesh +2,480651,youth color organ address climat chang +2,733643,scott pruitt fox news roast donald trump epa chief climat chang independ +2,393091,africa water crisi said worsen climat chang human influenc press herald http +1,863021,excel read qampa no chang kill us decad via +0,969440,oh fli wall bill shoen arnold schwarzenegg talk climat chang +0,599215,icymi us china suppo action climat chang trump putin suppo us defend nato alli httpsãââ +-1,503508,dear antisemit caus climat chang outlaw petroleum +0,589332,climat chang sceptic cant +1,918522,whether believ climat chang not take care planet regardless via +1,7170,india china us must lead fight climat chang +-1,250488,hey 15 trillion global warm refresh clinton foundat +1,819108,fwiw probabl lost battl climat chang tonight +2,197554,race curb climat chang citi outpac govern via +1,487324,realli mean tell ga mega corpor lie climat chang benefit financi +1,100954,im one judg anoth perspect keep ur religion thi what happen bc climat chang bc t +2,547115,trump team cut refer lgbt peopl climat chang white hous websit +1,166635,here wisconsin alreadi downplay climat chang web site via +1,485734,know learn climat chang without make polit opinionãââ nasa fact httpsãââ +1,654948,epa releas doc reli scott pruitt falsiti co2 primari contributor global warm +1,135505,no countri howev resourc power immun impact climat chang ban kimoon ââ +1,886912,climat chang direct threat 215 bil pa rec industri thank lead republican resolut +2,705689,sec john kerri becom highestrank us offici visit antarctica he learn climat changeãââ +2,773066,presid trump forc china take lead climat chang +1,90942,nope global warm complet myth tell ya +0,64050,bill nye right guy lead climat fight climat chang one thing explain defend +1,315445,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +-1,933595,cut tax amp cancel billion global warm payment un use money toãââ +0,160322,global warm like ya know +0,597640,may climat chang gni feel pa ayhan marcovivore unscriptedkilig +0,480336,cancel billion payment un climat chang program use money fix america water environment infrastructur +0,887470,feel like climat chang person attack canada week +2,166966,group aist show effect deindustri amp climat chang explain +1,92693,hide noaa human contribut climat chang +1,486357,think go die husband believ climat chang +1,141948,better get use climat chang goe hell +-1,582492,alt ten thousand gullibl fool think manmad climat chang thing use fossilfuel power vehi +2,627007,trump seem readi fight world climat chang could cost us +-1,324631,know noth global warm know ice age too must asshol +1,298140,even offic amp trump alreadi persecut peopl work climat chang watch via +1,275876,us top organ meteorolog refut epa administr recent comment role co2 climat chang +1,589124,think go die husband believ climat chang +0,720470,one interest collabor leonardo di caprio climat chang doc air the httpãââ +1,50434,next presid decis climat chang reverber centuri amp affect 100 million peopl +2,211075,100yearold frost map show climat chang shift grow season via ht +2,605979,us state depament recogn 195 countri those 194 offici acknowledg human induc climat chang +2,270228,here presid trump execut order climat chang mean world +-1,414541,climat chang scientif proven mathemat error +1,432065,think go die husband believ climat chang +2,494110,yukon speci list show violent chang action +2,634603,canada go ahead carbon tax usa russia china noth global warm +1,138144,demand trump add lgbt right climat chang amp civil right back list issu site +2,423544,nichola stern cost global warm ãâëœi wors fearedãââ +1,114476,human action caus much climat chang +2,726786,thousand protest surround white hous demand trump act climat chang +0,38579,forev summer holiday global warm +2,455134,scientist guerrilla archiv data climat chang case trump administr trash it +1,466756,trumpãââ elect mark end seriou hope limit climat chang 2 degre +2,929450,scientist say 2016 super warm arctic winter extrem unlik without climat chang read moregt +1,309099,think go die husband believ climat chang +1,924207,fire tonight outlin effect climat chang oregon forest farm marin +1,152180,scientist run offic im sick climat chang denial evolut denier bend hard fa +1,480882,ad climat chang existenti threat countdown 07 +1,681512,great idea scientist think climat chang hoax one side amp scientist know true th +1,220824,timelin everi ridicul thing trump said climat chang +1,881841,epa chief climat chang denial easili refut epa websit washington post +0,991419,fake meme hypocrit celebr lectur us global warm constantli jet around +2,920001,new yorker magazin oregon climat changedeni a robinson consid trump nation scienc advisor +1,404028,think go die husband believ climat chang +2,861039,role revers chinaãââonc seen obstruct forc un climat chang talksãââwarn trump abandon deal httpsãââ +1,895409,pledg urg us leader maintain momentum fight global warm +1,556271,gon na 88 degre south texa tomorrow almost decemb peopl still wan na pretend global warm fake smh bye +2,17792,secretari state rex tillerson allegedli use alia email discuss climat chang exxon +2,695002,diplomat un global warm summit concern trump stanc climat chang +1,206563,settl thi 1 amp never troll 2 98 scientist accept anthropogen climat chang +2,259714,climat chang could alter environ 100 year +1,461238,we commit fight harder ever leadership will confront climat chang embrac clean energi revol +0,997783,grade purpos po kailangan ko po ng tulong ng exol topic po climat chang pagig hot ng exo lol +1,422309,stop global warm would boost global economi 19 trillion creat 6 million job +1,228101,338 commit adopt goal citi tackl climat chang +1,275206,wow look headlin nxt ur adur adveis climat chang deniershatespeech breitbapl +0,743611,known global warm go preval far year sta build tini hous +0,781225,john robson 225 canadian jet morocco fight climat chang emit cloud hypocrisi +1,990443,id rather intern manhattan project help amelior climat chang ai won +1,58246,watch right here travel world tackl climat chang httãââ +2,155994,senior diplomat beij embassi resign trump climat chang decis wow +1,991025,hard refut fact around climat chang watch leo documentari +1,338154,video show extraordinari trend global warm 100 countri via +1,398358,2067 million die global warm bro still justifi elect trump co +-1,288794,believ climat chang +1,993106,3 good aicl current extent climat chang potenti affect make substanti chang +-1,548852,bill nye blow gasket real scientist school fact climat chang hot news youtub +-1,791078,lefti reject oil compani antiglob warm studi embrac govt health care studi prove need mo +2,106902,trump view pari climat chang pact evolv g7 +-1,310077,man made apocryph climat chang longest run state sponsor scientif scam histori man +1,75306,go bed think flag burn bigger issu refut scientif evid climat chang neãââ +1,197958,meet incred sudanes scientist help africa cope increas disast climat chang +-1,77894,whistleblow say global warm occur last 12 year caus obama administr coo +1,337374,trump name climat chang denier top person set direct feder agenc address climat chang httãââ +-1,512076,nobel laureat smash global warm hoax +-1,762882,good becuas happen anyway stop use it climat chang +1,999243,presidentelect believ climat chang million peopl go say mr tãââ +1,170098,enter alarm new era global warm via +1,766651,conserv convinc fight climat chang specif kind languag http +1,172389,head session climat chang secur diplomaci build bridg peopl nation +0,959009,kushner obvious want urg putin protect lgbt right fight climat chang right +0,438985,seriou q gop believ climat chang real need clean coal human cant impact enviro need coal clean +1,86441,trump alreadi persecut peopl work climat chang watch +1,990100,join combat climat chang take action +2,964117,trump head g7 mtg european leader lobbi climat chang conserv fear +1,584785,trump make climat chang incom inequ prison surveil wors democrat also fail adequ address issu +1,346584,think go die husband believ climat chang +1,856566,hurrican connect dot chang extrem event +1,195095,said climat chang chines hoax +0,358473,obamacar gone obama basic didnt accomplish much us debt climat chang polici +0,290323,rememb time republican blame barbra streisand global warm +2,446558,un climat chang agenc react cautious trump plan +1,647465,think go die husband believ climat chang +1,493279,cant climat chang still get cold winter right +2,800263,india achiev climat chang goal earlier thought via rworldnew +1,289567,pruitt cant anyth climat chang research fuher mulvaney money research +1,967318,ban kimoon come far past 10yr everi countri understand climat chang happeningãââ +0,406505,exactli one prevent global warm +1,848544,discuss climat chang presid fiji +1,227098,no nation whether it larg small rich poor immun impact climat chang +1,455676,refus acknowledg proven scienc caus climat chang instead bed big oil +1,227816,global warm hoax perpetr politiciansscientist +0,935505,im say isnt feel climat chang hoax +2,690233,24 hr roll coverag climat chang mark eve donald trump inaugur +0,213206,worst pa global warm brought sho school hot enough wear one pair +1,582332,vote vote vote vote candid believ climat chang hoax danger person toãââ +-1,386299,bill nye whine cnn actual scientist doesnt suppo climat chang doctrin +1,838229,promis repres peopl believ climat chang pleas rethink pick epa ourãââ +1,173405,opinion fight climat chang famin horn +0,623323,65 today so global warm +1,512535,hv confirm yesterday eo affect ffrm eo 13690 good fpm bad climat chang amp re +1,359341,hand elect someon believ global warm hoax convers therapi right answer +1,910442,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +1,117961,say id use term climat chang though +1,185547,cant stand heat climat chang denier +0,354237,move sta call climat chang climat fuckeri me retweet +2,409564,australia recordbreak summer heat link directli climat chang +1,589913,think extrem focal concentr global warm occur result trump eo lift coal reg +2,297407,trump presid mean global fight climat chang +1,700655,trump cia director nix violenc women act climat chang denier good job everyon protest vãââ +2,587303,brisban time nowher eah safe climat chang surviv via +1,930239,oklahoma hit 100 dead winter climat chang real +0,156321,wait what fox kimberli guilfoyl say trump call 8am talk climat chang advisor h +1,556412,colleg afford climat chang hillari clintonãââ valu millenni valu +0,677371,antitrump ppl worri climat chang theyr damn thing chang daytoday +1,772633,florida reef rescuer race keep pace climat chang via w +1,526331,cant wait see planet die global warm ill thank later +1,936037,climat chang look way influenc compani commun +1,318777,trump abolish climat chang first moment regim +0,249373,soooo let pretend fire bs global warm +1,370858,hello nice find australian fight climat chang denial australia could zero net carbon principl +0,896463,full page ad nyt 2009 call urgent action climat chang believ httãââ +2,80686,showdown standard reflect chang debat idaho statesman +1,490545,sad world usa fl ny know dtrump care global warm sea rise drought extrem heat +1,617947,natur world oldest climat chang technolog avail low cost +1,345778,hillari clinton sold child sex slave back pizza shop dc beyond pale suggest global warm real +1,208687,4k snow leopard left bc poach illeg trade climat chang amp factor fight +1,712306,it superhero costum fight trump climat chang deni agenda +2,531742,scientist sure climat chang harvey +2,588693,trump defens secretari jame matti say climat chang real nation secur threat +0,647146,appar alien franchis end global warm 2016 meanwhil realiti +1,799194,global warm huh +0,155170,believ climat chang oh snap +0,524534,today presid clinton call stricter restrict combat climat chang amp substanti feder minimum wage hike +1,646889,worri global warm were go build new eah bigger eah best eah ever ââ +-1,716471,concept global warm creat chines order make us manufactur noncompetit +1,334131,new new world china lectur unit state climat chang impoanc cooper betweãââ +2,580625,toprank diplomat us embassi beij resign climat chang decis +0,544614,nation geographicãââ climat chang documentari leonardo dicaprio youtub via +2,200640,ge ceo jeff immelt seek fill void left donald trump climat chang effo boston busi journal +1,859195,great show civic power amp voic 150000 peopl call ambiti action climat chang +-1,608084,believ manmad climat chang white supremacist fake news +2,832066,sharehold climat chang vote ahead trump may loosen energi rule +1,389833,wild bee troubl due habitat loss pesticid amp climat chang 139 counti risk +1,891490,flood regularli now yeah there climat chang +2,374288,ivanka brighton messag trump pleas pay attent climat chang +1,15480,express unfit steve bannon bigotri stand climat chang research progress +2,706347,oil extract polici incompat climat chang push msp told +1,525649,doug ducey increas climat chang educ az high school sign petit via +-1,232452,denial fact show scientif evid global warm man made ill apolog for +1,125239,educ make peopl less vulner effect climat chang ht +2,304855,energi dept tell employe stop use phrase climat chang repo +-1,194904,now ever believ chines hoax global warm +2,101749,svalbard wildlif paper show multispeci climat chang issu just sea ice loss sever +1,510481,trump call global warm chines hoax clinton email +2,489751,finland sámi reindeer herder surviv climat chang log htt +-1,3326,doubleplusgood energi depament climat offic ban use phrase climat chang +1,566848,97 say climat chang real caus human 3 work oil compani +1,624211,would climatologist told co2 primari contributor climat chang pleas step forward well +1,952253,watch climat chang spiral control +1,997412,he believ climat chang know dumb believ climat chang +1,168187,craziest pa florida vote trump whole state go underwat defund climat chang rãââ +2,277791,ut professor tackl climat chang lake eri center lectur +-1,739588,sadli climat chang big hoax enjoy ur life +1,981287,91 degre midnovemb presidentelect want cut 100 billion dollar feder climat chang spend +1,422197,applaud mayor ginther step must cond pa combat climat chang suppo green job f +1,638003,get around air water food eat climat chang realli big deal +0,835949,ｎｈｋラジオ英会話2015525より climat change名詞 気候変動 +2,203618,hundr million british aid wast oversea climat chang project hundr of +2,607406,feder scientist cook climat chang book ahead obama present whistl blower charg +0,608876,also dress code stupid theyr often racist sexist classist contribut global warm ye rea +0,477799,vote presid senat member congress proposit condom climat chang andãââ +0,488546,yall think yall bout climat chang im curiou know +-1,37083,for reason issu climat chang emerg paramount issu left +2,358130,cdc abruptli cancel longplan confer climat chang health +1,335569,promis repres peopl believ climat chang pleas rethink pick epa ourãââ +1,320535,must world govt say answer extrem heat amp climat chang fewer renew coal +0,272551,global warm exist club penguin shut +1,422279,fact check scott pruitt climat chang see +0,165366,wait ãââ youãââr turn light honor climat chang agreement +1,840574,benefit climat chang pffftttt news flash well die smiiith +2,494087,china prais role pari agreement climat chang battl +1,777175,america becom countri world leader doesnãâât think global warm realãââ +1,602397,believ equal need comprehens immigr reform prochoic global warm real ââ +-1,717932,liber call anyon skeptic bullshit denier man made climat chang hoax co2 poison +1,951742,can not blame climat chang west activ local also play pa +2,676876,miranda devin peh electr engineerãââ discoveri chang climat chang debat peh +1,929144,ocean lose breath ãâ✠climat chang make wors +1,962727,4 the clean energi revolut underway optimist us enough stop global warm without huge commit +1,56004,think go die husband believ climat chang +0,964623,accord lead climat chang scientist ocean water make fuck retard voter ââ +-1,481262,regardless thought climat chang polici alarmist rhetor like trump help hurri e +1,936704,crazi cool 30 feel becom climat chang stockholm syndrom victim +2,390991,pari agreement climat chang goe effect sooner expect +2,263830,scientist blame global warm new phenomenon call river piraci +2,168357,discov climat chang rapidli transform eah googl timelaps +1,995098,climat chang feminist issu 1 hour tune girl perspect climat action diãââ +0,312110,funni mainstream media talk much climat chang mayb proof theyr conserv liber +0,62418,22 kipl puck consumer lead driver climat chang birlinn book edinburgh 200 +1,737568,are go vote presid fight climat chang presid amp congress even beliãââ +0,483496,climat chang real chihuahua alway shiver +2,235881,epa slam trump climat chang polici accid +1,872208,know climat chang realli bad low key shout bc trick season depress think that +2,642843,epa still requir regul co2 scott pruitt recent deni climat chang cant easili undo that http +0,661908,histor pari agreement enter forc climat chang turn race polit physic httpsãââ +1,671764,like young climat scientist age climat chang +1,629345,ive behind climat chang almost ten year feel like outsid nice toãââ +1,303467,india make intern solar allianc realiti solarrich countri come togeth fight climat chang +1,200846,watch right here travel world tackl climat chang httãââ +0,281862,hb420 new relat admiss ceain evid relat climat chang global warm cer +1,98005,eah hour tomorrow night stay inspir fight climat chang great environ +1,213031,greatest stupid media treat climat chang anoth ratingsdriven deriv leftright c +2,949008,trump daili trump america climat chang research sure a wast money +2,792109,trump administr begin alter epa climat chang websit via +2,626032,tillerson withheld evid ny ag investig exxon knew abt climat chang use alia email h +2,551550,indian engin creat giant aifici glacier counteract effect climat chang +-1,50256,weather channel video use young kid promot global warm fear dear mom amp dad climat chang +1,87182,go impoant ecobrand like emerald tree play major role fight global warm +-1,70377,unhappi life climat heret via global warm scienc ideolog read +2,475942,california target dairi cow combat global warm +-1,925076,1934 hottest year record us suit global warm agenda eras heat +1,424728,leonardo dicaprio documentari climat chang slay ãåëœïãåëœïãåëœïãååå½ãïâãâï give watch youtub +1,993884,idiot climat chang left wing issu global problem abc scarc cover +2,98837,uk keep climat chang wildlif commit +1,855381,trump broad power block climat chang repo that thing scienc pick amp choos +1,504761,doc anthropologist climat chang adapt trump call it noth fine play ãââ +1,480356,tx among state vulner climat chang harvey trigger increas resili +1,27663,first question ask is climat chang real doe feder gov power regul it http +1,765826,curb climat chang need protect expand us forest +1,692314,deni climat chang like deni lettuc green uneduc stupid blind too +2,842896,scientist discov way captur carbon dioxid ambient air creat new way fight climat chang +1,890731,money ani climat chang denial +1,611406,well well well seem trump camp decid walk back dpt energi climat chang scienc witch hunt http +0,429398,two middl age white men debat whether pene caus climat chang ill make decis ty much +1,748459,scientist wrong climat chang spend money reduc pollut happen wrong +1,888,deal climat chang need new financi system +2,674934,someth quit right ex firefight warn mega fire the real cost climat chang +2,378093,forest mural alreadi wash away design send chill messag climat chang +-1,231363,control climat chang climat chang sun control pollut know differ +2,375741,indian engin creat giant aifici glacier counteract effect climat chang +1,385253,trump win us could end fight climat chang +1,898795,unless usa suppo solut climat chang canada amp even so ontario irrelev round error +1,965903,think co2 drive climat chang let send copi global warm dummi +1,603496,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,758318,trump administr think protect planet climat chang wast money +1,734948,first trump admin came believ climat chang may come believ lgb +2,551888,worri climat chang god take care it say gop congressman +0,458713,american even less worri russia climat chang +1,136493,eat vegan diet singl power thing averag person combat climat chang +1,995175,global warm bs trump know actual even though admit consid got upgrad done one +1,795492,the hurrican natur occur hazard exacerb climat chang +1,721851,ask photograph share stori climat changeãââtak look final imag +-1,793233,know real reason climat chang hysteria enlist us join pa +-1,676035,climat chang +1,46859,new ep26 feel heat climat chang must surviv it +0,789175,free access 4 nowamp ideal time read forum climat chang book wcommentari him +0,397847,trump adm climat chang +2,244724,pummel drought climat chang belov lake taho hot water via +2,489291,australia pm advis say climat chang unl ruse establish new world order http +2,161968,american worri climat chang today ever gallup +0,652917,word cabl news solv climat chang health care stori select video cabl news exec +-1,428511,proof climat chang +2,76230,exp trump climat chang threaten us militari via +1,231169,studi climat chang record tree ring isotop +2,302892,next stage climat chang liabil litig resembl lawsuit knock tobacco compani +0,562258,climat chang theatric respond line instal wiggl mobil phone claim glass car +0,8334,global warm exist club penguin shut +2,584709,pm hold talk china top climat chang negoti see at +1,715792,deni scienc scienc climat chang aicl faith white american evangel +1,761335,want ambiti scholar interest knowledg amp find climat chang solut +0,627678,think that accur mani doubt man made climat chang +2,281864,wi agenc scrub webpag remov climat chang via +1,874458,inspir meet nineyearold ridhima pandey su indian govern climat changegtgt +1,289794,idiot the hous scienc committe use global warm to challeng global warm +1,539999,republican lawmakersvot believ climat chang know scienci mumbo jumbo +1,824511,current presid liber voter say more coal kill via pollut perman climat chang blac +1,868642,liter presid say global warm made chinaoh god countri leader take cake drove +1,560625,remind network even newscast yr spent 125 min clinton email 0 min climat changeãââ +1,574965,caoon media cover climat chang way cover hillari email +1,617695,african citi must confront climat chang +1,758565,fwapism trump believ climat chang hoax say when seen one eah seen all +1,825269,trump deni global warm acknowledg aerosol forc yet wait +1,480166,handel suppo scienc believ climat chang suppo scienc amp believ climat chang +2,544617,actu mersea news climat chang studi canada hudson bay thwa climat chang +1,785548,nh privatis climat chang conspiraci gay discrimin amp post taken paul nuttal http +1,122553,trump nobodi realli know climat chang real +1,486452,opinion anoth deadli consequ climat chang spread danger diseas +0,521656,anyon need respit global warm come parent hous +0,537459,al hawk global warm nobel caus +0,873363,wcw snap chat snow outsid said global warm +0,151872,china trump climat chang histori not chines hoax regan bush use complain china man made climat chang +-1,255103,good manmad climat chang horseshit money amp control alway been +1,364778,believ time climat chang mind thi +0,791327,hey delilah what like countri believ climat chang +2,981280,trump admin buri epa websit design kid guid climat chang +1,878393,remind climat chang alreadi caus grave humanitarian nation secur risk +1,559865,cant even fathom howwhi peopl tri deni climat chang controversi matter opinion it scienc +1,921056,trump realli need watch film climat chang nation secur +1,710719,email pussi grab discuss debat noth climat chang ss medicar +1,460788,if believ scienc act climat chang vote ãââhillari +1,468622,cours climat chang loom us all damnit got fd system world live die time +1,855852,fishermen alway fish much beyond limit catch fish must global warm effect less fish +-1,755424,global warm bad vermont first day spring +2,236798,12 econom truth climat chang +0,339321,despit factcheck zombi myth climat chang persist bake media +0,538199,believ global warm either +1,259165,watch right here travel world tackl climat chang httãââ +0,21752,hear sent climat chang school love melania could someth t +1,65100,time prepar health impact climat chang ensur healthi environ +0,388573,book titl relat global warm star +1,110841,whew good thing global warm thing made up what mean that what caus thi +1,838456,green inevit fight climat chang +1,175052,ppl post worri climat chang now post go vegan environ bcuz true +0,876553,say global warm bad thing soon well coral reef clown fish mayb warm mud grass +1,14914,meet nhsdestroy women lgbt rightsoppos climat changedeni new leader ukip video +-1,971789,climat chang aint nothin +1,999535,overpopul number one caus climat chang +2,136101,trump tap climat chang skeptic scott pruitt head epa via +1,512274,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,29100,corbyn say afraid call trump tell he wrong climat chang theresa may call trump amp told he wrong +1,242240,yeah call global warm dumb republican bitch who suppo climat deni republican year +2,108805,trump ignor climat chang warn scientist govern research listen ceo http +1,71373,hey want say nation geograph wrong climat chang accept it pleas grandson ty +1,92806,think go die husband believ climat chang +1,529011,peopl know stuff like huge indic global warm lol +2,102299,climat chang lawsuit trump administr desper stop go trial +1,489760,interact map look impact climat chang food secur via +2,415638,pari climat chang agreement enter forc +1,517753,climat chang immigr reformãââw need help democrat everi level solv complex prãââ +2,27464,teen su us climat chang ask exxon wayn tracker email reuter +2,709025,white hous dodg question s chang belief cb news +1,59091,christian deni climat chang check deut 3222 hell expand +1,22931,scott pruitt confirm show republican deni climat chang amp protect interest big oi +2,850551,epa head scott pruitt may broken integr rule deni climat chang via +1,85424,address climat chang skeptic +1,115711,53 time trump tweet climat chang fake cold outsid via +1,555359,watch right here travel world tackl climat chang httãââ +0,625677,nation geograph climat chang doc dicaprio youtub +1,458997,7 food could go extinct thank climat chang via +1,372967,snow be bleach anemon crack ice climat chang look likeãââ +2,370386,kid take fed possibl trump cou climat chang hi action place youtãââ +2,357101,kristina photio wife liber pay powerbrok quit lack action climat chang +2,946215,white hous talk point climat chang challeng fact ap repoer examin claim +0,738568,whether know whatãââ caus not see climat chang peopl arenãâât argu anymor +1,640772,fact matter climat chang trump pick get wrong +1,145148,admit climat chang still suppo thisdirectli hu kid futur http +1,357647,presidentelect believ climat chang million peopl go say mr tãââ +1,181117,past disast reveal terrifi futur chang +1,123764,write climat chang profession detach final turn panic +0,453020,global warm real polar bear still build igloo shit +1,392519,realli sta name hurrican oil compani politician pretend climat chang real +2,267893,wisconsin depament natur resourc site longer say human caus climat chang verg +1,568916,news hbr busi world recogn tremend threat climat chang need make perspeãââ +1,61247,world smallscientist worldwid substanti climat chang +0,212325,global warm real explain club penguin shut +2,160230,koala like water theyr driven drink climat chang +0,992498,exaustralian pm chang denial +1,593103,trumpãââ elect mark end seriou hope limit climat chang 2 degre +0,188948,global warm +1,10873,fight climat chang mean build dens divers walkabl citi +0,466031,we cancel billion dollar global warm payment unit nation even know wiãââ +1,631688,crisi climat chang come incred oppoun revit economi job renew energi infrastructur +1,51141,truue effect global warm system neglig caus equilibrium constant chang +-1,948375,scam ideolog like climat changeit con powerampcorrupt bycorruptionamppow end game +1,745929,one conspiraci believ us media neglect climat chang endless campaign bottom r screw +1,22245,human arent drive climat chang were also make ocean acid that big deal +-1,577342,wonder trump appoint charm clever sane myron ebel take global warm charlatan hurrah httpãââ +1,520157,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +0,876297,multipl scientist institut caught lie climat chang +1,73156,lol noh korea care climat chang you might trump voter +1,209145,would slash fund 30 worsen pollut amp climat chang +1,278865,two thing pose biggest threat us nation secur nuclear war amp climat chang trump aid them +1,547970,also suppos climat chang clean airwat amp land plu women right +2,553713,evid disprov tropic thermostat theori global warm breach limit life via +2,946248,cnn center diseas control postpon climat chang summit ahead presid donald trump inaugur +1,524794,papua new guinea undp come togeth build climat chang resili undp climat chang adapt poal http +1,687511,even put recycl bin 7 year old climat chang denier +0,952660,pleas worri climat chang congressman tim wahlberg plan via +0,438340,iceberg parent melt fight global warm +-1,563806,global warm climat chang chang name fit agenda total bullshit +2,409110,donald trump budget director call effo combat climat chang wast money independ +2,640952,new studi show air turbul drastic increas later centuri due climat chang +1,760750,retweet berni sander presidentelect believ climat chang +-1,757513,david climat chang go around massiv corrupt oppress tyranni melt aic hell +1,527541,vast rang reason view one appropri respons climat chang ツ is +1,751932,usecas chang +-1,629228,obama couldv spent 678mil spent climat chang model thing like help inner citi commun +1,544400,ever need factbas nonpaisan collabor fight climat chang +2,908414,global climat chang action unstopp despit trump un ban +1,738840,foreign media repo kpk plant 1b tree combat climat chang +1,993546,petit stop climat chang denier run environment protect agenc +0,314654,look usa pictur global warm recent caus plane spray chemic rea +2,213099,trump sign order undo obama climat chang polici +1,604895,yet state texa still say the scienc global warm far settl stay safe there +-1,725893,day total humanitarian horror berni sander tweet about climat chang wall street hooti ha +2,926544,vanish bee tell us climat chang via +1,544952,america becom countri world leader doesnãâât think global warm realãââ +-1,748190,cold global warm hot global warm +1,842602,meanwhil senat republican lob softbal question trump climat chang deni epa nomine +-1,724815,dumbass liber claim believ climat chang go caus sea rise yet beach houseãââ +1,562993,univers health coverag like climat chang everyon role play though +1,205593,sensand presidentelect doesnãâât believ climat chang thatãââ frighten countri woãââ +1,779874,rise conserv voic call climat chang action via +0,601985,look like somebodi forgot climat chang +2,600946,ge ceo vow ignor trump continu fight climat chang +2,830534,recent research suggest climat chang may boost toxic mercuri level sea life +1,105556,clear evid climat chang join movement let make chang +0,512271,global warm real club penguin shut +2,86072,review migrat resettl bangladesh effect climat chang impact gender role +1,198901,germani diy climat secret stagnant emiss show renew alon enough beat global warm http +1,44299,climat chang make organ aifact disappear +0,750296,write mr down even read thi climat chang persuas paper proper apa style full name with +2,618252,epa chief unconvinc co2 link global warm +1,647711,power video global warm +1,102085,mayor cape town model leader fight climat chang +1,739155,presidentelect believ climat chang million peopl go say mr tãââ +1,445815,excit talk protect area solut climat chang ht +1,980974,point sever scientif studi found evid climat chang like drive up +1,478277,top climat chang exp follow +0,932465,global warm perhap cant afford it +1,827225,presid doesnt believ global warm tho +1,554834,global warm real threat +0,958686,unrel specif re climat chang +0,932957,messag climat chang were spend money anymor mulvaney say we consid wast +1,248138,offens good meme could yall chill whole thing talk about know whole climat chang busi +2,551629,ancient methan burp point climat chang 110 million year ago +0,496294,much easier concentr global warm +0,26478,sorri global warm yall can not help im dam hot oop +1,981022,factor drive global warm greenhous gase say +2,982687,164 countri climat chang law +1,956795,scott pruitt climat chang denier bedfellow pollut lobbyist reject nomin epa administr +1,560333,poln claim anthropogen climat chang fake news environ hear him must we +1,382496,donald trump say nobodi realli know climat chang real beg differ +-1,936998,wow hillari blame dnc matter time blame global warm bigfoot dem +1,876600,invit creativ discuss climat chang tonight +1,816287,govern still super power consensu climat chang subnationa +-1,628024,read post still believ global warm scam idiot +1,679618,use commun choic energi vehicl improv resili commun hardest hit climat chang +2,291460,tackl climat chang boost econom growth oecd say +1,836605,explain ethic core climat chang movement today movement prevail +1,860283,pari deal tackl climat chang posit fact ive seen late excel ãââ¼ãâïãåâœëãââãâïãååïãåââ¹ +1,514507,meet 16yearold su us govern climat chang +1,435961,effect climat chang know pay affiliationagesexnation look planet futur +2,490098,scientist attempt acceler evolut save coral reef climat chang +2,578857,kid right sue govern climat chang +0,17615,effect global warm realli bad stocktrek imag +0,34123,titan sink 2016 would iceberg due climat chang global warm +1,522904,american peopl know climat chang real threat planet that want aggress move su +1,93317,tree reduc air temperatur groundlevel ozon contribut greenhous ga creation amp global warm +1,407416,flat eaher fake moon lander climat chang denier live matter suppoer fal +1,180746,happi human got present climat chang rememb make own http +1,546690,trump amp brexit fals promis away major fearinconveni climat chang denier 1 amp all +-1,514627,inconveni data whistl blower say noaa scientist cook climat chang book know mean +0,682855,wikipedia 74 canadian see climat chang threat throw mani voter +1,873008,the concept global warm creat chines order make us manufactur noncompetitiãââ +-1,530853,thing im go deni climat chang ask blame climat chang +1,689068,know climat chang happeningand human caus +2,320479,us epa chief unconvinc co2 link global warm +1,708782,baptcar becom take2 found paner help fight global warm +1,958082,sick tire hear climat chang real like notic unusu weather pattern cloud smog +0,648476,seem like good news effici global warm perspect less if you singlefamili home amer +2,19456,new york state challeng trump climat chang regul +1,447956,potent discuss climat chang columnist philippin daili inquir thank pdi +1,89095,old fat white fuck know live see worst climat chang stupid give shit +1,91854,leo dicaprio environ nazi presid doesnt believ climat changedo +1,781539,restor climat chang data epa websit it paid data swipe +0,664220,twitter profil potenti environ chief say he enemi climat chang alarm +1,629262,epa chief think carbon dioxid main caus global warm and wait what via +1,227650,annual remind cold weather negat realiti climat chang also stop say global warm a +0,556948,studi effect flag burn global warm ask friend +0,271250,council bang climat chang allow thi +2,4744,execut order trump dramat chang us approach climat chang +1,411400,presidentelect believ climat chang million peopl go say mr tãââ +-1,754740,amp vlad skip climat chang meet talk isi impoant issu +1,41214,holi crap trump want dismantl nasa climat chang research disast http +1,826060,know climat chang happeningand human caus +2,479408,beaver move toward arctic coastlin sign climat chang caus troubl inuvialuit fish spot +-1,415640,think peopl agre global warm problem howev man made one man contribut singl vo +1,102249,mayb barron trump sta cri climat chang someon trump famili give shit +0,991480,would bare back polar bear stop global warm +2,644119,depress anxieti ptsd mental impact climat chang +1,248387,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,818809,messag colleagu cabinet today tackl climat chang need conce whole govern +1,956128,climat changei alreadi harm health amp solvabl act soon no 3 +1,173300,presidentelect believ climat chang million peopl go say mr tãââ +1,56430,hear weather altfactistan love time year all there climat chang there on +1,825444,whale shock level claim safe like asbesto lead say climat chang +2,421955,china india warn trump abandon pari climat chang deal +0,902337,go get pretti hot sit canoscar may first climat chang refuge muppet +2,742695,retweet mike allen australia pm advis say climat chang unl ruse establish new http +2,81367,trump defens secretari jame matti say climat chang real nation secur threat +-1,700077,least 5 ice age end global warm human suv present caus global warm +1,356655,real might read like dark climat chang comedi presidentelect donald j trump expect ht +2,32492,ãåâãâï ãâåwhat trump presid could mean climat changeãâï +1,231056,human right climat chang suppli chain busi ethic cg impoant engag issu swiss investo +1,681131,shoot shot world end global warm +-1,238062,sad news say global warm kill us two year ago +1,275460,must global warm regul trump trash see he alreadi kill planet michael moor right +1,358629,late rememb long us deni climat chang +1,702574,eah would head ice age global warm driven human n +-1,2566,dem 2018 strategi promis peopl theyll solv climat chang make everyon poor sound like real winner http +2,107647,cnnbrk india hit back trump war word climat chang +1,199816,yall need pl stand outsid rn tell climat chang real +1,628899,pruitt need believ carbon gase contribut global warm still fact +1,497433,i believ global warm horribl excus take care home share +0,97861,snuggl u depress random mood swing global warm +0,574591,blame global warm world seri rain delay +2,581913,norway 950 billion wealth fund commiss research climat chang news row +0,364120,gold gone mani miner almost gone weve restrict 12 sought impo hardwood china plant climat chang +1,895141,elect presid believ climat chang hoax veer chines govern +1,943302,lot journalist dont want politic human catastroph talk climat chang +2,814900,it climat stown get seriou person ramif climat chang +0,685891,amount poison put food rise diabet smdh everyon know global warm +1,801252,stephen colb skewer epa chief scott pruitt climat chang theori +1,621530,note climat chang exp donald trump told mayor island liter swallow chesapeak wo +1,779682,listen barack obama discuss climat chang make miss common sens and cri +1,987340,excit tuition reform excit minimum wage rais excit real climat chang polici iãââ +1,835719,im proud announc becom first major museum commit pari accord climat chang http +2,174046,charl call global warm tv weather forecast +0,296828,exactli religion caus global warm fuck idiot +2,806888,sciencenew co₂ releas warm soil could make climat chang even wors thought +1,920743,like california counter trump climat chang dem senat need visit europ counter trum +0,409771,dear iceberg sorri hear global warm karma bitch sincer titan +1,846808,act entir speci lost global warm say scientist +2,334084,south sudan launch unit nation climat chang framework read more +1,163875,a3 plant tree stop global warm +2,828388,idaho lawmak strip climat chang refer new k12 scienc standard +1,52250,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +1,233753,2 year ago stop runaway global warm ãâëœall need changeãââ +1,668383,doug hey confirm republican talk climat chang resent liber talk +1,138648,flood begin climat chang +1,838106,stand rock climat chang bee becom endang polit corrupt amp ppl still would rather watch kardashian sheepãåâï +1,709243,day age climat changedeni presid lack healthcar antivaxx it easi get +1,869143,q4 via type travel activ believ contribut climat chang give exampl +2,936211,scientist find first time record humancaus climat chang rerout entir river read +-1,103547,watch pin tweet educ yourself catastroph global warm theori minc +-1,932153,presid trump abl destroy global warm myth amp make whole world great again +0,732641,sinc come irma here know link climat chang amp hurrican +2,664114,wheaton colleg alumnu kill walk across countri rais awar climat chang +1,124935,exp scientist say one half brain would question climat chang half brain +1,923556,peari carib design threaten climat chang contribut declin fact 127150 +1,93697,spous g20 leader tour climat chang center hamburg today someon miss melania claim protest +0,994476,peopl think legitim climat chang debat mostli mean +1,989298,watch right here travel world tackl climat chang httãââ +2,664121,gov jerri brown call trump energi plan coloss mistak galvan climat chang activist +1,416813,arctic ice melt could trigger uncontrol climat chang global level the risk obviou ht +1,150051,learn rampd kaust aim find climat chang solut see full video gt +1,543885,2016 hottest year record due global warm say world meteorolog org rise sea level threaten mauriti +2,544443,feder scientist cook climat chang book +2,694843,trump transit target energi depament staff believ climat chang via +1,141314,time conserv might sta accept scientif method climat chang +2,936512,leak govern repo point dire impact climat chang us +1,839351,sho answer hard question climat chang updat 2017 +1,541084,leav one behind priorit fuhest behind first social justic climat chang +2,426345,toronto weather storm climat chang +1,299418,were last gener stop climat chang rise up end oil +1,557325,simpl question climat chang denier must answer wrong +0,598861,helllo internet know fix global warm +2,654854,scottish govt propos 2050 target 90 emiss reduct vs 1990 new climat chang bill http +1,348102,rais fund fight climat chang govern run caoon villain +1,630348,2016 year climat chang came home hottest year record karl mathiesen travel tasmania +1,270950,stop watch trash ass show like 13 reason watch bill nye new show climat chang +1,456835,indic climat chang like precipit amp land temp show climat chang +2,684315,freez record low may doubt global warm say scientist +1,610360,look maralago reso understand climat chang affect ocean http +-1,330798,address zealot replac religion chang +1,471672,8 way climat chang put safeti risk +1,74245,al gore stir new climat chang call world leader +1,170027,thank global warm antarctica sta turn green +-1,326395,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +1,168438,84 degre atlantain novemberdo still believ global warm happen +2,219818,test myth global warm level +1,919141,fit elect day itll 92 degre novemb one candid think climat chang made chines hoax +1,841666,anoth trump troll know know theyr trumpgop voter deni climat chang blame immigr fo +-1,835074,new studi whole galaxi nearbi die off global warm lot wors thought +0,388541,cute jim would suppo fight climat chang +1,824785,think global warm human race +1,622599,explain carbon dioxid factor global warm despit countless scientif research +1,611586,even aicul ad climat chang denier say you seem like hear out thu end discuss +2,209366,flight get bumpier hereãââ scientist blame chang +1,159667,ye mr businessman total valu opinion climat chang scientist activ studi it +-1,829992,bravo rick perri told energi dep use climat chang pari agreement memo +1,149819,watch right here travel world tackl climat chang httãââ +1,50442,job today make sure live save houston job tomorrow understand role climat chang play i +1,721808,im meh carbon tax unless goe toward climat chang initi +1,854048,need warãââ climat chang need revolut +1,256204,first issu new year out cover a celebr climat chang camp +1,197068,think go die husband believ climat chang +2,665275,gov jerri brown warn trump california back climat chang +1,255161,strang conserv argu regul way fight climat chang ãâ✠embrac market mechãââ +1,386747,rockpo corpu beaumont area deep deep red definit climat chang deni +1,962949,today join member talk critic need combat climat chang suppo clea +1,156546,wonder trump believ climat chang +1,307348,15 hottest place world today nsw wonder think climat chang funni +1,387782,signific lack understand link livestock amp climat chang among public awaren +1,688770,good news long ignor climat chang warn inf aicl mind lose great barri +2,986798,effect individu step tackl climat chang discuss +1,290514,believ climat chang elect issu low carbon polit manifesto polit pai use +2,671628,rfk jr issu warn trump climat chang polici +2,567821,role terrestri biospher counteract climat chang may underestim +1,133047,blame e gener shit snow ball gener climat chang may stop thing hoãââ +1,446000,first poll close nh 43 deni climat chang senat candid good climateãââ +2,356107,new studi found 99 ceainti climat chang drive retreat glacier +1,631447,vulner american could feel biggest impact climat chang +1,993375,know presid suppo epa believ climat chang amp suppo global init +-1,266711,less show get rid global warm expenditur +1,642820,he sta remov lgbtq peopl climat chang state fund as potu websit he had +1,165721,man us millenni grown time perpetu war econom recess climat chang racist thãââ +1,131378,hope children enjoy havoc climat chang bring +1,576913,meanwhil leader america think global warm hoax +0,459302,necessari respons climat chang primat chang +2,764540,12 year plant bought us extra time climat chang +1,70968,help revers climat chang tweet tip inspir other +1,430512,seem like good time remind everyon humanmad climat chang real like catastroph +1,381533,presid trump may destroy america mayb stop destroy world sign climat chang petit htãââ +1,555189,carbon dioxid biggest contributor global warm methan gautankwadi insist fa cow th +1,84183,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +1,298834,presidentelect believ climat chang million peopl go say mr tãââ +-1,254824,freez outsid hell global warm +1,693724,leo take climat chang skeptic ãâåyou might well believ gravityãâï +2,796259,epa buri climat chang websit kid +2,496297,pakistan ratifi pari climat chang agreement +0,472983,guy postfacto analysi climat chang model +0,752860,liter yall could blame namjoon global warm +2,20491,recordbreak climat chang push world uncha territori +1,266308,bbygirl hard focu love mind povey social inequ climat chang islamaphobia corrupti +1,860477,indigen woman wrote power letter devest effect climat chang peopl +2,727820,world bank group absolut commit tackl climat chang develop togeth tell london +0,748428,dr laur de preux cochair next week confer look health impact climat chang +2,479988,donald trump interior secretari pick want combat climat chang +1,814466,judg stop that donald trump move decis wipe obama climat chang record independ +2,680712,human verg caus eah fastest climat chang 50m year dana nuccitelli +1,50559,he self proclaim racist misogynist climat chang denier homophob amp fascist woman +2,941337,adapt climat chang mean adapt trump here dr aditya v bahadur donald trump sceptic +1,216417,democrat obsess russia trump prevent action climat changewhich threaten life eah ht +1,522369,ai global warm black hole impend global catastroph video weekend +1,309013,pleas ever time pick novel we unprepar amaz book issu climat chang it +1,918693,and get fight capit amp global warm time make basic noth +-1,250008,bill nye policeman guy go lock think someth global warm sez newsmax +0,584020,know consid exp climat chang educ topic continu read in +2,953208,nato agre pentagon climat chang threat multipli +1,131451,ceo conveni decid he sma enough grasp overwhelm scientif evid climat chang ââ +2,836928,wh budget director announc end climat chang research fund via +0,414569,kit harrington said he seen global warm firsthand terrifi he seen armi dead like damn must legit +1,616308,maryland ag brian frosh fight trump ridicul revers obama polici climat chang baltimor http +1,742788,keep noth climat chang winter sure cancel +1,782356,s ok realli wan na get scare watch new ãââ¹ climat chang doc +1,70178,hear perri admit climat chang real like hear young person say have ever heard band call the +1,693367,current read excel inteview editor ilen whi need act climat chang now +1,306574,heard climat chang help find oilga faster crime humanitynatur shame u +1,801338,think go die husband believ climat chang +2,660614,like lesbian caus hurrican harvey climat chang say rightw comment +2,839126,new york state challeng trump climat chang regul +2,503582,australia rank among worst develop countri climat chang actionãââ +1,844507,climat chang chines scam like breitba steve bannon would tell you 2016 set hottestãââ +2,292211,nichola stern cost global warm ãâëœi wors fearedãââ +2,812829,un climat chang agenc react cautious trump plan +0,520216,climat chang mention remov moment trump inaugur tri spo +1,948445,join combat climat chang take action +1,376265,guardian view climat chang trump spell disast +1,218787,singl shine hope stop climat chang via +1,478079,march cant make it everi photo share 1 donat fight climat chang +0,848621,ivanka make climat chang signatur issu 1st ladi im confus +0,628114,annual index reveal biggest mover climat chang adapt +2,857357,epa chief scott pruitt languag climat chang contradict agenc websit +-1,890176,climat chang natur thing global warm lmao +1,552328,tim kain do lack knowledg answer question about climat chang refus rex tillerson +-1,427662,gore climat chang follow send clear messag trump messag is there mani us +-1,237308,half ice loss driven natur swing man made global warm cc +1,259859,put dicaprio global warm documentari okay readi feel horribl +1,8503,craziest pa florida vote trump whole state go underwat defund climat chang rãââ +1,543096,futur planet stake hillari clinton combat climat chang donald trump think iãââ +0,962653,trump solut global warm creat nuclear winter +1,249905,let keep multiscal marin climat chang discuss go beyond +1,820804,truth climat chang 1 it real 2 it us 3 exp agre 4 it bad 5 there hope +1,480950,commit trajectori climat chang 2030 year least due decis alreadi made +1,382855,rain environ cri bc newli elect us presid believ global warm +1,611102,climat chang threaten miami need help tune 82 730pm et an inconveni specia +-1,167232,1970 come ice age scam caus global warm caus climat chang caus climat disrupt th +0,324693,first hit us firenow futur drop anoth album global warm herether mucharound +1,5835,today cold gop call proof there global warm there obes either today 400 poun +1,392421,want play direct role perpetu lead driver climat chang cost us 250ãââ +2,134638,rare move china critic trump plan exit climat chang pact +0,923618,global warm real club penguin shut +1,365751,chase coral document global warm real time destroy great barrier reef +2,107048,scott pruitt agre co2 major contributor global warm +1,810210,there go mani joke today climat chang one them +2,870966,rex tillerson allegedli use email alia exxon discuss climat chang +1,465734,think go die husband believ climat chang +1,972981,nobodi tell farmer adapt climat chang ad pressur dam put egypt verg o +1,388138,trump idiot epa pick still some debat human role climat chang +1,737762,scott pruitt contradict decad scienc agre co2 major contributor global warm +2,127174,understand new evid impact climat chang earli jurass period +2,698283,un climat chang agenc react cautious trump plan +1,946323,gon na sit tell climat chang hoax liter 106 degre outsid rain +1,13055,good news tip point global warm +1,366640,welcom america deni climat chang men brag rape kkk suppo presid +-1,95774,would polit scientist noam chomski speak global warm polit scientif httãââ +1,197788,biggest secur threat climat chang need entir us govern priorit els +-1,146441,al gore scam aist sure hope trump buri climat chang nonsens all +1,583136,invest retir there high chanc well die young climat chang +-1,308396,spi save day charad actual remind global warm biggest threat exist mankind +2,908417,fiji pm invit trump meet cyclon victim chang appeal ãâ✠video +1,71069,weve doubl renew energi product becom leader fight climat chang philli ââ +1,958441,epa climat chang page link global warm research emiss data could go today +2,745292,franc macron urg trump avoid hasti climat chang decis +1,860556,22 habitat direct tri preserv time decad ago amp account natur climat chang +1,641990,pakistan realli ãâëœimprovedãââ come tackl climat chang +1,470797,love lnp use data justifi damag child care access underprivileg ignor data say climat chang i +1,488550,2016 year climat chang came home hottest year record karl mathiesen travel tasmania +0,971716,god punish progress liberi rain guess global warm happi new year +1,471254,pl use voic climat chang too +1,176280,believ equal need comprehens immigr reform prochoic global warm real ââ +0,696697,so global warm beauti weather +1,518526,imagin tri convinc global warm real instead conspiraci wake up tãââ +1,966190,ndma also mandat develop strategi mitig impact climat chang need know mecha +1,312648,excel project approv adani carmichael mine oppon join indigen climat chang project +2,222556,time world leader edg trump consid pull us histor pari climat chang deal +0,941696,innoc babe get tattoo still brand children climat chang era +1,109406,idea climat chang +1,343894,say r 4 climat chang solut keep put oil pipelin across us ââ +2,119300,depament tell staff stop use phrase chang +-1,84006,grade school scienc guy spread lie climat chang donna match truth doe +2,131047,link women right battl climat chang +0,639904,rbreich im often told climat chang middleclass issu poor care job wage ãââ +2,315921,al gore meet donald trump ivanka trump talk climat chang +1,426403,protest tshi novemb albea im say climat chang might real +1,13085,presidentelect believ climat chang million peopl go say mr tãââ +0,379973,ãââ climat chang documentari stream onlin right now ãåâœâ½ +1,32634,plant tree summer beat climat chang +1,827562,r great pa control global warmingthat along limit fossil fuel use destroy t +1,354322,let forgetdup extremist hate women gay peopl amp deni climat chang utter lunat real coalit +1,622376,it offici inequ climat chang social polaris bad +1,111840,ensur uk pollin unaffect climat chang possibl need consid divers +1,981594,given anim agricultur lead caus climat chang adopt vegan diet practic cours ifãââ +1,797622,cant call peopl antiaboion open carri pro death penalti belief climat chang right wing that 225 +1,644926,america accept weather predict groundhog yet refus believ climat chang scienti +1,524987,new new world china lectur unit state climat chang impoanc cooper betweãââ +-1,889620,whistleblow admit scientist manipul data make global warm seem wors help obama +1,64238,enrich teach climat chang +1,661335,think go die husband believ climat chang +1,482569,big winner tonight climat chang congrat climat chang feast coastlin consum bodi fire +1,394255,yah new presid think global warm made chines yet +0,708881,believ bella thorn tyler posey relationship exist much donald trump believ global warm +1,35091,world like india take call amp play pa fight climat chang +2,166139,coral grow faster warm water could beat climat chang +1,840607,half world speci fail cope global warm eah race toward sixth mass extinct +0,350943,polar bear emoji still think global warm myth +1,274385,watch right here travel world tackl climat chang httãââ +2,856229,american believ global warm happen carbon emiss scale back +2,667613,julia louisdreyfu play presid veep cut video back clinton climat chang positionãââ +1,789019,15ãâºc chang world tackl climat chang +0,706544,talk german food climat chang +2,483369,arctic ice melt could trigger uncontrol climat chang global level +1,404662,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,160964,dear climat chang denier read +0,697437,silli climat chang +1,246434,think go die husband believ climat chang +0,527125,give two beer ill give world greatest speech climat chang ãåëœâšãåëœâš swear +1,595252,think go die husband believ climat chang +1,885373,12 describ realiti trust scienc climat chang notabl exampl also repro health fact isnt bia it +1,710059,he self proclaim racist misogynist climat chang denier homophob amp fascist woman +2,451444,energi climat chang +1,167005,imagin world concern thing like indigen suffrag global warm rihanna gain weight +0,991418,so ivanka influenc meet al gore climat chang dad decim epa reg thi tell us da +2,683663,rare move china critic trump plan exit climat chang pact via +1,723460,think go die husband believ climat chang +2,788095,ge ceo vow ignor trump continu fight climat chang +0,926238,theoriz akkadian empiremesopotamia first unifi civilizationwa undon climat chang creat drought +2,627423,scientist fear white hous interven feder climat chang repo publish +2,710230,two scientist resign epa role protest donald trump climat chang stanc independ +1,882894,trump appoint myron ebel believ climat chang head environment protectioãââ +1,392535,great barrier reef damag die stop global warm way save it +2,604557,pre trump attack climat chang effo epa work decad +0,653638,shawn mv slip ice fan suppos visual danger global warm amp bring attent f +1,458472,never suppo care climat chang green energi fossil fuel pollut u ruin us +1,633582,help fight climat chang expand renew energi tell nevada sign +2,709469,pope urg int commun act combat climat chang ãârv +1,363390,bold 9yearold afraid take whole govern climat chang +0,270294,paul ryan cant wrong wrong direct nine climat chang take away woman right choos +-1,881575,anoth global warm argument bite dust increas global drought past 30 yr ââ +2,93696,million bottl minut world plastic bing as danger climat chang +2,853153,new york ag sec state tillerson use pseudonym wayn tracker discuss climat chang ceo exxon +2,741603,introduc year 2050 guid surviv next 33 year climat chang +0,401865,dr bryan fischer climat chang extraordinair +0,733910,australia welcom new climat chang polici via +2,13209,oppon adani carmichael coal mine join uq indigen climat chang project ãââ +-1,308437,fund global warm stupid put money dumb crap +0,522552,man stupid ãââ power music messag climat chang cowritten gorillaãââ +1,315898,deal fight climat chang late ãåëœâ +0,959340,im say climat chang exist evid +2,654924,sacramento calif ap california lawmak pass extens landmark climat chang law gov jerri brown hold +-1,354709,sail expedit noh pole document climat chang cancel due solid pack ice +1,287231,effect warm temperatur show climat chang undeni climat action pa +1,10808,would kid given climat chang terrestri +1,862580,whisper climat chang real help stop bc love u +1,987862,extrem disappoint senat vote confirm perdu known climat chang denier shame o +-1,258825,three cheer new global warm studi terribl news alarmist good news plant anim peopl http +1,517635,outrag british tabloid attack climat chang scienc noaa fals claim +1,337428,time idiot climat chang deni us presid 2016 hottest year record un say +2,520925,ocean planet lifeblood transform climat chang watch +1,565941,face corpor domin injustic amp chang movement led women offer way out +2,208832,doctor say climat chang threaten public health across nation +2,471698,scott pruitt latest climat chang denial spark backlash scientist environmentalist +1,56290,at point cou could uphold conclus climat chang endang public health welfar ht +1,616749,trump call climat chang hoax chanc destroy effo beat it +1,366990,enjoy unseason warm day lost hope slow stop climat chang may well enjoy it +0,454406,thank global warm thought bad thing jc +2,467565,pollut climat chang affect everyon rajnath singh address valedictori session ngt world +1,341733,horrifi hear peopl deni fact climat chang nation tv +0,732823,33 american think global warm hoax +0,288495,counsel say disput climat chang relev consider nema +2,338944,trump warm realiti climat chang say senior chines offici +2,425592,statu repo global warm much depend next year fabiu maximu websit blog +0,152968,epa head scott pruitt deni carbon dioxid caus global warm chok uden overraskels faktaresisten +-1,840230,500 year flood climat chang back then pe +1,895609,tweet climat chang donald trump want see delet account +1,228657,even swelter london thank god climat chang chines hoax +1,857382,yet some global warm exist +1,438635,thing alway suck colorado green pay cat christma musicappleclim chang denier +1,276434,frack pollut water degrad air qualiti worsen climat chang amount regul make safe http +1,6603,popular local weatherman greg fishel strong word climat chang denier thank standi +2,97127,new york hotel join fight climat chang +1,937397,anyway climat chang kill us all trump ruin final day im realli fuck irrit right now +1,886945,peopl go believ climat chang real ocean current liter break europ p +2,870527,octopu park garag climat changeãââ canari coal mine +1,163015,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,334626,trump america climat chang research sure a wast money +0,977459,hurrican boner last 4 hour consult climat chang scientist +-1,857786,male xy femal xx aboion human fetus manmad global warm proven now believ i +1,881889,eah trump replac white hous climat chang page with via +0,142818,watch leonardo dicaprio climat chang doc free onlin +2,797582,trump epa chief think co2 primari contributor global warm +2,947005,renew energi invest probabl peak hold back climat chang fight +-1,460887,mayor disappear island face al gore shut global warm claim +0,951347,believ climat chang elect snowflak sta melt +2,383937,princ charl coauthor ladybird climat chang book +-1,750425,isi attack reaction trump polici isi attack obama term due climat chang amp +1,217046,leo take climat chang skeptic ãâåyou might well believ gravityãâï +2,648782,texa ag ken paxton side exxonmobil climat chang case +0,475402,alway easi show if harm caus system complex climat chang +1,845359,2 yr old today mom howd get past cognitivi disson even tho climat chang render th +1,109671,97 climat scientist agre climat chang caus human activ lean more +1,927347,lol talk abt reason ppl believ climat chang class today amp common reason ppl think conspiraci +1,459843,fool yourself trump still think climat chang hoax he make henchmen talk +2,738874,corn could major victim climat chang via +1,398956,repoer mention climat chang that highli polit decis +1,756571,nicaragua want stronger climat chang effo +2,274867,trump transit sceptic guid everi agenc deal climat chang +-1,319311,yep long keep research climat chang keep receiv billion dollar give racket +2,643897,arctic ice melt could trigger uncontrol climat chang global level +1,416073,epa head deni climat chang like nasa administr doesnt believ graviti danger a +1,638604,great see ppl take street amp combat climat chang protect next gener amp fight job amp econom j +-1,406366,final pari climat chang agreement design crook buy crap +1,827528,googl treat climat chang denial point view promot breitba bullshit search result +1,972166,re big new yorker piec climat chang front page alaska paper todayhow melt permafrost war +0,831749,obama sent malia meet al gore climat chang everi conserv countri would mock mercil +2,537723,trump defenc secretari favourit get climat chang +1,399269,parent id anyth children scientist here stave climat chang children stay oãââ +1,530270,believ climat chang ãââ here irrefut proof real httãââ +1,845848,tackl climat chang hea s polici +2,972483,research climat chang africa bias matter +1,788349,journalist repo institut stop fight climat chang complet gut epa declassifi nation +2,760406,could trump unravel pari climat chang deal +1,561842,the sea almost doorstep elegiac stori amp photo show toll climat chang +0,983679,watch woman walk middl m4 heathrow drag away polic climat changeãââ +1,592683,im guess need align china trade amp climat chang now choic distanc usa yãââ +2,314008,rogu nation park tweet climat chang fact defianc donald trump +1,244225,colleg afford climat chang s valu millenni valu httpãââ +2,345327,g20 agenda cant ignor climat chang busi leader say +2,376482,border chang due climat chang glacier meltdown itau italian lime +1,730604,climat denier blame global warm natur +1,447902,kate marvel cloud buy us time solv climat chang ted talk +2,973119,us gener eu leader must pressur trump climat chang sceptic cc +-1,339251,climat chang kill any1 past predict futur wed rich stock +-1,705224,co2 driver global warm amp globe warm els need know money what http +0,719591,impli climat chang denier block said he alway happi talk scienc builãââ +1,495470,head epa believ climat chang either +1,828676,trump climat chang denial could cost us 100 trillion +1,509721,may meet al gore daughter may mention climat changebut trump appoint tell real stori +2,153505,john kerri say hell continu global warm effo +2,21879,naomi klein attack freemarket philosophi qampa climat chang debat ãâ✠video +1,21220,it almost like poseidon come warn us climat chang +1,209321,tackl climat chang conflict disast must join forc take collect action +0,279319,um suzuki chant repeatedli harper lock climat chang oop +0,136474,ladi job keep tell gener need fix global warm idk think im climat control concierg what +1,170188,so climat chang list first gender equal violent extrem +1,939489,global warm real lmao fuck +1,132728,chang like next generationand gener afterand that +-1,286390,trump epa fix flint water suppli instead fa around nonexist climat chang real poli +1,948709,whitehous fill creationist climat chang denier plu side god give grandchilãââ +2,594855,sever storm increas precipit reduc ice cover sign climat chang hit great lake +1,746460,whitehous fill creationist climat chang denier plu side god give grandchilãââ +1,856075,china call donald trump climat chang know itãââ bad +0,358459,okay wonder replac by china manufactur climat chang +0,165830,octo result climat chang error +1,660724,futur extrem flood brought climat chang +0,799074,trump say cancel billion dollar un global warm by way one know happen money +1,180450,co2 doesnt caus climat chang +0,742662,look global warm done +1,943307,21 risk exp poll 17 list climat chang among top threat worldãââ +1,919142,new york time news pagesclim chang immedi amp seriou problem nyt editori pagew sure +1,822006,mani truth bomb climat chang it water amp impact food water instru +1,37136,berni sander no compromis bigotri climat chang democraci +2,304452,trump seem chang mind climat chang +1,12781,there nowher hide global warm doe new era bleach beckon indian ocean coral reef http +-1,78233,actual evid eah flat evid man made climat chang real +2,46421,devi lockwood travel mostli bicycl collect 1001 stori water amp climat chang +2,83114,gallup poll march 2016 american ever take climat chang serious ââ +1,115328,today good remind climat chang border amp we south asian must cooper ourãââ +-1,835169,new studi disastr news frack oppon global warm alarmist +0,405566,dang flabbit darn tootin indiana weather aint nobodi know climat chang amp rise sea level like hoosier yee ha +1,87282,an epa head deni climat chang like nasa administr doesnt believ graviti +0,556557,propos combat climat chang extrem selfish p +1,505360,around tomorrow there talk take place climat chang refuge crisi librari 1 httãââ +1,505435,cop22 africa hit hardest climat chang +2,786447,funni die franken letterman take climat chang hilari web seri +1,171319,30 terrifi beforeandaft imag climat chang +0,607788,databas womenãââ right poc lgbt immigr muslimamerican climat chang advocaci group +1,782783,tell shell sharehold reject pay polici cha path toward irrevers climat chang +1,128614,take open eye global warm help oil ga compani +1,991365,shit take long thi russia climat chang keep call keep protest stay mad http +1,932173,need reli scientist global warm use thermomet +1,462990,think go die husband believ climat chang +0,201772,press email call global warm chines hoax clinton email trump prais +2,103933,world ocean store amount heat thought thank chang +1,934398,280 billion year coastal citi spend climat chang propel ingeni engin +1,187188,presidentelect believ climat chang million peopl go say mr tãââ +0,7073,know global warm real jalapeño keep get hotter hotter +1,308321,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +-1,701646,global warm colleg campus overrun snowflakeãââ +0,248337,leonardo dicaprio guy un chose global warm aint seen often social media transmit std still seen +1,315541,paper out 7 way variat climat affect speci respons climat chang +1,39811,web truth climat chang affect weather via +1,93902,brad thank spot wed allergi suffer climat chang pollut denier drive nut +1,489641,thought futur climat chang solut +2,886476,act entir speci lost global warm say scientist +1,186542,hfc write wall may repres landmark combat global warm unceainti will httpsãââ +0,28068,world climat chang anyth possibl +2,746366,epa chief scott pruitt doubt climat chang scienc +1,99889,presidentelect believ climat chang million peopl go say mr tãââ +1,884305,place water climat chang hit us hardest ãââ +2,429348,scientist seek holi grail climat chang oman hill +1,538295,it cold believ global warm dumbest comment ever come someon mouth +1,624947,singl question climat chang 3 debat sad no realli sad +1,704751,muslim clerk gave us lectur todayampsaid thatbecaus peopl abandon faith rain yet dude fuck climat chang +2,966499,turkish ga compani corrupt past get world bank loan climat home climat chang news via +1,309958,news theresa may appeas dup climat chang denier hand environ incompet bellend +1,838806,exampl never convinc religi conserv realiti climat chang +0,358696,blame girl global warm yall feel bad haha +2,860211,catalonia strengthen strateg polici mitig effect climat chang new repo http +0,461911,donald trump ignor global warm nazi wave attack laguna beach antifa member http +0,205680,climat chang hum +1,935213,big petroleum compani pay congressmenoth high level politician million whymost like denounc climat chang +2,178073,herbivori climat chang factor may significantli increas bvoc emiss boreal coãââ +0,689739,smash mouth all star realli catastroph climat chang +1,519961,trump call global warm hoax ceo exxon and rumor so pick advoc carbon tax +2,150917,epa chief could gut agenc climat chang regul +1,433384,peopl hit worst climat chang poor vulner amp margin moral imper act clear +2,532004,busi investor renew plea trump ignor climat chang +2,674724,pakistan ratifi pari agreement climat chang +1,78592,would combat global climat chang +1,972049,climat chang fakeunimpo trump tri hard destroy data +2,34578,trump merkel talk nato ukrain climat chang deutsch well +2,898618,un climat chang agenc react cautious trump plan +1,963782,here climat chang could flood citi and state world warm htãââ +1,165186,find solac climat chang caus sea level rise trump maralago beachfront florida reso wi +1,647101,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +-1,658746,tell zealot climat chang ontario huge wast borrow money x3 elec cost brutal +1,731382,effect respond climat chang must break politic sciencebas knowledg +1,400255,leader must aim promot peac increas global cooper trade secur climat chang and +-1,607528,trump pick someon head epa nerv question verac global warm that awesom +1,455469,crazi viualli everi dystopian scenario explor film bare movi climat chang +1,398470,game over global warm even wors think +2,436370,head epa said co2 primari contributor global warm statement odd scientif consensu thing happen +1,119020,wow almost global warm real +2,51003,world leader reaffirm commit climat chang +1,491207,like clean air clean water lessen effect climat changeidiot +1,524591,naiv optimist chang +1,837050,dear dont listen ignor voic chang dr ben santer http +1,435114,thank u inspir us organ great climat chang call 2 action forum +2,18931,longer heat wave heavier smog go hand hand climat chang +1,349781,main emitt greenhous ga must help vulner countri like madagascar avoid worst effect climat chang httãââ +0,386646,global warm +1,751409,stake enorm high liter term climat chang futur planet stake +1,516909,profession climat chang denier discov lie decid fight scienc +0,466329,wo climat chang legisl militari occup becom necessari make hungri peopl shut hungri +1,600082,epa chief sta initi challeng nearunivers scientif consensu global warm +0,610813,began beliv global warm see believ global warm see fri brain on +1,482522,brookingsinst weight new climat chang evid may hard trump amp republican ignor +2,278268,us energi depament balk trump request name climat chang +1,59836,futur planet stake hillari clinton combat climat chang donald trump think iãââ +-1,959360,cost climat chang minim compar attack work pol wage condit +0,113191,climat chang hoax club penguin shut down +0,348235,haarp 2015 reveal climat chang via +1,801467,women right immigr right equal pay healthcar altern energi lgbtq right climat chang ãââ½ +1,796895,great interact climat chang model tool someth school kid inc regim tri +1,514312,climat chang affect amp help graphic break down +2,62251,1991 shell produc alarm video warn climat chang danger +1,721933,think that global warm christma +1,107825,presidentelect believ climat chang million peopl go say mr tãââ +1,19897,talk peopl help mitig effect wosay climat chang +1,411577,nearli 60 degre januari presid believ climat chang lmao +1,262153,global warm real super impoant +1,683735,climat chang skeptic lead trump epa transit ãââ cha prove climat chang real hãââ +1,104336,countri iwo among threaten climat chang minist audac mock plant tree htt +1,492370,think go die husband believ climat chang +0,723133,theyll tell theyr save global warm theyr lie +2,506769,us chang cours climat chang abandon global pact cut emiss trump transit offici +2,71271,rex tillerson use fake name wayn tracker discuss climat chang exxon mobil via +2,605416,new jersey newspap editori call trump derang mad man attack climat chang fund +1,339578,trump world leader deni climat chang +1,640896,immens climat chang sent politician selfdestruct state denial +1,30818,worldwid protest tonight racism sexism climat chang denial london 5pm us embassi http +2,123642,citi plan build asia first veical forest tower tackl climat chang amp pollut +1,852386,pruitt increas atm concentr co2i domin sourc current climat chang +-1,155015,nope climat chang real natur occur man made climat chang joke +0,578979,polar bear global warm +0,894040,due climat chang longer see roam atat anymor sad +1,845999,liter singl issu matter mess climat chang hey hey help +1,683423,he centrist well pragmatist worri believ global warm +1,765038,absolut agre sciencebas climat chang real +-1,332870,peopl lose sleep due climat chang murder night crime skyrocket +1,551115,immedi effect individu action revers climat chang chang diet ââ +-1,654318,next bill cunningham weigh left media talk fake news climat chang +2,701094,climat chang influenc current arctic warm spell +2,423124,obama administr give 500m un climat chang fund +2,735057,say pathet epa chief think carbon dioxid primari contributor climat chang +0,914655,climat chang protest caus traffic chao caus car journey take longer caus pollut iron +2,458267,ice melt temperatur rise alaska fight stave climat chang +0,123094,love s stanc especi educ climat chang +1,966329,weather outsid fright thank climat chang polar voex +1,716816,human bad think climat chang via +1,149216,say im climat chang denier theyr realli say i give shit planet +2,201472,lisa jackson talk climat chang appl lofti mine goal new interview +1,103311,affect mani peopl also planet man doesnt believ global warm exist +-1,857394,sorri global warm liar arctic sea ice today thick 75 year ago +2,88866,citi best arm fight chang un climat chief reuter more +1,891268,nice convo w mom claim climat chang bullshit nice night deb +1,760013,take bold action climat chang improv economi amp air qualiti that ag defend clean pow +2,855499,g20 world align trump polici rang free trade climat chang +1,288009,thank remind us 2020 turn point climat chang +1,345739,heat index like reach 105 today global warm real +0,352096,join us friday discuss viewpoint issu global warm brought by +0,840763,idk know climat changegirl +1,728100,ãëœâãâïfight climat chang ãåâæãåïâ½women right ãåâïãåïâ½gunsens ãåââºãåââveteransãââ +0,290826,excit welcom filmmak jare scott join us thursday 29 screen film climat chang age +-1,674799,would tell everyon climat chang occur sinc eah day 1 +0,172797,global warm exist club penguin shut +-1,512616,follow twitter read blog know catastroph global warm biggest scam scienc h +1,813586,wow know what scarier place exist all water breach due climat chang +2,775485,pari discord trump unravel climat chang agreement +1,202174,think go die husband believ climat chang +1,443415,six irrefut piec evid prove climat chang real +1,558036,thunderstorm yesterdayin februari peopl still question whether global warm actual thing +0,719192,global warm +1,697916,tell member congress condemn trump say harvey climat chang disast +1,790311,continu live old delus worsen damag climat chang doe +2,326829,pizzli grolar bear grizzlypolar hybrid new result climat chang +0,577665,how global warm ponder if cold outsid cold opposit warm that sciencãââ +1,865305,walk find help protect world climat chang +1,988013,70 degre bc global warm +2,648678,calper plan 17 climat chang proxi effo year reuter +1,373808,the taiwan govern apolog whole world make air pollut caus global warm +1,462588,andrea leadsom batshit crazi yet respons climat chang air qualiti amp need better +2,388170,curiou disappear climat chang brexit berlin andrew simm +2,289878,tftc bloombergtv exxon spent 40 year undermin public concern climat chang harvard researc +0,185300,米国政府はある研究者に連絡して申請書のアブストラクトにclimat change気候変動との表現を削除しないと予算を貰えないと通知したスタリん時代のソ連や毛沢東の文化大革命並のサイエンスに政治的介入だどうなる米国 +1,196339,there realli peopl believ climat chang lollll +-1,421349,climat chang climat chang +0,561387,who come see perform hakkasan tonight i love global warm tour +2,872547,wynn focu climat chang 2015 hydro teacher battl +1,760445,want presid believ global warm women right want racist presid cantãââ +1,63522,80 georgia peach crop wipe global climat chang http +1,38803,absurd deni caus global warm hu nation planet longrun +0,636158,g20 roll back free trade amp climat chang us pressur impo restrict booz etc brexit +2,126698,octopu park garag climat changeãââ canari coal mine +1,844585,peopl dont know climat chang entir humanmad +1,275711,govt reckless irrespons on climat chang green pay commit leadership govt fundament i +1,580117,good point candid might end global warm bring us nuclear winter beãââ +1,489969,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +0,640408,watch movi class climat chang cant tell what interest glacier melt s face ãåëœï +1,776709,no countri howev resourc power immun impact climat chang ban kimoon ââ +0,971450,climat chang isnt real +1,231564,anoth exampl climat chang affect world mass extinct real amp scari +1,427292,meat industri devast role climat chang highlight new leonardo dicaprio film httpsãââ +0,348064,anyon go defend trump withdraw pari accord climat chang ah ye +2,244820,white hous attack new york time publish draft govern repo climat chang http +1,450513,deni want climat chang exist us address it +1,128758,malcolm turnbul must address health risk climat chang michael marmot +1,400983,except climat chang equal right women amp minor syria crisi keep nato intact help 3rdãââ +2,482982,well prepar exp view climat chang next big storm +0,870237,climat chang pre workout energi drink recip +2,959314,refer climat chang delet white hous websit +1,667163,fiji invit donald trump come see climat chang hoax via +0,310429,nigga ask inspir wa told em global warm +1,141882,us could learn china climat chang polici opinion +0,631468,mean climat chang climat chang climat chang climat chang use much can climat chang +1,131127,everi major scientif societi amp nation academi acknowledg human caus chang here new li +2,460401,trust global warm scientist ask david rose via +0,898987,fli 6000 milesno doubt 1st class taxpay expens talk climat chang gtgtironi klaxon +-1,595020,democratswith time handsar work amaz idea end climat chang mar +1,764390,abil ssa tackl climat chang depend skill amp train +1,352979,develop nation world led climat chang denier +0,160054,exactli resign benefit climat chang agenda you +1,502536,think go die husband believ climat chang +-1,16867,know climat chang caus everyth includ acn biggest scam ever +2,799679,energi dept tell employe stop use phrase climat chang repo +1,212951,trump head environment protect agenc fals claim co2 primari contributor climat chang +2,301321,govern scientist claim retali speak climat chang +1,252763,waitit seem least believ idea global warm problem think that first step rehab +-1,320543,cant wait see bbc emot meltdown tear climat chang treati up +2,221402,trump took white hous climat chang page put pledg drill lot oil +2,43611,thank climat chang bread less tasti via +2,285169,antarct studi examin impact aerosol paicl climat chang +1,762835,fall s bogu rhetor climat chang look who transit team c +2,208561,scientist gather discuss whether human dim sky stop global warm repo +1,491146,teach climat chang week here remind today +-1,770008,thought global warm would kill pb +1,368869,pod join discuss screw come climat chang look here +2,830188,elon musk think donald trump go good climat chang +1,805324,i dont believ scienc climat chang type man screen tini supercomput built believ +1,475088,believ global warm sta look realiti late +1,584426,nixon sign clean air act 1970 reagan admin first identifi climat chang problem trump gut epa budget +1,265556,think go die husband believ climat chang +1,159658,clear act global warm see global warm affect everyon +0,659709,exchang view climat chang polici unveristi ige tsinghua sta research +0,932026,im u thi although dem consid filibust climat chang +1,352149,climat chang denier fuck parasit global warm real liter kill pla +1,768514,amp donald trump want know prove nasa pa whole chines climat chang hoax +1,299700,develop countri vulner climat chang need invest risk mitig amp prevent insur play big pa +1,388520,anim ag industri highest contributor climat chang put ad like chang ur lightbulb ur fau +1,553829,new epa administr state believ co2 lead caus global warm scienc p +1,561046,technolog oppoun climat chang adapt +1,953326,karolina skog need includ ocean work climat chang +1,429281,case doubt confirm were enough tackl climat chang +1,287587,livelihood vulner farmer demand coalit govern climat chang +2,959142,china coastal sea level rise record high exp blame climat chang +-1,598836,believ graviti predict forc contrast climat chang predict +0,838958,ãâåat intersect polit eventsãâï marin corp u journal publish special issu changeãââ +2,687701,water manag hea cop22 climat chang discuss +1,690597,world wake let spark massiv movement stop climat chang join suppo +1,702156,ok climat chang denier head epa aw what shade lip stain dude +-1,922544,liber epic meltdown nyt columnist suggest scienc behind climat chang isnt ceain +1,627098,sioo much pollut climat chang go onrenew sector need governm +1,394428,top 10 way stop climat chang via ãââ +0,471156,cours hurrican wildfir afflict us climat chang fool know theyr god punish trump +1,40409,it cost deal climat chang cost ignor it john kerri +1,607012,wait r peopl rlli think global warm doesnt exist +1,902494,appar climatechangedeni blog comment make exp climat chang +1,69439,prepar presid trump 1 nuclear prolifer 2 denial climat chang 3 white supremaci reckless careless +0,704429,despit high profil preach pope franci 36 percent american see global warm moral issu +1,950322,climat chang crisi public read global health aka peopl freak nearli enough +2,337667,epa chief refus say whether trump believ climat chang +1,245360,arctic ice melt could trigger uncontrol climat chang global level cours weather http +2,671834,winteim haze beij global warm +1,982552,talk climat chang +1,353529,higher methan level make fight global warm difficult methan level ha +1,49629,here climat chang could flood citi and state world warm +1,81543,unexpectedli apocalypt climat chang trump victori unrel topic +1,596663,anyal millenni care climat chang vote caus they suck hope understand yoãââ +1,671985,big secdef matti understand climat chang risk far head epa via +1,131407,watch right here travel world tackl climat chang httãââ +1,346903,al gore thought trump might come sens climat chang nope +1,118857,ppl know scientist pope franci chemic technician amp believ manmad climat chang +1,945282,shittiest thing climat chang anim go extinct human +1,892428,futur planet stake hillari clinton combat climat chang donald trump think iãââ +-1,934068,scienc settl liar world leader dupe manipul global warm data via +1,808472,also address 2nd session sustain develop climat chang amp energi +2,374023,alga could make global warm wors +0,124299,except one chick who watch leonardo dicaprio documentari climat chang +2,85554,trump secretari state refus un request attend climat chang meet +2,555898,state dept reduc world project us soft power sweep special climat chang envoy process +2,282568,california target cow ga belch manur pa global warm fight +2,284710,polar bear struggl surviv climat chang continu accord a via +1,49594,know thing bad exxon mobil urg us govt right thing climat changecarbon emiss http +1,143384,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,898723,must prepar climat chang +2,918143,epa chief scott pruitt say carbon dioxid primari contributor global warm +1,56142,disagre global warm like disagre sky blue water wet human need breath +-1,141059,climat chang fanat lost credibl +2,698088,gener electr ceo take aim presid trump approach climat chang +1,564084,want solv climat chang thursday +1,833658,weve proven grow economi reduc carbon emiss caus climat chang ãââ +2,86301,sierra club call investig epa head climat chang comment +2,606569,wisconsin agenc ban mention climat chang via +1,575245,say hell tackl sealevel rise s tidewat wo mention climat chang +1,538255,wow wait minut look pro trump climat chang denier follow you disrespect comment here +1,236672,snow be bleach anemon crack ice climat chang look likeãââ +1,414482,think go die husband believ climat chang +1,996751,valu choic strong effect attribut histor contribut global warm +1,338813,tonight epa head scott pruitt unsur caus climat chang mayb consult age +1,206608,allllll mean global warm real +2,985620,scientist strong evid humancaus climat chang intensifi 2015 heat wave via +2,809486,china blame climat chang record sea level +1,237613,6 concept co2 contribut global warm complex it quit simpl understood sinc +-1,8864,statist signific global warm 17 year +-1,700453,rememb al gore predict ice cap would melt 2014 man noth climat chang a +1,826213,usda cant help farmer cope effect climat chang agenc head scienc doesnt believ it +2,151148,next us govt dare avoid climat chang john kerri say +2,502986,sec state rex tillerson use alia account climat chang email tenur exxon prosecutor sa +1,640568,trump posit climat chang arguabl scariest pa victori +1,309871,climat chang stat wake peopl up +1,534347,environment per se definit climat changeglob warm pa it peopl like environ realli +1,117205,come issu nation secur need put climat chang near top list +1,104226,need help combat climat chang visit get tip tak +2,380217,climat talk save us global warm us urg +-1,209291,make 100 year predict doom amp gloom climat chang one around call bs do +-1,570157,peopl believ global warm amp darwin believ anyth sad enemi make s +-1,210025,man made global warm lie like talk anim meltdown global warm that shit ignor like starekv +1,54139,us busi school fail climat chang via +0,118669,today adapt global climat chang symposium program here +2,245590,epa chief carbon dioxid primari contributor climat chang lead scientist say he wrong +1,621195,proof someth terrifi realli happen climat chang +1,764754,econom alt nation keep ocean rise amp temp elev climat chang i +0,48543,know climat chang within +0,409754,weird pa new netflix snow everyon who watch alreadi believ climat chang issu +2,261577,trump budget would gut epa program tackl climat chang pollut +1,651739,new research point climat chang increas fire activ mediterranean europ +1,817445,poster updat classic nation park scene show climat chang could mean icon landscap +1,145817,nation interest labor mp criticis man sexist racist bigot climat chang deãââ +1,510353,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,513912,concern climat action expens new ope look cost climat chang itself httpãââ +1,153311,would great time rest world find way pressur us climat chang human right +2,937307,dutch chief defens i see climat chang secur game changer pose seriou secur risk +0,159623,stephen hawk i may welcom trump america climat chang action equal feel welcom +1,42385,anyon care climat chang onlin strategi session 7 pm tonight via +0,502842,blame global warm s +1,640254,climateprogress thinkprogress yet anoth trump advisor clueless climat chang +1,708843,perfect solut public transpo shoag global warm +0,353018,hurrican justifi climat chang exactli +2,191309,issu contenti climat chang way +1,411672,trump epa pick deni climat chang doj pick oppos vote right edu pick derid public school hh pick want me +1,231213,latenight comic could real impact climat chang denial +1,605841,epa pruitt lie congress climat chang session lie meet russia america taken apa insid +0,570210,lowkey complain global warm ãëœâãâïãåïâ¹ +2,617522,trump pick climat chang skeptic head epa transit team +1,821054,year ago women climat chang exist sentenc today selfevid ãââ +1,651291,berni sander slam corpor media fail properli cover key elect issu like climat chang +2,300732,scientist say climat chang caus reindeer arctic shrink week magazin +1,13566,pledg urg us leader maintain momentum fight global warm +0,843687,kim myungsoo number one caus global warm +1,518883,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +1,215817,day food aplenti climat chang droughtfamin farmer commit suicid +1,985404,govt abandon pretenc take global warm serious member climat chang author quit +1,406145,new new world china lectur unit state climat chang impoanc cooper betweãââ +1,69618,think go die husband believ climat chang +1,702206,meet godfrey think snow turkey climat chang myth godfrey bod explain +2,94765,great cost ave climat chang ivo vegter +1,169280,presid believ global warm were doom regardless +2,266719,theresa may new dup friend climat chang denier like trump +1,396413,farmer profit econom polit address climat chang +1,814264,citi seen destruct power climat chang that were commit +1,840074,world alreadi full climat chang refuge often describ accur planetari crisi +1,120777,2 ostrich realli climat chang denier do +1,521032,speak rise impoanc citi panership address climat chang ãââ +2,16095,attack epa work climat chang go decad +1,763879,saw great talk 40 year studi arctic lake given speaker irrefut evid global warm +1,587737,case forgot chines hoax global warm +1,28144,mechan climat chang known citizen warkwoh new zealand centuri ago +2,161668,slow climat chang save planet us +-1,162306,caus climat chang retard music yeah uzi gay ass voic +0,326115,harri tri come choru danger global warm sholi +2,493675,head us environment protect agenc doubt carbon dioxid role global warm via +1,504084,help al help al gore reach work donald trump climat chang +1,111883,week nyt opinion section publish climat chang deni so endors antisemit fascist +1,855713,credit due get semiseri barrier reef bleach shock link climat chang +2,289664,pope urg world leader hobbl climat chang pact +1,762261,today climat chang denial equival fascist bookburn +1,209626,pika climat chang indic speci learn +0,709291,even everi nation world adher climat chang commit 2030 differ +-1,610096,trump shovel now time buri pseudosci climat chang +-1,552015,turnbul scientist wors believ scientist paid lie global warm good b +1,526628,climat chang denial propaganda fohcom stick scienc stupid wrong +0,397114,che non lo sappia new captain planet bill gate sta 1b fund climat chang +1,538382,good thing global warm chines hoax wed real troubl +1,669427,climat chang real disgust +2,281099,thi nut critic pound epa administr scott pruitt disput human role climat chang +1,438745,futur planet stake hillari clinton combat climat chang donald trump think iãââ +2,253720,climat chang lawsuit could chang +1,726751,ye call climat chang it +2,944752,donald trump accus ignor scientif evid climat chang georg w bush environ chief +2,171444,lawmak move protect fund climat chang research +2,418438,third year row carbon dioxid emiss drive climat chang worldwid level +2,435427,look climat chang chang eah thank nasa +0,655506,appreci risk life global warm blizzard +0,978417,john e doyl consensu human impact global warm +0,733351,stop global warm film next season game throne +2,162516,dnr remov word say human caus climat chang weau +2,70944,climat chang scott pruitt caus uproar contradict epa websit +1,364244,upsid catastroph climat chang +1,511782,magic human ingenu best show beat climat chang behavior chang amp use +1,592531,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,675893,think go die husband believ climat chang +0,582670,interview what think global warm melania trump hello he kind he strong he great cãââ +1,98325,hate muslim hate women hate poc hate lgbtq hate disabl doesnãâât believ climat chang lead poll +2,321570,netherland bet 1m global centr climat home climat chang news +1,343382,thank weãââr spend dollar insignific problem like povey hunger climat changeãââ +1,707935,longer afford respond threat climat chang denial obstructionespeci high +1,962167,think go die husband believ climat chang +1,867174,year unusu warmth pa longterm trend due manmad global warm +1,874072,say global climat chang caus human activ occur amp grow threat societi http +0,362956,global warm exist club penguin shut down stay woke +1,705222,ye climat chang real and ye human respons dont worri god interven congressman http +2,770889,noh pole freez sign sudden veri seriou climat chang ââ +0,653725,climat chang weather +0,420950,happen chines turn climat chang machin +1,389754,noth entir polit pay went acknowledg climat chang 2008 say myth +0,137318,hell get crowd that climat changeãåëœë +1,658977,shoutout human caus global warm make depress winter ever +0,711429,im sure climat chang tour high agenda anyway +1,20673,there moder posit climat chang now acknowledg scienc mean agre need action unaccep +1,377017,statement re climat chang antisci inaccur result unnecessari human suffer +1,706599,anyon believ climat chang intens impact not way belong positionãââ +2,18810,peopl depend success pari climat chang agreement survivalãââ +1,613254,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,798130,fight global warm +2,330365,new post sign heal g7 climat chang rift +2,393836,stephen colb skewer epa chief scott pruitt climat chang theori +1,793472,annoy peopl say still snow global warm myth guess bird disprov graviti to +2,831494,scorch phoenix may posit deal climat chang +2,151024,uk govern sign pari agreement world first comprehens treati tackl climat chang +2,462135,donald trump climat changedeni epa chief told carbon dioxid caus global warm +2,877388,lllll uk continu lobbi us take climat chang serious foreign secretari said th +1,611954,presidentelect believ climat chang million peopl go say mr tãââ +1,984606,put fight climat chang enter xchang awaren +2,749370,rex tillerson use alia email exxon discuss climat chang new york ag say via +1,534098,what best way deal epa chief doubt carbon dioxid role global warm +1,578004,keep up pruitt offic delug angri caller question scienc global warmingwashington post ht +2,659920,cloudi feedback global warm +1,652050,latest pa seri climat chang oppress begin white supremaci +1,970442,us elect trump rest world didntso us polici eg climat chang threaten reãââ +2,8053,front line climat chang maldiv fight rise sea +1,31192,cant believ wast time convinc peopl climat chang real believ religion blind faith caãââ +1,332008,think go die husband believ climat chang +1,218283,rick perri deni scienc climat chang lead agenc task wuse scienc advanc energ +1,451266,come ed far right leg continu touchclim chang discuss that scienc +0,32885,scientist say climat chang whatev life bullshit judith left last night that im drunk work +1,536451,actual peopl dont believ global warm amp climat chang like live bleak +1,20972,see trump liter believ climat chang overwhelm see among thing +1,977402,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +1,771187,call peopl color crimin univers professor propagandist blame climat chang gay +0,250169,show us anoth cha explain event caus global warm +2,472328,billionair launch 1bn global warm fund +1,478777,high time consid terrorist politician deni climat chang bought lobbyist +1,681318,column bank insur worri climat chang realiti ideolog battl +1,617508,exxon lie global warm decad fund disinfo campaign it ceo secretari s +2,503511,arctic sea ice could trigger uncontrol global climat chang +1,145799,shock procedur flaw plagu project prime forest best defens climat chang be +0,686076,climat chang year 2000 ask secretari commerc wilbur ross +1,221528,worri global warm were go build new eah bigger eah best eah ever ââ +0,385273,global warm +1,912756,global warm realli thing everyon mind +2,409701,govt invest climat chang pay off say repo +2,280702,act climat chang without acknowledg it +2,772601,research collabor climat chang caus wetland dieoff +1,184432,trump climat chang denial weak beij know exploit +2,785493,berni sander call donald trump new epa chief pathet climat chang stanc independ +-1,310440,nobodi person see evid climat chang fund cut off scam die +1,560578,first femal presid ireland share climat chang impoant polit +0,431221,american airlin flight sent 10 hospit yesterday due bazaar turbul associ global warm http +-1,159420,freez outsid hell global warm +1,680898,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,269601,encourag mention climat chang 1st speech presidentelect franc ht +1,479562,keep global warm 15c need acceler implement amp increas ambit ãââ +1,513441,physic climat chang can not revers calm negoti +1,257749,think go die husband believ climat chang +1,574836,push better access healthcar fight global warm everyth els ha +2,762838,600 busi investor releas letter today urg fight climat chang http +1,446624,goe marriag equalityclim chang reform gun restrict law +1,213681,stood strong today s offic doral tell reject trump climat chang deni cabinet +1,185421,two aicl today guardian highlight stupid trump climat chang deni buddi here one http +1,480598,for singl question climat chang debat boggl mind qãââ +2,434597,hous republican buck trump call climat chang solut +1,59799,shock tool show climat chang transform neighborhood +2,540013,climat chang affect base state live in +2,525855,china presid xi slam countri unwil combat climat chang +2,538691,signal chang record fire give way massiv flood peru +1,630897,global warm undeni fact myron ebel scientist open climat chang denier +2,821623,googlerespons spokesman jacqui lambi factcheck climat chang convers au +2,648326,australia meet pari climat chang target urgent polici need emiss reduct finkel repo +-1,564079,climat chang fraud eah climat chang 1000 time last million year without rang rover +1,609003,nyc can not ignor climat chang +1,305227,think go die husband believ climat chang +-1,285882,um sinc 500 year flood man made climat chang 500 year ago too +2,404725,toni abbott say moral panic climat chang over top +-1,618121,obama blame isi climat chang gun amp georg bush could follow model chicago +1,177758,trump destroy obama progress climat chang revisit favorit leo quot get fire +1,153196,rememb climat chang lawsuit file 21 kid oregon move forward trump +1,718939,good roof slow chang tree soak co2 white snow reflect sun faint heat thi wont +2,578370,answer burn climat chang question +1,505061,presid trump propos budget blow fight climat chang it epa +1,476348,donat help fight climat chang trump agenda exxon join us +1,278203,fix climat chang put citi countri charg look oslo seoul +1,57156,white hous call climat chang research wast actual it requir law +1,391939,ms wrote 8 page research paper overfish impact climat chang human suck +-1,912276,believ manmad global warm deviou moneymak scam design feather nest rich the +2,845818,philippin dute sign pari pact climat chang +0,391463,surpris find dramat lorenzo quinn sculptur venic human hand climat chang +-1,630854,ltoddwood 50bluestat trueth 4 get sign offit liejust like climat changewhi w +-1,867481,warm day climat cold day caus climat chang +1,645732,top climat chang exp follow +1,501065,scienc denier oil compani tri imped us fight climat chang youll stand t +1,161133,video respons global warm effolessli spectacular much love +1,940168,im say ignor climat chang next 4 year there come back +0,528662,peopl think global warm real honestli think eah hot bare 6ãââ +1,520427,dramat venic sculptur come big climat chang warn +2,460165,climat chang link extrem weather global warm +1,750993,im think about climat chang bad +0,222583,nie widzę związku międzi tym co widzimi efekt huraganu global warm ktoś mnie oświeci +2,521210,medic scientist repo impact climat chang health +-1,401584,last check climat chang run peopl truck shoot nightclub rape women eur +1,97720,presidentelect believ climat chang million peopl go say mr tãââ +1,193620,he pretend believ climat chang make profit world board deal help save it tur +2,816191,discuss effect climat chang http +-1,109875,it crazi think climat chang take prioriti terror +2,905347,world three year left stop danger climat chang warn exp +2,24058,scientist link anoth recordbreak weather event climat chang washington post +2,119900,china may leav us behind climat chang due trump mashabl +2,234906,china california sign deal work climat chang without trump +1,549223,fuck trump pick climat chang denier epa team +2,317193,measur school pupil pave way key research find lake global warm +1,524938,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +2,821983,volcan erupt trigger global warm 56m year ago studi reveal +1,452603,2016 pivot year war chang +0,93512,fck me im told turn tv wall help fight global warm look plane sky +1,611614,us monetari polici global economi mani common problem job today chronic econom crisi climat chang +2,785578,for us climat chang beyond ideolog dutch learn live water +1,961912,tfw new govern pay actual detail polici posit climat chang +0,358218,liter manufactur money thin air hold pointless stock microsecond climat chang matter +0,518820,believ paul rudd singlehandedli end global warm +1,558958,predict trump presid push us toward look technolog solut climat chang alternãââ +1,948557,natgeothes power photo show peopl around world take stand climat chang +2,475722,new trailer al gore inconveni truth sequel show presid trump climat chang villain +1,663004,will continu lead climat chang amp work togeth +1,948143,imagin believ climat chang +1,173596,3 follow believ climat chang cours theyd pick obscen option +2,250720,judg order exxon hand document relat climat chang probe whether compani lie public http +1,946524,time remind trump believ global warm come propei your +2,666989,watch berni sander grill trump epa pick climat chang +1,41556,peopl convinc global warm doesnt exist theyr gon na get glacier melt amp were livin +1,582473,guardian view trump global warm right fight editori presidentelect understand +2,746180,white hous say commit implement iran deal climat chang agreement +1,930332,imagin 250k march street concern global warm amp say noth +1,85570,think go die husband believ climat chang +2,659726,cherri blossom teach us climat chang viatim +0,743849,op ed say noth ceain life complex one exampl climat chang piec larg cc +-1,408906,record break stupid make green pay leader know climat chang scam give moron http +1,281623,imagin peopl got fire existenti threat like climat chang facebook post +1,680840,well continu fight climat chang one lead threat wildlif amp wild place +1,528976,fix climat chang put citi countri charg benjamin barber +0,508780,ironi use un confer global respons climat chang whing australian challeng adanisãââ +0,912293,90 1911 mean global warm slow down lol +1,243332,ocean scienc aicl day trumpãââ denial catastroph climat chang clear danger washington post +2,473715,shell video climat chang 26 year ago resurfac +1,544785,governor lot rule amp regul need slow climat chang end strike agai +1,18676,wall registri discrimin welcom here also fight climat chang promot gun law +-1,309836,tucker global warm june 1st 55 degre climat chang scam obamaclinton +0,875001,privat jet space rocket car helicopt weapon pa global warm someon enlighten me +1,420362,the world may way avoid devast consequ global warm +1,24103,snow be bleach anemon crack ice climat chang look likeãââ +2,381943,paisan america world apa belief climat chang +2,607600,biodivers affect climat chang say reduct genet divers alreadi happen +2,528906,assess climatechang risk ocean christoph knowl head climat chang environ divisio +1,384487,imagin climat chang big issu campaign hillari damn email +-1,349514,he climat chang advoc tool +-1,634542,murdoch climat chang son along w moslem major stockhold destroy foxnew mayb new place +1,16357,democrat invent climat changeit establish scientist paiesmuppet +0,205758,ban ecig tobacco control confer make much sens ban wind power climat chang conãââ +0,484096,make saturday get sunshin boy global warm is +1,26674,presidentelect believ climat chang million peopl go say mr tãââ +1,916693,seem one g7 think climat chang chines hoax +1,148556,like christma got choic broken toy toy believ climat chang chiãââ +0,945655,suppos call climat chang get program +1,544607,cant let trump admin censor new climat chang repo polit reason demand scientif integr http +2,328456,european environment agenc climat chang hit genet biodivers european region +1,189248,fulfil climat chang commit preserv clean air water thrive +0,71386,leonardo dicaprio receiv major award climat chang watch full documentari hereãââ +-1,247570,happi go cater climat chang alarmist +1,566775,hate lgbtq commun believ climat chang destroy race cure polit handel +2,551426,one troubl idea climat chang found new evid favor +1,62384,stake enorm high liter term climat chang futur planet stake +1,583098,tri watch flood youtub leonardo di caprio show take climat chang serious rightãââ +0,805556,it begin look lot like global warm +1,238988,think go die husband believ climat chang +2,554921,moor law carbon would defeat global warm +0,614899,end friday news dump might take climat chang inform websit +1,627807,unexpect result climat chang rebih prairi grass kazakhstan +1,222101,donald trump announc plan counter global warm build wall around sun +0,23090,im big fan global warm hate snow cold weather +2,298637,kid climat chang case trump administr go trial +1,900541,world domin trump brexit isi hatr global warm heaen thing like happen http +1,770055,white hous websit remov lgbt right climat chang healthcar amp civil right ad melania jewelri +1,769723,min encourag vulner nation work togeth scale respons climat chang atãââ +1,754365,fight climat chang ãâåunderstand reduc manag african climat riskãâï new chair httpãââ +1,145445,soon upon us amp climat chang real antarctica sta turn green 13 +1,6821,kid learn volcano glacier chang excel museum reykjavik +1,949823,trump joke polic brutal russia hack amp expel diplomat obama found isi global warm chines +2,520664,tori leadership candid cheer dismiss climat chang +1,369616,retweet citizensclimatelobbi must bridg polit divid solv chang +2,569844,theresa may new dup friend climat chang denier scale trump +1,751988,idk peopl believ global warm that wild +2,649192,link climat chang diabet research tri find +1,194041,florida half state go disappear ten year due global warm theyr go guy say chãââ +2,934621,radic energi shift need meet 15c global warm target ãââ iea +-1,767000,yeah cathi suv caus mannmadeup global warm scam +1,375081,iceberg club penguin final tip conserv still wont accept climat chang real +0,913102,backlash hector make harder climat chang measur becom popular +1,531597,the concept global warm creat chines order make us manufactur noncompetitiãââ +0,401676,climat chang sexist ãåââ +0,606293,global warm +1,666974,grand children sta suffer there global warm idiot come cri then late +1,923155,candid talk climat chang afford healthcar +1,992405,memor number 202 2243121 keep call congress health care climat chang mani other +-1,593224,oh give break tackl climat chang code wealth redistribut corrupt 3rd world +1,463879,exxon mobil su climat chang coverup ãå¾âãâï via back amp suppo renew +1,272409,cant believ possibl presid countri think global warm hoax +1,434923,empir data climat chang co2 activ occur +1,577337,news block climat chang deniersh speech breitbalook headlin nxt ur adp +1,454249,child right need hea climat talk amp action kid alreadi suffer effect climat chang +1,527866,deepli troubl wh decis exacerb climat chang author kxl slash epa repeal reg must +1,826929,were away take action climat chang weve almost gener +-1,380104,pruitt climat chang denier brave acceptor climat chang natur recur process +2,618484,pari climat chang agreement enter forc +1,223510,im close account keep lose custom stop fund climat chang +1,52968,epa chief think carbon dioxid main caus global warm and wait what +1,911405,climat chang pose seriou threat human countri mean happen pa of +0,71841,believ climat chang driven humansco2 natur cyclic phenomenon +2,551742,the termin arnold schwarzenegg pope franci team talk climat chang +1,311915,work admin defund scientist deni climat chang destroy nation park could ruin +0,364717,the taiwan govern apolog whole world make air pollut caus global warm +2,26713,obama urg action taken climat chang farewel speech watch live +1,18866,white hous page climat chang alreadi remov websit +1,65961,u believ climat chang plz remov life thx +1,393827,think go die husband believ climat chang +2,6390,trump trump team memo climat chang alarm energi depament staff +1,5616,nasa might elimin climat chang accord solut in +1,515558,talk sooner elect someon claim climat chang chines hoax +1,674454,greenland doubt scientist wit climat chang troubl toll +2,403829,epa flood phone call epa head deni co2 role climat chang repo +2,955357,grow alga bloom arabian sea tie climat chang +2,800135,suit seek info bulli feder worker climat chang +1,609283,expand medicaid pursu crimin justic reform believ climat chang as +0,834404,cold war cold need global warm bigli +1,251837,climat chang often fulli appreci problem think problem wait happen kofi annan +2,521381,us epa chief unconvinc co2 link global warm +1,662335,amp donald trump want know prove nasa pa whole chines climat chang hoax +2,196308,trump send much smaller team un climat chang summit +-1,642261,climat chang hoax anway would hurrican it +1,242387,ride hors job instead drive global warm contribut oil base fuel vehicl +1,889841,tokyo wast process center world class amp studi could solv global climat chang problem +1,924100,cruelti climat chang africaãââ poor suffer itsã effect +2,247948,secretari state kerri urg countri treat climat chang urgent threat despit unceainti say creatãââ +1,967477,name cyclon climat chang denier fossil fuel shill thing +1,150117,hous scienc committe recommend climat chang denial post breitba delingpol h +2,159504,end nation climat assess trump dissolv climat chang advisori panel +2,425432,timelaps birdsey video show thousand protest march toward white hous climat chang march +0,653238,expect us care global warm penguin penguin crime +2,481471,climat chang cover china smog +1,414855,long ago everyon agre climat chang problem disagre mean direct market capt +1,107805,joe biden deliv succinct overview climat chang polici +1,402055,fact one three debat rais question climat chang disgrac +1,673921,largest silver mine africa deep damag farmland alreadi hardhit climat chang +2,917839,rebuk trump polici ge chief say climat chang real via +0,238349,love theyr go ahead pari climat chang agreement meet like hold bihday pay someoãââ +1,80743,believ equal need comprehens immigr reform prochoic global warm real ââ +1,979659,anim agricultur one lead caus climat chang go green go +1,450389,yeah would ever think global climat chang real thing +1,975350,presidentelect believ climat chang million peopl go say mr tãââ +1,613667,investig impact climat chang world ocean watch 1123 on +2,826146,australia scrub un climat chang repo govern intervent +1,190633,huh better watch hell get fire nexttillerson sign intern declar recogn climat chang +2,219850,quest captur store carbon slow climat chang reach new mileston +1,696138,believ climat chang want littl famili die futur gener cuz idt cuz he obsess +2,930336,scientist link anoth recordbreak weather event climat chang +2,666722,pm use world environ day urg cdn turn frustrat climat chang action cant undon dou +0,205307,beloit wisconsin global warm kill oh forgot climat chang hurri chang climat +2,675364,unit state trump consult withdraw us pari climat chang deal +-1,363784,peopl predict pa manhattan would underwat 2008 due climat chang concern fakeãââ +2,361662,icymi investor plan physic risk climat chang +2,628987,60 ceo leader urg prime minist premier take bold action climat chang +1,340303,trump tend cherri pick fact come climat chang environ repeat them +2,871546,find uk less concern climat chang european neighbour +1,657676,mani peopl power think climat chang not real +2,778336,governor jerri brown extend chang bill 10 year abc7 news +-1,44976,head meet desk share climat chang zealotri left action american leadership nãââ +1,845175,read histori pragmaticoptimist get read climat chang im sure +2,528379,ndp would a huge leap forward climat chang say environmentalist activist tzeporah berman +0,438752,explain global warm stuff me +1,827006,take stand climat chang amp hold big pollut account climat crisi gtgt +1,886685,new studi find climat chang curb increas precipit could overload waterway w nitrogen http +1,385097,agre fight climat chang must continu eu commit http +1,585967,great piec 19 hous republican call pay someth chang +1,701898,donald trump administr lie undermin climat chang cours surviv one ask turkish +2,402402,new york time climat chang debacl news outlet worri much appear unbias +1,502413,bird butterfli could hit climat chang +2,191524,trump first day offic cancel un climat chang agreement reimplement keyston pipelin much much more +1,487179,sad see climat chang done grand canyon +2,537822,climat talk save us global warm us urg bbc newsn +1,523283,possibl global cooper fight climat chang collaps due trump presid +2,833502,turkey recogn scientist work climat chang data +1,842216,manila water world symbol urgent need address climat chang fix citi plan +2,4898,humaninduc climat chang worsen 2015 heatwav india say iit research +1,518070,tackl climat chang role univers pari get tix event 31st jan 2017 18001930 +1,573785,thi to find solut climat chang look bigger pictur +1,164659,america citi hope climat chang action +2,759145,polar bear popul bounc back despit climat chang warn +2,240636,150 year global warm minutelong symphoni +-1,499365,pope franci gave trump book write climat chang want tax car live palac amp fli a +1,545361,think go die husband believ climat chang +1,683665,googl global warm alreadi feel littl edg +1,796399,trump line staff avoid intern action climat chang +1,721993,ye sens reach point return climat chang mean stop work it degãââ +2,239440,heat health doctor take puls planet climat chang via +0,874023,fact im wear tshi gym sho michigan februari proof global warm good thing +2,526948,cloudi feedback global warm +2,378905,cci approv nation forest polici principl direct minist climat chang sit provinci g +2,30252,ecofriendli princ charl pen children book climat chang imagin guid futur king +0,360659,expect us care global warm penguin penguin crime +1,803618,today climat chang recognis major global challeng hm world confer environ +1,494000,forc take tweet climat chang worri save let +1,516498,rockefel famili tri fail get exxonmobil accept climat chang +2,704624,lawmak warn climat chang may worsen middl east secur risk via +1,806559,trump defens secretari think climat chang nation secur threat trump think hoax +2,723972,top univers stole million taxpay fake global warm research +-1,989346,go back global warm soon see winter summer come confus ri +2,337153,donald trump set clash rest g7 climat chang trade summit begin itali +2,563482,recordbreak climat event world shape global warm scientist find +2,778613,new research antarct volcano shed new light climat chang abcau +0,797938,sit class sweat bc global warm least im make room smell like pool bc sweat chlorin +2,251515,appetit oil ga continu grow despit effo curb climat chang say saudi energi minist +1,907441,flood direct result climat chang caus imperialist countri pay environment reparatioãââ +0,349054,hope everyon pay attent trump sta global warm first yemen syria today +1,46400,compani block chang progress +-1,936648,last year govern spent 700000 tax dollar climat chang music wast the +0,610326,i see global warm real bitch thirsti resid everybodi +0,133593,might polar bear glad global warm +1,800287,realli good time cut meat ur diet considerin trump doesnt believ global warm n doesnt care ab +-1,76405,yeah impoant note 94 said man main caus climat chang +1,38179,reindeer shrink climat chang +1,86321,suppress speech that wronghead hate like cure global warm break thermomet +1,957777,must remain global warm paicularli protect vulner +1,962758,speak climat changetonight anoth killer episod 109c +1,431200,want chang mind global warm denier data probabl help +-1,649822,caus climat chang man cae along dinosaur fa +2,595571,eah day 2017 climat chang denier white hous exp fight back +2,785748,thi follow basic law physic scientist rebuk scott pruitt climat chang via http +2,594917,polar bear struggl surviv climat chang continu say repo arctic heat twice f +0,824977,interview what think global warm melania trump hello he kind he strong he great cãââ +1,678887,coalit chao dup antiaboion antilgbt right amp climat chang denier +1,41280,id say america even stranger bbc give melani phillip televis platform climat chang denial so +1,640496,ye climat chang affect sea level would erod coast caus sever +2,247445,trump nobodi realli know climat chang real +1,153463,here climat chang affect sea level rise and flood citi world warm +-1,450168,swear guy better pass ga caus pile tri say trump tri speed global warm +2,553396,indian farmer fight climat chang use tree weapon +2,297692,techcrunch offici white hous websit drop mention climat chang +0,467611,sad trump worri climat chang +2,553044,new trudeau premier announc climat chang deal friday http +1,61965,deforest doubl effect global warm previous thought +1,525171,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,676899,busi impact climat chang could bigger problem anyon predict see whi +2,261014,today oceanbit kelp coal mine kelp act indic climat chang +1,44387,there almost noth environmentther viualli noth tackl climat changelarissa water +0,639247,iceberg global warm +1,41106,you friend die old age im go die climat chang +1,312840,histori climat chang denial corrupt cronyism advoc voter id law 8711 vote shamef +0,314124,mean un tri block repo climat chang confer morroco last year htt +1,519623,meet woman use photographi tackl climat chang independ +1,951259,watch right here travel world tackl climat chang httãââ +2,136182,fight climat chang four citi lead way trump era +2,590046,wh offici brief repoer could say believ human activ contribut climat chang +1,215456,competit call solut press problem like climat chang extrem povey +1,504305,conserv reso paner homophob climat chang ignor pay in nation interest thi +1,314537,way tackl climat chang tackl togeth +1,545390,good morn everyon except climat chang denier +1,733338,ernst larg igneou provinc the dramat climat effect global warm due greenhousegas +2,891025,urgent action global warm need save coral reef via by +1,421405,hey remind anim agricultur lead caus global warm +-1,91961,hardwork miner lose job bc senseless global warm polici big govt bureaucrat good protest +1,402332,nohern end reef that bleach stupid 1 nation climat chang denier +2,344685,climat chang threaten health american cnn +2,872913,american south bear worst climat chang cost repo +1,32291,20 year caus politician ignor global warm +-1,768111,said still see absolut agreement among scienc commun ppl main caus global warm +2,489145,truth climat chang continu inconveni al gore new trailer +1,952907,speak climat changetonight anoth killer episod 109c +1,956460,cours obama kenyan muslim global warm fake +1,27860,here accomplish trump could first 100 day total asshol climat chang issu +-1,599469,nobodi say there climat chang manmad global warm that junk scienc stop lie +1,621703,thatcher understood conserv true climat chang denier john gummer +2,550129,palaeoclim studi suggest global warm shift rainfal pattern worldwid +1,417989,hope get peopl wake realiz climat chang polit issu +1,415455,deni climat chang pa 5 way donald trump spell doom environ +1,694450,9 thing know donald trump climat chang denierinchief +1,627865,whoever think climat chang hoax must ignor person planet +1,547798,epa chief deni carbon dioxid main caus global warm and wait what +1,617434,environment a project heighten awar local climat chang impact +0,272649,pope gave climat chang letter right decis trump spit face +2,570441,rise cost flood insur due climat chang fear harm propey valu american citi +-1,453336,sharia law hu peopl than climat chang +1,87923,presid donald trump stop feder fund climat chang war +0,58637,even possibl hotter ah understand reason global warm +1,343427,guess who back greet cheer ask shell bring climat chang wit +1,626876,here climat chang affect sea level rise and flood citi world warm +1,294110,laugh ga seep arctic thank climat chang via +1,374364,strang conserv argu regul way fight climat chang ãâ✠embrac market mechãââ +-1,292905,liber weather climat also liber see bad weather that climat chang +2,346052,arctic ice melt could trigger uncontrol climat chang global level +1,701903,read hn debat climat chang mayb human extinct bad +1,124077,matthew guy nail colour mast interest stop global warm seriou +1,77474,epa scott pruitt say co2 primari contributor climat chang here scienc behind he wrong +1,155972,sleep know im contribut major caus climat changeocean dead zone amp habitat destructi +1,175231,believ equal need comprehens immigr reform prochoic global warm real ââ +1,977002,preserv progress made climat chang critic must also take bold action improv plane +1,598084,everi insan thing donald trump said global warm +2,715847,rapid emerg climat chang environment driver marin ecosystem +1,719487,sad fault need stop climat chang take year need sta +2,379696,curb climat chang 4 nation map cours carbonfre economi +2,630594,donald trump actual littl control green energi climat chang +2,7889,impact collect inact climat chang find heregt +-1,164214,radioansw smoke green pay blame world seri rain delay global warm ãââ +1,349187,join convers climat chang spread awar help peopl learn +0,435133,hey girl climat chang im go ignor fuck me +-1,632808,ye pray stop shill climat chang climat chang scam +2,856617,seci state tillerson exxon would use email alia wayn tracker discuss climat chang per ny ag http +1,597779,donald global populist movement threaten effo tackl climat changeãââ +1,189954,swiss chees polar capsgtdrillingextract fossil fuel amp weapon test cant possibl good gtclimat chang +2,264814,co2 level atmospher hit new high epa head deni role climat chang +1,565718,research quot climat chang mitig compat strong econom growth +1,514541,louisiana drown 27000 home build endang climat chang even 92 billion plan +1,311221,said ive year 3000 much chang live underwat bc trump take climat chang seriou +0,925702,deal cancer late night bother yung thot client tip cowork dont tip global warm +1,894842,rs demonstr time amp unwilling accept scienc climat chang amp contempt law protect a +1,526405,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,666071,anarchist key car offici make polici exacerb climat chang destroy propey untold life +1,655864,yea want elimin 1bi 1 climat chang denier set shop white hous +0,860248,61 novemb shout global warm ãåëœå½ +0,646402,liber annoy fun work fight climat chang w person believ climat chang mãââ +2,287727,leonardo dicaprio meet donald trump talk climat chang via nzherald +1,319318,if talk global warm that polit that scienc neil degrass tyson +1,565807,everi climat chang problem solut make societi stronger amp healthier +0,104343,iceberg global warm +0,243370,trump reger dicte wetenschappelijk censuur amerikaan onderzoeksvoorstel moet de term climat chang sch +1,685739,hope danger come climat chang +0,134024,schnee frostina went town global warm melt downfroz anoth day gender ambigu pleas use sch +2,822408,racism climat chang ceo keep turn trump via +2,506497,govern scientist leak climat chang repo fear trump suppress it repo +2,715581,could diet save planet climat chang abc onlin +1,237577,answer climat chang aborigin knowledg weve care countri ten thousand year +1,227958,appar even colleg degre leav climat chang scienc whove studi it +1,515441,want fight climat chang consid fight gentrif first +2,501407,trump budget would torpedo obama invest climat chang clean energi +0,423856,enjoy weather kid global warm boutta yeah ya hurrrd +1,76186,climat chang secur threat debat underway session +0,975121,whew thought go say sexism brought us global warm might someãââ +2,35776,china slam donald trumpãââ plan back climat chang agreement +1,323758,iron countri presid believ climat chang hit power hurrican +2,944967,macron terror link climat chang +2,846199,ancient indu civilis cope climat chang +1,360687,join combat climat chang take action +0,662363,give larg scale polici govern could enact show would measur slow climat chang +2,122228,dozen militari defens exp advis presidentelect trump global warm transcend politicsãââ +1,452154,talk tropic alga climat chang turf futur +0,239100,eye open scientist feel climat chang +2,588498,bloomberg video pari mayor tackl climat chang without trump +2,684941,nohampton win grant prepar climat chang +1,531916,funni thing global warm care whether believ not +0,88917,god say climat chang bill +1,633694,stack convers impact climat chang need action today +2,990731,quest captur store carbon slow climat chang reach new mileston +2,356232,manmad climat chang make american sicker accord top us doctor via +1,342776,much longer antarcticaãââ ocean delay global warm excel aicl southern ocean carbon +0,103511,aicl global warm coupon tide either way pictur pretti hasan minaj +2,474066,us secretari state rex tillerson use email alia exxon ceo talk climat chang +1,852616,today fight climat chang +1,479698,ye ask climat chang +2,185530,hurrican relat climat chang +2,830095,shell knew oil giant 1991 film warn climat chang danger +1,697422,latenight comic could real impact climat chang denial +2,738472,secretari state kerri urg countri treat climat chang urgent threat despit unceainti say creatãââ +1,759970,mankind contribut climat chang still believ cyclic mean happen +-1,142997,also liber want stop global warm lizard overlord liter cook aliv +0,421580,formula e can chang donald trump mind climat chang +1,233429,new plan plan parenthood climat chang need switch name republican care climat swimsuit bit +1,936159,expos bro use vast wealth ensur us take action climat changeãââ¹ httpsãââ +1,551237,sadli climat chang endang reef +1,824763,think go die husband believ climat chang +1,436835,know global warm proven physic right +2,782507,trump team ask depament energi name employe attend climat chang confer +1,8931,gn pleas rememb black live matter climat chang real immigr bad hombr amp love +2,279844,judg order exxon hand document relat climat chang +2,839322,mayor call trump congress rejoin pari accord climat chang vow take battl +0,572050,bbc news crid3ty940 scientist believ manmad climat chang still push global temperatur upward +1,157993,believ climat chang human kill planet pollut creat +1,854140,everyon entitl opinion climat chang fact +1,548929,presidentelect believ climat chang million peopl go say mr tãââ +1,833805,iãââm creat new think tank climat chang would join post tweet also +2,147173,republican kelli ayott lost million dollar defi koch brother climat chang ãââ +1,458393,boggl mind 195 countri agre take action climat chang us 2nd largest polluterãââ +2,303207,feder climat chang repo scientist 13 agenc await approv trump administr +1,856539,weather channel shut breitba ye climat chang real +1,23726,seagrass meadow saltmarsh mangrov forest power climat chang solut +0,59192,great find exp use data rather dogma analysi climat chang +1,397555,think go die husband believ climat chang +1,355738,presid trump may ignor climat chang hawaii +2,505760,antarctica disappear penguin reveal impact climat chang +2,924430,new eveon footbal stadium could end underwat thank global warm warn research +1,862388,im optimist climat chang peopl like speak solut +2,118639,ocean planet lifeblood transform climat chang by +1,145696,a politician discuss whether climat chang real +1,647706,trump may kill worldãââ last hope climat chang pact repo bleak view ââ +2,732325,exxon ceo rex tillerson email alia wayn tracker discuss climat chang risk +1,885329,matter politician say climat chang real threaten entir planet futur takenãââ +1,240091,florida half state go disappear ten year due global warm theyr go guy say chãââ +1,883596,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,850699,ask take climat chang skeptic watch full interview sunday 10 a +2,58826,polar voex shift due climat chang extend winter studi find +1,806468,novemb 16 2016 0519am climat chang look like +2,523675,cdc cancel climat chang confer back thank al gore +1,777978,scienc tv show kid nickelodeon disney pb ignor climat chang jv +1,367284,need get insid mind climat chang denier want chang +2,414627,trump budget would torpedo obama invest climat chang clean energi +2,195050,mad dog mathi trump secretari defens say climat chang pose immedi issu nation secur http +2,764617,oil firm could su climat chang +0,933467,btob realli bring btob time worldwid glad global warm final put end +-1,811735,texan total believ climat chang texa call season +1,400999,think go die husband believ climat chang +1,518606,presid trump decis pull us pari accord climat chang reflect materialist selfish amp shosight mindset +1,443192,republican congress call climat chang direct threat us secur what but mr trump said hoax +-1,502437,surpris truth global warm reveal liber silent allenwest surp +1,469936,if believ scienc act climat chang vote ãââhillari +1,817945,us peep pleas get involv climat chang campaign org otherwis could global reach point retuãââ +0,718303,repoer suggest climat chang caus pari withdraw caus east river rise 200 meter what +2,336074,us citi vow tackl climat chang wake presid trump decis withdraw +1,199134,israel21c faith must unit fight climat chang clergi urg israel21c rosen +2,728681,us epa chief unconvinc co2 link global warm +2,343433,perri say disapprov trump request name climat chang staffer protect climat researc +2,564102,epa chief scott pruitt say carbon dioxid primari contributor global warm +1,233398,he put someon believ climat chang charg environment affair +2,991377,epa remov climat chang info websit +1,990335,space needl go dark 30 minut suppo action climat chang http +1,202087,epa head question climat chang cnn utterli mad +1,721562,wow ãâåyou friend die old age iãââm go die climat changeãâï +2,222802,presid trump budget chief climat chang we consid wast money +1,603901,yeah climat chang major factor warmer water ocean lead high +1,714017,think go die husband believ climat chang +2,960009,scientist new way calcul global warm cost trump team go like it washingto +1,842223,anoth morn trump america i would agre co2 primari contributor global warm +1,791240,trump half brain instead deni climat chang heãââd attack like generationãââ space race say america lead +0,307725,ãïâãâïglobal warm +1,420803,trip arctic congressman lamar smith best remain ignor climat chang succeed +2,360039,badland nation park delet tweet climat chang +1,262747,new fossil fuel actual use world want avoid catastroph climat chang +1,216042,interest thing exxon accept climat chang suppo pari deal +1,422931,ruth porat dont address climat chang now it unclear well mean later +0,310580,conserv trade recognit global warm amp altern energi accept nuc +2,253669,mysteri greenland ici histori could help us surviv climat chang +2,25069,scott pruitt offic delug angri caller question scienc global warm +1,181757,think go die husband believ climat chang +1,448117,democrat politician im glad acknowledg climat chang pleas stop like singl parent dateãââ +1,296852,think go die husband believ climat chang +1,231195,hanson say reef fine mate say climat chang un plot third tilt high cou jmjc +1,706679,honestli think trump admin w sarah palin sec energi realli care climat chang +0,244856,narr global warm uncanni turner contemporari +1,39282,climat chang hoax trump must sue pampc insur florida 4 fraudul boost rate 2 account ri +2,736956,india halt build new coal plant 2022 climat home climat chang news via +2,373809,epa flood phone call epa head deni co2 role climat chang repo +1,857831,bye bye bank regul bye bye deal climat chang bye bye health care bye bye diplomaci +-1,351267,term climat chang coin give free pass climat whether hot cold al +2,444092,california target dairi cow combat global warm +2,707423,arctic ice melt could trigger uncontrol chang global level +2,100001,sierra club call investig epa head climat chang comment +0,476610,march global warm much +-1,700958,mental disabl liber protest climat chang complet lost touch realiti htt +2,603292,gallup poll march 2016 american ever take climat chang serious ââ +2,132188,exxon sharehold forc oil giant hand climat chang via +1,566188,sculptur issac cordal berlin call politician discuss global warm +1,917218,aist fli scientist antarctica captur imag document climat changeãââ +2,711576,trump sign order tuesday dismantl obama effo revers climat chang +1,691301,like what three week thanksgiv window open hous said global warm fake +2,41308,trump order tell govt bodi longer consid climat chang assess environment impact +0,842015,stori climat chang stress out hu immun system therefor form violenc amp bann +1,203221,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,373854,get climat chang polit issu clearli scientif fact +0,22726,environ lmaooo ur xan vodka one person contribut climat chang d +1,804563,head epa believ climat chang like attorney gener commit perjuri confirm +1,852638,trump make biggest bet leader ever made physic real climat chang safe ignor httpsãââ +2,26354,al gore climat chang threat leav no time despair trump victori +1,908245,join call presid trump acknowledg realiti fight climat chang stake high +2,355199,rare move china critic trump plan exit climat chang pact +1,573590,think go die husband believ climat chang +1,423339,vote base issu like immigr climat chang lgbtq women right gun violenc etc etc go vote pl pretti plãââ +-1,689374,exclus photo american meteorolog societi meet attribut 2016 bad weather climat chang +1,815255,see climat chang madeup chines +1,382618,theyr get mani ski trip given global warm may put bunch ski area busi perman +0,646951,kendileri bilerek yaptılar kuzum küresel ısınma climat chang fln hepsi planlı millet hala uyusun +1,801624,pick man deni climat chang +1,686075,blah blah steve bannon profact lol believ climat chang he fuck halfwit bigot +1,56783,hit snag gay bash terrorist link climat chang deni dup stall coalit tori fear itl +1,633454,kid snow timey believ global warm brian frye +1,918167,trump make biggest bet leader ever made physic real climat chang safe ignor httpsãââ +1,450570,see correl climat chang denial theori addit radiat harm adher ignor data +0,273715,come global warm joke right time +-1,190503,seth ru concern global warm pal real issu like donald trump tupe +1,979004,incred photo climat chang catastroph global warm make kind photographi frequent +0,616898,two wrong make right trump fuckwit quickli altreich snowflak melt proof climat chang goo +-1,242298,vatican help cathol left elect democrat creat new nonnegoti climat chang +0,330203,allow attribut global warm +1,279518,like climat chang denial dem incap googl see cover trumpgop aggress +-1,541305,wake lib radic islam terror much bigger threat climat chang were lucki potu wh +0,350025,climat chang want glacier move futur wife ring finger +0,213672,al gore trump tower today meet ivanka discuss climat chang issu wth cant wait hear about +0,167225,independ hall left last night worri global warm cant pick traãââ +0,366667,hdkdk he caus global warm +1,277032,switch light bulb 830 930pm wherev today show commit fight climat chang +0,14297,journal cnn style trump execut order climat chang mean world +2,443678,in repo climat chang disappear state depament websit +1,321019,eubash tabloid driven profrack climat chang denial lobbi add trumpdisast ãââ +2,547683,nearli everi week last four year taken senat floor talk climat chang +0,422984,global warm isnt real club penguin shut +1,25661,video need know climat chang 12 minut +1,889267,main caus global warm increas concentr co2 atmospher last centuri +1,329321,us militari call climat chang ãâåacceler instabilityãâï ãâåthreat multiplierãâï ââ +1,170785,think go die husband believ climat chang +-1,379626,truth climat chang +1,790592,me love warm weather brain climat chang make wonder moral indefens childr +0,332809,macron g20 we cant fight terror effect dont clear plan fight climat chang +1,17635,trump tap climat chang denier head epa +1,448205,victori trump could mean end world liter someon think climat chang hoax oãââ +0,898170,michigan place benefit climat chang +2,3852,berni sander call clinton suppoer liter term climat chang futur planet atãââ +1,787318,anoth level dumb deni climat chang +1,814171,s ok realli wan na get scare watch new ãââ¹ climat chang doc +1,95286,2017 peopl still find global warm someth choos like i believ global warm liter fact +0,6015,know jesu realli come cloud way climat chang is lol 80ãâ novemb shessssssh +2,771663,trump plan cut climat chang protect wors fear leak document show via http +1,52535,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +0,121708,sta 2nd day meet med journalist talk climat chang repo cop22 +1,672682,hous bubbl mount debt global warm nigel farag bbc racist pin boy billionair oligarch greed gt +1,546585,forbid scientist talk climat chang remov water regul do +1,863232,china kindli explain trump didnãâât invent climat chang hoax +1,571798,new global action programm sid countri address nutrit climat chang challeng +1,503876,use say extrem weather would forc convers climat chang 2 katrina a +2,711568,5 percent chanc avoid danger global warm studi find +1,680828,deal fight climat chang late ãåëœâ +1,147452,conv co2 stabl carbon phase crb basalt feasibl climat chang miti +-1,953950,doomsday forecast chang narr come ice age global warm climat changethey final pick scenario +1,807781,ok so confus weather texa tomorrow christma high 73 degre fahrenheitumm global warm mitch +0,493956,appreci hot kyli jenow got attent find caus global warm amp w +0,355724,nigga ask inspir told global warm +1,493778,think go die husband believ climat chang +2,942932,atlant ocean circul could collaps climat chang influenc studi say +-1,993481,well there answer drought have dri rain climat chang mantra goe amp +-1,34677,liter call climat chang racist brexit trump prove word strip impoanc +2,540577,life libey pursuit climat chang +1,340857,blackhawk jonathan toew share passion messag climat chang win +1,697931,hey media call climat chang know want make look like temporari problem keep throw pocket chang +-1,334920,world leader dupe manipul global warm data spot gut feel +0,685286,porou pave matrix suppo lorri climat chang garden +1,51215,add deni climat chang voter suppress marriag equal demon immigr toler racismanti semit +1,844263,commun 100 show see climat chang porch +0,364583,also deni climat chang chines hoax right +2,532050,twitter resist explod feder climat chang gag order +-1,810915,1999 die due y2k bug 2008 ditto climat chang 2016 hack quit say iãââ +1,375893,figur way address common challeng face like climat chang continu war amp soãââ +-1,77465,republican ignor climat chang simpli recogn is largescal wealth redistr +0,723321,fals claim climat chang +1,635156,lifelong fan deni climat chang time +0,937724,silli twit trick kid resign climat chang silli rabbit +1,753841,memor number 202 2243121 keep call climat chang mani key issu theyr make di +1,385948,tomorrow 7 am et facebook live learn nasa studi ice track global warm effectsãââ +1,88295,discuss climat chang bruce mccarl aampm colleagu member ipcc panel share 2007 nobel pea +1,892583,sandi hear share concern climat chang futur epa that urg co +1,897651,believ equal need comprehens immigr reform prochoic global warm real ââ +2,522871,ivanka trump want champion fight climat chang repo +2,80725,pope academi tell priest teach global warm +1,217564,russia hack denier amp climat chang denier lot common either theyr corrupt refus 2 accept univerãââ +-1,161486,fox news panelist al franken arrang socal climat chang distract newli uncov job number crisi +2,309368,activist investor ramp pressur shell act climat chang +1,862668,im vote jill stein candid solut tackl global warm ââ +2,891643,trump attempt illeg suppress scientif econom knowledg social cost climat chang +1,680449,dr karl debat malcolm robe climat chang bc opinion 5 minut senat need give weighãââ +-1,874452,climat changethi liber talk point control peopleth climat chang million yr +1,846303,adult wast valuabl minut live tri figur biher think climat chang hoax +1,578766,280 billion year coastal citi spend climat chang propel ingeni engin +2,110608,epa chief carbon dioxid primari contributor climat chang +1,18891,arctic siberia scientist tri stave catastroph climat chang resurrect ice age biom +2,27987,wan na bet franc un tell trump action climat chang unstopp via ââ +1,865583,think go die husband believ climat chang +2,883478,exp say warmer winter caus chang allow tick expand new region +1,315184,oil compani execut far like believ manmad climat chang republican politician +0,349608,global warm titl plastic file system +0,436913,watch leonardo dicaprioãââ climat chang doc onlin free +1,496412,pleas ask aist world rais voic help us climat chang +2,939790,leader 90 world megac plan act climat changewhatev nation leader do +2,770760,get it hot debat pari agreement climat chang +0,274936,sever inform page disappear white hous websit includ civil right climat chang and +2,79864,envdefensefund walma doubl commit climat chang +-1,264177,ipcc government organ whose sole purpos day one push global warm propaganda +2,798295,california water regul expand focu climat chang dese sun +1,134405,american wholl suffer econom climat chang among likeliest deni exist that +0,218842,harri type strongli word email manag danger global warm sholi +2,248187,china blame climat chang record sea level +1,765897,result differ exposur vulner climat chang experienc in say chicago caus delay +2,911688,g7 leader pressur chang new kerala +1,790237,100 bay septemb amp 2nd hurrican head us mainland climat chang fake right okay alright +1,564923,94 degre outsid right now novemb elect presid doesnt believ climat chang ãåïâãëœâãâï +1,21553,tip cut misinform around climat chang +0,808661,global warm real tf santa still surviv +2,627434,presid trump pois announc plan dismantl centerpiec barack obama climat chang legaci +2,838263,trump send much smaller team un climat chang summit independ +1,936523,would best scientist discuss climat chang +1,469903,trump doesnt believ climat changewtf breath drink water surviv air water land diy +2,206918,thefirsttrillionair rise arctic ocean acid pin climat chang via +0,198640,humagin bigla tanginang climat chang +1,869871,good morn everyon except climat chang denier +1,80296,how natur peopl includ humaninduc climat chang alter pathway water +1,631823,one would think floridian would care climat chang rise ocean breath money greed be +2,396159,rex tillerson isnt sweat climat chang +0,256966,wow is global warmingor one step edg +1,737363,91 degre midnovemb presidentelect want cut 100 billion dollar feder climat chang spend +-1,41311,solut climat chang lower tax smaller govern freedom would leftist still inter +1,188596,map climat chang convers twitter 2016 carbon brief via rightrelev +1,299973,though visual stun color view snow cave shed light warm planetãââ +1,109160,presidentelect believ climat chang million peopl go say mr tãââ +1,220276,farreach global effect climat chang monday +1,481570,danger time world leader call climat chang hoax +2,98982,govern su climat chang bank firm next new scientist +0,992553,word libearian hacktivist caus global warm +1,668569,scientist say global warm past point return im still favor meteor everyon talk about +2,66322,doctor unit say climat chang make us sick +1,910722,sheila wattclouti rais awar climat chang arctic fabul interview +1,939460,scienc count come fetal develop climat chang pipelin im confus +0,184625,call global warm ãååï +1,762490,white ppl mad povey sexual traffick racism amp global warm theyr mad song tell noãââ +2,869377,ba scientist coauthor piec temperatur alon insuffici monitor climat chang +0,475931,global warm hoax club penguin shut +1,824378,renew energi exampl govt sensit challeng climat chang intern +0,381207,nia askin insper wa say global warm +1,11592,cant fight climat chang without forest tree amaz carbon sink your pine tree htt +1,542608,peopl combat climat chang across world stop ãåâœâexhibit greenãââ +0,786042,eleph leuser ecosystem wclimat chang turn enough make fãââ +0,675203,never climat chang fanat drag 4day highpow climat chang confer total dimwit would b +2,635608,epa flood phone call epa head deni co2 role climat chang repo +1,903915,better throw ceo might critic 2 provid info climat chang corpor need it ht +1,418546,team w explor climat chang prevent catastroph ãâ âãââ +1,875775,countri like pay heaviest price climat chang frequent sever drought need hel +1,907280,queensland fuell global warm +2,863595,world financi leader fail reach satisfactori conclus climat chang trade +2,610105,trump meet princeton scientist call global warm fear pure belief disguis scienc +1,274760,rememb other peopl outsid america suffer sever effect climat chang too also n +1,535382,us fed dept censor term climat chang talk go away too +1,721078,climat changedeni call progress race traitor chief agricultur scientist sure not +1,679240,blog see face runaway climat chang arctic pleas +-1,281655,listen slimi politician sell manmad climat chang like sleazi use car salesmen +2,486685,exp trump climat chang threaten us militari +2,15763,aaa scienc there one way save great barrier reef scientist conclud deal climat chang ht +1,593821,oh epa chief scott pruitt say co2 primari contributor climat chang +2,630387,uk scale down climat chang amp illeg wildlif measur bring postbrexit trade secret document reveal http +1,22558,eastern australia bake heatwav keep deni climat chang lnp destroy us +0,762023,a lammel contribut local knowledg understand global charact climat changeãââ +1,661994,cool scientist tri stave catastroph climat chang bring woolli mammoth back extinct +-1,521294,millenni actual believ go die young climat chang stupid thatãââ +1,691558,everi sourc random blog say opposit point climat chang hiatu ice cap record low +0,872546,z coolingtrend grand solar minimumpray global warm +1,921436,62 american say effect global warm happen now continu fight climat actio +2,651023,break group seven final declar say us not posit join consensu climat chang +1,959126,deni climat chang insult suffer consequ peru +1,299947,pruitt screw care due hot flash cuz climat chang happen dt human caus carbon emiss +1,390722,finish awesom digit campaign workshop anoth step toward fight climat chang protectin +1,270649,myth ceain type person care chang viãââ +2,26549,hundr million british aid wast oversea climat chang project via +1,842932,oh choic ignor incred wisconsin pretend know climat chang +-1,135507,freez outsid hell global warm +1,826781,oklahoma hit 100 dead winter climat chang real +0,245182,right now im contribut global warm stop +2,822427,trump tap climat chang skeptic overse appoint top noaa offici +-1,252173,global warm lol come eah million billion year old sudden world melt +-1,313808,anonym releas shock documentari let hear less global warm gmo +1,132763,deforest climat chang financ save +1,234356,real stori trumprussia investig mean climat chang that is +1,690064,think go die husband believ climat chang +0,970271,anyon idea or content share teach climat chang content calc 1calc 2 +1,822741,cool leo met al gore gave ted talk climat chang know magnitud situat +2,902623,epa remov climat chang inform websit +2,582082,racism climat chang ceo keep turn trump via +2,103968,eat less meat avoid danger global warm scientist say +1,150171,bob ingli unmask deceit climat chang greenvil journal +2,517672,turkey sandwich contribut global warm via +1,754442,relationship carbon fossil fuel burn amp climat chang understood 100 year ago +0,555703,thought increasingli poor diet lack exercis climat chang make sens +1,858481,rememb michael gove tri get climat chang remov english school curriuculum he environ sec +2,355533,climat chang could make extrem rain even wors +1,485987,wow global warm realli sta hit home htt +1,4266,perfect backyard residenti solar kit save thousand combat global warm +-1,93094,liber worri islamaphobia which invent kind like global warm about +1,782492,welcom america deni climat chang men brag rape kkk suppo presid +1,66859,subject climat chang evolut democrat unionist politician question view +-1,458737,bother preen journalist climat chang predict laughabl wrong past +1,75179,everi insan thing donald trump said global warm +0,736681,rememb south park whole ep climat chang imaginari thing al gore made up +1,364727,what stupid tweet stranger instead focus realiti climat chang amp terror block now +1,365913,whether climat chang manmad not real want research amp prevent it +1,21020,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +0,498088,let talk climat chang +0,950668,liber version right climat chang denial +1,408992,new book rank top 100 solut climat chang result surpris via +1,842703,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +2,513728,global climat chang spread braininvad worm +1,478533,fed join fight climat chang feder reserv polici +-1,628570,thing climat chang cyclic +1,180077,confirm one two thing 1 climat chang real 2 white peopl paint allig +0,969446,think nuclear winter nearextinct bit riski fight global warm honest +1,279539,and climat chang denier doubt help +2,14603,insid one republican attempt shift pay climat chang +1,688921,take shoer shower buy reusabl bottl stop global warm main result agricultur demandãââ +1,421717,matter ocean believ climat chang go rise +1,672785,reason go vegan 2017 save 300 anim per year help revers climat chang stop contribut world hunger +1,539679,relat angri nonvot climat chang denier shit +1,172462,woh read merchant doubt tri deni smoke death r deni climat chang +2,795372,hacker news diet global climat chang +1,820771,donald trump call climat chang a hoax here could happen roll back antipollut measur +1,996271,think go die husband believ climat chang +1,589018,enjoy warm weather decemb deep u know global warm +-1,529517,global warm biggest crock shit ever utter scam control +-1,650964,need worri climat chang europ time muslim kill everyon mother nat +1,377362,shock man lie biher climat chang crowd size victori margin amp voter fraud also lie ab +0,557824,global warm actual calm were still like 12 degre weather everyday +1,664044,the concept global warm creat chines order make us manufactur noncompetitiãââ +0,21697,global warm got weather perfect amp window cool caus know wa +1,345043,evolut amp climat changedeni right antivaccin amp antigmo left scientif ignor bipaisan +1,26642,five reason optimist climat chang high countri news +1,340067,memo rex ceo exxonmobil anymor u acknowledg climat chang 6th grader explain th +1,658589,address climat chang ãâ✠unpreced biz oppoun itãââ time 4 action ãââ +1,651153,cop22 digit calltoact climat chang +1,28636,think go die husband believ climat chang +0,253688,wat global warm +0,427961,hope global warm revers machin loan get vs g +1,941180,shove alli revers leadership climat chang diminish nato trump embarrass america +2,375664,china donald trump no didnãâât invent climat chang +-1,715178,hello viewer global warm founder weather channel +1,117230,great reef nuclear fallout japan global warm pollut gener +1,572664,civil right climat chang health care disappear white hous websit +2,53266,trump sweep away obama climat chang polici +0,464343,melania man need global warm ive said hillari clinton man assum good peopl +0,337622,consensu 2 major issu face canada today climat chang econom inequ +-1,204754,worri climat chang +2,351309,ok engin environ fight climat chang +2,152388,war global warm way save world coral studi say +1,198099,talk use technolog overcom climat chang favourit argentinian farmer +0,730927,ye do numbnut 4 year global warm +-1,2703,that climat chang current turn citi war zone +0,647244,silli interview question impact global warm bitcoin json pars +0,413630,overlook greenland green climat chang +1,958437,trump may kill worldãââ last hope climat chang pact repo bleak view ââ +0,618579,littl owlett save halloween elect climat chang neg special +2,987536,trump win disast fight climat chang scientist environmentalist sayãââ +1,504383,fals wouldv avoid iceberg due advanc technolog caus climat chang iceberg wouldv b +2,988739,trump america climat chang research sure a wast money +0,844982,pleas get climat chang apament +1,23502,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,759825,ca disagre climat chang emiss energi immigr healthcar cannabi gun outcom 46 growth lead us hmm +1,149085,80 degre novemb first climat chang real were drought reef dead bee die donald trump might presid +1,361797,think go die husband believ climat chang +1,707946,appreci s leadership panership take respons action address climat chang +1,131401,ppl want fix global warm anim agricultur sourc 51 greenhous gass amp want +1,984019,believ climat chang head epa realli simpl +1,530070,thank good still need accept climat chang though +2,969847,exxon order turn document climat chang probe work nyag tillerson email +1,941829,think go die husband believ climat chang +1,69231,think go die husband believ climat chang +1,98231,inabl anchor climat chang real human experi insist market solut inefficien +1,550270,sad time planet eah bbc news trump sign order undo obama climat chang polici +1,862133,keep wait godsquad say god mad bc global warm never blame anyth earn queer easier +1,262399,ive behind climat chang almost ten year feel like outsid nice toãââ +0,926098,agre howev overwhelm major peopl believ human impact global warm +-1,461950,asshol scream global warm light diesel gener fire creat haza +1,274473,polar bear hu climat chang like turn new food sourc +0,237361,mayb freak storm gener global warm hit washington dc damag white hous congress hi +1,624405,instead write crap list way end global warm +-1,146347,innerc neighborhood becom war zone global warm biggest issu job transgend issu +1,460967,epa websit co2 primari caus climat chang im sure +1,159288,impact climat chang pacif region amp medic profess speak up ht +2,420357,secretari state rex tillerson sign declar stress climat chang threat +-1,309458,lol lol 15000 year al gore high priest climat chang said 2015 san francisco would underwat +1,345849,climat chang denier +-1,635585,problem delus authoritarian left accept dissent tucker battl nye scienc guy global warm +1,102070,without wait foreign fund bangladesh tri curb climat chang ââ +1,838025,donald trump presid unit state believ global warm ãåëœï +1,778902,peopl deni climat chang +1,148508,netherland climat chang hypothet drag economi it oppoun +2,487431,obama return spotlight speak climat chang cnn +1,893698,stern show econom cost climat chang outweigh econom cost mitig lead impetu climat action 1 +1,220718,donald trump insan climat chang polici destroy m via +0,718709,never stand anyth signific alway democrat issu transgend climat chang amnesti singl pa +2,227317,brexit imperil food suppli alreadi threat climat chang shift global market +1,419597,team w explor climat chang prevent catastroph ãâ âãââ +2,913557,china tell trump climat chang hoax invent +1,852520,i person havent affect trump presid like say im cold right global warm cant b +1,328192,54 degre 7 7 pm go 26 global warm myth tho right +2,538881,trump sack climat chang scientist amp slash epa nonscept seientist terrifi +1,608927,scientist said high probabl asteroid impact ruin billion live wed panic climat changeãââ +1,231239,neil gorsuch appoint suprem cou could make harder address climat chang +1,86784,fumiko hayashi mayor yokohama model leader fight climat chang +0,478093,select myron ebel climat chang global warm skeptic lead transit teamãââ +1,771036,join combat climat chang take action +0,455632,pollut global warm +0,476413,8 democrat deni climat chang problem suspect lot overlap bet +2,290267,scott walker wisconsin continu scrub websit climat chang mention +2,557159,us alreadi feel effect climat chang repo say +1,153108,we exhal co2 argument climat chang +1,101640,hate global warm weather put better mood winter whatev hell ever +1,856291,claim next 10 year critic achiev climat chang goal +1,360263,mani peopl post stand rock altright amp climat chang eye open +1,47633,whitehous fill creationist climat chang denier plu side god give grandchilãââ +2,472081,canadian secur regul probe whether busi disclos adequ chang inform investor htt +1,776130,flatter american despot friend climat chang one thing invent +1,878898,cool data viz natur factor blame global warm nasa data beg differ +1,651357,fact check ale five scott pruitt question statement climat chang theyr fals +1,106792,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,362427,coral reef distress death yet anoth marker ravag global climat chang +1,933124,think go die husband believ climat chang +1,556208,the concept global warm creat chines order make us manufactur noncompetitiãââ +2,9093,obama privat sector key tackl climat chang +1,463266,44 bee popul die last year due pesticid amp climat chang bee go go +0,543724,can not seriou woman half wit theori climat chang anyth go by +2,988548,energi depament climat offic ban use phrase climat chang +1,244484,noth bold hammond vision he fail even mention climat chang 2016 set hottest record +1,440364,thank trump us backward stanc climat chang noh korea sign the +1,77701,global warm real explain +-1,812115,analog adopt left draconian climat chang polici dont chang mean temperatur appreci +0,856698,often zero book podcast deni climat chang onc +-1,804926,well doubt abt climat chang controversi abt anthropogen caus pure polit reason +0,245972,climat chang healthcar tax alzheim suprem cou race ãåïâ³ãâïãâïãååë equal immigr polic war worãââ +2,680633,googlecrosspay repo map climat chang scenario radio new zealand +2,14098,donald trump meet al gore bid find common ground climat chang +1,351091,wait tillerson secretari state amp use email alia wayn tracker discuss climat chang +2,183442,new epa chief deni co2 major factor climat chang +1,682047,exp say 2020 get climat chang control theyr optimist +-1,159360,windmil greatest threat us bald golden eagl media claim fiction ãâëœglobal warmingãââ isãââ +0,815682,next blame climat chang fuck reprehens creatur +0,706836,make environ great againtrump environ chief say co2 main caus global warm +1,251043,thought provok imag risk climat chang let clear unab ghg emiss current path l +1,579003,explor climat chang eah orbit crucial knowledg world that slowli heat up +1,477639,canada let fund archiv inuit knowledg help commun adapt climat chang +0,672182,make deal pa climat chang cant everyon pa planet +2,337663,epa remov climat chang inform websit +1,351255,think go die husband believ climat chang +1,98835,gon na say cant believ yall vote dumbass believ climat chang rememb yall loool +0,370108,alway sta convers talk global warm real icebreak high five +1,435055,human caus climat chang 170 time faster natur +0,340603,straightedg felt realli good sta work full time season make extrem suicid fuck global warm +2,122792,new studi suggest yield climat chang may right choic often were will admit http +0,455133,take 2 second poll think trump execut order climat chang +1,832572,presidentelect believ climat chang million peopl go say mr tãââ +1,769757,realli care climat chang boycott ridicul eah hour stunt +2,236181,koala like water research say theyr driven drink climat chang +0,941417,american even less worri russia climat chang +1,318395,sure whether excit warm weather worri global warm +1,152378,norway could world leader green energi drill arctic amp worsen global warm way +2,575575,exp facilit climat chang adapt waf +2,956648,cdc cancel major climat chang confer thehil +-1,667756,recal obama team meet climat chang skeptic yet news tell were intol +1,365189,predict climat chang adapt area new climat shift from prep area chang +1,419484,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,764746,wear sho mid novemb butttt global warm hoax +0,765526,imagin global warm stuff +2,415202,indigen right key preserv forest climat chang studi find +0,436321,humid clammi someon stop global warm omg +1,72863,biblic propheci lmao product climat chang +2,746265,the speed climat chang happen caus human +2,975337,trump team memo climat chang alarm energi depament staff +1,858436,scorch hot rain hell real quick global warm myth +-1,396278,know theyr go ruin wall the what eclips tell us climat chang hysteria aftermath +0,717118,them global warm isnt real florida +2,452046,gore warn danger climat chang atlanta meet dc one +1,814883,bad news climat chang push canadian pipelin albea oil extract +1,448360,im creat new think tank climat chang would join post tweet also +1,257297,noneconom issu like climat chang time depend uk engag hand tie +1,260276,presidentelect believ climat chang million peopl go say mr tãââ +1,388763,presidentelect believ climat chang million peopl go say mr t +0,106730,insanedo think activist investor push oil co consid climat chang impact +1,203701,opinion win fight climat chang without trump write michael bloomberg +0,20047,global warm exi +2,328961,princ charl coauthor ladybird climat chang book +1,774115,believ global warm truli know tell +1,896279,pruitt trump new epa headco2 primari contributor climat chang wallac incredulouswhat wrong sigh +1,405089,presid elect believ climat chang danger human planet +1,86064,research point potenti troubl correl climat chang neg health effect http +0,965660,interest climat chang popul biologydemographi got phd or nearli im recruit postdoc ge +1,748028,think go die husband believ climat chang +1,658310,protect peopl amp planet hea climat chang momentum action continu +1,646123,realli elect someon believ climat chang real +1,387941,rememb climat chang select manag rich gop amp target poor urban neighborhood +0,620775,take south park writer dont believ global warm lol +2,309861,cnn host chri cuomo spar congresswoman tens exchang global warm busi insid +-1,789101,liber tear may soon beat climat chang lead caus rise sea level theãââ +1,589340,fix climat chang put citi countri charg benjamin barber +1,801941,top leo arnold campaign step fight climat chang eat less meatãââ +1,947054,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +-1,316086,govt control scientif research via grant money truth agenda obama regim push global warm +1,682701,peopl know chang entir humanmad +2,806591,rex tillerson use alia email exxon mobil climat chang talk wsj +2,803582,theresa may new dup friend climat chang denier scale trump +0,214428,earlier dystopian futurist discount sever global warm notabl except mad max +2,507815,scientist link anoth recordbreak weather event climat chang +1,927897,let relax climat chang real danger human exist colleg kid elit school opinio +1,346517,tell matter won trump want reneg america commit fight climat chang +1,116325,santa unlik climat chang made notion +1,124778,peopl like al gore becam leader climat chang lost hate hillari speak might want to +1,357609,talk believ s posit climat chang coal effici also big issu +1,744132,physic doesnãâât realli care elect donald trump said climat chang chineseãââãââ +0,739822,money could spent help women hot flash that like caus global warm anyway +1,189577,s pick tri dismantl work combat climat chang well fight ever +0,318443,interpret scott pruitt statement climat chang via +1,158234,200yrold climat calam help understand today global warm +0,938608,time new job great oppoun conven global convers economi ampor climat chang +2,340914,pa year review revisit young activist who su us govern climat chang +2,401537,rex tillerson use alia email exxon discuss climat chang new york ag say via +1,404924,even climat chang noth us burn everyth can nice reduc pollut lung +2,341143,climat chang make hurrican harvey wors via +1,541592,done toadi trump bill gate amp investor woh 170 b launch fund fight climat chang +1,951412,must see citi fight climat chang hope stori 2016 +0,879736,no climat chang diabet link +1,694921,know carbon emiss caus climat chang 2016 hottest year date worst time end th +1,25529,goper talk climat chang day sinc presid trump announc intent wi +0,322975,whole truth climat chang +1,390823,eucalyptu contribut plant fire love tree climat chang drought area like build tinderbox fac +1,122574,citi think climat chang urban plan citi becom death trap african +1,152258,world slow global warm +1,909704,us epa administr deni human role climat chang +1,73684,everyon need watch realiz crucial impact climat chang us +1,581765,state affect climat chang vote climat chang denierãââ +1,630760,peopl tri tell climat chang real +1,748554,although 97 climat scientist disagre epa head scott pruitt deni carbon dioxid caus global warm ht +0,100015,im look agenda cdc climat chang amp health summit cancel anyon get it +-1,99317,case worri trump meet al gore tap major manmad climat chang denier head epa lib +2,589394,trump sign execut order today roll back us effo address climat chang +1,129510,climat chang directli relat global terror +1,440707,person stori climat chang clean air wed love hear you +2,732941,sander trump need confront realiti climat chang +1,45324,event w common narr renew solut climat chang +0,760382,global warm sta hot bodi goddess +2,835681,vietnam continu fight climat chang +0,751639,sure person invit like said climat chang forum never got +1,804767,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +2,832662,icymi wisconsin dnr chang web page word say climat chang matter scientif debat +1,465437,new york time hire climat chang bullshitt bret stephen vía +1,512976,climat so innov technolog tackl climat chang +1,790532,pari climat chang agreement enter forc easi work done come hard pa +1,150342,climat chang denier least interest fact +0,781654,peopl everyday live becom extrem enough although global warm controversi fact that +1,39240,jane fonda naomi klein kathleen wynn think climat chang urgent crisi denier everywher say i knew nail it +0,679674,american believ global warm affect them still want regul emiss +0,816243,upsid climat chang im wear sho tshi novemb 1 +0,274851,main goal protect speci fish allow repopul protect global warm +1,393257,ive worri climat chang everi day year 1st headlin made break cri httpãââ +1,410720,believ global warm look wni weather year explain shit +1,774044,omg donald trump think there climat chang +2,422560,trump deni climat chang could one day victim +1,399166,someon pleas explain global warm real 66 degre f e b r u r y +2,311190,epa wipe climat chang site protest march washington environ t +2,940234,incom gop assemblyman believ climat chang good hu our enemi +1,301029,victori trump could mean end world liter someon think climat chang hoax oãââ +0,574762,icymi us china suppo action climat chang trump putin suppo us defend nato alli httpsãââ +2,712208,theresa may accus donald trump mole europ uk tri water eu climat chang polici +-1,370478,global warm bad new york today +1,823112,defens secretari jame matti know issu climat chang real seriou urgent http +1,660494,human definit contribut global warm natur caus global warm +1,968934,hear ppl say man drive climat chang think footbal player believ dino +0,256580,31 conclus econom anxieti climat chang global power shift edu +0,344663,gengi first person record histori caus climat chang action cool precis +-1,652808,read studi supposedli entir refut scott pruitt climat chang nope actual confirm exactl +2,594647,for us climat chang beyond ideolog dutch learn live water +2,597534,pakistan ratifi pari agreement fight global warm fox news +1,485487,join us interact webinar monast engag social climat chang +2,285878,china latam exp discuss climat chang cooper +1,103989,would nice put worri climat chang decad truth choic a +2,917112,kim stanley robinson new york 2140 gloriou thought experi climat chang verg verg ki +1,754026,go ahead recognis carbon disclosur project continu improv tackl climat chang channelsfeeddigestcomnewsidãââ +1,447043,climat chang real +1,384113,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,16304,think go die husband believ climat chang +2,426653,epa remov climat chang inform websit +1,659547,republican still reject scienc global warm +2,116232,politician critic nasa spend global warm scienc nomin trump head nasa http +2,76804,trump say nobodi realli know climat chang real despit vast major climat scientist say i +1,811850,human life extinguish immedi climat chang hope millennia brutal conflic +1,360605,presidentelect believ climat chang million peopl go say mr tãââ +1,215314,retweet un foundat were unit fight climat chang add voic to +0,502785,eah bigger global warm govern cover up sound ridicul +1,686493,climat chang problem vast preponder victim yet exist +2,321256,california unveil sweep plan combat climat chang via +1,969648,presid trump may destroy america mayb stop destroy world sign climat chang petit htãââ +2,433477,epa flood phone call epa head deni co2 role climat chang repo +2,865537,pope urg world leader hobbl climat chang pact +2,812679,weve done battl climat chang time histori were world leader that +1,727736,ãåëœâ³what tell everyon global warn ãå ãâï pay attent climat chang everyon serious ãåëœâ +1,422327,snow be bleach anemon crack ice climat chang look likeãââ +2,162127,a lot republican assum theyr suppos ignor issu say climat chang +0,391406,white peopl caus climat chang see studi skin color environ sound simpli fascin +0,454032,talk afrofutur global warm polit ai ethic even +2,213815,lab grown super coral surviv 100 year climat chang via +-1,908903,nice see complain climat chang he fli around privat jet hypocrit +1,356312,adapt climat chang impoant within norwegian parliament deleg visit t +2,604818,climat chang scott pruitt caus uproar contradict epa websit +1,571138,anoth reason fight climat chang scienc shed tear reef via +1,276493,presidentelect believ climat chang million peopl go say mr tãââ +1,774000,take will disregard data amp fact deni scientif consensu human influenc climat chang ht +1,851399,estim 2050 therel 200million peopl displac climat chang that current popul ofãââ +2,37673,updat 3big oil pledg 1 bln ga technolog fight climat chang +2,673411,duke climat coalit call univers take action climat chang +2,296159,jerri brown transform california climat chang bubbl disconnect realiti +0,114948,climat chang difficult understand afraid theyr go find continu research +1,186050,think go die husband believ climat chang +2,336850,quaer global threaten bird punish climat chang new studi repo +1,117417,scienc power protect ecosystem tackl climat chang foster innov elimin povey amp inequalitãââ +0,18648,reign global warm israel +2,785478,ancient civil adapt climat chang +1,253816,must rethink global trumpism prevailth main challengesris inequ amp global warm +1,642658,republican like i believ climat chang here whi link aicl denier websit 0 scientif accuraci +0,670849,polar bear global warm +1,762934,trump pretend believ climat chang he buy wall protect ireland golf cours rise seaãââ +1,938053,head inhabit place eah see scientist conduct research climat chang impact w +1,446386,scienc educ teach climat chang come collabor us +1,762784,glad peopl get climat chang heat wave +1,349670,due lack concern climat chang nevada soon beachfront propey +1,10104,tell prove climat chang real point obviou is t +1,706233,trump administr tri remov data climat chang internet ministri o +2,589425,googlehow margaret thatcher help protect world climat chang citymetr +0,527905,singl mention china invent climat chang fake news +1,861540,epa pruitt incompet plagiarist say co2 contributor global warm nasa amp noaa say otherwis +2,970040,utopian idea climat chang get us precis nowher +1,689005,everybodi know climat chang still real thing +1,764838,actual peopl know climat chang real like scientist almost everi head state world http +1,906265,essenti work one togeth indigen peopl address climat changeãââ +1,864827,snow be bleach anemon crack ice climat chang look likeãââ +1,420530,2017 far secondhottest year record thank global warm dana nuccitelli +2,493277,climat chang could make air travel even unpleas +1,933174,guy believ global warm drop 59 missl syria god pleas watch us need y +0,299003,interview what think global warm melania trump hello he kind he strong he great cãââ +2,504518,barrier reef back crosshair global warm +0,400649,expect us care global warm penguin penguin crime +0,971194,climat chang wish see world +0,274363,debat climat chang thought peopl caught path +1,261202,day pk tell abc standard drop follow climat chang deni racist hanson swim +2,498063,patton oswalt want mick mulvaney tri climat chang terror +0,251729,nigga ask inspir wa toldem global warm feel me +1,753464,peopl believ weather repo determin ground hog believ climat chang determin +1,436055,china india guilti caus climat chang experienc today shut down +1,812445,call armsfullofcash investor mobil climat chang va +1,378867,tell trump kiss butt climat chang +1,970278,climat chang look like +2,642432,a sens despair mental health cost uncheck climat chang +0,937757,worri peopl sta complain took two year appoint new ambassador climat chang +1,353911,think go die husband believ climat chang +1,985564,deni climat chang danger join push world futur essay wire guest editor +1,537261,netherland climat chang hypothet drag economi it oppoun +2,662990,trump new team mix signal climat chang +1,205314,green long pin hope citi step climat chang happen state stop them +1,438251,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +0,85415,zach believ global warm lolol okay +1,862360,huge deal victori sa first chang cou case congrat +1,795023,real happen ye fire caus human like global warm +1,640657,hey florida nice littl everglad got there thank vote climat chang denier see hurricaneãââ +1,361576,one ecosystem need act one address climat chang s hon patriciãââ +1,281861,terror amp climat chang two area address mission mode shri ji htt +1,845600,six irrefut piec evid prove climat chang real +1,195939,97 scientist believ climat chang trump suppoer give 3 chanc +1,569721,how make climat chang person someon believ god alter weather +1,457699,the concept global warm creat chines order make us manufactur noncompetitiãââ +2,195093,compani top scientist know scienc shocker shell 1991 film warn climat chang danger +2,641383,associ climat chang diabet +1,454900,2016 except weather prove climat chang real say scientist +1,929591,pope franci threw seriou shade donald trump climat chang depament +-1,491010,communist agenda 9pm read bedtim stori kid climat chang revers collect innov amp co +1,581532,exactli mean talk runaway climat chang methan escap tundra warn http +0,50664,bijna elk duurzam loofbomen paddenstoel instel wil cashen onder het mom van global warm ter +2,520564,race curb climat chang citi outpac govern citi oslo sydney set goal curb +1,70930,it never clearer avoid danger climat chang must keep fossil fuel ground +2,79804,star warn winter isnt come climat chang terrifi +0,190137,human right gender equal climat chang global citizenship amppeac cover txtbk +1,502684,progress weve made combat climat chang thrown window remain stagnant 4 year haãââ +1,729705,scifi author explain solv global warm read blog +2,70780,trump budget chief climat chang we consid wast money cnn intern +0,463224,the circl al gore trailer global warm thot die +1,119452,trump name politician deni climat chang scienc scientif credentialsto run nasa http +1,588207,person associ climat chang agreement obama henc must g +1,696751,vegan extra meanwhil u contribut singl largest direct caus climat chang vegan rude to +1,836645,show terrifyingli alarm photo anybodi believ climat chang +1,419308,accord scientisttrump climat chang bs amp hell skip climat agreement soon possibl crook +0,172253,peopl still get effect climat chang talks go soon dem like nollywood film +2,77011,ge ceo vow ignor trump continu fight climat chang +0,85674,poll reveal it long tire grind chang american opinion climat chang write +1,69063,chang result global warm may includ rise sea level due melt polar ice cap +1,626233,new head epa believ climat chang amp current su epa someon get fuck rin +1,570180,no either exxon knew effect fossil fuel global warm mani year hid info http +-1,949203,18 inch global warm dump nyc +1,636840,babi doomer may get grandchildren millenni worri climat chang reproduc +0,444023,theyll burn fucker ground like british global warm no +2,976969,scott pruitt offic delug angri caller question scienc global warm +2,40248,chang go bad global economi +2,375405,mp 34 countri write stock exchang ask make firm reveal climat chang risk +0,114409,say stabil threat climat chang call smaer govt approach mobilis posit chang +1,593027,presidentelect believ climat chang million peopl go say mr tãââ +2,954667,pari climat chang treati irrevers franãƒâoi holland +2,969857,spend 55m help state prepar impact climat chang +1,141352,live gener scare visibl panti line global warm +2,599448,post edit brink 95 per cent chanc global warm tip point +1,269867,come climat chang threat clear well entir say +-1,566946,idea consensu among scientist co2 emiss caus global warm exist media amp pr relea +-1,349282,obvious misl nasa ice core global warm scare +1,270541,sinc think global warm hoax liter trump america look like +1,538605,know world threaten climat chang brexit trump noh korea terror right pri +1,847236,michael gove vote measur prevent climat chang vote cull badger new environment +1,848454,think go die husband believ climat chang +-1,375937,europ ton money global warm time pay defens +1,57743,offici epa administr believ global warm welcom hell yall +1,725643,presidentelect believ climat chang million peopl go say mr tãââ +1,981519,climat chang rise temperatur affect citi around world tell us issu liv +1,268867,california set ambiti goal fight global warm come hard pa +2,390165,africa need tackl climat chang +1,675122,rememb global warm hoax kid never mind two peski giant storm harvey irma prayer +1,521346,whitehous fill creationist climat chang denier plu side god give grandchilãââ +1,178704,understand peopl see climat chang valid threat countri +1,891788,we go win thi matter lot fast win it climat chang +1,972293,global warm could see citi submerg sea read more +1,738914,63it 53 thank global warmingw wear coat +1,960077,think make coffe hey cali sorri drought climat chang suppoer need food +1,985447,presidentelect believ climat chang million peopl go say mr tãââ +1,708089,prevent climat chang +1,476313,need look fact get polit discuss whi need act climat chang now +1,660581,parent id anyth children scientist here stave climat chang children stay oãââ +1,229875,iot help insur mitig risk climat chang +-1,237639,pretend first categori 3 hurrican 12 year anyth global warm scie +1,716118,suppo action climat chang endang children futur touch realiti +2,486037,break news issu massiv gag order speech climat chang +1,563543,superb assess climat chang denial qampa episod 4 mountain beltway +1,254804,hire someon think climat chang still debat differ opinion +0,78889,chautauqua discuss climat chang csi exp +2,386438,weather channel rain breitba anticlim chang parad +1,32839,still clear trump believ climat chang know guy run epa either astound +1,431941,go unseason cold week climat chang appar hoax mkay +1,718650,pretti much everi live thing alreadi feel effect climat chang +1,346998,trump idea he talk come climat chang +0,992665,your hot must caus global warm +1,925712,sat us talk climat chang deforest solar tech +2,245575,jane fonda address climat chang immedi four year late +1,590854,climat chang immigr reformãââw need help democrat everi level solv complex prãââ +2,334895,susan sarandon trump meet kany west i hope kany talk climat chang that im count on +-1,763763,cours have fuck fake climat chang trade panership +1,553578,to deni climat chang betray essenti spirit nationth practic problem solv guid found +1,775770,think go die husband believ climat chang +0,424580,look red area is take cover red power out read book climat chang +2,465,scientist call polici maker act urgent slow effect climat chang endang speci +2,276277,next big climat chang battl sta india whatev trump attitud toward +1,933904,una tragedia en colombia tragedi colombia almost ceainli result climat chang +1,325005,go miss him best protect us best man believ climat chang +0,523534,global warm aint real explain club penguin shut +0,694588,discuss climat chang often focus futurebut talk past instead +1,144392,epa fuck climat chang dod um climat chang nation secur problem pre cheeto duuuuh drool tie +0,659970,home al gore elon musk robe iger guess climat chang advoc http +-1,416326,gtgt131262514 gtliber think summer global warm +0,183775,contrast amp s digniti w derang tweet attack them reflect global warm amp wreck epa then +-1,985238,collus russia hack elect climat chang global warm +-1,827631,salli kohn latest evid climat chang prove not sma person via +1,633279,news go 97ãâ pa la today nov 9th realli glad presid address climat chang issu +1,597851,america fuck live million amp futur eah bc climat chang hoax made chinãââ +1,938238,nyt trump rob us time left fight climat changetim never get back +-1,165821,next 4 year r critic 4 us amp worldislam much bigger threat global warm 4 eah +1,77013,take dip unusu warm water palau coral may hold secret combat climat chang +1,861780,environmentalist cri hoars year hope world convinc shock speed global warm +1,807138,futur might good hand global warm take us +0,813252,messag climat chang keep seatbelt fasten even sign illumin wire +0,915086,say believ global warmingclim chang +1,182649,think go die husband believ climat chang +1,858209,climat chang polici neither time trump turnbul side coal amp incompat hãââ +1,351795,largest oil compani world understand climat chang presid unit state +1,688713,pitch conserv think pay tradit climat chang denial moder +2,362619,princ charl call climat chang wolf door call hoax bull http +1,134252,trump justnam epa chief climat chang denier via +-1,801872,exp said hillari would win claim climat chang real lol go away moron know noth losãââ +0,434149,unconvent polici climat chang +0,979828,global warm real come club penguin shut down +0,273786,bitch talk ill talk global warm +2,410133,canada readi climat chang repo warn +1,532002,9 presidentelect believ climat chang real promis negat pari climat agreement +1,200674,trump hire climat chang denier someon claim climat chang hoax lead epa unbelievabãââ +2,657751,climat chang make fli whole lot wors +-1,731040,thank climat chang fake way get money globalist +0,116331,scare global warm possibl nude beach +-1,863976,becaus obozo lib serv soro global socialist agenda aka global warm work much better usa +1,619125,trump world leader deni climat chang +1,125623,global warm real hell al gore told us leo dicaprio keep tryna tell us 82 degre halloween sumn aint rãââ +1,310473,trump denial climat chang biggest scandal wtf think make world better horribl +1,937959,fossil fuel industri whore epa chief want climat chang debat televis follow debat graviti +1,308435,spread word need urgent action climat chang reef conserv +-1,472552,california suffer paicularli sever global warm year +2,14123,pilgrim feel effect global warm mark peru annual snow star festiv here +0,463476,ask inspir said global warm like nigga im cozi +2,138171,pruitt say trump believ climat chang real +1,421060,want save us infrastructur amp need care chang +1,579935,trump deni climat chang could one day victim +0,764743,end world come soon enough come climat chang +1,121733,scotu rule climat chang immedi threaten america eo rescind acc rule may unconstitut +1,902719,us matter well run climat chang denier polici hu everyon somehow +2,499377,exxon misl public climat chang nearli 40 year accord new harvard studi +1,330434,made polit assumpt pick outlet push climat chang denial fail +-1,579092,expos world leader dupe invest billion manipul global warm data +1,881788,pass antivax anti global climat chang crossfit competit mall far dc hell +0,531037,give hot head call global warm +2,11749,grow alga bloom arabian sea tie climat chang +-1,549582,im burn tire back yard send smoke signal man made climat chang mere tax +2,573156,secretari state move elimin downgrad special envoy posit includ climat chang repres +2,30448,commit climat chang per requir india econom time +2,129351,rex tillerson use alia wayn tracker secretli discuss exxonmobil climat chang problem +1,37561,scienc clear futur not power climat chang documentari stream forãââ +1,465406,climat chang affect retir save peopl like me +1,667012,india make intern solar allianc realiti solarrich countri come togeth fight climat chang +1,469269,s tonight put focu realiti climat chang amp need action httãââ +1,390170,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,959738,tobacco chang work +2,563239,trump daili appl googl microsoft amazon continu fight climat chang despit trump order +1,298348,public transit make huge differ climat chang alway attract smoker white trash +2,969120,vulner chang vari across time locat commun individu +1,562344,presidentelect believ climat chang million peopl go say mr tãââ +1,507849,think go die husband believ climat chang +0,612473,stop global warm tear hwood replant tree cant imgin explos limo good 4 environ +2,214099,climat chang make catastroph storm like new normal exp climat scientist weigh in +2,358893,industri join fight prevent climat chang +1,877762,believ equal need comprehens immigr reform prochoic global warm real ââ +1,290774,polar bear poster child impact climat chang wildlif read more +1,366083,even climat chang sceptic worri trump pari decis hu alreadi fragil global govern http +0,328980,nation geograph stream dicaprio climat chang doc film free +1,381821,wonder 51000 jill stein voter michigan feel prospect address global warm clinton trail undãââ +1,143194,whitehous fill creationist climat chang denier plu side god give grandchilãââ +1,720448,agre whi put fume air p reason ceo republican caus global warm +1,907123,sign pledg chang denial disinform +1,330539,doubl threatcould end us fast nukesor bit slower gut climat chang initi +1,250496,shouldnãâât trust climat chang denier ãââ realiti check +1,825050,without us world go move forward climat chang via +2,310470,judg order exxon hand document relat climat chang cnnmoney +-1,537199,doubt hell convinc global warm visit embra +2,399654,climat chang could break 200millionyearold relationship +1,702705,co2 noth climat chang anyon ginsu hea surgeon +2,892244,accord exp good farm practic combat effect climat chang also limit it http +2,622058,rare move china critic trump plan exit climat chang pact +1,620110,call liber snowflak global warm claim exist melt snowfl +2,351959,trump inaugur white hous websit cut refer climat chang global warm +2,559004,right america may deni climat chang conserv uk take action +1,466335,surpris climat chang denier 90 us believ germ count 5 jump droppedãââ +1,916165,still amaz peopl believ global warm real +-1,299696,tantrum base fear chang global warm movement +1,900452,here 5 random peopl say climat chang hoax here 5000 scientist say it real see th +2,161340,jess watter hunt global warm +2,944524,sander trump listen scientist climat chang real via +1,788328,ask recommend peopl accept understand humancaus climat chang clear winner ht +2,680075,trump undo obama plan curb global warm epa chief say +1,1144,think go die husband believ climat chang +0,899001,global warm exist club penguin shut +1,764267,know climat chang real cloudi first day leav ce +-1,181502,good idea person think gun control answer global warm burn gunpowd it +1,396204,cant respect leader believ climat chang actual cant respect period believeãââ +0,165575,discours around focu nativ ppl right defend themselv climat chang httãââ +2,669572,staff us energi lab ask scientist scrub refer climat chang work +1,996566,ikea group frame climat chang innov challeng +1,963786,think go die husband believ climat chang +2,77291,ny ag say tillerson use alia email climat chang +2,157958,get ahead corpor america must account climat chang +1,660600,ppl believ climat chang myth harm protect planet anyway use cleaner saf +-1,243384,climat chang proven manmad global warm unproven separ fact fiction httpãââ +1,855526,opinion harvey turn point fight climat chang +1,15177,eah hour saturday mar25th switch light 830pm bring awar climat chang +1,607972,cant believ trump believ climat chang someth believ in 110 factual httpsãââ +1,641479,israel forestri exp blame fire 1 climat chang 2 worst weather 40 year 3 bad choic plant pine http +0,767241,where prejudic pull tweet im prejudic 4 year wont anyth climat chang +2,827384,trump administr told epa remov climat chang data websit h +1,77569,inact climat chang blackest mark us histori book +-1,101665,prove point climat chang thing ban hunt matter bear would die an +1,136081,anyon argu climat chang beyond me +0,247191,find climat chang aspect sarah palin to begin with head park liter make sick +2,372137,un pari deal enough avoid worst effect climat chang +1,82080,realli use summari may lie ahead climat chang face it address issu night bãââ +1,428600,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +1,371883,al gore offer work trump climat chang good luck that +2,478583,march scienc ralli hit trump climat chang skeptic budget cut +0,653972,politico repo doe staff discourag mention climat chang cra pass allow isp sell data thursday +2,115685,winteim haze beij global warm +0,743675,remwmber we descend survivor peopl good climat chang hero or fast runner +2,785110,deadli winter climat chang spell doom mongolian herder via +-1,67913,religion call climat chang +2,654623,trump dismantl climat chang panel +1,597855,light camera green screen amp 6th gr scienc weather repo climat chang +-1,362750,own condo san fran flood zone guess believ climat chang +0,970553,care global warm rain go rais water level need so prioriti man +1,271990,session unqualifi anticivil right climat chang deni bigot ag +2,799661,bc forest get 150 million boost battl climat chang +0,250334,peopl denounc climat chang like +2,202714,american want aggress action climat chang reutersipso poll via +-1,719896,omg watch good antiglob warm respons +0,686646,forgot ye i tweet relat climat chang last possibl 46 hour yesss th +1,740169,simpl believ climat chang woman right choos gun safeti amp wealthi pay fair share tãââ +1,709571,presidentelect believ climat chang million peopl go say mr tãââ +1,467521,meet 9 badass women fight climat chang citi includ +1,608835,countri 2nd highest greenhous ga emiss planet elect climat chang denier presid ââ +0,789353,assum global warm hoax expect see +1,772068,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,826757,kill 120k peopleyr donald trump undo obama legaci climat chang vi +1,335595,coalit w women hatinghomophob right wing christian climat chang denier environ sec feel like ive move trumpton +1,262538,suppo creat highlight climat chang need protect heritag +2,914114,ãâëœthereãââ plan bãââ climat chang scientist fear consequ trump victori +0,63037,1st novemb sure thing warm +1,858667,predict bunch scienc illiter moron foolishli ass proof global warm happ +-1,739011,dear global warm real sign confus person wonder snow noh carolina right +1,680261,can not believ expect intellig reader engag columnist question global warm insultin +1,548731,vulner countri chang impact abroad see sei tci index +2,101375,depress anxieti ptsd mental impact climat chang cnn +1,635874,al gore offer work trump climat chang good luck that +2,386539,german chancellor merkel close g20 summit rebuk us presid trump stanc climat chang +-1,85240,climat chang stop make laugh +2,86583,here presid trump execut order climat chang mean world +1,128514,indigen land right cheap effect climat chang solut +0,612335,said would handl climat chang like oj would hunt exwif murder +0,950205,stop global warm demand ai sat quietli design optim solut first wave plagu began +1,341324,think go die husband believ climat chang +0,411863,know eah dayyy anagram thread ayyy here sho thread climat chang capitali +2,918686,doe provid name climat chang staffer trump team +2,248494,diplomat un global warm summit concern trump stanc climat chang +1,199727,sculptur issac cordal berlin call politician discuss global warm +1,620843,snow be bleach anemon crack ice climat chang look likeãââ +0,876475,confid global warm influenc ceain extrem qampa +1,227513,2 global warm much wors australia 15 +1,729192,yall middl novemb im wear tank top climat chang real okay +2,63732,intern rank govern action climat chang put australia fifth last 58 countri +1,941203,creat futur excel new resourc explor climat chang climat justic avail +1,377927,poor commun frontlin climat chang need involv discuss solut +1,199675,climatecentr program onli becom critic climat chang chop block tr http +0,374504,presidentelect trump select myron ebel climat chang skeptic lead environment protect agenc transiãââ +1,240445,think go die husband believ climat chang +1,905440,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,130005,agre take global warm serious polar bear die +1,704470,nail chang angel demon battl trump soul +1,836083,wef cleverest countri climat chang ãâ✠learn apoliticãââ +0,543661,iron china warn trump abandon climat chang deal sourc china warn donald trump he httpsãââ +1,449909,presidentelect believ climat chang million peopl go say mr tãââ +1,428372,peopl complain hot outsid still deni global warm +2,60697,recent pattern cloud cover may mask global warm thereãââ decept simpl number the +1,858758,span deal nation global issu like energi climat chang trade +1,443238,caus truth bye that presid doesnt believ global warm caus yall think 90f nor +2,413174,kid su donald trump inact global warm march white hous +1,459091,to turn geotherm answer challeng climat changeh +-1,899389,thought cant rememb invent internet invent global warm +1,282362,michael bloomberg mark carney make profit defeat climat chang opinion guardian +1,783586,imagin will world media cover climat chang way cover hillari emailsãââ +2,159095,gener shift colleg republican pois reform pay global warm +1,176750,stop crank like lord lawson get aiim need provok interest debat around climat chang http +1,783505,63 aussi believ countri world leader find solut climat chang +1,792028,think go die husband believ climat chang +1,497097,repli stop tri climat chang human deserv suffer treatment t +1,146582,tactic creation climat chang denial +0,195288,global warm +1,434245,deni climat chang sea around rise cnn louisiana coast is +-1,494534,cnn brian stelter destroy weather channel founder john coleman global warm hoax +0,850564,hindi nako magtataka kong magkaka global warm kasi mama ba namin ng sho oh grabe ang puti be +2,923994,us climat chang campaign die snorkel +2,206460,euro time china climat chang hoax busi polit oppoun via +1,274856,trump flat eah societi climat chang scott pruitt caus uproar contradict epa websit +1,665084,trump new epa boss deni climat chang love pesticid +2,223266,countri hardesthit drought famin produc almost none emiss believ caus climat chang +1,9538,time run chancellor mention chang +1,652161,tweet decrypt listen meteorologist nw except climat chang view b +1,15561,american will believ sky creep get angri intercours without piec metal one finger climat chang +1,978938,omin all he also want name anyon work climat chang research +1,286324,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +2,976808,china coastal sea level rise record high exp blame climat chang +2,933603,leonardo dicaprio meet donald trump talk climat chang +0,833749,yeah global warm ever u r hot air come ur mouth +1,13957,ãâåjohnson say juri still climat changeãââ talk itãâï ãââvp campaign ââ +-1,269703,im thank liber pay debunk climat chang myth otherwis wed realli sht we +0,745126,know talk save environ climat chang ceain peopl like +1,632428,find repo climat chang opinion page ye actual read it bullshit argumen +0,825742,republican global warm +2,964931,on climat chang scott pruitt caus uproar contradict epa websit +1,851128,pay peopl stop cut tree costeffect way slow climat chang +1,95759,goper deni climat chang reason accept scientist +1,309693,worri climat chang women right elect donat chariti +1,238223,man carri snowbal onto senat floor claim disprov climat chang +0,972460,global warm kill club penguin +1,248021,jp piss whole global warm real bit today boiiii sit ãåëœâ +1,665198,come blue time talk climat chang +0,193420,mean answer rise sea level shoot moon solv climat chang +2,919678,govern face wave legal action climat chang inact natur disast worsen +2,404735,recordbreak climat chang uncha territori postform amp complex futur +2,596541,trump begin tear obama year progress tackl climat chang +2,543460,barack obama food climat chang we still act wont late +-1,464269,liber alway talk scienc confirm climat chang time talk there +1,198672,91 degre midnovemb presidentelect want cut 100 billion dollar feder climat chang spend +2,44581,trump defens secretari cite climat chang nation secur challeng +2,754946,badland nation park delet climat chang tweet account compromis verg +2,569556,american think climat chang 6 map +2,884544,blame chang record sea level +1,989997,ever wonder know human caus climat chang terrif summari +1,137472,heatwav hurrican seven chang hotspot via +2,161689,us presid sign order roll back obama climat chang measur +1,101094,know compromis give damn mother natur ignor climat chang make go away +-1,74324,larri king everyon tell there global warm realli even believ say 1 degre 100 year c +1,543267,make strong case everi polit issu tini comparison issu climat chang +1,26454,a2 good exampl climat chang made design industri ecoconsci 22 +2,300023,meet chinaãââ ecolog migrant 320000 peopl displac climat chang +2,740203,jess watter hunt global warm +1,128301,shall put emphasi irrig especi modern type fight climat chang +1,397205,commun alreadi experienc effect climat changew cant afford act take look +1,506974,trump want protect nation secur must recogn climat chang caus destruct instabilit +0,117627,global warm pandaw cruis vietnam cambodia +0,599175,break declar chang work arson +1,463508,worst climat chang threat +1,372969,left right agre fox news destroy epa chief scott pruitt climat chang +2,748967,nation park servic twitter account gone rogu tweet climat chang +2,363192,tequila could key battl climat chang +1,903494,think go die husband believ climat chang +1,795490,flood leonardo dicaprio latest documentari climat chang watch today +1,145543,hard imagin ppl think global warm affect them +1,548755,check stun shot friend bolivia thank chang climat chang wit +0,695907,yo japan made anim global warm thnk peopl would care kinda like peopl like anim kemono friend +-1,769445,scientist deni climat chang chang time whether warm cool alway +1,221330,think go die husband believ climat chang +1,166255,presid believ global warm now +2,811189,climat scientist say likelihood extrem summer surg due global warm repo author say sydney +0,84497,angl creat coher respons climat chang +2,150214,plant engin help fight effect climat chang +1,865352,dakota access pipelin would huge blow fight climat chang +-1,995708,global warm somebodi think weather +1,509395,im openmind your not tucker carlson melt bill nye school climat chang +2,400295,world race stop climat chang math still add +1,392938,time spend florida think hed believ global warm +0,500114,night king could fix global warm +1,52152,think go die husband believ climat chang +1,931570,yet anoth poll show american disagre trump action climat chang +0,143876,leonardo dicaprio climat chang documentari befor flood stream free youtubeãââ +2,351740,stop global warm way save great barrier reef scientist warn +2,439405,qampa australia rais middl finger world climat chang abc onlin +1,268360,continu get look scienc fit fight climat chang +1,854656,scienc reduc eventu revers climat chang peopl stop eat anim product carnist say +1,831348,emiss reduct longer prevent danger climat chang +1,571241,scienc prove obviou arctic heat wave chang +2,512626,way save world coral heatinduc bleach war global warm studi say +2,248780,congressman leav stage choru boo say juri still climat chang +1,11184,neoliber con us fight climat chang individu main lukac +0,297333,guy mcpherson abrupt climat chang nutshel +0,428875,accord media guy charlott kaminski respons hornet bad global warm amp snowstorm ne +2,411234,trump announc decis climat chang thursday +2,69811,rest world pull us climat chang amp henrik selin +0,153288,sander zink is trump right climat chang hoax zink i believ hoax sure much h +0,144935,consid climat chang issu voter least concern poll bullpen probabl sell copi +1,760465,want stop climat chang see univers via +1,187455,in usa 50 nuclear sta develop new model reactor fight climat chang of +1,111234,china trump wise men donãâât sneer climat chang +1,675809,monday soil danger due climat chang amp more explain nuclear tech +1,488542,trump someth global warm tangibl benefit us busi +2,676221,ron ha buy climat chang hype santa rosa press gazett +2,645159,one troubl idea climat chang found new evid favor +1,296926,know unusu warm weather octob due global warm climat chang still kindãââ +1,860628,countri impact climat chang africather clearer sign trump racism refu +2,615331,unit state trump consult withdraw us pari climat chang deal +1,288026,presidentelect believ climat chang million peopl go say mr tãââ +1,850214,eight discuss effect climat chang protect planet +1,93486,happen data led discoveri climat chang +1,778610,profession climat chang denier discov lie decid fight scienc +2,65978,first largescal survey microbi life subsaharan africa may help protect ecosystem climat changeãââ +1,760825,great bipaisan org im republican believ climat chang real +1,396886,hey toxic lowrent 1 compet ppl 2 thing onc 2 pentagon say climat chang natl sec i +2,637614,trump roll back use climat chang polici review sourc +2,37645,contradict settl scienc donald trump say nobodi realli know climat chang cb news +-1,796868,freakin hell one minut global warm next bloodi ice age come crap polit poãââ +1,150090,yall realli claim second come instead acknowledg climat chang +-1,711071,mr presid terror link climat chang islam spell you l http +2,14884,appetit oil ga continu grow despit effo curb climat chang say saudi energi minist +2,182129,china tell trump climat chang hoax invent +1,970523,think go die husband believ climat chang +2,126702,studi reveal 82 percent core ecolog process affect climat chang +1,760498,effect mechan combat climat chang ca that vote +1,642676,new new world china lectur unit state climat chang impoanc cooper betweãââ +0,611682,read wan assess climat chang white paper +1,387825,35 second 100 countri lot global warm +0,898454,peopl think climat chang thing caus trump fail thing iãââv seen onc +1,497406,war climat chang kill us all hope alien visit eah ride rollercoast +0,771414,mother extern unceainti around climat chang via hk prof zeckhaus +1,335117,develop nation world led climat chang denier +0,227112,store water irrig drink purposehow battl climat chang slightli stretch +1,332222,want better law cleaner direct climat chang someon make happen give damn +2,80667,trump white hous war climat chang +0,555942,anyon think global warm good thing love ladi gaga think realli interest aist +2,53511,rare move china critic trump plan exit climat chang pact +1,447252,think go die husband believ climat chang +1,186674,climat chang could make air travel even unpleas +0,121132,ive begun miss day endless paper global warm effect mate habit grackl +-1,930214,statist signific global warm 17 year +-1,335202,anyon lectur scienc behind global warm explain scienc born 1 ball amp 11 toe f +1,988363,tri walk street enjoy warm weather without think global warm kill us +0,288011,tell global warm exist +1,739518,70 today suppos snow saturday ya worri trump climat chang aint real +2,790132,kansa polit make hard talk climat chang peopl talk it without talk it h +1,301900,holoscen dramat connect everyday action individu global climat chang admiss free httpsãââ +1,302617,point frack were go argu climat chang denier should help use word inaccur +2,958057,nation move forward climat chang irrespect us +1,701054,rep lamar smith chairman hous scienc committe say climat chang benefici via +1,630867,indigen peopl biafra indigen women make biggest sacrific face climat chang +1,124693,water secur close link migrat climat chang risk econom develop via ãââ +1,779224,victori south africa first climat chang cou case +1,988319,pleas want go know keep global warm well 2c +2,143176,donald trump call climat chang hoax chines offici say anyth but +1,476997,red line like smaller underestim disast herd herd climat chang model undeãââ +1,744636,waitwhat 140 heat index glad global warm definit thing +1,494866,must maintain soil carbon reservoir fight climat chang find here +1,915960,care combat climat chang might kill job whi ultim job killer planet n +2,231365,impact human activ climat chang calcul new studi propos equat that +0,772334,huffpost talk climat chang reddit today ask anythingãââ +1,372425,presid trump may destroy america mayb stop destroy world sign climat chang petit htãââ +1,424138,dude done undermin effo stop climat chang pretti much anyon jail +1,676059,unfoun far enough counter climat chang +1,942246,bank need understand climat changerel liabil pofolio shift lend +1,211706,well stop climat chang propos steep budget cut lead climat scienc agenc +2,211266,ãåâãâï ãâåthe pari agreement climat chang come actionãâï +0,626674,may accept climat chang i prefer global warm manmad +1,902016,macron launch websit troll trump encourag concern w climat chang emigr franc +2,698916,seacoast onlin advanc well reserv climat chang talk fernandez +2,518506,monthlong journey around antarctica studi effect climat chang contin +1,291618,news watch biz scale solut climat chang amp take ambit implemãââ +1,845557,peter thiel claim two side climat chang hed oper busi deliber ignor theyd ha +1,243660,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +1,17112,im sta 11th year work climat chang includ last 4 daili journal today went see coun +1,811376,read draft climat chang plan ensur continu show global leadership climat chang +1,37884,global warm real summer temperatur global warm real +1,343424,new new world china lectur unit state climat chang impoanc cooper betweãââ +1,124737,somalia drought caus global warm drought anim amp crop die 6 million peopl th +0,16089,sta hide extra climat basement case global warm real +2,548004,biden urg canada fight climat chang despit trump salon +1,471546,watch right here travel world tackl climat chang httãââ +1,713175,trump sign order kill obama climat chang regul epa prohibit hencefoh focus c +1,583646,climat scientist were midst mass extinct oil tycoon climat chang myth journalist peopl eq +1,444284,epa head scott pruitt deni carbon dioxid caus global warm lunat run asylum america +2,553993,argument nuclear weapon shape debat global warm +1,779015,stop climat chang remain elus goal unless poor nation help preserv forest via h +0,428136,ask inspir wa told global warm +1,451951,lnp climat chang denial industri crap themselv +2,748633,ocean store stagger amount heat the memori past climat chang chicago tribun +1,399472,eye open convinc climat chang denier chang way think climat changef +1,776935,today global climat chang affect everyon amp must protect world live in +2,548620,जय ह टरमप बब क हद ह हद us environ head deni caus global warm +1,178200,would make good set human right evolut climat chang denier whole +-1,503535,make good live mancaus climat chang that focu on +1,853896,everi second wast deni chang stolen next gener suffer +1,483641,holi shit plan withdraw fund climat chang prog withdraw nafta tpp +1,979700,want see nasa commit climat chang studi +-1,537632,still dawn settl scienc global warm could wrong +0,849496,reliabl late season cold front respect global warm +1,997347,penc believ climat chang evolut ppl born gay cant believ saw hamiltãââ +2,350983,trump climat chang got smaller bigger christian scienc monitor +1,327711,absolut disgust big problem climat chang yet nobodi seem give fuck +1,802214,right platform take away health care end food stamp deni climat chang launch nuclear arm race +-1,172248,epa chief admit carbon dioxid primari contributor global warm +1,400507,warmest winter record weather one morn snow proof global warm fnc version s +2,113864,scientist want give atmospher antacid reliev climat chang +0,506853,mean liter s respons challeng climat chang +0,998244,year two ago pentagon came said climat chang threat nation secur +1,352816,scari know one biggest contributor climat chang anim agricultur eat veg httãââ +1,862473,essenti insan exquisit accur descript western gov approach climat chang +1,932933,want learn climat chang fact impact us now 2014 climat chang repo +2,164142,china airpocalyps product climat chang pollut research say +2,838676,presid trump propos epa cut go far beyond climat chang +0,816229,climat changenoth good creamsickl wont solv +0,417526,talk climat choiak church cuz climat chang noth sho o +1,135574,everyon send info million us repo climat chang +2,860451,welcom pleistocen park russian scientist want fight climat chang woolli mammoth +1,283937,gtgtgt donald undo s legaci climat chang +1,691288,appl make eloqu plea take climat chang serious +1,741410,indian blew world seri next presid go idiot amp global warm 75 degre novembeãââ +2,626132,jeremi corbyn accus theresa may subservi donald trump climat chang move http +0,859986,climat chang +1,397052,bill introd state say public school teach oppos pov abt global warm evolut ht +2,185247,us sign intern declar climat chang despit presid trump past statement +2,771294,rogu twitter account spring fight donald trump climat chang washington post +1,701151,new interact map show climat chang impact air qualiti take action +1,497328,trumpãââ elect mark end seriou hope limit chang 2c +1,111149,watch right here travel world tackl climat chang httãââ +1,90843,abstract poor water manag climat chang blame bad news aquat lifeinclud endang +-1,32002,anoth global warm argument bite dust increas global drought past 30 yr +1,232286,even addres anti climat chang anti vaccin thing +2,54972,china coal consumpt drop again boost leadership climat chang +2,791642,new research predict futur coral reef climat chang +2,964956,melt glacier becom symbol global warm amp monitor retreat document realiti climat chang +1,146963,want help world good person send water food ppl need solv climat chang cur +1,311812,scotland world leader tackl climat chang amp were take impoant step protect natur envir +1,474808,oppos us withdraw must join global fight climat chang +0,306427,basic one reason global warm +1,734327,offic 6 month he alreadi elimin climat chang +2,709651,fight climat chang mean bccanada energi polit +2,694158,new paper scientist explain climat chang use beforeaft photograph evid via +-1,116025,screech cri global warm retir 400 ft yacht tahiti +1,383533,believ climat chang vote hrc could spox scaramucci believ climat chang vote obama http +-1,285120,like lie global warm becom multi millionair it +2,529892,white hous climat chang webpag disappear trump inaugur +0,250243,buy immigr gray violet global warm slateblu sugar slut leav +1,587571,blog grow popul econom growth climat chang thirstier citi amp ecosystem +1,836762,seem fji recogn seriou climat chang realli appoint appropri skill set +1,75843,epa head fals claim carbon emiss arent caus global warm +-1,391881,real global warm base bho foreign polici fight back america enlist gt http +1,220265,democrat dump neutral term toother reason everyon south florida say global warm +1,890455,perri made head doe deni climat chang driver american meteorolog societi correct +1,348499,climat chang doubt epa director clean coal energi plan go help mass extinct lil buddi +2,358062,climat chang give great barrier reef herp +0,726426,global warm game +-1,271599,buy jewish global warm propaganda whatev +0,925151,hey lisa bloom want schedul presser realiti winner blame presid climat chang t +1,82257,let assum climat chang happen cleaner air water aint bad either way +1,685996,seen 3 min trailer new sir david attenborough amp starstud climat chang documentari check outãââ +1,825531,absolut disgust big problem climat chang yet nobodi seem give fuck +1,71701,screw global warm winter were suppos get blizzard +0,820364,fire abt global warm tho +1,621412,new studi local temperatur may play impoant role whether peopl believ climat chang +1,938553,need keep eye goal stop climat chang let go pet tech http +2,588283,urg rapid scaleup fund address climat chang +1,641865,discuss gen act climat chang strateg issu +1,171971,trump want save us infrastructur need care climat chang +2,969676,previous call hoax trump say there some connect climat chang amp human activ htt +1,964340,stuf climat chang denier homophob misogynist may allianc dishonour coalit +1,186489,believ equal need comprehens immigr reform prochoic global warm real ââ +0,376627,remind abstract deadlin upcom symposium the human biolog climat chang 30 jun +1,337953,want fight climat chang fight car via sound familiar +1,976675,america hand game show host think climat chang chines hoax +1,428306,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,705275,daili remind air pollut kill 6 mil year global warm kill million trump vow rip pari agreement +2,278913,blame climat chang februari recordbreak heat +2,857516,trump budget envis us govern bare deal climat chang +1,889397,celebr climat chang denier florida louisiana texa die monster storm nod +1,855222,seven poster show grim futur nation park climat chang goe uncheck +1,650767,sicken much planet yet still peopl believ global warm +0,175207,he go die climat changewtf +1,462891,current best real estat potenti prior decad climat chang +1,343552,need work hard solv global problem like climat chang spend valuabl time tri stop peopl mãââ +2,30652,nation energi polici grantham research institut climat chang environ +-1,579164,damn add climat chang denier list charact fault +2,863415,usda begun censor use term climat chang email reveal +2,927017,trump roll back use climat chang polici review sourc +1,619323,decis withdraw wrong planet appl commit fight climat chang wi +1,286781,worri global warm were go build new eah bigger eah best eah ever ââ +1,997113,fool climat chang even though experi effect daili basi +-1,757739,scienc fiction manmad global warm rapidli expos legitim climat scienc +1,696336,explan global climat chang 105 year ago simpl understand regardless era +2,992837,niger delta commun petit un accus oil firm abus climat chang programm +0,609767,patrick minford eu econom exp nigel lawson climat chang exp +1,327236,actual snow mexico right now global warm hoax huh +2,140319,trump strip back way mitig climat chang coastal us town plan retreat sealevel rise ht +2,493706,australia rank among worst develop countri climat chang action xpost rworldnew +1,600674,russia hack denier amp climat chang denier lot common either theyr corrupt refus 2 accept univers exp find +-1,362035,climat chang wanker set dictat save world cut +2,749016,march scienc ralli take aim climat chang skeptic propos budget cut +1,177472,never met regul want trash believ scienc climat chang unless suit himãââ +1,15393,well mean caus take climat chang serious count someth right +2,204846,exxon shift climat chang trump pick +1,155455,scott climat changedeni chief told carbon dioxid caus global warm independ http +2,991989,gate bezo ma investor woh 170 billion launch cleanenergi fund fight climat chang http +1,161872,german give us unfoun exampl not solv climat chang pollut +1,467585,everyon know climat chang scienc liber conspiraci sent destroy capit +0,323893,global warm real club penguin shut +2,918095,spot skunk evolut driven climat chang +0,324580,weather love fuck global warm +1,828261,trump spout antiscientif incoher nonsens climat chang fell +1,694191,decis pa expand fight climat chang +1,298996,ban kimoon countri howev resourc power immun impact climat changeãââ +1,664005,anyway let talk impt thing like climat chang understand way hot rn +0,992603,like s home instead sing duet mark amp yell climat chang +-1,322809,that global warm agenda realli about contract wake up +2,784098,donald trump engag extraordinari diplomat row princ wale climat chang say sunday time +2,627,kuwait inferno world hottest citi surviv climat chang +2,711023,websit map vanuatu climat chang flood risk +1,117075,trump justnam epa chief climat chang denier +1,446785,scott pruitt hire climat chang skeptic lead epa design combat climat chang epa will +2,980570,china slam donald trumpãââ plan back climat chang agreement +0,154554,philippin use climat chang effect +2,291662,impact climat chang great barrier reef +2,672000,main schulz warn angela merkel germani trump cours climat chang effect glogalist +1,6,know talk climat chang friend video help +1,30404,snow be bleach anemon crack ice climat chang look likeãââ +1,485109,address climat chang therel conflict limit resourc must listen scientist fossiãââ +0,515243,first document case climat chang +-1,186801,fact climat chang use tax global pop tax goe offshor use elit make veri +1,246176,5 climat chang challeng india need wake +0,905648,matter size comfoabl bitch global warm goin on gon na hot af wear littl possibl +1,378333,like climat chang denier cant b +2,426295,michael bloomberg mark carney make profit defeat climat chang +0,781608,differ global warm climat chang +1,444656,scale migrat africa expect rise due acceler climat chang head africa offãââ +1,738463,go get wors everyon know climat chang real potabl water go beco +1,772939,merkel visit week test whether alli persuad trump blow effo global warm +-1,826992,agreemanmad climat chang must b taken faithit central tenet 4 environment group +1,51949,biggest step countri taken fight climat chang suppo amp demand action +1,660141,trump call global warm chines hoax clinton email +2,274986,g7 leader blame trump failur reach climat chang agreement +1,941491,want congress take action climat chang need hear you make call +2,660301,nike googl compani take trump climat chang +1,695821,research examin lifestyl contribut climat chang idea lab +0,255159,trump like global warmingmelt away iceberg +1,762483,climat chang stori alway want tell now time film contest +0,648939,anticip local impact climat chang +1,419881,climat chang realiti pakistan lose us39 billionyr avg due climat chang ãââ +1,499020,cruelti climat chang africa poor hit hardest +1,976375,leodicaprio nytim for us climat chang beyond ideolog dutch learn live water +1,453830,iãââm creat new think tank climat chang would join post tweet also +1,905632,noth like coalit homophob antiaboion climat changeevolut denier demonstr greater visi +1,319625,clear climat chang true 800 pound gorilla room +1,53641,think go die husband believ climat chang +1,595644,di natal pay took danger global warm +2,722255,epa boss room hope climat chang wfmz allentown +2,889762,impact climat chang great barrier reef economist +1,818298,presid trump may destroy america mayb stop destroy world sign climat chang petit htãââ +-1,548695,great antitrump bellweth elect like global warm apocalyps reschedul time fail materi +1,318190,thi stark warn show need greater action climat chang fast said friend eah +2,72364,the global militari advisori council climat chang warn impact global warm drive massiv +1,90958,secretari energi rick perri say yet spoken trump whether climat chang real not wh +1,825118,last day see ãââ climat chang doc free power stuff +1,852687,secur natur resourc amp meet challeng climat chang also manag landscap 23 +1,767062,dfe gove tri remov climat chang curriculum he environ secretar +1,58230,hi isaac sadli natur disast bangladesh link climat chang correl girl +1,674433,youãââr look good news climat chang best isãââ +1,412178,hillari posit climat chang one goal make world clean energi superpow creat +1,310038,clearli global warm europ fault +-1,167733,doubt it saw macron wife hideou tan realiz global warm must real lol +1,154852,crisi climat chang make mani pointless reorganis mani pointless target amp inspect +2,686945,po phillip bay in pretti good nick despit grow popul climat chang environment health repo find +2,420572,eddi joyc add climat chang ministeri pofolio +-1,758426,funni global warm nutter refus ever debat anyon skeptic almost li +1,815246,think go die husband believ climat chang +2,41269,trump revok obama climat chang rule declar end war coal +0,733541,global warmingなら地球温暖化 +-1,209267,tripl global warm sinc year 2000 time satellit show temperatur increaseãââ +1,332605,show way fight global warm +2,895708,exxonmobil order cooper subpoena climat chang investig relat aicl +1,344434,agricultur victim solut climat chang +1,947500,climat chang skeptic exactli vagu know true give shit +2,20356,daili mirror trump environ boss doesnt think human drive climat chang despit +2,839111,rex tillerson may use alia commun exxon offici risk climat chang +0,925888,professor donald solv climat chang +1,978995,here remind complet blew climat chang +1,85246,titan sink 2016 global warm real iceberg melt bee die we +1,514361,norwegian young sea ice cruis studi rapid arctic chang due humaninduc global warm http +1,424703,raul thank show up bad deni human caus climat chang want to +1,7284,2016 world experienc 5 climat chang tip point +1,342210,like economi climat chang immigr health care public transpoat women issu +1,813007,tfw climat chang denier speak confid ceainti weather forecast +1,151636,global warm full effect friend +1,976023,miami beach current underwat still believ climat chang allow gov u +1,659222,climat chang enough +1,898225,wish address climat chang interview seem like major omiss +1,498970,talk chang across aisl focu adapt solut rather caus via +1,589138,climat chang forc cancel arctic climat chang studi +0,843789,imagin climat chang singapor sta cold +1,791186,mayb someon tell donald trump global warm respons small crowd inaugur hell sta +1,932323,unaccept trump administr expect undo vehicl rule curb global warm via +1,263316,pm modi also emerg key figur intern effo tackl climat chang +1,861795,crack grown 11 mile week scientist keep research climat chang affect antarctica +1,76277,think go die husband believ climat chang +1,935675,address climat chang therel conflict limit resourc must listen scientist fossi +-1,143702,not man made climat chang real lol +0,595710,morn ralli how climat chang platform work out +2,109816,epa chief trump undo obama plan curb global warm +2,635334,coral across australia great barrier reef die caus climat chang +1,692412,bad make american worri futur global warm +-1,41791,noth climat chang scam amp everyth fund radic un agenda 21ãââ +1,502541,the concept global warm creat chines order make us manufactur noncompetitiãââ +0,325452,heaven know peopl fuss much trump aleppo climat chang yada amp realli help restor focu 4242 +1,63270,countri hope also commit fight climat chang real happen +0,636952,chang unit kingdom jeep dealer lincoln ne +1,622017,us presidentelect nobodi realli know climat chang real it is +-1,95160,accord never climat chang alway global un tax american busi well +1,506065,peopl understand climat chang real solar panel maker make upsmh +0,541489,ltltdont believ global warminggtgt il repo dellagenzia europea dellambient +1,790904,snow be bleach anemon crack ice climat chang look likeãââ +2,479327,drone tech offer new way manag climat chang +1,511218,battl laikipia weak state stand chang popul growth ethnic popul +2,549249,australian coastlin glow dark sinist sign climat chang +1,406931,secur agreement fight climat chang pa respons polit leader +1,545146,read trump hire climat chang denier serious happen prove climat chang isãââ +1,922632,flood biggest risk face climat chang 1015 well ask minist plan +1,64303,10 food among biggest gener climat changecaus greenhous gase learn repor +2,397453,polar voex shift due climat chang extend winter ââ +1,880867,britain merci gay hate women right oppos climat chang deni extremist discuss sky n +2,548740,conserv group sent book dvd misinform climat chang 300000 teacher nationwid http +-1,474058,usual were right again yesterday hijack climat chang hijack want trade libya +1,429660,global warm us idol luxuri +-1,283231,one hour trump announc usa complet pull pari climat accord caus looney left climat chang h +0,857767,save world climat chang black live matter suppo urg nasa work muslim outreach +2,238886,corbyn would challeng trump climat chang ignor like theresa may +2,678979,potenti new energi secretari urg trump ãâåswiftli withdraw climat chang commitmentsãâï +2,616954,trump creat void climat chang california persuad state help fill it +1,529548,it novemb amp chilli outsid climat chang real weather day day climat big pictur +1,607533,caucu equal number republican democrat work togeth find solut climat chang +2,248320,new trump appointe believ climat chang wealth redistribut scheme separ us organ religio +-1,832347,dad said econom develop use justifi bout anyth nowaday catchal climat chang +1,698001,may want research sure come from actual climat chang is +2,207261,march scienc ralli take aim climat chang skeptic propos budget cut fox news +-1,389686,evid never seen s cha show co2 level increas follow global warm rather +1,346654,great interview sir david attenborough fan career climat chang b +2,174496,trump defens secretari call climat chang nation secur risk +0,176711,cnn host said vote hillari believ climat chang countri make one tãââ +2,381055,gov jerri brown call trump execut order climat chang coloss mistak +1,536630,hope host leader marketbas solut climat chang +2,456164,reflect leonardo dicaprioãââ new chang film +1,597674,get 80 degre day februari trump nerv sign doc research climat chang h +2,767851,studi offer dire warn climat chang boston globe +0,412199,econom advantag assess valu climat chang action agricultur video +0,447227,supermoon caus climat chang +0,379243,melt climat chang ice sculptur enda kenni deni naughten move outsid dãƒâilãââ +-1,531512,world leader dupe invest billion manipul global warm +-1,611499,peopl want us take sky fall warn climat chang serious talk imaginari heabeat +1,329054,global warm push co2 level higher +1,591019,netherland climat chang hypothet drag economi it oppoun +2,575560,california republican face backlash back climat chang program +1,763406,tell me america racism misogyni climat chang denial over +0,25175,hot magenta rose global warm purpl build refuge pot +2,978830,emerg campaign launch convinc trump climat chang real failur risk planetari disast +1,735482,peopl believ climat chang understand +1,881292,97 scientist say climat chang real 97 condom work effect notic 2 side condom deb +1,524939,still serv factori farm meat that accord un major factor climat chang ask for +-1,59398,anoth day paradis lost global warm hoax +2,623312,epa chief scott pruitt say carbon dioxid primari contributor global warm +1,761773,almost 90 american dont know there scientif consensu global warm vox +1,514860,play crucial role climat chang fight put someon charg determin see fail +0,320459,make date tomorrow answer question climat chang promis excit chãââ +2,175738,dozen militari defens exp advis presidentelect trump global warm transcend politicsãââ +1,797497,stun trump say nobodi know russia hack us nobodi know climat chang real +1,546163,know climat chang happeningand human caus +1,922032,fact climat chang made hurrican harvey deadli michael e mann +1,117876,trump deni tweet say global warm hoax creat chines +1,941940,derang man attack climat chang fund budget ax +2,107943,china trump make climat chang hoax reagan bush began global warm talk 1980sãââ +2,127626,scientist find rapid growth acid arctic ocean link chang +0,676985,look forward hear govern plan climat chang clean energi im sure come soon +-1,448442,al gore fraud refus debat global warm +2,526393,global warm could lead rise 100000 diabet case year us lo angel time +1,150153,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,35511,u like green egg amp ham like them sam whi anim agricultur lead global warm sam read +1,395507,true impoant fact note also show damag sudden chang be includ climat chang http +1,359047,think go die husband believ climat chang +1,179927,ocean lose breath climat chang make wors via +1,359844,stand say california back climat chang +0,916013,he album call global warm globalis climat chang somebodi pleas explain what go pitbul +1,504238,trump execut order step america opinion climat chang via +-1,177524,climat chang about enrich scam aist lobbyist tax dollar +1,941348,realli bug govt final make plan help fight climat chang amp hear old peopl complain +1,443697,good thing climat chang hoax perpetu chines sta get worri mild weather silli me +0,571739,human involv climat chang +1,106953,thank help us fight climat chang bike school mr ropar class +1,206031,presidentelect believ climat chang million peopl go say mr tãââ +-1,253372,wait thought climat chang bigger threat isi rabid faux outrag now snowflak +1,16807,must fight back climat chang rejoin rggi har offshor wind embrac enviro justic amp commun solar +1,302033,introduc bill gut weaken abil combat pollut climat chang +1,529901,incred troll pope amp trump exchang gift pope gift trump liter letter climat chang htt +1,482852,realli look forward tell southern conserv rush noh escap climat chang go back y +0,911085,whole theori argument climat chang base comput model +1,842217,love compani pa combat climat chang +0,758600,proof global warm lol +0,18231,believ neg climat chang real pleas need larg varieti respons +2,71347,bill gate lead new billiondollar invest fund tackl climat chang +1,606658,sex intim sacr bodi templ share peopl believ global warm +1,16109,church england back frack frack acceler danger climat chang worsen http +1,965455,need presid care climat chang whi +0,72216,climat chang climat chang climat chang climat chang climat chang climat chang climat chang climat ch +2,229985,eight children ask judg find washington state contempt fail protect climat chang +1,381545,damag pa trump climat chang order messag send +2,733819,rogu twitter account spring fight donald trump climat chang washington post +1,860509,biggest challeng climat chang food water secur +1,773050,scienc matter understand climat chang mean read beyond headlin +1,365814,sit dock bay three feet underwat thank climat chang +0,269324,climat chang make weather +0,960667,due climat chang that eah though take care herself +1,91487,climat scientist greenhous gase respons greenhous effect ultim lead global warm +2,866812,presid trump may find alli climat chang g20 meet +2,325150,obama speak climat chang +2,917366,trump budget total unwind obama admin effo combat climat chang +0,158613,30 still play gun like toysmi shoot face dieglob warm need room +2,768039,global health guardian climat chang air pollut antimicrobi resist +-1,753059,catastroph manmad global warm noth elabor hoax +1,636740,stake enorm high liter term climat chang futur planet stake +2,598323,china prais role pari agreement climat chang battl +1,532212,ever wonder gop congressmen continu deni proven climat chang here a +2,328683,stormi weather scienc polit climat chang midsouth +2,706127,bill nye trump would win reelect embrac climat chang action via +1,73009,hey hit good news judg allow youth lawsuit fed govt climat chang proceed +2,411401,big oil pledg 1 billion ga technolog fight climat chang +0,634981,74 novemb so climat chang +2,566326,houston fear chang caus catastroph flood it if when +1,316999,join combat climat chang take action +1,314146,70 degre februari 47 degre right june climat chang real +0,517898,watch cant figur concern trump unravel climat chang progress better hrc +1,554936,uk action climat chang must base contribut strong clean economi hair shi +1,595306,97 scientist agre climat chang real it caus human activ deni scienc longer an +2,461512,trudeau premier announc climat chang deal friday via +2,847014,earli warn sign climat chang research cape cod time subscript +1,123858,gener better posit meet climat chang meet challeng u +0,604398,blame candlelit vigil global warm +1,138364,angela merkel back fight climat chang +1,905405,februari record warmth brought climat chang +1,417384,insan epa news grant must check publicist demand remov phrase climat chang fro +1,755143,malcolm robe want audit csiro bom climat chang were upset peopl vote guy alãââ +1,701099,darn much climat chang invent chines shall next excus be +0,191411,got kid nyt suppos legit fake climat chang wrong +2,980432,putin think russia benefit climat chang commun adjust +0,506829,15 degre fahrenheit tell global warm +0,574493,climat chang seller rip wrote histori replet exampl us human get tight spot +1,174546,friend die old age go die climat chang +2,461153,donald trump princ charl in row climat chang ahead presid first uk visit +0,193428,dilb 1 yale 0 scott adam wrote dilb caoon poke fun climat chang scientist view attach +1,873521,there time act cool world get hot hope someon someth stop global warm cant handleãââ +0,323218,iron big data revolut acceler drought local data trend climat chang sdg +0,897924,physicist spoken scienc climat chang +2,989059,trump administr disband feder advisori committe climat chang +1,268985,worri global warm were go build new eah bigger eah best eah ever ââ +2,897531,welcom pleistocen park russian scientist want fight climat chang woolli mammoth +-1,635437,wow profound insight better let global warm folk know caus caus proven fake no +1,451612,pay now reward later polit hot potato chang irish time +1,141725,republican even believ global warm fuck imbecil +0,484298,great aicl teacher teach climat chang manmad amp conserv parent amp kid reject +1,967785,2c global warm much wors australia 15c global warm 2c +2,952523,nato warn climat chang global secur threat donald trump mull pari agreement +2,106765,congressman leav stage choru boo say juri still climat chang az retardvil +1,843592,know peopl happi fact 70 degre novemb call global warm +1,133733,carbon dioxid remov amp storag help keep global warm level live with via +2,553325,improv forecast biodivers climat chang +1,124500,trump still deni climat chang kellyann conway face melt alarm rate +1,461534,also know climat chang real renew energi replac fossil fuel amp busi not +-1,792036,feder cou pack judg think 15th amend myth like global warm +2,547714,scientist point accomplic china devast smog crisi climat chang http +1,183571,world tackl climat chang here chief economist think +2,79978,angler worri reduc habitat due chang +-1,802552,noaa global warm fraud reveal happen pay ppl prove hypothesi get bad scienc amp wo +1,107394,presid believ global warm were doom regardless +1,875780,greenpeaceusa remov climat chang epa websit a declar war +-1,549359,come where sens adventur dem cook book hint thing global warm +2,253590,presid trump budget chief climat chang we consid a by +0,839878,well much could discredit climat chang guess well see +2,149139,curiou disappear climat chang brexit berlin +1,811991,nation park perfect place talk climat chang here +2,949253,messag africa malawi chang front line via +1,936011,us reloc entir town climat chang begin via +1,556427,pentagon still plan protect asset sealevel risedespit polit gridlock global warm +0,411497,peopl scare global warm kill everyon like that bad thing lmao +1,564677,dont let children face climat chang disast +1,204193,u care abt climat chang go vegan save yearli 401500 gallon water 10950 sq ft forest 7300 lb c +1,334185,assess consequ climat chang narrowli scope climat chang caus p +1,390222,teach kid climat chang futur vote populac ever see anoth scott pruitt charg +1,139414,case wonder no 4 year usl inact climat chang go well planet iãââ +1,509798,may need new name permafrost alaska thaw come year boost global warm +0,794518,believ climat chang hoax +1,179527,anim show sign distress environment devast climat chang real human need makeãââ +1,694856,look way solv climat chang put price carbon say follow learn more +1,190273,well polici provid climat chang refuge respons +-1,692264,kid top notch scienc also state pump dozen vaccin amp drug children ok global warm no +2,43555,regionbyregion guid climat chang us +1,437125,know climat chang happeningand human caus popular scienc via +-1,905155,precis scienc join grifter climat chang con game becuz ridicul profit fleec chi +2,439724,donald trump expect slash nasa climat chang budget favour space explor via ãââ +1,611856,lord stern climat chang denier +1,635820,im confus still get climat chang denier one step higher flat eaher right now eviden +2,338375,asia australia farmer climat chang frontlin +1,347110,difficult assess total damag climat chang environment stress antarct ecosystem +1,544018,evidencebas polici save great barrier reef climat chang denialist htt +0,355207,sick gloria steinem say allow human child born instead murder caus global warm +2,959620,robe f kennedi jr say presid trump climat chang polici turn america petrol state +2,544782,world biggest fund manag issu threat oust boss ignor climat chang via rbusi +2,878987,global climat chang battl cou +2,20562,govern scientist say reassign speak climat chang +1,463863,that call global warm amp destroy planet amp dumb ass presid believ real +1,85610,instead must focu energi proven larger domest threat like fail economi gun crimesglob warm +1,2155,know donald trump et al believ climat chang right us 2nd biggest contributor carbonãââ +0,419672,webinar gender agroforestri climat chang en espanol +2,596810,south florida climat chang abstract issu +1,172496,dear florida gon na real piss trump administr stop fight global warm first one goãåïâãëœâãâï +1,592961,miss premier s climat chang documentari yesterday catch gtgt httpsãââ +2,790447,uncha territori drastic climat chang 2016 continu year repo +1,343601,climat chang go wreck havoc festiv year come +2,904992,letter fund climat chang wreck economi mansfield news journal +1,993232,70 year old moron think climat chang hoax hire band celebr eah die faster beyond +0,257864,rest assur wine lover favourit tippl adapt climat chang +2,178914,feder scientist cook climat chang book ahead obama present whistl blower charg +1,683377,porait man know noth climat chang +1,612020,blame climat chang februari recordbreak heat join +1,70993,shit eah 97 concensu enough justifi climat chang action +1,944725,girl equal right climat chang real public educ impoant htt +1,248594,believ equal need comprehens immigr reform prochoic global warm real ââ +2,364457,trump epa chief push governmentwid effo question climat chang scienc +1,249056,scariest pa elect power man world denier climat chang horrif day fansãââ +0,977416,maintain sake nation peac global warm +1,807043,washington post view man reject settl scienc climat chang lead epa +-1,151275,antarct ice record high level scientist can not explain expand ice fabl global warm +1,267455,climat chang game show +0,917215,interview what think global warm melania trump hello he kind he strong he great cãââ +1,54838,ami goodman call mainstream media cover climat chang +-1,815326,veer script climat chang +0,238094,upsid global warm new ship lane bikini lame polar bear it winwin +-1,871098,al gore fraud refus debat global warm +2,230211,australia pm advis say climat chang unl ruse establish new world order +1,998153,action stop scott pruitt call senat tell vote no climat chang real 2022243121 +1,950708,snow be bleach anemon crack ice climat chang look likeãââ +2,39850,kidapawan climat chang conflict +1,258340,dear god relief leader say climat chang fact +1,142300,believ rose dead believ climat chang +1,892874,sammi wilson climat chang denier deni climat chang manmad +2,128929,latest climat chang daili +-1,861222,sinc concept climat chang differ name suit agenda 30 year predict haven +1,370453,30 year ago scienc said chang would shift california snow rain rais flood risk happen http +1,131395,breathtak photo show effect climat chang +2,623223,trump climat chang denial poend dark day climat research say +2,186913,marcon invit american climat chang research take refug franc +1,73432,derang man attack chang fund w budget ax editori +1,506202,sinc epa order remov climat chang +1,473832,littl thing call scienc say otherwis epa chief carbon dioxid primari contributor climat chang +2,630744,donald trump want shut orbit space camera monitor climat chang via +1,158189,were verg world war 3 there climat chang bee die u wan na mess around w bomb threat +1,8383,amp took gt100 mill yr buildup releas store c less 200 yr climat chang plnting plt gd 4 c uptak +2,566159,cher gilmor we peopl must solv climat chang santa clarita valley signal +1,25992,doubl standard great lake sewag treatment bit like climat chang rule countri get screw whileãââ +1,767339,read whi need act climat chang now +1,102673,oi still continu think climat chang chines conspiraci +-1,779000,thing man made climat chang problem solv +1,483887,kid su govern climat chang best hope now via +1,917301,tori govern prop gayhat antichoic climat chang deni dup met peac protest ci +1,871624,remov povey amp inequ climat chang path shown saint amp seer power make wor +1,679083,3 peopl bare awar climat chang amp idea scari amp proxim is that baselin fact core +1,539208,aim fair globalis erad povey amp address climat chang +2,349220,scott pruitt offic delug angri caller question scienc global warm via +0,559455,simplic simplemind trump twopoint plan address climat chang assum even exist +0,6811,pretti psych climat chang ignor america larg pa bunch angri peopl upseãââ +1,820801,look good presid elect approach environ climat chang +1,191354,3 way internet thing could help fight climat chang +1,418990,trump contempl pari agreement 12 econom fact climat chang http +1,139861,right american vote guy think chines peopl invent global warm good luck america +1,786309,remain determin transform climat chang prepar citi +1,618180,climat chang climat justic believ women play crucial role +2,105178,reloc climat chang +1,348158,g20 fail agre free trade protection climat chang miss world finan +1,367725,epa chief pruittsniff mani fume look thru smog ur make climat chang manmad chang +0,732028,studi includ climat chang focus grain yield total factor product estim a +0,294288,im glad ask email mention cabl news sinc fri 2322 climat chang mention cabl sinc frãââ +1,726860,sunday fun go contact amp invit climat chang deni folk picnic 40 heat today +2,804342,recordbreak climat chang push world uncha territori w via +0,511167,say c02 mr california co pollut problem think im talk global warm +-1,868805,concept global warm creat chines order make us manufactur noncompetit +2,212490,guardian obama complic legaci climat chang video +1,368077,hurrican harvey new norm exacerb climat chang avoid wors storm build clean renew futur +1,520896,administr tri ignor climat chang it still happen must act +2,614448,oman mountain may hold clue revers climat chang +1,426480,donald trump believ climat chang ãââ 16 irrefut sign real +2,71033,trump administr call fight climat chang wast taxpay money ht +-1,412473,peopl preach climat chang scientif fact +0,805835,global warm real club penguin get shut down +2,941233,climat chang research cancel expedit climat chang make condit danger +2,645277,rex tillerson discuss climat chang secret email account hid investig +-1,663022,great global warm swindl +2,528586,jane goodal call trump climat chang agenda immens depress +2,682376,trump pick climat chang skeptic head epa transit team +0,635672,antifa forc build fire road keep warm due climat chang +1,968762,like alot place now call climat chang +-1,855503,disconc thought mani influenti polici maker believ anthropogen global warmingclim +1,609229,the impact climat chang dramat is in mountain rang man risk see +0,999178,global warm exist club penguin shut +0,992961,so lose maldiv that ok haleybrew debat climat chang talkradio +1,772672,think go die husband believ climat chang +1,933014,tryna save planet global warm donat gofundm venmo +1,879637,anoth reason trump jealou potu brilliant man believ climat chang care +2,455322,pakistan pass climat chang act reviv hope sceptic +1,327076,ok let say again overwhelm evid show co2 emiss domin factor drive climat chang +2,773599,us sign intern declar climat chang despit trump past statement +2,398070,five pacif island lost rise sea climat chang hit +2,986818,everyon move michigan 2100 due climat chang popular scienc say +1,71399,global health commun must confront intewin role factori farm play climat chang +0,332851,expect us care global warm penguin penguin crime +1,615024,everyon world want see action climat chang stop work first monday everi month +2,767069,million bottl minut world plastic bing as danger climat chang +0,194240,iceberg global warm +1,808559,head epa made anoth danger comment global warm +1,894315,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,310148,11 terrifi climat chang fact 2017 join +1,975752,look forward work togeth tackl climat chang amp grow clean economi +0,910895,good thing climat chang hoax +1,56708,yet anoth trump advisor clueless climat chang +1,194339,epa plan debat climat chang bill nye say debat alreadi settl +1,999107,use resourc set climat chang hust let local mp know e +0,734897,climat chang real explain sudden rise tweetstorm +1,755668,everyon experi impact climat chang way popul vulner +1,82957,pathet largest oil compani world understand climat chang presid o +2,495669,mangrov bamboo plant advers climat chang effect +2,793560,prepar surpris global warm stoke arctic shift scientist +0,512306,what connect climat chang violent unrest +1,688325,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,24298,wef major canadian river dri four day climat chang +1,912403,endors climat chang cool no pun intend must creat job halt it http +1,352416,ãåâœâ one favorit book climat chang denial +0,773943,tornado happen anywher mean climat chang real fake +0,601894,mayb global climat chang take flame hot +-1,261110,white hous call climat chang fund a wast money video see +0,693233,ancient carv prophesi could solv climat chang +2,79360,britain urg unit state take climat chang serious nasdaq +0,364884,ye im sure that big talk g20 climat chang trade john podesta give server th +2,430548,indigen right key preserv forest climat chang studi find +2,809655,noth smokescreen environment critic word trump flipflop climat chang +2,831217,repo warn europ affect global warming報告書は欧州が最も大きく地球温暖化の影響を受けていると警告しています +1,531280,presidentelect believ climat chang million peopl go say mr tãââ +1,407693,presidentelect believ climat chang million peopl go say mr tãââ +2,837687,epa head scott pruitt deni carbon dioxid caus global warm +1,103583,must continu illustr impact climat chang alreadi commun around worldãââespecialãââ +2,965758,gorsuch extrem legal posit could sever limit epa abil address climat chang +1,967897,scott pruitt hate epa trump seem deni climat chang job creat green energi job +2,356845,financ live trump announc pari climat chang decis 3pm et +1,188019,thank america vote presid think climat chang hoax realli someth +0,414231,wait ãââ youãââr turn light honor climat chang agreement +1,675397,new administr think condom satan climat chang fake ive told scientist stop tweet politicsãââ +1,105130,remind global warm real clearli fuck weather pattern sign ok carri +2,833017,peopl furious cancel new york time subscript ope disput climat chang +2,31542,washingtonbeij reuter elect climat chang skeptic donald trump presid like toãââ +1,377702,trump epa cut 3200 staffer 20 clean power plan climat chang research intern climat chang program +2,21614,american eat less beef might help fight climat chang +2,722895,brace bitterli cold winter climat chang shift polar voex +1,987825,watch right here travel world tackl climat chang httãââ +1,832432,american review s imag chang see climat chang affect planet +2,922788,97 academ scienc paper agre human caus climat chang +0,64033,due climat chang novemb +-1,994443,whistleblow admit scientist manipul data make global warm seem wors help obama +0,21032,interview what think global warm melania trump hello he kind he strong he great cãââ +1,712699,worri global warm were go build new eah bigger eah best eah ever ââ +2,222179,donald trump team ask list depament energi worker attend climat chang talk +2,702455,welcom pleistocen park russian scientist want fight climat chang woolli mammoth +1,688656,oklahoma hit 100 dead winter climat chang real +1,505260,oceanograph train centr get readi ocean play big role studi climat chang weather forecast patternsãââ +2,81812,recreat fisher concern climat chang impact +1,236479,ppl vote trump set eah back vote continu global warm harm anim ocean forest nice +-1,797817,con aist al gore group demand 15 trillion fight global warm +1,282847,trump deni climat chang period +1,999698,matter climat chang real not make world better place anyway +1,730151,75 maryland global warm +2,768098,trump pick head nasa want american return moon think human caus climat chang +0,894551,undergrad amp grad studi climat chang alaska summer appli 115 cover r +1,554457,scott pruitt must go citizen must know climat chang work scientist +1,387019,address climat chang therel conflict limit resourc must listen scientist fossiãââ +-1,415342,trudeau gov luv 2 call cdn believ manmad global warm climat denier would +1,793224,2016 great year action climat chang excel one visual what happen http +1,845644,tackl climat chang creat far job econom growth look back fossil fuel +1,671795,must watch documentari global warm +1,799220,four thing stop donald trump make climat chang wors +2,126205,coalit 17 state challeng trump climat chang polici +-1,908520,watch former head australia nation climat centr say panick global warm s +2,919933,rex tillerson use alia email exxon discuss climat chang new york ag say via +0,404324,ãââ new climat chang film stream +-1,95931,punk peerreview journal publish hoax studi attribut climat chang to via +1,889838,stop chang otherwis climat chang stop us +1,390246,bueno air rais awar engag citizen face climat chang effect +1,126459,watch right here travel world tackl climat chang httãââ +2,269572,scott pruitt offic delug angri caller question scienc global warm +0,956964,transcript here actual said climat chang fox interview today +1,598609,also respons 65 humanrel product nitrou oxid which 296 time global warm potenãââ +2,879560,who moral vacant exxon mobil turn offici quip climat chang case +1,344616,black forest climat chang via +1,255138,month ago fl horribl drought scientist said climat chang extrem weather event +1,316656,world success costeffect new reactor programm bad climat chang trump pull o +1,561185,that peopl deal thing like climat chang instanc go +1,518239,effect polici climat chang least well 8shot adler matter reform prioriti realli +1,266574,agre protect forest best way fight climat chang via dwnew +0,193782,less one day decid prolif denounc climat chang suppo full gun right amp o +1,987669,save world coral reef need immedi action stop climat chang watch +1,11809,canada let fund live archiv inuit knowledg help commun adapt climat chang +1,674701,trump fals claim nobodi know global warm real +-1,255799,al gore compar civil right climat chang show dem pay isnt readi offer re +1,358910,parent id anyth children scientist here stave climat chang children stay oãââ +2,779470,us china were recent key alli fight climat chang write +1,853258,conserv media cant stop deni global warm paus +1,106425,fire exp delet internet site climat changesci +2,787435,climat chang economist sound alarm via +2,359773,pranita biswasi lutheran odisha give testimoni effect climat chang amp natur disast poãââ +2,423966,donald trump sign execut order overhaul barack obamaampaposs attempt slow climat chang donald t +-1,646122,noaa got caught fake global warm temperatur data apolog spread fake scienc +1,351040,podcast due climat changefood product groundwat pressur interview http +0,9318,di global warm bada diya princess ne +2,543235,rare move china critic trump plan exit climat chang pact +2,28358,roughli 4in10 american expect harm effect climat chang wildlif shorelin weather pattern +0,660505,interest shift china warn trump abandon climat chang deal via +2,788854,netflix make fouh purchas global warm doc chase coral +1,100284,truth power inconveni voic take climat chang +2,990340,combat climat chang pump aerosol skythes scientist think so +2,362123,gov jerri brown sign climat chang legisl extend california capandtrad program lo angel time +-1,740357,obama hillari noth thi climat chang caus thi got it +0,282928,ohodox patriarch baholomew deliv strongest word climat chang ive ever heard religi leader httpsãââ +-1,480989,scientist environment activist protest boston threat scienc moron believ phoni climat chang +1,108856,head epa believ climat chang like presid unit state believ democrac +1,9228,less 8 conserv vote candid w seriou climat chang polici round one +1,360799,watch docu funni talk someth climat chang yet noth +2,530073,emerg campaign launch convinc trump climat chang real failur risk planetari disasterãââ +1,25803,epa say co2 caus global warm see told plot china +1,385111,climat chang educ amp stand middl class famili explain needãââ +2,513520,recordbreak climat chang push world uncha territori +2,31889,french presidenti candid bluntli call us climat chang research purg trump regim come fran +2,309777,rep pass climat chang bill second read +2,627221,meet climat chang skeptic defend trump epa pick scott pruitt +1,436016,97 scientist believ climat chang 3 think kellyann conway scientist +2,819058,un climat chang agenc react cautious trump plan +1,837702,ãâådonald trumpãââ first staff pick deni threat climat changeãâï +1,915732,people4berni sensand joshfoxfilm speak climat chang global movement stop +1,838449,rais awar reduc carbon footprint necessari defeat climat chang +1,938501,nyc neighb biggest risk climat chang vote overwhelmingli trump +1,648546,suppos trump team look name civil servant work climat chang +1,301605,stop global warm even bigger sabotag see much +1,676219,lmk peopl believ global warm +1,324154,appoint global warm denier head epa begin folk +0,410970,say climat chang real +2,208531,australia rank among worst develop countri climat chang action +1,432306,work team continu effo address concern global warm reduc natur hazar +1,470493,rain drop drop top got attent need work togeth end global warm +1,655406,extrem polar polit racism climat chang war name few say disturb thing +1,122833,sober 2018 nation climat chang repo leak ny time nationofchang +1,614061,retweet climat central global warm signal arctic stronger more +1,426524,great read build mitig climat chang risk work toward futur +1,461776,moana realli metaphor melt ice cap due climat chang +-1,349945,looney denmark call tax red meat cattl flatul is caus climat chang daili mail onlin +1,925752,ocean lose breath ãâ✠climat chang make wors +-1,158520,go reason climat chang possibl climat chang independ human well +1,492572,demand trump adm add lgbt right climat chang amp civil right back list issu +1,178491,existenti threat us need acceler growth green job treat climat chang like crisi wwii http +1,725889,watch right here travel world tackl climat chang httãââ +1,939528,presidentelect believ climat chang million peopl go say mr tãââ +2,480077,john kerri say hell continu global warm effo +1,929602,busi must continu insist climat chang real real threat econom system +1,430694,fuck yeah one nation park defi trump gag order tweet climat chang +1,854280,he given ivanka husband feder posit depament energi ban mention climat chang +1,569343,like climat chang amp cigarettescanc big profit fight attempt 2prove harm easier reg +2,630321,octopu park garag climat chang canari coal mine miami herald +0,701681,rememb alway call climat chang global warm +2,566466,thousand american march rain snow swelter heat today demand action climat chang +0,106488,fuck climat chang make deal idiot pick cash +1,821581,50m could gone help fight climat chang instead +1,130693,forest could contribut onethird solut tackl climat chang +2,21092,depress anxieti ptsd mental impact climat chang via +1,677305,presidentelect believ climat chang million peopl go say mr tãââ +1,879702,govern antiaboion homophob climat chang deni terrorist back that get t +2,795608,epa head scott pruitt deni carbon dioxid caus global warm +0,927966,one benefit global warm intern terror +1,686410,watch flood travel world tackl climat chang +2,26881,new paper impact climat chang hydrolog regim koshi river +1,404011,think max mark mayb want world climat chang deni amp women respect +2,194251,scientist research new solut climat chang crisi grow ice +1,368168,2019 republican defeat anoth climat chang deal despit worsen drought kansa nebraskaãââ +2,994196,scientist publish entir studi refut scott pruitt climat chang +1,998528,let look bright side mayb climat chang kill human global fascist govern sta tãââ +2,643417,nyc weatherman quit tv save europ chang via +0,386400,climat chang theyr gone bill +1,415107,stand pittsburgh pari major american futur children world deserv global warm +0,785831,winki immigr blush daffodil global warm lightblu even sandwich brexit feminist +0,350301,cei trump propos epa man director global warm via +1,480056,onli second warmest mean global temperatur fall anthropogen climat chang denialist +1,446302,first die climat chang relat natur disast +-1,675381,russian sick global warm +1,247136,fuckeri idiot elect climat chang denier believ shit like thi much fuck +1,23291,modern agricultur cultiv climat chang must nuur biodivers via +2,260425,governor jerri brown vow california battl trump white hous climat chang +2,237458,bit bit pre trump undo obama polici climat chang aboion energi internet privaci more +2,347300,global warm could lead rise 100000 diabet case year us +1,970302,today vote day karen handel oppos marriag equal climat chang live wage +2,221494,trump drop climat chang garbag environment review bloomberg +1,694337,china call donald trump climat chang know itãââ bad +1,943127,mayb trump would care barron thought global warm real behead pictur +2,404269,g20 world leader call pari climat chang deal irrevers isol donald trump +1,254361,ban phrase climat chang seem sta florida state vulner sealevel rise +1,396874,climat chang led creation float hospit help ppl hu rise sea +2,256104,recordbreak climat chang push world uncha territori +1,978657,lisa dill speak local climat chang adap thursday +1,906138,journalist topic environ climat chang +2,526423,citizen across world su govern chang +1,243423,good sta scotland need lead progress voic fight climat chang +1,870093,anim agricultur lead caus global warm pleas stop eat anim enjoy htt +-1,219964,focu actual environment problem rather imaginari climat chang +1,704978,the overwhelm conclus world scientist climat chang larg humancaus need im +2,321386,energi climat chang polici expect presid trump via +1,85014,accord trump secretari climat chang threat militari +1,564427,rick perri get school climat chang via +0,253686,oh dammit shadow intern rade amp climat chang kinda close +1,672091,watch right here travel world tackl climat chang httãââ +1,469253,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,533025,come breitba news repo climat changeexpect 100 chanc bs well let weather chann +2,128996,rare move china critic trump plan exit climat chang pact +1,686028,thing agenda kill peopl slowli like climat chang +2,54140,trump presid mean climat chang +2,674265,gov jerri brown warn trump california back climat chang +-1,697444,democrat believ imaginari climat chang seriou threat world face much easier than +0,31267,climat chang climat chang global warm global warm +1,698626,think go die husband believ climat chang +0,130129,hack model infecti diseas climat chang +2,488748,trump secretari state refus un request attend climat chang meet +2,964000,china trump climat chang chines hoax ãå¾âãâï via +1,778493,understand make environment chang combat global warm climat chang recycl tweet +2,879308,trump trade polici econom equival deni climat chang larri summer say +2,497348,bill nye slam cnn put climat chang skeptic panel +2,969745,california threaten launch climat chang satellit defianc donald trump http +1,101836,think go die husband believ climat chang +-1,534883,russian behind global warm +1,666568,futur planet stake hillari clinton combat climat chang donald trump think iãââ +0,699164,member global warm +2,21997,chines scientist attribut extrem weather pattern china especi nohern china climat chang +2,654708,donald trump wont discuss climat chang meet xi jinp despit us china worst pollut +1,274934,smoke noh georgia wild fire made atlanta scari climat chang see nope +1,565094,bring awar use scienc demonstr exist global warm and +1,271184,guess good news global warm acceler trump watch florida less factor futuãââ +0,260272,draft climat scienc repo activ review wh say climat chang caus human emiss +1,571196,one last argument use climat chang denier disprov +2,672438,rahm emanuel post climat chang webpag delet trump administr +0,372045,settl argument think someon say global warm +0,267823,probabl percentag scientist disagre peer climat chang +1,492380,wisconson dnr purg climat chang languag web page via stay vigil friend +1,930933,entir famili the peopl believ climat chang get paid to note entir famili get paid deni climat chang +0,183465,billi sweethea that global warm +1,390332,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +1,882481,mysteri explos siberia sign gallop chang +-1,13700,climat chang alway alway will man chang climat trace ga 004 chang climat dream +1,791739,disappoint thing climat chang brought govern pai togeth instead divid us +2,369346,epa head scott pruitt deni carbon dioxid caus global warm +0,964228,look camera tell climat chang stop it +2,583009,star i saw global warm eye it terrifi +1,804239,year ago women climat chang exist sentenc today selfevid ãââ +1,618346,great meet today product meet focus climat chang adapt a +1,956658,there noth argu eah temperatur keep shatter record humancaus climat chang +1,15202,friend gon na die old age im gon na die climat chang me +1,554676,yous peopl abc point posit side racism bigotri sexual assault amp climat chang deniaãââ +1,504315,think go die husband believ climat chang +1,463174,herdmen incl neighbor countri migrat south quest pastur herd due climat chang +2,608774,11yearold su trump climat chang ciara orourk +0,645656,compar manifesto say energi climat chang thank +1,642794,turn ivanka wife futur fellon respons lunat whisper climat chang truth pre +1,948526,today talk two press issu time global warm magic mike +1,756646,nuclear power consid viabl energi sourc fight climat chang dmitrii motorygin +1,772757,ukpm want climat chang law brexit price wo +2,83555,american think climat chang 6 map +2,318328,presid trump disband feder panel aim fight climat chang +2,441627,trump epa pick recent call climat chang religi belief +2,802299,coalit 17 state challeng trump climat chang polici +2,372997,potenti seriou loss parasit speci climat chang unknown consequ scienc advanc +-1,227502,irrelev trump bash global warm answer perceiv liber problem glass half empti hint solut +1,390301,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,178407,7 thing taught us chang +1,736583,presidentelect believ climat chang million peopl go say mr tãââ +-1,855698,scam is fight climat chang increas tax joke +2,138157,pentagon offici consid climat chang everi decis readi troop battl test weapon httpsãââ +1,940391,58 degre white hous delet climat chang section websit +2,952172,rex tillerson may use email alia commun exxon offici risk climat chang +-1,140404,notic state need help climat chang hot roll window down cold roll em up +-1,59492,bbc news concentr trump amp global warm great neg trump gw liar amp engag sensibl scienc +1,515657,sociopath push global warm 2 tip pointlead human extinct due ignoranc +1,767463,worri aspect trump presid entir team regard climat chang hoax +0,650089,book thi chang everyth say climat chang mean chang economi +2,296866,ocean planet lifeblood transform climat chang +1,686453,nyt hire columnist suppo tour deni climat chang intellectu divers one supp +-1,183295,guy anti gun pro climat chang marri jewess amp trust repoer 1st day +0,535688,greatest threat human climat chang male testosteron run amock +1,505187,heedless yag even mention climat chang polici letter great impoanc maldiv amp worri unãââ +1,709836,three year ago laffi 28 degre today 63 climat chang exist +0,761606,also storm global warm mayb probabl +1,692670,disagre nuclear answer accid weapon prolifer wast dispos wors climat chang +1,585098,think go die husband believ climat chang +1,483347,im askin u get loud 2day americavot 4 women rights4diversity4 doin 2 battl climat changeãââ +1,66595,appl make eloqu plea take climat chang serious +0,701907,iceberg global warm +1,907464,man made global warm real amp simpl proof here +1,815294,energi manag climat chang renew amp regulatori track gulf coast +-1,255184,global warm myth +0,963489,senat malcolm robe show come baffl conclus climat chang data +1,853358,euroclima eu suppo latin american countri climat chang adapt mitig +0,29991,kinda seem like back view climat chang gun control +2,690366,scott pruitt latest climat chang denial spark backlash scientist environmentalist +2,892008,australia top bank su climat chang risk +2,431243,world leader watch presid trump tri rip us climat chang effo +1,981870,think go die husband believ climat chang +1,315966,la la la la there climat chang la la la la +1,770171,simpl believ climat chang woman right choos gun safeti amp wealthi pay fair share tãââ +1,642516,scottish first minist us sign climat chang pact british prime minist saudi arabia sell weapon +1,850166,whitehous fill creationist climat chang denier plu side god give grandchilãââ +1,600722,whoa make sens want name peopl work climat chang it +2,600189,mark carney firm must come clean exposur climat chang risk +2,245303,al gore say hope work donald trump fight climat chang +2,399131,atlanta among 83 us citi vow stick goal climat chang +0,916226,warn heard effect global warm wast time +1,866113,turn climat chang real malcolm robe hoax whod guess +-1,773219,go again reckless g20 want ramp global warm danger +1,233428,honestli get peopl climat chang protect environ get one planet ear +0,707476,hand award legal essay climat chang student theãââ +1,792554,talk conserv climat chang defeat candid enact bold climat polici save world +1,713750,trump pick secretari energi also climat chang denier well done liber protest vote +2,631280,drought downpour climat chang feed chesapeak bay algal b +1,345538,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,215361,destroy ourslv b4 destroy planet climat chang real way eah climat natur chnge ovr time +2,13093,new integr complex econom amp hydrolog plan model analysi chang ââ +2,384326,trump wage battl regul climat chang +2,927997,albea tori lose big issu theyv use attack notley approach climat chang +2,268642,western water crunch fingerprint global warm scientist find via +1,505681,think go die husband believ climat chang +1,841106,amaz footag man who plan oust issa pin climat chang denial like champ +1,199118,im openmind your not tucker carlson melt bill nye school climat chang +0,276596,blog prophet muhammad realli call muslim fight global warm +0,899851,real conserv answer climat chang ought have faith market manipul them +1,973385,600 scientist work around world address issu like climat chang clean water amp resili citi +1,125465,deni climat chang betray futur gener betray essenti spirit innov amp practic problemsolv +1,107109,repo new fossil fuel find without mention climat chang impact develop irrespons outdat e +2,665224,rss channel eu move bring landmark climat chang treati closer realiti +1,86291,the concept global warm creat chines order make us manufactur noncompetitiãââ +0,729167,cool 0 3 us presidenti debat featur question whatsoev climat chang +2,950674,emerg campaign launch convinc trump climat chang real failur risk planetari disast +1,185933,chief pruitt claim tremend debat whether co2 caus global warm debat misinformatio +2,444487,al gore say hope work donald trump fight climat chang +-1,713584,let take lead seriou worldwid counteerror forc replac silli global warm nonbind said ye +1,475492,morn existenti crise think well save planet climat chang burn ground +2,135162,russia investig climat chang busi idea what happen week trump +1,549180,se texa underwat anoth hurrican come west fire everi elect offici deni climat chang d +2,157696,china megac threaten climat chang +1,109303,climat deni cabinet destroy hope fix climat chang b world peac in +2,300446,halloween costum race climat chang +1,936976,cynic dishonest denial climat chang end time leadership gerri hueston +1,484746,except number natur disast last year indic danger uncheck climat chang +2,913637,trump use outdat research climat chang execut order via +0,631918,read climat chang aicl think women climat scientist climat journalist bet +0,873449,map uk ireland 2100 sunken citi climat chang anyon know sourc good http +1,497498,snow be bleach anemon crack ice climat chang look likeãââ +1,889977,indian blew world seri next presid go idiot amp global warm 75 degre novembeãââ +2,368804,nyc mayor say ny go faster address climat chang +2,218202,trump purg climat chang feder govern +1,560823,1 know climat chang real engag agenda take global wealth person surviv +2,947664,china trump make global warm show httpsãââ +1,495366,love bbc programmemak rare admit got wrong bbc defend lord lawson climat chang interview +1,574269,join bill nye 1030 am et tomorrow facebook live convers climat chang +1,322860,unnatur increas wildfir caus entir forest burn down climat chang blame +2,460041,deforest nsw queensland undo australia costli climat chang effo +1,969542,take action call scott pruitt tell protect american climat chang step asid +1,869911,1989 right and uk led climat chang debat via +1,556191,delud denier yap incessantli paus global warm never exist except fanta +0,757856,us center stream present jurisdict approach climat chang watch now +2,506024,draft repo govern scientist conclud american feel effect climat chang right +1,743242,there realli peopl world believ evolut andor climat chang cant see that possibl +2,287618,trump administr order epa remov climat chang webpag +1,745213,media must make climat chang vital issu presid trump guardian +1,101124,sta discuss technolog around climat chang ttrif slglf fasc amp xyt +1,788504,concept valu shift beyond monetari returnstowardslegaci climat chang sustain choic +1,116826,get vote oppoun address climat chang reform crimin justic amp tackl student debtãââ +2,656199,shell 1991 climat chang film show much knew +1,310057,us elect trump rest world didntso us polici eg climat chang threaten reãââ +1,953223,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,322670,fair kim jong un he actual board climat chang stuff +2,999236,judg order exxon hand document relat climat chang +1,11685,australian coastlin glow dark sinist sign climat chang eeri scene tasmania show +1,448962,congression committe tweet breitba aicl deni climat chang caus money +2,140392,adapt climat chang mean adapt trump here dr aditya v bahadur donald trump sceptic +1,15238,mr presid believ climat chang too +1,66868,god noth make question repres democraci like lack action climat chang fuck urgent peopl +2,9716,nikki haley we need india franc china tell us climat chang +1,804076,florida half state go disappear ten year due global warm theyr go guy say chãââ +0,874786,global warm well nuclear winter +2,75453,uk govern sign pari agreement world first comprehens treati tackl climat chang +-1,88229,first all look spiritu first like climat chang hoax clear antichrist bia true scienc +1,609408,west coast citi one quickest obliter fallout climat changenuk d +1,763370,climat chang scott pruitt caus uproar contradict epa websit protect planet +1,785159,let use skittl test climat chang 100 skittl amp 97 would kill you would eat +2,721463,bill gate investor woh 170billion launch fund fight climat chang clean energi +1,803751,pud climat chang debat one toni abbott ear +2,199683,trump set undo obama action global warm +1,4480,mayb dt visit chicago today hed sta believ global warm +-1,441353,global warm paicularli bad colorado today +1,70902,deni climat chang danger join world futur essay wire guest editor +1,61008,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,408726,trump appoint climat chang denier head epa how green pay protest vote work ya now +2,881789,epa boss pruitt say co2 primari contributor global warm +1,834946,climat chang global warm hoax +1,745239,think go die husband believ climat chang +1,895700,scienc clear climat chang real trump admin cant dismiss fact doesnt like them http +-1,469577,prime minist realli believ global warm happen 2016 pleas tell sta 300 year ago +-1,881098,libtard get trigger healthcar climat chang excus bust door beca +2,977679,human verg caus eah fastest climat chang 50m year dana nuccitelli +1,219765,power gop push regress global warm deni agenda +1,902668,store carbon soil crop graze amp rangeland offer ag highest potenti sourc climat chang miuigat +1,242669,grandchildren stop climat chang email server what server you know +1,60047,great piec build climat chang either suppo vibrant neighborhood condit undermin them hãââ +-1,940787,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +1,700038,watch new documentari tackl climat chang us ãââ +1,835154,trump content meryl streep overr right idea climat chang chines hoa +1,878845,right carbon footprint global warm noth it fun stay denial +0,42293,today bought realli warm puffi jacket swear global warm screw piss +-1,201102,lol oop weather right forgot climat chang code name use voter impo program rais cod +2,115574,trump could land fatal blow fight climat chang +1,562154,100 renew energi must limit global warm 15 degre ââ +1,262313,concis summari climat chang california plenti rainsnow year mean water problem +2,65001,epa head scott pruitt co2 primari caus global warm ocean rise regardless +1,274631,refin climat scienc essenti firm abil adapt global warm via +2,229394,sander pathet epa chief think co2 primari contributor climat chang +0,65754,discuss global warm sit air condit room kid real men tweet slaveri offic hour +1,607783,wonder impact presid believ global warm hoax check graphic read i +1,146191,bc need bold plan tackl climat chang amp creat thousand job lay out +-1,686561,concept global warm creat chines order make us manufactur noncompetit +2,673097,trump scrap nasa worldrenown climat chang research accord senior advisor +1,412164,long wealthi oil compani climat chang slow well eventu boil frog +1,213419,new brief transnat climat chang impact entri point enhanc global cooper ââ +1,121197,contrarian cuddli word ff call is climat chang denier sound alarm ff +0,163829,whoever told deni climat chang threat human involv sta read actual said +1,136389,futur thesi global warm hous crisi amp dissolut labor law led total breakdown nuclear famili +2,23601,trump begin tear obama year progress tackl climat chang +1,663452,far climat chang go happen either way us militari largest contributor +1,72965,china roll eye trump ridicul climat changeã claim +0,878365,consid counter global warm nuclear winter +1,356361,immedi action reduc global warm need protect coral reef sever bleach event +1,67703,climat chang pagesal themgon http +1,810893,photograph document unparallel beautyand effect climat changein america nation park +1,186316,climat chang denier could realli open eye thi +1,269159,joshua tree predict rang reduc amp shift climat chang fear lost i +-1,523624,man made climat changeon biggest lie perpetr worldeasi fixstop deforest money +1,645027,antarctica go turn water bc global warm poor penguin polar bear creatur live +1,164468,harm entir planet must paicip amelior climat chang +1,677573,exp gather 2 take action link climat chang amp conflict year fm host +1,51547,nyc readi lead climat chang +0,854868,theyr go kill second time climat chang +2,893276,one famou global warm scientist say climat chang becom extrem +1,441956,gag order sure he definit green think climat chang hoax made china +0,193874,class yesterday around 130 caus think saw say hey global warm +1,429407,realli hate donald j trump cabal climat chang denier luddit homophon racist antichoic +1,36801,blind moral code must stop global warm sma hungri death faster planet burn the +1,242613,candid go take climat chang seriouslyãååï +0,133163,we rucker opinion climat chang exactli open app tonight +1,908000,harvey sever exacerb manmad climat chang chines hoax nation day p +1,395934,sure not govern tri buri alarm repo climat chang +1,894030,potenti contribut substanti climat chang mitig adapt +1,432753,there littl doubt among climat scientist human activ acceler climat chang +-1,948516,brainwash kid 10 the world go becom bleak bore dont stop climat chang +0,148974,hereãââ need know leonardo dicaprioãââ climat chang film +2,978375,nasa simul highlight climat chang research essenti +0,195560,whiteboi climat chang class ipcc repo requir read what ipcc +0,984212,parent clearli know everyth global warm tag friend use emoji know what up +-1,641966,lefti worri climat chang amp methan ga clean fish shit ocean +0,327676,actual climat chang benefit peopl cold place +0,956093,check well gettin climat chang +2,242196,china tell trump climat chang hoax invent +2,537897,order kill guidanc requir climat chang consid environment review infrastructur project http +1,199664,mention climat chang war increas peopl lose water food due chang weather pattern +1,344939,quantifi valu involv minimum discuss nz energi climat chang strategi +1,574109,donald trump call climat chang a hoax here could happen roll back antipollut measur +2,459676,belief global warm vari countri +2,286117,ground climat chang may make imposs plane physic take +0,577623,global warm gorgeou weekend +1,916842,wrap protest fascist need learn respect environ amp climat chang +1,429035,first day novemb feel like june peopl dismiss subject climat chang ãåââ +-1,890959,sorri believ climat chang think big sham get tax dollar go elsewher +2,518005,conserv elect trump climat chang guardian +1,29417,world best effo curb global warm probabl prevent catastroph +0,833055,manmad disast noth climat chang gaza lifethreaten lack drinkabl water is +1,527937,40 us see climat chang problem sinc christ return decad chomski +1,521204,new data suggest climat chang catastroph yet main stori day trump fight wit +1,197860,take challeng climat chang weve halv depend foreign oil doubl so +2,45249,world leader lobbi trump climat chang g7 +1,955739,end global warm +1,410349,happen worldhav blame global warm think el niño la niña anyth +1,643403,number scientist disput fact human activ drive climat chang 1 17352 that 000005 +1,493936,util knew climat chang far back 1968 still battl scienc new me +2,629221,lawsuit us gov climat chang right trial trump want appeal cou cancel it http +1,409258,share subsid tech reduc rapid climat chang less equip nation +1,125101,warm water due climat chang caus hurrican prais fact with peopl a +1,242024,problem global warmingãââand reason continu resist illustr even street flood and hãââ +1,261744,son daddi cant sleep me rapid decay societi whole volatil natur climat chang ke +1,304393,9 thing climat chang govern sad state denial +1,644645,195198 nation right side climat chang reform today us join syria nicaragua turni +1,950980,option climat chang denier 1 global conspiraci 2 u know climatologist 3 climatolog +1,802268,citi key acceler progress climat chang ãâ✠despit roadblock may face +2,671558,berni sander what astound presidentelect believ climat chang realãââ +1,425696,love you climat chang real amp wv coal miner papa would think m +0,650059,degre scienc u r blown methan mouth creat global warm arctic isãââ +2,403320,pa arctic ocean becom like atlant thank climat chang +1,927643,vote leader fight climat chang end fossil fuel subsidi invest renew ââ +1,47845,u ask lead caus climat chang say anim agricultur +2,903221,china eu forg allianc combat climat chang counter us retreat pari accord +1,353514,global warm realli happen +2,394434,pari climat chang agreement come effect +2,717387,kelp forest show surpris resist chang troubl mt +2,374101,naomi klein attack freemarket philosophi qampa climat chang debat ãâ✠video +2,514246,recordbreak climat chang push world uncha territori +2,107466,devast global warm inevit due inact intern commun say lead economist +-1,982286,ye 300000 paper flaw climat chang scam websit research +-1,226475,al gore want 15 trillion dollar ye trillion fight imaginari climat chang natur news thing +1,426131,a cat hell chanc were lose battl keep global warm 2c +-1,111738,bombshel bad co2 scienc climat chang dr john bate retir noaa spill bean +1,297448,place could leav first climat chang +1,902141,attend global carbon budget 2016 implic meet global warm target 14 nov 1645ãââ +1,548501,gop deni climat chang obama presid credibl let justifi +-1,408489,christ wipe futur climat chang thi +0,639635,lilli allen say britain hate hitler global warm hiv +2,402399,michael bloomberg pari climat chang deal to walk away sma +1,664903,factori farm lead caus climat chang care climat chang realiz real issu suppo it +0,833781,terri talk immigr global warm topic +1,377769,probabl civilizationend climat chang rise special shoutout help make possib +2,307367,rex tillerson use email alia exxon talk climat chang +2,680465,california governor jerri brown challeng trump climat chang +1,425476,donald build sea wall protect coastsid propei sea level rise result climat chang do +1,543360,philosophi major human risk stem major global warm affect sea level english major af +1,620199,global climat chang threaten everi commun america everi nation world need take serious h +1,554643,profession physicist urg action climat chang +0,486777,issu climat chang +2,216979,gov jerri brown call countermov trump coloss mistak climat chang +1,170751,cdc cancel climat chang confer back thank al gore washington post thank al gore +0,484790,new administr climat chang polici includ subsidi umbrella factori water wing demand develop +0,777660,happen drove car caus global warm +2,455565,green teen seek testimoni rex tillerson climat chang newslaundri +2,718597,rex tillerson use alia discuss climat chang exxon +1,695685,need climat chang warrior like naomi kleinã +-1,448514,alreadi know global warm solar system warm caus planet x bunker +1,829610,acknowledg grow impact climat chang nation +0,756368,rememb immigr rais global warm +1,602909,your disservic one climat chang skeptic 97 98 scientist engin +2,922171,govern tri buri frighten repo climat chang +1,473811,50 michiganbut climat chang fake news +-1,300928,cut tax amp cancel billion global warm payment un use money toãââ +2,257245,marshal island threaten sea level rise invit visit wit chang impact +0,320618,know chang effect surround +1,898944,speak climat changetonight anoth killer episod 109c +0,527852,yeah leo dicaprio travel world tackl climat chang on emissionsspew privat jet superyacht httpsãââ +1,495667,let look bright side mayb climat chang kill human global fascist govern sta t +1,801844,go global warm bullshit +0,420372,uhhhhhh oh teach us global warmingi nation geograph cnn confus b +1,375928,2016 hottest year record shown nasa video read global warm +1,927094,hell wrong u trumper ozon press heavili lack oxygen due chines global warm +1,800405,ye global warm worst affect south asiay dese hai +1,540999,cant say give trump chanc he chosen climat chang denier head epa +2,996486,princ charl write book chang 2 hour ago newshub more +2,502315,pruitt undo climat chang agenda mean oppoun +-1,865349,shitlib amp master lose shit epa pick bc expos climat chang taxpay scam amp redirect fund effici +1,32028,were unit fight climat chang add voic s thunderclapãââ +1,640061,perspect farmer convinc scientist take climat chang serious +1,735102,one thing kill peopl result human made global warm +0,943691,trump build wall around us protect climat chang strong pm would stop him one yet +-1,27214,bill nye whine cnn actual scientist doesnt suppo climat chang doctrin +1,639959,suppos worldwid leader role model come stop climat changeso much that +1,520954,new new world china lectur unit state climat chang impoanc cooper betweãââ +1,258793,complet clueless global warm embarrass +1,466342,epa stop collect impoant climat chang data data scienc +0,220552,so februari sign global warm cold west coast warm east coast march normal mean fix it +1,111437,reason march say co2 major contributor climat chang join us +2,873426,tasmania coastlin glow dark plankton turn blue selfdefencea sign climat chang +1,39031,cant afford ensur everi student power function climat chang danger join team today +0,593271,global warm +2,711919,epa chief say co2 primari contributor climat chang despit scientif consensu +1,677967,pope ask trump suppo climat chang said christian you +1,930575,can not afford led peopl who despit scientif evid believ climat chang hoax +2,174131,china accus trump selfish climat chang +1,626106,fl vote someon believ climat chang hoax sea level rise 1ft much state disappear +1,559281,gay amp transgndr right amp action climat changear larg mainstream esp citieshom toeduc +0,794022,global warm exist +1,269522,mani keen see invest climat chang prevent resili impact +1,161164,ad 54b bomb slash minim amount spend combat climat chang one sign speci c +1,382772,tabloid attack climat chang scienc outrag claim must fact +2,502189,trump undo obama action climat chang credit ft +1,990131,photo kerstin langenberg show polar bear affect climat chang +2,127390,climat chang alreadi vulner lemur madagascar see rang shrinkor disappear +2,244958,epa head scott pruitt deni carbon dioxid caus global warm +0,228082,hell global warm need it +-1,17312,pleas stop call climat chang research call is social +0,354327,harri tri come choru danger global warm everi singl day +1,804502,newsflash climat chang care got elect +1,815966,letter new year fight climat chang howev new year bring reason optim new public +0,495511,frighten heavi snow central kenya today first ever wonder whether climat chang +1,900419,interest post adapt climat chang manag retreat explor amp work +1,396030,impact climat chang nzec drive zero energi build +2,326616,tillerson state depament distanc domest intern action climat chang a wast yo +1,515197,effect climat chang play out risk pose storm like katrina harvey stand get wor +0,355929,uk govern accus cover result climat chang repo +1,708422,fastcompani replac farm fish farm odd solut hunger climat chang +0,831103,wonder mani whine climat chang +2,234764,congress obama admin fire top scientist advanc climat chang plan +2,352771,arnold schwarzenegg emmanuel macron shoot video selfi climat chang talk +1,467793,follow actual scienc climat chang fact +0,963884,hybrid strang anim creat climat chang +1,609439,harri counti home houston project lose 6 gdp climat chang centuri +-1,100447,obama weak man noth except speak climat chang world burn +-1,186714,trump administr disband useless feder advisori committe climat chang drain swamp +1,258256,snow be bleach anemon crack ice climat chang look likeãââ +-1,735940,funni hell canada demand gender right climat chang trade deal soviet dairi board untouc +0,529787,believ climat chang u think elect trump appoint climat sceptic govt +1,564987,china call donald trump climat chang know itãââ bad +1,243583,photo forc look victim climat chang eye +0,874580,senyummu bagaikan global warmingyang mampu mencairkan isi hatiku +1,79170,that potenti solut climat chang anyth resolv glob +1,608790,liter fail everyth done sinc retir think know global warm bill nye lol +0,910494,cub win world seri trump elect presid climat chang hell would frozen over +1,51303,plu world flat climat chang poor peopl sick peopl poss rubl +0,705578,turn everyon understand greet way peopl believ climat chang 4 +1,733276,perfect gift someon might extraordinarili affect global warm +1,860876,get kit join 1200 faith commun spread word climat chang +0,586773,covfef scott adam climat chang whatnot 20170601 +0,734431,warm regard podcast direct thought peopl know thing climat chang +2,460177,presid trump prepar withdraw groundbreak climat chang agreement +1,58360,funnili enough climat chang hoax target black mexican muslim gaysampwomenwhit men also m8ãåâå +2,523270,ivanka trump meet al gore today trump tower discuss climat chang +-1,922713,thank america presid recogn radic islam terror bigger threat climat chang +1,759303,minor elect footnot elect trump would also doom planet catastroph global warmingãââ +2,993824,effect could climat chang human aggress +0,228279,think end global warm +-1,126499,without global warm need global tax fight it tax world wide gov +1,667336,trump fals claim nobodi know global warm real +2,890319,exxon trump ditch pari climat chang deal via +0,879012,obama think global warm real +1,683807,whole nation must win war climat chang believ chang global warm turn america one day other clean +2,83053,ancient indu civilis cope climat chang +1,700590,futur if one climat chang denier look way holocaust denier today +1,609608,believ 2 gender xy xx life begin concept climat chang real habitat conser +1,681123,problem contribut flood well like deforest destruct chure urban plu climat chang +-1,869303,gosh cold morn hot afternoon desemust climat chang +2,431298,daili brief hiv soar philippin lgbt student us sudan climat chang violenc women uk mor +1,998998,time christma musicbut global warm let get mood +2,558404,us polar bear recoveri plan directli tackl climat chang note could mean surviv +1,683261,oh natur republican destroy believ basic fact like climat chang global +1,711910,watch right here travel world tackl climat chang httãââ +-1,232393,pre trump tell war mongol stop global warm worri piss russian remind nuke +2,365212,here climat chang affect farmer corn belt mean wallet +2,127382,greener citi largest factor prevent global warm +1,174034,would presid withdrew climat chang deal +1,927477,shell made film climat chang 1991 then neglect heed own +1,916798,82 degre outsid decemb yall still believ global warm +1,208359,modern agricultur cultiv climat chang must nuur biodivers +0,76150,yall trippin climat chang like alreadi know die either kill get kill +1,450195,1000 march fight environ combat climat chang pleas watch carl sagan pale blue dot s +1,713245,think go die husband believ climat chang +1,829942,one thing would like ask pleas mind ecosystem global warm real thing pleas +0,44142,climat chang sound like black metal permafrost anthrax methan surg wai disintegr thunderstorm asthma +2,207889,clean air vital impoant trump say climat chang say keep an open mind +2,29254,epa chief say carbon dioxid primari contributor climat chang +1,475425,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,362627,think go die husband believ climat chang +0,819690,stop act like larri caus global warm liter ship exist everi fandom ignor +-1,185698,obama debunk global warm hoax threat space afraid stunn +0,640579,person think good were go back 1840 politi nuke climat chang +-1,61997,freez outsid hell global warm +0,153579,climat chang juga istilah lain global warm yaitu suhu bumi yang meningkat akibat penggunaan bahan bakar fosil +2,765410,presid trump propos epa cut go far beyond climat chang +1,972958,also im here say climat chang real opinion fuck idiot +1,382813,wtf even believ climat chang realli ridicul +2,482501,india china alreadi show strong leadership combat climat chang un environ +1,578607,exon knew climat chang promot bad scienc defraud investor +1,220540,potu without bolder action children time debat exist climat chang +1,434191,weather channel school climat chang next time consult scientist b4 spread lie +1,996392,tori agitatorclim chang denier nigel lawson big connect fossil fuel compani spout danger +1,594043,no adm mullen say climat chang threat sinc bush admin dod priorit decad +-1,101252,good morn everyon except annoy orang climat chang ppl +1,827670,hard work done protect clean air water plu combat climat chang drain merica +2,509540,china deleg hit back trump climat chang hoax claim beij turn theãââ +1,142891,worri climat chang research censor and be mention epa media blackout amp grant freez +2,717332,rahm emanuel post climat chang webpag delet trump administr +0,414542,iceberg global warm +1,638107,dummi donald keep say climat chang hoax +-1,574051,ale joy day dc white hous declar global warm fund a wast money +-1,684603,everyth global warm even snow even global cool would global warm silli sinc +1,220097,ill rememb media debat moder ignor climat chang greatest challeng time +0,319991,your enjoy warm weather lowkey know global warm +1,396943,simpli deni global warm would help problem alreadi solv now +1,631731,rememb climat chang exist major peopl still vegan bee are +1,579928,anim map show anim cant surviv climat chang without help +1,545463,seriou climat chang know much lethal methan compar co2 +-1,672202,aaaaaand delet global warm rain tweet case miss stupid +1,728416,trump abandon global leadership climat chang us isnt governor like jerri brown step u +1,821972,gather storm gener chaotic maelstrom popul climat chang bear world paralys posttruth +1,286972,think climat chang figment imagin watch +0,552640,sinc downturn end 17 bank industri unhap payment due ongo climat chang bill +0,45537,mayb trump doesnt believ climat chang bc govern secretli control weather he flippin +1,886032,yeah right nearli bad climat chang denier +1,892136,naiv historian pov realiti politician understand global warm repres rich amp deni money +1,531137,enemi planet lack coal oil industri deni global warm fact theori +1,273310,nope evid man made climat chang evid demigod walk eah +2,473861,climateprogress act climat chang without acknowledg it +2,571996,japan obsess climat chang young peopl dont get it +1,339625,scoop trump expect nom sam clovi a climat chang skeptic w scienc background usda top scientist ht +1,868216,half weve christian taliban charg deni climat chang evolut +1,279464,presidentelect believ climat chang million peopl go say mr tãââ +2,565101,tragic death mark baumer kill walk across countri build climat chang awar +-1,432414,kid su govern climat chang best hope now year ive said w kid like these hope +2,16279,uk slash number foreign offic climat chang staff +1,961936,mayb fill climat chang denier what wed freez first well ok +0,825465,confer fire rain climat chang wine industri forum +1,664766,neither us scientist that scientist 97 scientist agre climat chang a +0,330995,best way fight climat chang would stay home stop talk +0,189990,eventu bc global warm +1,790813,tulip know bloom caus climat chang confus amp end die blame donald trump +1,166401,trump save us climat chang mayb surfer via +1,362221,trump make biggest bet leader ever made physic real climat chang safe ignor httpsãââ +0,343798,next person see post sarcast thi snow suck pic cabo florida ill tell leo dicaprio dont believ climat chang +-1,786908,obama take 747 plane ralli hillari ask us taxpay suppo climat chang hypocrit muãââ +1,382214,pleas reject climat chang pleas consid grandchildren mine presid too thank +0,286938,global warm look origin agenda 21 one common enemi +1,209178,ongo climat chang expect warm fall winter futur +-1,13462,global climat chang regul make 2 expens 2 sta american busi +1,663405,america becom countri world leader doesnãâât think global warm realãââ +2,699921,donald trump actual littl control green energi climat chang +1,123271,epa want climat chang debat tv scientist say that bullshit +1,885844,were alreadi feel impact climat chang exit imperil us secur abil clea +-1,647558,oh pleas sure global warm stifl ban research hypothesi +2,27121,meet men trump cabinet vow revers climat chang progress +1,632059,im real hype fuck weather nice stuff global warm suck lol +0,129214,santa discov undeni proof global warm set noh pole +1,401633,four thing stop donald trump make climat chang wors +1,526436,futur planet stake hillari clinton combat climat chang donald trump think iãââ +0,296842,sometim think nuclear would better accept world without climat chang benefit energi d +2,182253,euseychel panership climat chang satellit pr news press releas +1,296783,know radi forc that pretti much need know know climat chang happen +2,420666,bori johnson face mp farag trump climat chang +0,245987,ask inspir told em global warm +2,431081,trump reject chang maralago could lost sea bloomberg +1,802803,great see dr david suzuki speak behalf green pay impoanc climat chang epidem +1,189811,excit head bonn climat chang confer next month learn impact +1,924918,peopl wont believ global warm think win 13 billion jackpot +2,933819,gov jerri brown warn trump california back climat chang +2,472555,satellit temperatur data lean climat chang doubter revis sharpli upward +0,913416,think skill describ explain climat chang imag +1,30067,presidentelect believ climat chang million peopl go say mr tãââ +1,929002,republican still reject scienc global warm +2,778011,buzzword resili climat chang zimbabw zimbabwean +1,678400,global warm joke look polar ice cap water level are +1,507158,12 directli link climat chang crucial achiev themãââ +2,846454,administr scott pruitt believ carbon dioxid primari factor climat chang +2,527359,trump presid mean global fight climat chang +1,444014,im angri were address climat chang destroy preciou eah name corpor profit +-1,727024,add disclaim want steer inch climat chang doctrin l +2,16782,turkey chief negoti consid bilater issu climat chang ebrd turkey marrakãââ +0,677323,let discuss radiat mgt heat trap fake cloud chang +2,101772,oil giant dig 1bn climat chang fund renew industri skeptic +0,97946,deserv man that passion leo dicaprio global warm +2,593489,bill nye slam cnn climat chang skeptic air +2,774847,us citi fight back epa new chang stanc aol +0,168545,amp talk climat chang second period that kind game tonight +0,678985,climat chang bush curs +0,542793,th teaser guilt trip climat chang film ski problem drop today theãââ +1,910937,trump want rip pari agreement liter global consensu act climat changeãââ +1,589695,thank presid obama leadership fight climat chang amp protect planet amp futur +1,731351,bio amp class either slightli less concern climat chang like yall aint worri us drown +2,46579,tundra soil appear act amplifi climat chang +1,581394,trump budget also decim fund research climat chang could impact sever storm +1,789187,think go die husband believ climat chang +2,152256,badland nation park defi trump tweet climat chang delet tweet hour later her +2,339833,scientist tell trump pay attent climat chang +1,355711,presidentelect believ climat chang million peopl go say mr tãââ +2,64466,florida law allow parent challeng evolut climat chang taught school +1,84191,leonardo dicaprio gave ivanka trump climat chang documentari case dad still confus +-1,881472,ah ye rememb global warm blame katrina everi year hurrican would numer amp violent +-1,488696,ten year intens studi reach unavoid conclus peopl push climat chang are +1,305365,novemb im near heat stroke global warm got fuck yall pleas stop pollut eah +0,166913,starv poor peopl give shit global warm climat chang want food fuel cook it +1,580868,it intern embarrass scienc space amp tech cmte run antisci climat chang denier htt +2,895926,russian presid vladimir putin say climat chang good economi +1,965893,instead fund 4 meal wheel breast cancer research climat chang action liar spend 4b +0,34004,goth live thru global warm suuuuuck +1,786181,strong messag us climat chang amp renew energi research come europ +2,76043,top univers stole million taxpay fake global warm research +-1,914850,al gore compar global warm civil right movement know father senvot everi civil right bill +1,785891,let clear implic trump presid overrid indigen right deni climat chang wãââ +1,781681,sculptur issac cordal berlin call politician discuss global warm +2,307638,deforest climat chang financ save via +0,187639,trump vow cancel us contribut un climat chang program spend clean water clean air amãââ +0,153540,proud sudani problem mean like similar global warm smh lol hater gon na hate love +1,531817,amazingthat lot new speci foundthi one reason need stop climat chang +1,527029,presid doesnt believ global warm vp doesnt believ evolut think scientif thought suffer +2,291009,global climat chang spread braininvad worm +1,507173,that awesom inspir see state come togeth despit sho sighted re climat chang real +0,52308,im hot caus global warm +1,809343,case wonder no 4 year usl inact climat chang go well planet iãââ +1,894872,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,194108,evil infest epa kill thi anoth co2 aspect consid water avail climat chang +1,17859,lnp close infecti diseas lab climat chang see mosquitoborn virus boom put everyon risk +2,744226,eu climat law undermin polish czech revolt climat chang news via +0,833649,peopl say it god global warm like peopl say evolut disprov god again that think small +2,481475,scientist aim counter climat chang test coral reef +0,530085,hi ask feel climat chang trump cou climat skeptic handl epa +0,35582,suppos crack open cold one boy global warm +0,915750,find true fals climat chang +1,70717,prolif christian go aboion time care environmentclim chang drive bonker +1,527907,today 1 billion migrant number may doubl next 40 year due climat chang +1,376381,unbeliev depament energi instruct grant recipi remov term global warm amp climat +1,580631,adapt climat chang compar davantag local tradit breed +1,754879,tell republican global warm cant take scienc +1,944719,patrick mwalua deliv water anim dri land kenya saw effect global warm wi +1,852071,lgbtq friend high ale went climat chang chang +2,941736,dem senat trump childish ignor climat chang big speech +1,776201,trump fool new york time climat chang memo media ignor trump say focu on +2,410561,sander pathet epa chief think co2 primari contributor climat chang +1,96059,leonardodicaprio talk climat chang the +1,54830,us elect trump rest world didntso us polici eg climat chang threaten reãââ +1,87980,effect use billion fund project actual combat climat chang instead websit +0,981723,caus cow fa global warm hrc hot lie air +0,691576,there noth man caus global warm fix +1,686725,hassan believ combat climat chang critic economi environ peopl wayãââ +1,309613,ur pay u rememb ur presid believ climat chang +1,130267,evid chang abound amid extrem weather pacif nohwest http +1,207564,caoon media cover climat chang way cover hillaryãââ email ââ +1,35942,read open letter scientist climat chang sign petit futur depend it +1,36286,epa administr say carbon dioxid primari contributor global warm +1,797372,obama administr launch collabor effo help commun build climat chang resili +-1,799301,go where one last joyrid taxpay dime global warm zealot chastis carbon emiss +-1,793010,see climat chang croni r still ride n fli ga guzzler lie hypocrit +1,734590,ninetyseven percent climat scientist agre climat chang caus human activ +1,556769,trump dramat chang us approach climat chang say screw planet doesn +1,619697,presidentelect believ climat chang million peopl go say mr tãââ +1,864742,pathet epa chief think co2 primari contributor climat chang +1,34789,17 epa elimin 50 program 3200 job cut fund climat chang research cleanup prog +2,590635,trump pick head epa question human impact climat chang confirm hear +2,366385,watch live activist descend washington demand leader take action climat chang +1,705363,floridatrump defi cuba embargoampli italsoh believ climat chang affectãââ +1,590444,chomski liter influenti intellectu world ever seen say global warm amp nuclear war th +1,659007,let look bright side mayb climat chang kill human global fascist govern sta tãââ +0,201783,dont fight climat chang everyon understand climat chang chang caus caus man use planet easi do +1,906869,rememb singl q climat chang presidenti debat zero +1,631403,investor longer ignor climat chang face swell tide climaterel regul ãâ✠httãââ +2,205015,epa chief say carbon dioxid primari caus global warm +1,636519,network news spent 3x much time clinton email vs polici issu includ climat chang +-1,810059,hollywood nonsens need know actual believ climat chang nonsen +0,147322,global warm tell +-1,59612,wait global warm +-1,887669,sure pam worri thing like climat chang diet turn th +-1,115424,bad cal cant afford exit wast tax revenu giveaway program climat chang lie thei +1,601182,presidentelect believ climat chang million peopl go say mr tãââ +-1,128131,belief global warm scam invent left exploit economi thru incom redistribut +1,119404,labour graham stringer mp climat chang denier suppoer tori lord shill oil compani +1,701675,prove decent person pleas publicli oppos dup view aboion samesexmarriag climat chang +1,452000,india cover poison fog week now meanwhil us trump say climat chang exist +2,151766,combat climat chang could boost g20 economi oecd say +1,545662,deni man contribut global warm like deni steroid intak surg home run bat mlb +1,766029,unthink bia thing make climat chang difficult problem mobil real dan +-1,41671,democrat keep america safe 1 open border 2 unlimit refuge 3 offend muslim 4 priorit climat chang +1,460105,aicl give hope kudo coalit congress recogn climat chang paisan issu http +1,953978,serious want tackl climat chang build compact electr vehicl australia +2,145644,sudan farmer work save good soil climat chang bring dese closer hannah mcneish +-1,28310,one penni prevent global warm wealthdistribut scam commi +1,390680,meh believ nasa donald trump pick cia director refus accept nasa find climat chang +1,74766,sammi wilson agre man said get ethnic out openli state climat chang myth while enviro +1,559677,everyon trip trump jr email big ass sheet ice broke off climat chang hoax tho +1,75207,green infrastructur great way make mitig climat chang improv biodivers +0,193656,idea elicit climat chang statement jim matti week ago post it +2,845034,guardian guardiannew 5ãâïãæâ away aicl 50 pari climat chang agreement come forc +2,65926,europ face drought flood storm climat chang acceler +1,543916,9 thing climat chang daytoday life +1,757967,map visual chang arctic make clear global warm is via +2,786978,biogasaddress climat chang benefit rural economi amp tackl environment challeng like wast manag +-1,889083,play colleg spo spring semest never believ global warm +1,754760,like climat chang +1,674888,wan na enjoy nice weather global warm +1,52097,no would agre it primari contributor global warm see epa scott pruitt +0,200264,everyon use car leav electr want global warm cold right +2,981302,american think climat chang 6 map +2,525943,trump believ climat chang not aid say +-1,876178,make snowflak melt tear oh happi day tire fake global warm propaganda as +1,199758,honor climat chang agreement save million live write harvard chan exp viaãââ +1,821642,program extraordinari terrifi must act climat chang now yet despair wont +2,28030,trump environment protect agenc delet climat chang web page +1,694132,trump win mean america power countri world presid believ climat chang exist +2,998538,trump gut us polici fight climat chang +1,551935,sit silent face trump climat chang denial +2,864704,scientist say could alreadi game over climat chang +0,385736,holiday edit horizon show week climat chang quantum magic onlin +1,527202,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,986127,farmer profit econom polit address chang +2,6319,ethiopia coffe latest victim climat chang +2,327462,teen su us climat chang ask exxon wayn tracker email +1,159139,strong scientif consensu climat chang caus human action like have +-1,290729,epa chief mccahi blame boston worst winter ever global warm +1,196651,think go die husband believ climat chang +-1,381826,ur total idiot u lost stossel ur fact plz cite scientif studi man caus global warm idiot +2,686656,arctic ice melt could trigger uncontrol climat chang global level +1,426399,epa chief scott pruitt carbon dioxid main caus global warm meanwhil temperatur keep rise http +1,945642,great hear talk commun climat chang peopl like +1,70194,china roll eye trump ridicul climat chang claim +1,591611,shame hide climat chang citizen irrespons weak unimagin htt +1,525256,nation park perfect place talk climat chang +1,924307,think go die husband believ climat chang +1,387036,hey florida go trump trump ignor global warm ocean eat you one blame yoursãââ +1,455278,stop fund hate climat chang denial propaganda +0,966142,must global warm talk about make thing hot melt snow flake haha +1,429362,speak climat changetonight anoth killer episod 109c +2,434534,ne1205 trump sweep away obama climat chang plan htt +1,522401,futur planet stake hillari clinton combat climat chang donald trump think iãââ +-1,182072,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +1,921038,candid go take climat chang seriouslyãååï +1,763824,new new world china lectur unit state climat chang impoanc cooper betweãââ +-1,233503,eah billion year human caus global warm +1,334469,need get insid mind climat chang denier want chang +1,987890,fals say co2 primari contributor global warm +-1,704505,us speak climat truth climat denier make climat chang scammer climat +1,222569,us replamar smith chair hous committe scienc space amp technolog climat chang denier 1question survey websit +2,289528,trilliondollar invest compani make climat chang busi prioriti +1,938935,inclus societi better gun law experienc leadership climat chang economi higher min wage anti fear creativ hrc +2,245157,trump sign sweep rollback obamaera climat chang rule +1,762044,berni sander scott pruitt opinion caus climat chang pruitt opinion immat +1,763796,mani repo say live stock major contributor climat chang still speak +1,373710,believ climat chang cant wait see happen next +0,374294,trump say cancel billion un global warm way one know whaãââ +2,575074,arctic sea ice could trigger uncontrol global climat chang +0,541932,sinc climat chang hoax tell tn longer need emiss test car could use 10buck +1,443558,care climat chang religi freedom gun saniti women right racial harmoni terrifi nighãââ +1,423419,100 chanc dead 200 year climat chang +2,844333,alaska wildfir link climat chang +2,986148,el niño warm planet may spark zika epidem scientist repo +2,863632,trump epa pick express doubt climat chang defend oil industri fund +1,423258,pruitt think co2 anyth w climat chang he buddi w gasoil compani f obviou +2,891121,trump pick global warm skeptic head epa +1,171763,here scaramucci tweet gun control climat chang wall gay marriag case delet them +1,421272,rais awar connect climat chang +1,6658,me emotionalpsycholog respons the stori climat chang defin and if solv p +0,126630,hope climat chang 1488ãâ near futur +2,549583,epa chief scott pruitt overwhelm call climat chang +2,841094,franc un tell trump action climat chang unstopp via +2,623135,cnbc poll public oppos roll back obamaera climat chang reg 5232 lowest suppo 9 trump prioriti http +-1,345811,climat chang proven manmad global warm unproven separ fact fiction httpãââ +1,346659,incorpor climat chang reduc effo nation food secur amp energi polici reali +1,36164,wan na save bee husband believ climat chang is pa kill them +2,757879,timelaps birdsey video show thousand protest march toward white hous action climat chang +1,722677,7yearold olivia know climat chang real nomine +1,247330,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,377344,10gasflar deplet ozon layer etc reduc youth awar climat changelet involv them +1,547974,know piss off peopl deni climat chang say polar bear extinct like arent +1,842858,outrag scott pruitt put climat chang skeptic charg epa +-1,823241,even media begun repo global warm sinc 1990 eventu some +-1,51154,wail global warm alway default posit thing like get spank trump tax +2,29366,trump indiffer climat chang chang china view +2,90889,scott pruitt offic delug angri caller question scienc global warm +-1,259628,studi eah cooler al gore nobel peac prize global warm work +2,640179,new orlean mayor us climat chang polici can not wait trump +1,724349,guy believ global warm win us presid +1,941212,professor made climat chang powerpoint trump satir good +2,512890,epa chief disput mainstream scienc caus climat chang press herald +1,711128,despit overwhelm scientif evid climat chang real presid take pa pari +2,465858,is hard question megyn kelli badger trump spokesman hedg climat chang stanc +0,561696,veri expens global warm bullshit use trump prefer method refer climat changeãââ +1,69027,notic he alreadi walk back climat chang chines conspiraci nonsens campaign +0,140876,would scandinavian countri canada consid welcom global warm refuge +1,928744,doubt trump climat chang view evapor unveil budget propos +1,562011,think go die husband believ climat chang +1,399754,futur planet stake hillari clinton combat climat chang donald trump thãââ httpãââ +1,15562,175 nation agre combat climat chang histor agreement back opposit us leadership http +1,544306,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,253123,depament interior scrub climat chang page +2,323015,gop bill would prevent enviro group propos sharehold vote forc compani address climat chang http +1,692287,want develop global citizen care climat chang need focu less flood amp drou +1,156457,global warm get worst natur disast think joke want to +1,794824,sadli thought move beyond basic question climat chang +-1,409519,u want stori centuri investig 0bama tie global warm amp carbon trade scam +2,800799,new integr complex econom amp hydrolog plan model analysi chang ââ +2,761037,ge ceo vow ignor trump continu fight climat chang +1,689783,take local action fight climat chang my push clean energi citi amp get involv +1,447771,conserv keep pretend climat chang hoax countri arent gon na put anymor htãââ +2,902007,poland ore vote ban fossil fuel project fight climat chang +1,313182,indigen commun swap seed fight climat chang via +1,29954,tomato head usual pathet entitl climat chang deni form tonight +1,602646,fact peopl still think global warm myth serious baffl +1,860618,terrifi effect climat chang +-1,665942,fuck climat chang radic islam syrian refuge need adult +1,226764,young peopl believ climat chang never +2,664724,epa chief scott pruitt refus link co2 global warm +1,510102,im gon na ignor fact world either end bc climat chang nuclear war focu o +0,441289,penguin flee global warm sneakili invad south navi deploy asset ring steel toãââ +1,826014,thankyou tackl climat chang ivori trade +0,851471,theresa may admit climat chang agenda meet trump g20 women need +1,157202,effect global warm +1,755751,new alleg chang fundament understand climat chang pre eric davidson +1,338361,share world bank group fight climat chang green build +1,229939,trump world leader deni climat chang give us offici titl dumbest countrãââ +1,22845,mainli approach teach subject better help understand environment amp climat chang challeng +1,872855,truth hierarchi 1 health care human right 2 climat chang existenti threat 3 yanke su +0,363156,deni global warm pussi hot +1,109126,presidentelect believ climat chang million peopl go say mr tãââ +-1,578512,steve bannon mean bye bye climat chang scheme were spend 22000000000 year research +1,690872,amp speak climat chang harm patient health +2,872371,agu respond statement epa administr scott pruitt climat chang +1,42387,petit stop climat chang denier run epa +2,486708,snowsho hare adapt climat chang say by sourc news academi +1,147832,climat chang nuke lack social suppo polici defund healthcar newli embolden bigot hope +0,773009,take truth global warm anim fece process meat eat barbar ye annoy censu 1958 proof +0,61451,govern employe epa give trump name peopl work attend meet climat chang +0,654869,im cool global warm made hot +0,836430,ate salad lunch still weigh same global warm real fuck atheist +1,882218,bill gate amp investor woh 170 billion new fund fight climat chang via energi innov +2,277164,trump defens secretari call climat chang nation secur risk +1,799418,updat epa websit surround scientif data climat chang scari sign scienc http +2,824401,china coastal sea level rise record high exp blame climat chang +1,433081,trump push cut climat chang scienc research could explain storm like harvey +1,301439,im old rememb last time trump admit climat chang exist befor appoint climat +2,299019,american meteorolog societi come epa head climat chang +1,154551,erica good note increas number polar bear found alaskan town due climat chang +0,499999,that call simpli late stop global climat chang vol 37 +2,84124,studi reveal 82 percent core ecolog process affect climat chang htãââ +1,305256,go volunt climat chang organ hope gay lesbian youth servic wni that got +1,409731,sign petit keep climat chang denier lead epa transit +1,154078,think go die husband believ climat chang +1,604192,even nasa scientist tri convinc donald trump climat chang real +1,427008,presidentelect believ climat chang million peopl go say mr tãââ +1,648441,climat chang +2,553880,new post whi morocco lead charg climat chang +1,926694,presidentelect believ climat chang million peopl go say mr tãââ +0,125953,fit global warm +1,625816,think go die husband believ climat chang +2,798930,energi depament reject trump request identifi employe work climat chang +-1,768690,activ ocean cycl amp water vapor explain 98 climat chang sinc 1900 co2 +1,654755,itãââ offici guy charg trumpãââ climat polici doesnãâât think climat chang real god help usãââ +1,400360,convers were climat chang impoant ever +2,43699,trump character climat chang chines hoax sec ross want noaa stick scienc fact http +1,74183,4 citi ban diesel car 2025 citi drive respons climat chang trump fiddl +0,138303,cold russian like idea global warm +2,959440,china tell trump climat chang hoax invent via news +-1,902894,hear want protect polar bear climat chang good one fro +1,569954,if want say ground zero social justic climat chang angela davi seattl town h +-1,822399,stay safe snowflak fall due global warm danger +1,697530,climat chang purg mayb wear tshi everi day say climat chang +0,141601,benefit global warm want nyc make harder get healthcar get vote +-1,688509,someon explain two hurrican close time automat mean climat chang real +2,867885,norway doomsday seed vault entranc repair global warm thaw arctic ice +0,425605,real problem global warm get summer bodi readi earlier earlier year smh +-1,259035,al gore confer global warmingcancel snow guh blugh durr say dumb man pee comic la +-1,157093,bill nye blow gasket real scientist school fact climat chang +1,373757,think fight climat chang expens believ expens to +1,377377,act climat chang read watchãââ +1,851435,also believ climat chang hoax dont delet weather app +2,446564,climat chang affect bird find sunday riverhead news review +1,876946,manag london climat chang risk +1,985425,take note hurrican harvey like climat changea hoax +0,654941,interest result peopl view climat chang nytim ye damag countri ill be +0,439069,global warm aint got shit us +1,380084,well sooner buy depoat hovercraft ice serious combat climat chang +2,305922,plant appear tri rescu us climat chang +1,863556,pre thank champion clean energi climat chang environ +1,544249,internet react scott pruitt ignor denial co2 drive climat chang via +1,889431,explain global warm amp pollut son yesterday said whi love eah thi +2,72015,al gore new climat chang movi arriv time s travel slide show on +-1,145256,42 degre morn calm down climat chang alarmist +-1,57069,anyon watch hear epa scienc behind global warm none +0,339028,stop talk human caus global warm amp focu revers global warm sarcasm +1,732545,govern sever world power fail us climat chang need act without want hope tãââ +1,349967,presidentelect believ climat chang million peopl go say mr tãââ +-1,203083,cours right must dissent climat chang religi doctrin case the +1,69848,condemn brutal act leadership mean fight climat chang togeth f +-1,743136,mãƒâ abriãƒâ³ lo ojo el document the global warm swindl gran document +-1,839829,climat chang rhetor made by paid brought soro money trail found +1,966685,stake enorm high liter term climat chang futur planet stake +1,840222,spot may real threat polar bear climat chang are +1,153203,call global warm asshol +1,561999,you awak yeah b okay yeah want talk devast effect global warm o +-1,412713,todd starn hey npr take global warm nonsens kid blow f150 tailpip +1,200093,were reach intern scientif agenc offici posit climat chang everi voic co +1,653850,today stand even resolut commit histor localtoglob effo combat climat chang +1,505576,fact check scott pruitt climat chang +-1,323925,scott pruitt correct question human activ main caus global warm consensu argument joke ht +1,92139,albean believ climat chang real amp carbon tax sensibl idea expect 2017 int +1,398201,stor ng carbon soil crop frvzing amp rangeland offer ag highest poteqtp sourc climat chang mitig +1,810657,break epa stand down remov climat chang websit now +1,221531,remind there evid suppo claim fact trump tweet climat chang skeptic 115 time +0,873430,turdboy reason climat chang +1,881219,new new world china lectur unit state climat chang impoanc cooper betweãââ +0,640484,ur mcm think climat chang real +1,941531,great aicl actual approach climat chang isnt fact +1,786740,sorri mr trump blue tick verifi id verifi belief china invent global warm ev +0,447031,hayyyyy rain po harcou haff prepar urban plan o talk less climat chang biko +1,706075,curb climat chang dollar valu here measur +2,455645,inconveni sequel truth power review anoth climat chang lesson al gore +1,160881,im cynic tonight let admit peopl realli care inmat black gay nativ right climat chang unborn babi +1,683917,temperatur spiral went viral one year old show global warm slow down +1,215399,trump climat chang order undermin nation secur +2,407403,epa remov climat chang page websit hour ahead +0,549330,thought global warm suppos kill us 50 year max +1,816037,miss premier s climat chang documentari yesterday catch gtgt httpsãââ +1,866181,need secretari state whose compani spent million deni climat chang work stop limit carbon +2,251922,go west young pine us forest shift climat chang +1,143441,china refus challeng global leader climat chang oppoun step in +2,882809,japan among worst perform fight climat chang germanwatch +0,983079,would like add quot press releas climat chang share here +2,815242,warn deni chang +0,233379,legit smoke po cut off global warm bad +2,239271,climat chang price lettuc +2,848575,rogu nasa account fight trump climat chang +1,301918,june feel like novemb want canada also climat chang bitch +0,490993,global warm impact coldrel death come prof richard morri inaugur lectur +1,39999,tillerson hear fail assur american public chang +0,182177,track climat chang driver far back mediev era via +2,833686,suburb increasingli threaten wildfir due climat chang +1,368354,funni debat abt whether trump believ in climat chang real question whether he ever thought abt it answer is +1,359018,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,463712,chang wear sandal light coat canada januari +1,457717,us take climat chang serious vote amp retweet +0,90096,hous 185234 also reject amend strike provis def bill requir repo climat chang affect milit +2,262429,half world speci fail cope global warm eah race toward sixth mass extinct +2,94973,five pacif island lost rise sea climat chang hit +1,843928,tell member congress condemn trump say harvey climat chang disast +1,254382,climat chang +0,129281,universityofnairobiuonstud pick act icca cdnk public climat chang east africa greenclimatefu +2,63438,nevada climat chang exp redmond rememb exp commun la vega reviewjournalãââ +1,359914,think go die husband believ climat chang +0,611043,quick shout global warm keep yra boi warm winter month +1,898533,annaleen what caus climat chang california find arstechnica live tonight +1,254880,us dept agricultur avoid term climat chang unfoun climat chang fool continu exist htt +1,845288,complain femal privileg ladi drink free exactli stupid deni climat chang i +2,874885,presidentelect donald trump acknowledg some connect climat chang human activ +2,720348,museum truste trump donor suppo group deni climat chang +1,482952,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,801735,realli care climat chang boycott ridicul eah hour stunt +1,38632,accept fact global warm dc new york citi flood +1,435467,amaz develop area climat chang research scientist studi iãââ +1,767692,think go die husband believ climat chang +1,961684,chicago doubl climat chang today sign execut order commit citi adopt +1,594478,20 year caus politician ignor global warm +1,102923,playwright trump administr will denial climat chang attempt silenc a relat +2,271830,repo urg australia amp new zealand open door citizen pacif island affect climat chang http +1,175472,come forc usher new dawn global cooper climat changeãââ +2,514223,depress anxieti ptsd mental impact climat chang cnn +1,178944,lena girl rider progress freedom fighter go dude who climat chang denier me thinãââ +1,751392,entir world sign pari accord mike penc think left care climat chang +0,360351,trump time what next environ that includ promis cancel billion climat chang spendiãââ +0,118684,sandstorm day ii fuck father time mother natur inbr offspr climat chang +1,43508,great pa discuss climat chang action today +2,889900,what donald trump posit climat chang them +1,625953,climat chang problem +1,487225,you might well believ graviti leo slam climat chang skeptic +2,519097,climat chang scott pruitt caus uproar contradict epa own scienc +1,267389,climat chang sta climat action unstopp un do +1,905883,conserv global warm hoax me provid credibl sourc confirm real conserv that ur opãââ +2,385006,new studi show climat chang bigger impact colorado river previous thought +2,305987,california governor brown challeng trump climat chang +0,258246,electr car charg station un global warm confer fake theyr even connect anãââ +1,359269,ngeo longterm retreat individu glacier constitut categor evid climat chang +1,182466,that gut what next grade 4 agenda world flat need vaccin climat chang iãââ +1,706724,cool taylor got ass grab better thing worri like climat chang world hunger drought etc +2,811836,trump could face biggest trial centuri climat chang +2,49866,tillerson testifi scienc behind climat chang is conclus way man made +1,969839,fantast day inspir ambiti scottish public sector action climat chang +1,605818,plan charg climat chang +1,957439,uninhabit eah famin econom collaps sun cook us climat chang could wreak sooner +1,519379,scienc denialon climat changear sure u wan na go thereyoul loos +1,621539,best way address inequ healthcar crisi povey amp climat chang label peopl berni bro also war +2,875589,plan meet exceed canada 2030 climat chang target sign friday +2,160275,read guardian michael bloomberg world leader ignor trump climat chang +2,930315,scott walker wisconsin continu scrub websit climat chang mention +1,368963,address climat chang cut holiday sell car mani children say scientist +0,750617,show climat chang all fact singl weather event can seem understand scienc +1,685828,worri climat chang hoax tho +2,428582,new us environ chief question carbon link global warm +2,409011,trump cant stop corpor america fight climat chang +2,170586,scientist issu apocalypt warn climat chang +1,863930,stand say california back climat chang +1,279646,properli manag climat chang action lead better job info +1,326745,want stop climat chang see univers +-1,955776,global warm worri global warm caus nuclear weapon hand crazi orãââ +-1,69876,letter climat chang boston globe today hous card fall +1,27627,devast imag climat chang look like around world +0,962047,interview what think global warm melania trump hello he kind he strong he great cãââ +0,383955,ive never seen govern get away much trudeau climat chang say ab +1,380921,vote famili hunter believ climat chang +1,256877,itll fight climat chang peopl actual work job want +1,432749,make outdoor woman go 1 speak climat chang 2 call senat 3 a +2,369008,exxon tillerson allegedli use hidden alia email discuss climat chang +2,527983,canadian less concern climat chang view line polit suppo +2,276757,climat chang warm pond releas methan catastroph effect climat chang studi show +2,542111,pope franci patriarch baholomew urgent appeal global action climat chang http +1,534901,stepdad 100 deni climat chang im fuck +2,901115,presid trump made climat chang denial offici american polici +1,340339,think cheeto puppet man would concern global warm given mar lago futur underwat locat +0,52571,rebel caught lie journalist climat chang that charact thx ãââ +0,572092,got ta caus global warm though +-1,940394,still believ global warm scam read post idiot htt +2,906886,tillerson use alia email acct discuss climat chang issu exxon hillari tillerson +1,820636,asid climat chang reinvent work wick problem face human +2,176146,david attenborough climat chang the world transform video +1,280219,climat chang real explain citi fire +1,616793,the concept global warm creat chines order make us manufactur noncompetitiãââ +0,413788,forget eah burnt come jesu christ climat chang never seen it +0,211785,took get thi thank much scari climat chang so lost sexi media meanwhil +-1,255070,climat chang real fuck cold right +2,989978,white hous websit scrub lgbt climat chang healthcar civil right mention +1,697253,texa experienc third 500year flood 3 year bad luck climat chang think +-1,875275,he climat chang advoc lol gorsuch confirm lose again +2,383070,capt jame cookãââ intric 1778 record reveal global warm today arctic viaãââ +1,772814,illtak rahul gandhi see global warm effect mountain play role opposit bettermnt +1,303197,trump believ climat chang us african keep recycl ice cream contain stew keep the +1,696194,human contribut climat chang whether peopl agre not +2,572375,trump defens chief cite climat chang nation secur challeng via +0,490022,lol said stop eat beef global warm beg come +-1,383739,realli big climat chang one nuclear war far like 8 year cowardic potu +2,320830,obama speak climat chang g7 pressur trump honour pari pact +1,841402,today podcast talk new film fight combat climat chang +-1,734435,barack obama narendra modi leader dupe manipul global warm data +-1,206587,conserv deni climat chang question pa much +1,427822,stupid you much paid say co2 caus global warm +1,964410,wonãâât avoid danger climat chang thatãââ us decid last night thereãââ point pretend otherwis +1,542841,mercuri hit 43 lahor climat chang real +1,884161,agre global warm acceler put climat target nem object energi deliv consist +-1,14989,global warmist brace snow dump climat chang narr +2,278410,disastr would climat chang peac secur abc radio australia via +1,64203,trumpãââ win deadli threat stop climat chang +-1,658380,7 dead london climat chang oh wait nope islam terror again +-1,798466,say what make global warm fake news +1,114661,californiansa well adult nationwidesay global warm alreadi impact +1,613721,fl vote marco rubio believ global warm yall first damn place go ice cap melt butãââ +2,135058,gdndevelop app season could dampen effect climat chang mozambiqu +1,872242,get chanc next 3 day go see great gim me shelter festiv climat chang migr +1,213344,wrote paper climat chang amp u believ ppl +-1,5224,climatologist dr judith curri anyon blame harvey global warm doesnt leg stand on +-1,797470,concept global warm creat chines make us manufactur noncompetit donald j tru +1,277234,internet react scott pruitt ignor denial co2 drive climat chang +1,360636,im sorri think go end polici prevent climat chang wrong +0,89713,yall believ global warm +1,312856,think go die husband believ climat chang +0,950068,you feel global warm energi conserv me intellectu mitochondria power +1,690402,human arent drive climat chang were also make ocean acid that big deal +0,852129,physic cool pictur star war offic neil degrass tyson climat chang pretti much tweet +1,492754,melt sea ice climat chang noh pole expedit thing past latest http +0,623912,member state rip climat chang polici instrument pocket 600 million +1,907492,impress punchi piec speci extinct climat chang pollut agricultur +1,406068,way trump could worsen global warm +1,615733,snow be bleach anemon crack ice climat chang look likeãââ +1,128609,scientist eclips like thi peopl wow right scientist climat chang peopl s +-1,813525,freez outsid hell global warm +0,224729,thought global warm +0,43143,trump shock vatican ãâëœpapalãââ climat chang +0,294719,malcolm robe csiro provid 0 empir evid climat chang journalist do believ god senãââ +1,922007,cut beef amp chees least donat climat chang org reduc impact +1,362769,talk number 2 effect climat chang estuari fish interest research julia +1,177571,much make climat chang signatur issu dad put us wrong side histori +1,917085,biggest risk african growth climat chang paul polman imag via +1,715572,dear everyon concern tackl chang posttrump win mourn organ obama said show up +0,893927,believ climat chang +0,695627,im often told climat chang middleclass issu poor care job wage the +2,280658,trust global warm scientist ask david rose +1,824924,thought climat chang real thing scienc fake +2,958917,mani young peopl fear climat chang povey much fear terror +2,289458,scott pruitt offic delug angri caller question scienc global warm +1,737634,think go die husband believ climat chang +1,414576,know whole climat chang debat reject evid action take be +1,574046,a big box crazi trump aid struggl climat chang question +1,212582,that right aqueduct indoor studio climat chang expect aberr belmont futur +2,654566,frozen star kristen bell sing song climat chang netflix doc +1,185902,would kid given chang kuow more +2,422636,yearinreview fire climat chang oil round canada top five energi stori 2016 via +2,163669,top us coal boss robe murray we climat chang problem +1,746872,donald trump end world climat chang may via +1,814023,view climat chang alreadi insult antaica +1,590270,stack around home hold back rise sea level due global warm +1,47129,find resili citi fight back climat chang amp creat sustain communiti +0,39595,global warm boob go ixtinct +0,635245,postingan ini mengajarkan jika es dikutub meleleh bukan karena global warm tapi karena cowok cuek tibatiba +1,967119,peopl know climat chang exist bare minimum noth slow +2,338028,climat chang may drive extrem weather relat aicl +1,407763,statement trump say nobodi realli know climat chang real yea do +2,400426,cdc cancel climat chang meet back without cdc +1,644855,scotu harm associ climat chang seriou well recogn +1,683445,fasten seatbelt here take limit global warm 2 degre pari climat agreement goal http +1,11007,vita green impact fund exactli right invest vehicl amp climat chang mitig +0,804621,donald trump win presid amp hell actual freez hed probabl like i told global warm hoax +2,824095,feder scientist cook climat chang book ahead obama present whistl blower charg via +1,607769,scientist focu like global warm jet pack instead tri convinc us dog friend +0,177839,cant wait elon ivanka trump solv climat chang empow women work 16 hour shift build +0,407156,4 day ambiti climat chang agreement histori enter forc read ãââ +1,539035,fight corrupt fight climat chang +1,985743,malcolm turnbul must address health risk climat chang michael marmot guardian via +0,798697,global warm save +2,853941,grizzli bear go vegetarian due climat chang choos berri salmon via +0,838496,climat chang good +1,999337,trumpu r live beauti planet call eah u realiz climat chang right wth r u doin +-1,989643,harold j satterfield explain democrat logic amp global warm climat chang +1,656367,1859 establish physic basi greenhous effect weather amp climat chang +1,222056,scienc global warm settl +1,33750,join combat climat chang take action +1,899948,form inform opinion climat chang look yourself good sourc +2,960168,pari climat chang deal becom intern law +0,437029,deni climat chang fight suprem cou editori board across success health insur +2,396837,top download feder site right park servic repo climat chang +1,780101,global warm suck +1,892139,yall still think global warm exist +1,430474,india china take climat chang leadership trump cede +2,143748,former vp gore lead voic climat chang say talk trump product +1,16882,speak climat changetonight anoth killer episod 109c +1,633913,good point candid might end global warm bring us nuclear winter beãââ +2,84212,peril global warm could sink coastal realest market +-1,489141,looooool claim climat chang due human co2 scientif laughabl thing ever come about +1,242842,so peopl believ climat chang just think nasa wrong meanit nasa talk about the nasa +2,45595,meet 13 food need 2050 climat chang explainsãââ +2,645763,trump merkel talk nato ukrain climat chang deutsch well +0,631611,wow epekto ng climat chang siguro +1,805697,supercomput coal countri analyz chang +1,815044,peopl disagre global warm becaus say snow must realli wonder plane fli graviti work +0,181914,climat chang hoax know +-1,886762,ah intellectu elit know best world leader dupe manipul global warm data +-1,106644,trump veer script climat chang one revers anoth alt right sucker trump obama 20 +2,128354,despit climat chang goal china push dig coal +1,501621,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,594640,know impact climat chang real amp happen now hope take repo serious http +1,988110,caoon media cover climat chang way cover hillari email +1,35216,might need shore flood climat chang +0,847700,lol love thi climat chang threat matti bc itll make terror mideast secur us oil asset a +0,524659,must global warm +2,634628,seth meyer drill donald trump cabinet climat chang via +1,789802,humancaus global warm contribut strongli record snow drought across westernmost us 2015 +2,222960,pope franci gave presid trump copi encycl climat chang +1,438339,katharin hayho drop seriou truth human caus climat chang polit view shape +0,857533,hot global warm tri climat chang quiz +1,365585,rise sea level make hurrican destruct address climat chang would good sta +1,485678,brain cant comprehend threat big climat chang keep squabbl amongst eah gro +1,485794,mani peopl lie climat chang kill +1,484258,cant tell 91 degre novemb global warm america burn hell +1,759275,front page like get polit sorri climat chang hoax +2,728861,satellit help scientist see forest tree amid climat chang via +2,394339,trump climat chang shift realli kill intern order +1,718419,human wake surviv climat chang trump deserv legaci exact opposit delud sens self +1,886099,l lil man shred climat chang denier roast potu less 45 second +2,260626,miami could underwat 2100 due climat chang +1,959249,archiv obama white hous chang websit live here +2,383953,texa ag ken paxton side exxonmobil climat chang case austin americanstatesman +-1,77904,global warm real snow mid april checkmat atheist +2,592713,us depament energi ask grant recipi remov climat chang global warm abstract +0,509935,malcolm robe csiro provid 0 empir evid climat chang journalist do believ god senãââ +1,44961,ps global climat chang global warm area experi cool amp still harm +0,156788,pleas get real climat chang studi fact no good scientist +1,49596,zero scienc knowledg think disput carbon dioxid role climat chang +2,317195,arctic ice melt could trigger uncontrol climat chang global level +2,253580,biskupski join us mayor ask obstruct effo chang salt lake tribun +-1,925541,eu leader spent week lectur trump climat chang bigger threat isi +1,996470,driver amplifi global warm effect pronounc n pole +2,720382,manmad global warm make drought flood like +1,996491,know climat chang happeningand human caus +1,442911,decid write novel catastroph climat chang teenag jame bradley +1,656429,global climat chang action unstopp despit trump +1,314828,1965 lbj recogn threat manmad co2 climat chang now +1,164569,mayor around us take strong stanc fight climat chang +2,364113,cloudi feedback global warm +1,631797,ur enjoy nice weather time u know bc global warm +1,925840,thi deal inevit global disast climat chang human prioriti trump deniesãââ +2,986632,kcca receiv sh36b climat chang plan +-1,984334,forkedtongu candid jill stein my ag prosecut exxon lie world climat chang i +-1,313770,appar human induc climat chang tri trick believ natur caus resembl revers +1,995652,global warm lead slower snowmeltand that problem scienc magazin +1,606616,properli manag climat chang action lead better job info +1,898133,hey kid global warm real go fuck die bye +2,233275,mark carney firm must come clean exposur climat chang risk +2,478394,depress anxieti ptsd mental impact climat chang +1,34600,usual concern climat chang sustain preserv archaeolog now holocaust civil war prevent +1,128590,climat chang denier announc head epa +2,316885,past tell us greenland ice sheet vulner global warm +2,703877,exxon mobil turn rockefel famili found compani climat chang +1,195951,stand say california back climat chang +1,320835,worri peopl think climat chang someth happen over like so disast movi +1,340854,normal veer away person stuff today wrote reconcil parenthood amp climat chang +-1,471122,look scientist got rich propag idea climat chang +0,275136,kant heat map season acceler global warm 10 year +1,73874,think go die husband believ climat chang +0,582984,ozon global warm stuff +1,708487,photo kerstin langenberg show polar bear affect climat chang +0,891222,serious hoe adapt hard global warm ãåëœâãåëœâš +2,776056,speech montreal former us presid obama address issu climat chang popul propaganda +1,945020,elect donald trump would unleash catastroph runaway climat chang write +1,527178,global warm affect recruit +1,90969,climat chang denier everyon forget that +-1,241589,obama blame isi climat chang gun amp georg bush could follow model chicago +1,839595,eight photograph discuss effect climat chang protect planet +0,885746,me incit polit violenc bad dude lol care climat chang +1,890907,clinton wouldv shot foot trump shot head climat chang alon devast beyond comprehens +1,427949,care climat chang real question is shouldnt care climat chang +-1,836805,first matter fact ive ever heard link man climat chang altern fact +0,524993,donald thought global warm well i it doesnt matter thought are +1,400330,shell made film climat chang 1991 then neglect heed warn +1,40001,global warm real 1111 +1,827895,futur planet stake hillari clinton combat climat chang donald trump think iãââ +-1,194330,wait next week salli beg global warm +2,605339,farmer adapt climat chang new maiz varieti via +1,187586,presidentelect believ climat chang million peopl go say mr tãââ +1,223384,qampa make busi sens trump tackl global warm +0,856324,climat chang grainf requir much space live longer per cow amp smaller +1,427286,deni climat chang deni scientif author wonder impact liabil denier +1,773417,look good news climat chang best right washington post ãââ +1,610935,peopl convinc climat chang real amp global warm conspiraci theori lol +2,928383,g20 world align trump polici rang free trade climat chang via +1,285088,icymi interview w talk climat chang healthcar educ amp good job fl +1,949875,ppl us feel worst effect climat chang world poorest vulner will +1,490997,ocean lose breath ãâ✠climat chang make wors +1,558021,due climat chang concern perform trump inaugur +1,536071,counterintuit global hydropow boom add climat chang +-1,797296,12 sydney one hot night ye bom record amp coupl hot day amp global warm yet overlook cool springdec far +0,713988,amp climat chang +1,468512,280 billion year coastal citi spend climat chang propel ingeni engin +2,90276,donald trump actual littl control green energi climat chang +1,681580,now al gore call american peopl fight climat chang +2,863298,studi claim 59000 farmer suicid link climat chang india write sowmiyashok +1,262334,here poetri fact climat changemi latest annot +0,761688,threeminut stori 800000 year climat chang sting tail +-1,474484,world leader dupe manipul global warm data via +2,453626,googl eah day doodl send urgent messag climat chang via +1,893020,presidentelect believ climat chang million peopl go say mr tãââ +2,158250,ok tinker environ fight climat chang everyon think so +0,325774,face climat chang +1,987394,cant see symmetri climat chang system violenc margin commun decid +0,976623,bloomberg talk climat chang +1,93638,think still mani climat chang denier world despit almost scientist agre is +2,918517,whether believ climat chang not law physic continu work amp ice continu melt +1,588494,stark remind need action climat chang +1,561559,presidentelect believ climat chang million peopl go say mr tãââ +1,39846,flood perfect documentari got messag right america enough fight climat chang ââ +0,317217,100 popular slogan climat chang +0,890432,harri come tweet danger global warm +-1,999007,honestli shut fuck climat chang like fuck realli give shit stop front +0,810123,cclconserv pre trump choic chair counsel econ advisor bring anoth climat chang cfampd ht +2,147363,ny ag say tillerson use alia email discuss climat chang wayn tracker +1,917237,rightw cant control climat climat chang hoax +2,935625,us coal industri outspoken champion climat chang polici advic trump +0,598897,el hombr ma peligroso del mundo donald trump bet odd climat changeãââ +1,901969,energi health educ food secur gender equal job climat chang link +2,731073,trump begin tear obama year progress tackl climat chang +1,367002,need holiday gift check children book climat chang impact endang speci http +1,580024,climat action unstopp week 10 biggest climat chang stori +2,46657,chicago mayor emanuel post epa delet climat chang page +1,516423,accept climat chang real +2,317461,medic scientist repo impact climat chang health john abraham +-1,813396,moron critic someon accept climat chang gospel but +1,786200,terror povey diseas extern threat climat chang amp new pm rush action amp set commiss +1,903918,one reason peopl arent enough climat chang call longterm think +0,916679,so want work white hous chef tell me agre consensu climat chang +1,895062,gop climat chang denial get amp away averag voter new data show global warmi +0,645413,it end world trump administr kill climat chang action plan it begin it +2,239215,republican use say im scientist confront climat chang here say 2017 +-1,50745,america deal leader think climat chang bigger deal kill isi +2,915959,scientist use doubt climat chang melt huge greenland glacier anymor via +0,680269,goid impoant piec doubt climat chang much w it would see problem clima +2,507439,lt trump tap climat chang skeptic scott pruitt head epa via +1,278670,mani fight ahead us includ climat chang tax reform more get readi were go need th +1,987332,trump deni climat chang tri defund researchmeasur stop could actual ruin planet everyon +1,897824,instanc pull dong of coal great protect from climat chang +1,760084,climat chang definit take effect real thing ignor chang action +0,377672,shame done world favor kill yet pa global warm +-1,720111,hope it time entir fraudul nihilist climat chang industri brought knee +1,148333,peopl believ climat chang bill lot say that +1,18001,rick perri former climat chang denier amp current trump pick secretari energi get question senat +2,176580,trump transit sceptic guid everi agenc deal climat chang us news guardian +2,865907,itagiwa hail buhari climat chang agreement +1,760698,cant believ peopl dont believ climat chang santa claus yall step outsid +1,555961,wed candid believ scienc trump name climat chang denier head usda scientist +0,289943,one minut talk equal amp global warm next minut talk desir get head +1,557662,climat chang folk talk weather +2,56317,studi prof alum find mani offici need see damag plan climat chang +2,64574,cdc cancel major climat chang confer +0,960014,help global warm tho +1,502585,need come us smack sens donald trump believ climat chang hoax +2,87463,energi depament climat offic ban use phrase climat chang +0,401364,video lectur crisi syria role climat chang +2,394488,flood review ãâ✠dicaprio levelhead chang doc via +1,491133,compost want biggest perpetr climat chang exist level product that wh +1,973856,you friend die old age im go die climat chang +1,641764,secretari defens jame matti lone climat chang soldier administr cabinet +1,828004,theresa may must challeng trump contempt climat chang say mp theresa trumperikkka +1,18286,hous republican buck trump call climat chang solut via +1,177451,healand institut still peddl misinform teacher climat chang propaganda scienc +2,400095,research link aquat ecosystem chang chines loess plateau anthropogen climat chang +2,235654,trump transit team doe seek name employe involv climat chang work +1,504997,beat trump climat chang +2,44676,jane goodal call trump climat chang agenda immens depress +1,232848,think go die husband believ climat chang +1,754102,believ equal need comprehens immigr reform prochoic global warm real ââ +1,369179,presidentelect believ climat chang million peopl go say mr tãââ +1,897666,go singleissu voter make global warm even wors would good issu choos httpsãââ +0,62160,gon na 71 today obvious prove global warm +1,642020,2 global warm much wors australia 15 via +-1,625952,donald trump sworn presidentth climat chang page remov presidenti websit hooray +2,667079,ancient indu civilis cope climat chang +1,209160,liter countri make technolog advanc meanwhil elect climat chang deni +1,75681,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,652128,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,531151,campaign posit fight climat chang summer new york largest environment consum advocaci group +0,2722,actual want equat poison ga global warm twist coward talk like educ oppon loser +1,374393,evid world enough get gop fight climat chang evid necessari den +1,275027,eat meat lead caus habitat destruct speci extinct climat chang +1,363705,want take climat chang citi must make chang tomorrow glimps futur +1,359007,trump call climat chang hoax chines tell michigan crowd im environmentalist +1,439851,presidentelect trump hasnt chang mind climat chang via +2,707488,china invent climat chang despit donald trump say +1,733771,believ scientist climat chang allow look eclips without special gla +1,62594,baffl peopl actual believ climat chang hoax like blind be +1,947800,worri futur climat chang +1,49936,global warm move lead role ambiti agenda gener 175 gw renew energi pm +1,696416,dem power repres american major issu rang health care russiaclim chang proc +2,367837,megac plan must chang four year limit global warm +1,336493,say presid trump posit climat chang pathet huge understat +1,507888,think go die husband believ climat chang +1,753226,scientist accept climat chang real understand see wors storm ma +0,924621,antarctica we battl yet climat chang avoid mention presidentelect truãââ +1,683521,hi im francesca studi coastal resourc climat chang affect coastal commun +2,171998,climat chang scott pruitt follow lead vladimir putin daili ko +0,530936,1st yung cyber technolog na kay bilis2nd yung social media 3rd climat chang na di pwede baliwalain +-1,918928,mikey hereth global warm myth sta menopaus women condom howev kill barrier reef +1,183618,pari agreement essenti futur eah let combat climat chang togeth +1,810651,know climat chang invent chines +1,538429,actual ppl know climat chang real like scientist ampalmost ev head state world +2,17292,trump ignor climat chang warn scientist govern research listen ceo h +0,612878,realli name someon conserv illeg immigr radic islam global warm school choic epa d +1,549338,our respons climat chang bear futur peopl wellb mankind +0,656850,yall thank later think solv biggest problem univers im talk global warm terror hollow +1,938984,for middl east noh africa mena climat chang mean uninhabit weather condit +0,418967,convers man claim conserv side global warm republican justif +2,10225,epa chief carbon dioxid primari contributor climat chang +2,693756,pope academi tell priest teach global warm +2,826579,life libey pursuit climat chang +2,608823,we cant passiv bystand scientist call dramat rethink amp climat chang +0,984282,like im scientist deflect convers climat chang +1,116899,women right lgbt right plan parenthood black live matter climat chang educ disabl p +1,843047,clever tech save healthdamag climat chang +2,205810,trump meet physicist claim benefit climat chang outweigh harm +1,371751,hi friendli remind global warm climat chang real kill planet +2,730326,conserv columnist sieg ny time debut climat chang via +1,839779,white hous websit flip among thing obama climat chang page gone +-1,638660,pope franci 1st said trump bad want build wall amp lectur climat chang huge palac prot +0,501365,top 5 focu adapt climat chang reduc almost irrelev emiss +2,903151,9yearold sue indian govern climat chang +1,430402,popul growth climat chang explain han rosl +2,459795,scott pruitt offic delug angri caller question scienc global warm washington post +1,68984,watch right here travel world tackl climat chang httãââ +1,936898,might seem like imposs task sometim limit global warm 15c +2,661532,china trump climat chang hoax ronald reagan georg bush proof +1,279188,u say u want 2 deni climat changedefund women right rule bodykeep muslimsampmexican out n every1ãââ +1,487213,im grate time took tell impoant stori climat chang thanãââ +1,509057,stop global warm way save great barrier reef scientist warn lt see here +2,807970,tackl climat chang biggest econom oppoun histori us hollywood star and +1,718635,much co2 repres much leav untap ave danger climat chang +1,632701,plu year rampant uncontrol climat chang might even notic sudden temperatur chang +1,513009,climat chang negoti alaskan want job dont jeopard children futur +2,18226,suicid nearli 60000 indian farmer link climat chang studi claim +2,125945,bolivian face histor drought global warm could intensifi +2,322452,gov jerri brown warn trump california back climat chang +1,930689,effect global warm +1,404179,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +1,642274,close mean increas effo walk societi fight climat chang +2,972217,celebpack want make climat chang vote issu via ãââ +-1,416424,believ global warm read thi obama sciencedeni hide amp tri cover 18yearlong paus +2,660989,trump roll back use climat chang polici review sourc +2,667008,trump go purg govern anyon accept climat chang mayb +2,205234,kill us plan 15 state warn climat home climat chang news via +2,626169,feder govern email suggest censorship climat chang +1,330491,add global warm list snow often margin uk cold rain instead snow +1,806050,rli need sta listen leonardo dicaprio global warm real amp happen like tf 80 degre novemb +1,758624,one not believ global warm there natur disast happen weekli +1,928975,therefor satellit data excel evid attribut global warm human greenhous ga emi +1,74962,global warm intensifi hurrican harvey destruct +1,609705,presidentelect believ climat chang million peopl go say mr tãââ +1,732852,handsom eleph seal help us track climat chang esther tarszisz +1,192927,itãââ offici guy charg trumpãââ climat polici doesnãâât think climat chang real god help usãââ +2,494702,scott pruitt offic delug angri caller question scienc global warm +1,873399,power help stop climat chang 9 thing daili life +0,185312,believ climat chang guy +2,896070,trump isnt roll back climat chang regul seem readi kill scienc behind effo +2,410372,kid right sue us govern climat chang +2,328796,ocean planet lifeblood transform climat chang +2,164276,livelihood vulner farmer demand coalit govern climat chang +1,754421,presid said global warm lie yeah he well inform +1,616570,ask climat chang polic brutal think issu either +2,702291,rapid arctic ice melt drive extrem weather across noh america europ asia climat chang scientist t +1,189099,new photograph carri dire warn climat chang +1,864150,al gore offer work trump climat chang good luck that +1,584881,chang climat chang sign petit via +0,470737,select myron ebel climat chang global warm skeptic lead transit teamãââ +1,916488,stand gain tell climat chang made up oil corpor +-1,514117,imag stop global warm hypocrisi +1,668802,clean energi path cleaner environ must work build wind farm fight climat chang +1,538161,piec today paper talk commun affect climat chang +1,392631,univers climat chang becom undeni think punxsutawney phil last reso winter go on +2,444793,kid sue state climat chang +0,114803,prefer feral climat chang +-1,269789,pre trump list fact pari global warm treati democrat like john kerri jerri brown lie you +1,934677,climat chang myth effo quash discuss +-1,130248,see liber leader tweet frantic deadli natur climat chang radic islam truli someth +2,787897,studi claim 59000 farmer suicid link climat chang india write +1,967798,trump pick interior consist vote favor fossil fuel take action climat chang htt +1,850679,watch presid obama talk climat chang make miss common sens +1,641058,alga polar bear see loss habitat caus global warm affect arctic ecosystem +-1,797956,al gore croni continu get richer global warm hoax +1,2279,basic doesnt want public hear climat chang +1,969628,ye let believ mani scientist global warm instead let believ joke +-1,39087,happen throughout ice age climat chang geek mistak global w +1,923025,climat chang spread drought famin across west africa african forc onto road fire +-1,394981,climat chang excus govt control drive 71 caddi get 9 mpg tesla wors good left +1,150977,and back nah folk believ climat chang nut +1,111142,climat denal climat panick republican simpli shit scare amp dare deal w climat chang htt +2,502793,epa remov climat chang inform websit +-1,359615,entir global warm mantra farc enlist patriot central await +1,298995,watch right here travel world tackl climat chang httãââ +1,421987,ye pleas dolisten branson suppo ga pa logic solut climat chang listen idea +1,679895,make mistak climat chang greatest secur threat 21st centuri that top militari say +1,634947,dude still publish paper global warm flood new york +1,319265,sharehold instruct exxon recognis fight climat chang affect bu +1,513115,go bed think flag burn bigger issu refut scientif evid climat chang neãââ +1,388689,guy believ global warm epa admin pruitt sure sweat lot interview +2,529309,britain gave 274 million controversi climat chang organis without know money goe +1,878721,epa extrem impoant one pa cuail climat chang disturb you get involv o +1,97228,major citi round world turn light last night draw attent global warm thank lago for +1,426257,enjoy camp trip chang help lyme diseas invad america via +1,805502,australia hottest ever winter thank climat chang +0,386776,move sta call climat chang climat fuckeri me retweet +-1,532585,manmad global warm still myth even though call climat chang enlist gt +1,917519,father jame main climat chang moral issu via +1,678292,is new head epa scott pruitt climat chang denier way mani peopl take blue +1,824661,warm planet drive human +1,510872,stp global climat chang put effo toward sell sizzel ev pv key home solar +0,928084,what remot univers star born climat chang answer might found +1,890743,climat chang real debat learn respond chang denial +1,362738,took iss space climat chang real could probabl use view +1,963412,say biher climat chang denier man whose entir campaign base inspir hatr the other +2,399087,donald trump pick climat chang sceptic scott pruitt lead epa +1,475016,address climat chang therel conflict limit resourc must listen scientist fossiãââ +2,946355,trump energi depament tell staff use phrase climat chang +1,116126,face realiti climat chang arguabl biggest threat face today +1,867727,rememb kid global warm fake accord presid +1,674438,trump environ chief push effo question climat chang scienc +2,173193,brace bitterli cold winter climat chang shift polar voex +2,983029,forest mural alreadi wash away design send chill messag climat chang +1,972030,rh scienc team research climat chang like affect grow grow +1,298725,illeg log contribut deforest extend global warm caus loss biodivers +1,297447,transpar critic step toward address risk associ chang pleas join globa +1,273743,weather channel shut breitba ye climat chang real +0,810360,4 big question yearãââ climat chang confer marrakesh +1,591489,dog save us lunaci scienc ignoramu climat chang denier goodby +1,951715,bulli alway get way witch hunt devot scientist climat chang worker +1,991922,win war climat chang win war transform energi system put million wor +2,397285,reuter rare move china critic trump plan exit climat chang pact +1,981707,trump take lesson wile e trust scienc trump say nobodi realli know climat chang real +2,461613,human verg caus eah fastest climat chang 50m year dana nuccitelli +-1,546490,climat chang myth +1,933137,malcolm preston tell luckili chose take action climat chang http +1,387807,front eye effect climat chang now +1,860718,women dispropoion affect climat chang around globe leader tri fix +1,962293,countri 2nd highest greenhous ga emiss planet elect climat chang denier presid ââ +2,851842,princ charl coauthor labybird climat chang book +2,687224,peopl prepar fight govern climat chang +1,350927,climat denier blame global warm natur nasa data beg differ +1,153041,join combat climat chang take action +0,347801,im glad ask email mention cabl news sinc fri 2322 climat chang mention cabl sinc frãââ +0,967444,climat chang infrastructur tax wage come deal peopl live human be +1,379584,the concept global warm creat chines order make us manufactur noncompetitiãââ +0,38839,lmfao dumb af think climat chang caus fire hurrican clearli god wrath us make pineappl pizza +-1,234776,graph co2 temperatur last 600 million year correlationco2 control global warm cli +1,59150,trump team tri purg feder employe whove work women issu climat chang gender equali +-1,277946,nice tri term climat chang denier pure propaganda sta call proaboioni +-1,455172,weve coal forev long climat chang done +1,795472,mumbai esp face greater cyclon risk climat chang evacu amp resili plan urgent need +1,199460,peasant indigen peopl call attent 2 climat chang amp food 4 decad +1,697332,risk neg impact climat chang employ find out +-1,873508,left refusefear debat scienc global coolingglob warmingnow climat chang confid peoãââ +1,55448,american journalist larg convinc climat chang seriou polit issu polli +1,271418,myron ebel org taken million exxonmobil big oil deni climat chang trump want epaãââ +-1,427186,video accord liber must accept dogma global warm +2,254439,may public consult compost done mayor climat chang work group chair coun jenni gerbasi +1,866402,wonder understand global warm amp environment scienc doofu cant understand ma +1,830042,new presid america go trial rape 13 year old girl believ climat chang +1,381308,america accept weather predict groundhog deni climat chang evid scientist lol +1,604185,believ climat chang believ fact +0,214680,say im speech global warm +1,155121,4 irrefut truth chang +1,961657,2017 adapt calendar featur women lead effo build resili climat chang +1,699501,global warm hiatu never actual happen popular scienc via +-1,342700,california legislatur pass phoni climat chang tax pay illeg deadbeat +2,901440,abandon pretens take global warm serious hamilton exit climat chang author blast pm +1,434264,silver bullet climat chang major risk +1,85278,trump one know russia hack us one know climat chang real one know fact matter http +-1,100965,hey hook due boredom climat chang found culprit +1,217527,awar understand climat chang first step make differ must global effo +1,123750,reject scienc climat chang technolog trade cultur human right women rightsembrac rural nihil winãââ +1,698172,no challeng pose greater threat futur gener climat chang presid obama +1,211140,photograph document unparallel beautyand effect climat changein america nation park +1,685822,golden gate park join badland defi donald trump tweet climat chang via +0,122182,theori guy care climat chang better give head +1,521266,realli care polit view are believ global warm santa clau +2,940738,feder highway administr chang mention climat chang resili in +0,26747,trump realli think global warm real man ãåëœâ +1,147646,florida dumb ass vote trump yall gone underwat republican believ climat chang +2,432370,donald trump stand fight climat chang angela merkel pope franci steppi +0,176573,surpris folk carolina outlaw climat chang +1,853233,parent id anyth children scientist here stave climat chang children stay oãââ +1,892020,trumpãââ elect mark end seriou hope limit climat chang 2 degre via ãââ +1,720051,s tonight put focu realiti climat chang amp need action httãââ +1,680896,whatev do question global warm real bill nye said so +0,415612,due global warm hot temp construct job up wait boss believ job repo +1,687365,hello 911 again know told spider harmless say climat chang real +1,457788,talk kid climat chang collect tip scientist activist more +1,643372,next ten year critic achiev climat chang goal 2017 via rworldnew +1,469737,look like global warm ad rise sea level last year +1,924119,id say climat chang want sound like conspiraci theorist none believ scienc +-1,74199,gasp head epa say agre carbon dioxid main driver climat chang +2,64261,china warn trump abandon climat chang deal +1,969782,go discuss climat chang still hoax perpetr chines +0,642054,guten morgen taz gtkann global warm un rettenlt bitt aikel zum merkel und freundin ivank w20 +1,513476,love robin wood anim disappear address problem climat chang ice melt +-1,179246,climat chang hoax +2,626489,polticsnewz g20 left alon world climat chang +1,605207,read paner blog bank climat chang campaign +1,925190,nation park perfect place talk climat chang here +2,17656,robot shellfish tell us climat chang impact marin speci +1,424378,fuck everyon still say global warm real +1,23126,well magic donni climat chang anywher bet that sugar photoshop +0,85035,dean gon na breath peopl blame global warm +1,671968,call rapid global climat shift otherwis known climat chang real +1,879343,75 energi wast cost us billion amp contribut climat chang six key solut +1,39698,presidentelect believ climat chang million peopl go say mr tãââ +1,831994,pleas use right word pruitt express skeptic climat chang denial skeptic +1,972043,got ta go mike ye someth like global warm complex solv becau +2,80042,rare move china critic trump plan exit climat chang pact +2,653855,donald trump could put climat chang cours danger zone +1,925611,snow be bleach anemon crack ice climat chang look likeãââ +0,632272,well flood world tear caus worldwid flood global warm melt glacier tbh +1,885334,make sick damn global warm +2,712101,million minut world bing as danger climat chang +1,804707,climat chang still hoax thank denier +1,503748,desper need accur way quantifi cost of climat chang inequ addriven web +1,803579,tweet fact climat chang consid act defianc amp resist thank u amp +0,8063,im give speech global warm tomorrow im nervou wish luck +0,246888,cou disast note yesterday bluestatelevel action climat chang onlyãââ +0,185058,iceberg melt global warm wonder shut club penguin +1,558666,futur cabinet acknowledg climat chang real +2,261978,epa remov climat chang page websit +1,887511,ship made voyag would happen without global warm +1,577972,america becom countri world leader doesnãâât think global warm realãââ +2,375639,promin russian scientist we fear deep temperatur drop catastroph global warm +0,569549,global warm real club penguin shut +1,809525,trump name scott pruitt oklahoma ag su epa climat chang head epa +0,508433,me need snow smh fuck climat chang snow me +2,784182,un climat chief bite tongu trump defund threat climat home climat chang news via +2,247968,ivanka trump meet al gore climat chang +1,822037,citi look way adapt climat chang build liveabl urban space +2,671963,presid trump delay whether endors climat chang deal g7 summit +2,342636,emerg campaign launch convinc trump climat chang real +1,353884,call global innov appli 7m fund stop climat chang http +1,536473,guy work tryna talk global warm real cold wa gon na go break +1,958025,wrp plan fight climat chang +-1,453263,hypocrisi never far alarmist want debat climat chang minist complain abou +1,247154,presidentelect believ climat chang million peopl go say mr tãââ +1,642782,aircondit creat demand contribut climat chang made us want aircondit more +2,127405,pacif financ minist want broader definit includ chang vulner +2,171571,extrem summer driven humancaus global warm studi +1,692608,land america seem think climat chang inconsequenti +0,722094,climat chang advic lord farag +1,231420,whoever say global warm thing could slap rn +0,732973,iceberg global warm +1,571171,much snow look like cream let tackl climat chang safeguard natur balanc +1,445873,rick perri climat chang denier want abolish doe fit run it vote no +1,747612,fight climat chang isnt wast money it good invest +2,665780,ny ag say tillerson use alia email climat chang +1,98572,parallel univers cia nomine refus answer whether believ climat chang real +1,810531,clever tech save healthdamag climat chang +1,532411,free speech peopl protest trump censorship climat chang +0,716517,iceberg parent melt fight global warm ispeakpython via reddit +2,78092,trump new team mix signal climat chang +-1,878650,cut tax amp cancel billion global warm payment un use money toãââ +0,250167,five reason harvey destruct climat chang relat aicl +1,561802,sock cnn harvard studi exxon misl public climat chang nearli 40 year +1,54599,snow be bleach anemon crack ice climat chang look likeãââ +2,376314,websit map vanuatu climat chang flood risk +1,829462,polar bear poster child impact climat chang wildlif read more +2,906254,cou delay hand trump victori obama climat chang rule +1,328750,left right agre fox news destroy epa chief scott pruitt climat chang +1,62835,read anyth climat chang noth he sure problem +2,152840,nike join group urg donald trump fight global warm +1,631814,soon talk climat chang light late climat chang make storm more +1,948369,health climat chang real amp interlink risk increas doctor duti speak out l +1,886813,media must make climat chang vital issu presid trump guardian +1,679933,perspect work epa climat chang websit remov declar war +1,765946,vital impoant new repo survey engag public climat chang +2,479213,china blame climat chang record sea level via +1,719534,look america offici believ climat chang hoax sorri everybodi els +0,928187,ca cant build bullet train use money state go pay satellit monitor climat chang 22 +1,509505,the eah ice melt fast due global warm +2,159729,prof emanuel weigh climat chang fuel via +0,776422,lone cute like moon fav bout rage amp turn f like global warm 2017 +1,855704,use oscar speech get messag climat chang +2,628375,epa remov climat chang data scientif inform websit via +1,399045,cnn 1400 email mention sinc friday climat chang mention 12 +2,112975,trump execut order climat chang mean world cnn +1,383098,you friend die old age die climat chang +2,943000,epa head suggest co2 primari contributor climat chang +1,680546,look take coal parliament massiv climat chang induc heatwav 2 melt australia +1,176958,think go die husband believ climat chang +0,926840,no job depend fact climat chang ice age even neither true id research someãââ +1,786062,prayer sierra leon may god heal griev nation environment degrad danger climat chang i +2,718277,arctic ice melt could trigger uncontrol climat chang global level +-1,303684,obama fire top scientist advanc climat chang plan barri that would he http +1,13676,photo forc look victim climat chang eye +1,717504,pick interior seci sarah drill babi palin doe oil ga tycoon harold hamm epa climat chang denier myron ebel +2,655258,rex tillerson may use alia commun exxon offici risk climat chang +1,798363,first read climat chang disast would good headlin +2,539209,execut order tuesday trump dramat alter us approach climat chang +-1,977311,we vote consid stop climat chang mad one key promis +1,856360,let see find xenophob racist sexist climat chang denier think poor s +1,891124,republican play polit climat chang behalf big oil got ta fight +1,129845,click stop global warm via +0,62309,plug butt hole worri methan caus global warm mani million fa day +2,721596,recent pattern cloud cover may mask global warm ar technica +1,679318,gon na 60 weekendw pop fuck out also gon na sulk realiz climat chang o +1,183048,conserv will combat climat chang it call climat chang +2,947094,trump revok obama climat chang rule declar end war coal +2,610037,new studi super heat wave 131f come global warm continu uncheck +1,888099,address global warm current 15 diy ship emit nitrogen amp sulphur world car combin +-1,483694,world leader dupe manipul global warm data +0,888565,let see kick global warm notch make alaska bearabl again +1,462102,energi dept climat offic ban use phrase climat chang +1,982749,epa chief want useless climat chang debat televis need drink via maria gallucci +1,77582,horrifi research show correl global warm amp rise diabet case +1,240528,epa chief still think human primari caus climat chang via +1,251362,daca climat chang mani impoant issu debat right now talk repres amp tell w +2,491327,epa remov climat chang page websit hour ahead +1,588281,think go die husband believ climat chang +1,29092,guardian climat chang economi were trap idiot netherworld +1,592675,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,517808,call pai climat chang ratifi it without delay peter thomson +0,790088,1n thread come doubl argu 100 human contribut global warm indefens +0,53256,steve bannon new climat chang +0,630724,look bibl bring someth even impoant climat changeit bring he +2,828451,depress anxieti ptsd mental impact climat chang +0,514038,want climat chang debat +1,299256,seven speci sea tule overfish climat chang habitat destruct amp pollutiãââ +1,156626,want stop climat chang see univers +1,425530,pictur surviv climat chang bangladesh +-1,158436,america spend trillion year hundr year slow global warm 1 degre +2,583074,joshua tree surviv global warm scientist differ thought +1,834451,still think global warm exist ãåââ +2,418951,india amp china common mission climat chang chang world econom order maintain peac asia say zhu chenghu +1,398929,presidentelect believ climat chang million peopl go say mr tãââ +1,886450,global warm real white genocid real femin cool capit problem immigr chill peac +1,816234,watch leo dicaprio climat chang doc onlin free world end +2,225177,epa chief scott pruitt say carbon dioxid primari contributor global warm +0,847834,ya nude nice view climat chang +2,497889,china tell trump climat chang chines hoax washington post +1,956666,inconveni sequel truth power trailer climat chang new villain video trump dumb ass +1,265559,exxon climat chang data late 70 sta campaign emphas unceainti +2,626564,scientist say humancaus climat chang rerout river +2,461662,1st repo trump admin noaa say record global warmth 2016 fuel longterm global warm s +1,534718,florida half state go disappear ten year due global warm theyr go guy say chãââ +1,858301,well done vote green help elect presid believ climat chang love coal want toãââ +1,770567,believ need femin liter stupid donald trump climat chang denier +1,337482,peril key po 4 trade face increas risk disrupt due chang +2,670678,polar voex shift due climat chang extend winter studi find +0,177763,good morn im glow pussi poppin im contribut lead caus climat chang love be +2,886554,us climat chang campaign die snorkel great barrier +1,370239,think go die husband believ climat chang +1,290380,trump say nobodi realli know climat chang real it is via +-1,363521,global warm thing +2,219760,indigen right key preserv forest climat chang studi find +2,129091,california gov jerri brown make dire plea lawmak scrambl get suppo climat chang deal +1,915496,troubl tourist come amp see climat chang bleach great barrier reef show tini power bill +1,277987,pruitt realli skeptic climat chang is blatantli lie push fossil fuel agenda oi +1,388174,628 month sinc world cool month thank global warm +1,6064,talk peopl believ climat chang think care nuclear war +1,392185,us reloc entir town climat chang begin +0,53404,climat chang +-1,409527,day global warm proven fake wrong +0,54128,there coverag climat chang miss it wait year oh that right got ta watch first +-1,386205,fact 2 gender global warm made up pay gap real women equal right gun save live amp tax +2,532594,donald trump actual littl control green energi climat chang +1,119642,come climat chang denial media reso stenographi +1,243744,environ peopl healthliv deni climat chang kill children http +0,686159,ryan zink interior secretari nomine tell democrat climat chang real climat +1,719731,think go die husband believ climat chang +1,350713,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +2,294706,despit trump canada budget stay cours climat chang via +0,447684,address climat chang +1,966512,republican pay polit organ western world deni climat chang guy +1,340030,chang threaten itali fame amalfi coast http +1,636283,conveni alli al gore host cancel chang summit http +1,460935,futur planet stake hillari clinton combat climat chang donald trump think iãââ +0,10841,6 pack look like global warm visibl +1,7900,tftc bloombergtv wonder intens storm link climat chang oneword answer ye +1,816074,10 destin may vanish due climat chang full stori +1,452459,ok climat chang denier head epa aw what shade lip stain dude +1,201398,engag public tackl climat chang scistaer blog scistaer blog via +1,528991,amazon chop enough stop global warm cours need stop capit enough save +0,303551,manneqiun challeng suppos awar global warm right way well freez caus aãââ +2,177735,climat scientist react trump presid battl climat chang lost causeãââ +1,106789,coupl differ way come problem climat changey focu elimin the +2,801344,rfk jr issu warn trump climat chang polici +1,232905,impoant work deni climat chang denigr race amp religion misogynist asshol amp bein +-1,774723,joke believ man made climat chang anoth lie fraud johnson think +1,847652,human encroach climat chang decim woodland habitat baird tapir +2,785854,thousand protest across us demand action climat chang mark presid trump 100th day +1,348138,mj cut due signal loss thunderstorm move thru central il temp 6am 62 degre u say global warm +1,841659,imagin will world media cover climat chang way cover hillari clinton emailsãââ +2,13680,trump nasa may turn blind eye climat chang +1,351728,pure jealou ppl believ climat chang must lead chill lifestyl x +1,633307,well think conclud global warm myth made chines +-1,759713,concept global warm creat chines order make us manufactur noncompetit +-1,462383,what laughabl peopl ignor scientist least question climat chang narr +-1,453507,4 attack one night includ especi horrif attack make mistak climat chang +1,54182,eat beef caus global warm satiat blood lust what regress outdat marri ch +1,315218,read guardian climat chang economi were trap idiot netherworld greg jericho +0,38436,abc nbc cb fox devot 23 less time coverag climat chang 2016 2015 abc a +0,430390,professor dont want climat chang research seen public tri block request see kind research +0,286450,basic global warm +1,766362,aaaand elimin refer global warm wisconsin +2,731250,leonardo dicaprio join crowd 200000 dc yesterday protest action climat chang +1,843605,regardless believ climat chang not want live cleaner im scientist i +-1,781718,understand climat chang natur necessarili caus human snow miami atlant froze +1,458786,look america offici believ climat chang hoax sorri everybodi els +1,801560,ah climat chang mitig alway happen around margin regardless big one want think +1,478362,watch donald trump head epa transit claim global warm noth worri about htãââ +1,284675,trump realli want face 21 kid climat chang via +1,799256,god gave us brainpow understand climat chang enough natur resourc take care it god wai +-1,118678,hey obama global warm real come cold outsid +1,392654,hillari pretti aw amp dodg bullet lose climat chang denier +2,119709,greenland doubt scientist wit climat chang troubl toll +1,581210,rememb fact activ deni climat chang sign pari agreement c +2,54855,scorch phoenix may posit deal climat chang +1,48933,climat march 2017 21 photo show climat chang fring issu +1,32478,nowher eah safe climat chang surviv challeng grow +1,623673,look sweden wish would mr trump climat chang polici inspir +1,146336,love human larg respons recent climat chang basic inform websit +1,598491,women dispropoion impact climat chang women lead climat fight women deserv +1,384961,senior dup figur believ eah creat 6000 year ago and climat chang myth +1,836816,think go die husband believ climat chang +1,650977,everyon let us beat climat chang togeth simpl way sign petit via +1,285920,believ equal need comprehens immigr reform prochoic global warm real ââ +1,612203,he dismantl obama climat chang protect allow big busi free reign +1,545248,that problemthi reluctancytoward knowledgereluct toward accept fact climat chang +1,190040,franc recruit scientist around world combat american climat chang denial +0,538857,rememb pari hilton end global warm +1,372883,2017 fight anim abus ignor climat chang deforest world hunger diseas antibiot +0,774289,doubt cupich die prison hell cave anyth except perhap global warm +1,83986,worri worsen frequent storm due climat chang right +1,11628,call arm climat chang arm mean flipper first dog moon +2,513757,repo energi depament climat offic ban phrase climat chang +2,991850,donald trump actual littl control green energi climat chang +1,36991,climat chang alter ecosystem mediterranean read research httpãââ +1,159925,think go die husband believ climat chang +1,702479,must product way talk climat chang +1,691590,pakistan one six countri go affect climat chang yet build coal fire power plant +1,828578,thank give chang +1,34561,believ equal need comprehens immigr reform prochoic global warm real ââ +2,881223,vicki cobb cheeseburg forest evid global warm climat changeãââ +1,278179,dig around trump epa pick he skeptic climat chang +1,687240,futur planet stake hillari clinton combat climat chang donald trump think iãââ +0,755599,look bright side compar come thermonuclear inferno global warm seem quit pleasant +0,810563,j cole need drop song climat chang +1,249604,limit global warm 15c thing next ten year read more +1,310550,know go good 4 year trump head environ believ climat chang +0,87301,dont get lot new tatsunari pictur angel sing sinner forgiven global warm solv +-1,195476,ice cap melt global warm caus flood timethat say +2,751625,ivanka stand climat chang via +-1,690534,concept global warm creat chines order make us manufactur noncompetit +2,443242,vow cancel billion climat chang fund un add im environmentalist +1,463257,one easiest way help combat climat chang daili life stop eat beef here whyãââ +0,121094,thread journalist reach break point cover climat chang +1,980943,no countri howev resourc power immun impact climat chang ban kimoon ââ +1,603125,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,701399,epa chief tongueti ask climat chang denial +1,835324,point got ta stop call classic ohio weather sta call climat chang +1,141283,actual scientist say aboutth climat chang hallucin morn +0,642177,chong say believ climat chang get boo carbon tax trost say believ get cheer ââ +0,832619,yall today sweat much sweat drop titti like breastfeed global warm yo +-1,103040,paid protest global warm protest +2,427859,congress obama admin fire top scientist advanc climat chang plan +0,129404,mom say thing vaccinesif us k like link peopl climat chang denial th +1,520021,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +0,784686,blame global warm 3 2 +0,406411,get climat chang social issu di world doesnt deserv dat heat +2,873748,nasa defiantli commun climat chang scienc despit trump doubt via +1,99725,the absolut critic period tackl climat chang right now markwatts40 +1,198855,watch right here travel world tackl climat chang httãââ +1,546144,scienc amp research can not disappear danger treason militari say climat changethreat +2,356739,chicago mayor rahm emanuel reviv epa delet climat chang page citi websit +-1,87033,im back think global warm myth +1,222541,white hous respons question press climat chang mad +0,88876,peopl feel need blame taylor swift everyth happen world cancer taylor swift climat chang taylor sw +2,295724,donald trump children signatori 2009 letter urg climat chang legisl +1,223982,donald trump tweet climat chang skeptic 115 time here it +-1,275720,liber global warm asshol lawmak regul shit unnecessarili +1,613324,futur planet stake hillari clinton combat climat chang donald trump think iãââ +2,931783,ashevil filmmak debut documentari climat chang via +0,971058,yo mcm believ climat chang +1,947592,see women adapt drought flood amp impact climat chang http +1,318846,love swedish deputi pm take dig donald trump public photo pass climat chang law http +1,18131,thoroughli enjoy yard still realli worri global warm +2,377187,wisconsin state agenc delet talk humancaus climat chang websit +1,320012,peopl know face profound threat climat chang thank plan doin +0,902847,texan care climat chang right truth watch episod find out +2,224925,europ extrem june heat clearli link climat chang research show +1,271248,southeast voter back trumpbut unless tackl climat chang may suffer +2,818291,devast global warm inevit due inact intern commun say lead economist +-1,710907,bet believ left man made global warm theori +1,907921,here climat chang could flood citi and state world warm +1,413371,ignor climat chang impact economi health attack social cost carbon wont chang fact +1,53275,nyt hire dude believ climat chang +1,577489,the concept global warm creat chines order make us manufactur noncompetitiãââ +-1,272393,listen ladi chang global warm eah warm +1,63075,one thing governor branstad quickli learn climat chang toptier prioriti china +2,866675,australia rank among worst develop countri climat chang action +1,940503,but one believ climat chang still +1,37155,swedish govern took oppoun mock trump pictur sign law climat chang +1,308267,go bed think flag burn bigger issu refut scientif evid climat chang neãââ +2,807953,climat chang fresh doubt global warm paus +2,588863,get it hot debat pari agreement climat chang yahoo news ya +1,655816,vote vote vote vote candid believ climat chang hoax danger person toãââ +1,48585,also develop world first ever handout climat changemushahid hussainsay +-1,105306,ye 300000 paper flaw climat chang scam websit research +1,998045,yeah believ climat chang much believ rich pay tax +1,901727,trump call global warm chines hoax clinton email +2,81923,recordbreak climat chang push world uncha territori +1,572037,make one planet trump climat chang blow eah that want know +2,274690,scientist stun warm arctic gone overdr thank manmad climat chang +0,332179,thank open amp honest feel climat chang need peopl like you +2,308538,epa administr scott pruitt say doubt carbon dioxid emiss contribut climat chang +0,459475,hope ash soro campaign money waft atmospher contribut climat chang +1,137094,around wh quickest way get can even mention climat chang close 2nd posit opinion obama +0,42230,special offer get awardwin climat chang book 094 amazon kindl +1,368781,wow thank read repo child marriag climat chang here +2,645042,gop congressman believ climat chang say god take care it +1,451284,mean even believ fkn global warm novemb go 90 degre today let ignor it +1,608373,think go die husband believ climat chang +1,467966,news block climat chang denier hate speech breitba look headlin ur ad p +1,660188,donald trump view climat chang make danger us +0,682942,thank global warm give us nice weather novemb +2,275151,scientist warn off cha arctic melt may trigger polar tip point uncontrol climat chang +0,41127,christi clark climat chang respons bc wildfir neglig via +1,70785,trump world leader deni climat chang via +1,880807,greenland doubt scientist wit climat chang troubl toll +1,202091,twitter help climat chang denier retweet supremacist 75 time win founder think in +1,532814,trump withdraw us pari treatyeffo stop climat chang add anoth reason crime human +0,924941,climat chang physicist entrepreneur malm describ geoenginee lauderdal effect +1,615057,entir reason believ global warm oil compani spent much lie it +1,73776,watch right here travel world tackl climat chang httãââ +1,159783,sorri miss yesterday march ill march 29th let turn heat global warm on +0,31171,must damn climat chang +1,761802,think go die husband believ climat chang +1,566986,impoant histor context today hous scienc committe hear climat chang +1,954914,subscrib discov chang bad habit face climat chang +2,699956,theresa may admit climat chang agenda meet trump g20 +0,248495,leo dicaprio serious concern climat chang except cann film festiv on he concern boat pussi +-1,259600,obama year social medicin open border dislik militari amp religion climat chang ht +1,392593,encourag everyon replac word deni understand peopl deni climat chang understand cc +-1,445059,fell answer assumpt co2 caus global warm unproven +0,757978,accord posit climat chang ââ +1,524745,let stop deni climat chang real caus problem me read aicl more +1,612630,ny attorney gener uncov email alia use rex tillerson discuss climat chang exxon +0,396978,obvious wrong call climat chang denier +1,993678,get real trump isnãâât scrap climat chang law help work man via +1,261952,trump call global warm chines hoax clinton email +2,227853,epa remov climat chang inform websit friday +1,694562,vichit2017vichit2017for femal leader around world climat chang women right inextr vichit2017 thank +1,939055,trump begin tear obama year progress tackl climat chang +1,145470,scari unimpeach evid climat chang alreadi here +0,452043,global warm littl like cancer sometim cure wors diseas +1,458817,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,793628,michael gove pledg he tri drop climat chang nation curriculum no bel +1,447778,conserv climat chang +0,314484,hey girl climat chang im go ignor fuck me +-1,693956,world leader dupe manipul global warm data say year +2,43832,arctic ice melt could trigger uncontrol climat chang global level +2,289356,g7 leader blame us failur reach climat chang agreement unusu frank statement +2,241759,latest john kerri say fail fight climat chang would moral failur betray +1,610307,necessarili alway preserv life anim agricultur one major contributor climat chang +2,123265,trump tap climat chang skeptic scott pruitt head epa via +1,281625,lmfaooooo yeah global warm real still season +1,9097,think go die husband believ climat chang +2,656771,need view context warm planet say +0,7181,trump win elect amp catalyst climat chang wash cush job accountablenopens +0,599977,hypocrit obama goe climat chang speech itali stay 20knight villa take privat jet 14 car +1,424710,9 almost everyth polit goe back violenc women even climat chang +0,739212,protip look window see invent internet time global warm +1,441060,conserv logic climat chang +0,48221,ea amp climat chang 6th balanceunbal confer call paperswork +2,165713,nearli 60000 suicid india link global warm +1,624650,yet deni climat chang pull us pari accord +1,398899,think go die husband believ climat chang +1,216663,health climat chang polici respons protect public health +1,501124,3 sign world fight back climat chang amp call radic collabor +1,553790,winter sta 24 600 get hotter max 36 100pmin wintehat global warm right +1,531872,175 nation agre reduc climat changeampadmin want pull agreement pruitt call pari accord exit http +2,6457,china russia pledg jointli push implement climat chang tuesday +1,826301,peopl say global warm real im like the ice skate get pretti thin water gettin warm so +2,622113,trump sign sweep rollback obamaera climat chang rule +2,683369,major alaskan believ climat chang happen accord yale repo check interact map +1,858915,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,418736,vote vote vote vote candid believ climat chang hoax danger person toãââ +2,224346,california target cow ga belch manur pa global warm fight +0,149547,global warm photoshop +2,997743,limit global warm 15c +0,710338,polar bear climat chang +1,293220,10 place visit disappear due climat chang +-1,110106,engin climat blame global warm +0,878790,global warm ãåëœâ +0,419961,feel interest venn diagram believ climat chang dont believ s +1,811447,mani alarm sign global warm news st kilda unusu shock +1,721326,suppo guardian fearless repo climat chang environ +-1,230568,liber say man made disast islamist terror result climat chang global warmingco +1,474353,btw massiv global danger orang one cliqu unleash biggest one climat chang grave danger +-1,36486,scammer mann claim scientif commun conclud climat chang settl scienc +1,50329,case wonder no 4 year usl inact climat chang go well planet iãââ +2,283101,newli discov peatland amazonia africa must protect prevent climat chang +1,903577,china call donald trump climat chang know itãââ bad +2,166836,bill gate investor woh 170 billion new fund fight climat chang via energi innov +1,114480,mr trump might want think sta believ climat chang consid reso underwat a +2,389832,trump pick climat chang skeptic head epa transit team +2,374347,ann coulter say shed blame hurrican lesbian mayor climat chang +2,530634,interview vladimir rakhmanin role sustain food system face climat chang +1,47666,oh hey yeah guy someth trump deni climat chang harder saudi deni pa 911 +2,237440,endang west coast oyster could thrive climat chang +0,86084,excel shade toopoint histori work gop climat chang sound almost liãââ +1,218877,ok go exxon mobil order hand climat chang research +1,102743,minor elect footnot elect trump would also doom planet catastroph global warmingãââ +1,372872,pruitt question impact co2 climat chang were forc debat whether scienc basi +1,256454,sinc think global warm hoax liter trump america look like +2,665761,trump latest propos elimin spend clean energi climat chang +1,486391,yall still sit think climat chang aint real like nation secur issu +1,659975,it scari visionwhich okay climat chang scari +1,103338,believ man made climat changeh put big oil man charg still need +1,275741,ope trump climat chang denial bad news main lobster fisheri +-1,777500,trump pull plug global warm scam environmentalist globalist go nut th +1,104581,donald trump mayor island sink due climat chang dont worri it +2,569544,earliest humanmad climat chang took place 11500 year ago via +1,533973,yet peopl still say climat chang real +1,516761,aw cmon put big 7oh board better way scare climat chang denier +1,81773,peopl world deni climat chang gop instead remov govt they +1,376171,citi face day day impact climat chang need suppo say about +-1,641174,washington post lie nonstop like thi as trump halt fed action climat chang citi amp state push on +1,258169,weather extrem new climat chang chang word chang fact +1,813620,friendli remind climat chang real can not ignor +1,548335,america accept weather predict groundhog yet refus believ climat chang scientist +1,860521,congratul escal real threat global warm might care some +1,659767,meat product lead caus climat chang water wast deforest concern ourãââ +-1,107008,fact suppo climat chang alarm fact would enough +1,335243,u believ co2 caus global warm ur climat scientist scientif fact remain true whether +2,538450,arctic ice melt could trigger uncontrol climat chang global level +2,697751,tougher carbon reduct target help combat climat chang announc tesco learn more +1,675062,peopl sincer believ climat chang hoax +2,972865,uk emiss fallen 38 sinc 1990 closur climat home climat chang news +2,185041,cocoa highli suscept climat chang +0,42745,scifi author explain solv global warm read blog ãå¾â +0,104951,de effecten van global warm worden door veel mensen enorm onderschat en je kunt erop wachten dat te laat zijn strak gtgt +1,494783,trump administr ask epa remov climat chang websit censorship fascism make mista +1,315283,scott pruitt climat chang denier bedfellow pollut lobbyist reject nomin epa administr +2,915745,new head epa say believ carbon dioxid primari contributor global warm +1,637434,presidentelect believ climat chang million peopl go say mr tãââ +1,880005,america vote presid think climat chang hoax +1,543291,said climat chang myth tri lie say never said +0,297877,quit twat magnet ever tweet climat chang nobber realli mind para +1,895691,trump pick epa critic climat chang denier head epa repo +2,733436,trump could land fatal blow fight climat chang +1,363582,messag world leader meet g7 need action climat chang now +-1,571993,that sung fake scientist fake climat chang repo acid rain +0,440839,expect us care global warm penguin penguin crime +1,917209,trump deni climat chang +1,216686,impoant read relationship climat chang amp diseas spoiler higher temperatur increas risk +1,989469,compani investor need awar risk climat chang make decis +0,215958,ye view find way fix climat chang msnbc figur defeat isi without fire shot +1,935150,univers health care dead climat chang destroy world roe v wade oveurn 11 million immãââ +-1,761828,kooksclim chang hoax good rais tax go control weather +1,199579,best solut elimin climat chang in +0,869048,iceberg global warm +2,294042,major republican hous senat climat chang denier +1,665160,protect restor forest 30 solut climat chang +2,313756,state dept rewrot climat chang page +1,346895,want get polit consid trump action re climat chang render planeãââ +1,80967,know climat chang could affect eah alreadi ha +0,215829,mayb statement doe climat chang affect global economi actual make wors is +1,766765,think go die husband believ climat chang +2,576998,welcom pleistocen park russian scientist want fight climat chang woolli mammoth +2,41185,trump epa propos cut fund climat chang pollut program +-1,634409,one best lectur ever see fake climat chang debunk extremelyãââ +2,297667,conflict drought climat chang diseas cholera combin nightmar un chief +1,217753,repo trilliontonn iceberg snap antarctica ice shelf presid trump think climat chang hoax +1,912409,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +0,62011,ivanka want speak climat chang vagu undefin way that stenographi journal +1,107192,alway post shit climat chang someth it peac +-1,823504,littl 2 month 3 terror attack elit say real threat climat chang igno +0,330134,expect us care global warm penguin penguin crime +1,166531,white hous doubt climat chang here pentagon +2,159378,scott pruitt offic delug angri caller question scienc global warm washington post http +2,97454,johanna lindahl present rift valley fever emphasis role emerg diseas climat chang +0,640060,flood caus nasti women climat chang +1,437266,one wade polit affair desper hope trump cut fund clean energyclim chang initi +0,694012,equat global warm +1,325291,ft main wolf us presidenti campaign unfold without focu climat chang astound +2,874765,theresa may accus donald trump mole europ uk tri water eu climat chang polici http +-1,580170,most scientist agre man made climat chang real fact scienc base upon consensu +1,911512,hunzai share gb practic collect action climat chang +0,410425,scientist field museum often ask climat chang here quick faq +1,743819,eat sushi bu show peopl im broke care global warm +1,739739,ethic along global warm women health poor seem nt prioriti trump +1,841235,cant peopl get thick ignor skull climat chang real seriou problem +2,19816,trump state climat chang hoax plan roll back number environment +1,654437,worst defens climat chang skeptic ever ye transit team +1,24267,apa casual racism homophobia climat chang denial amp religi zealotri common wi +0,102137,hint republican democrat voter differ view climat chang foll +1,719988,scientist viualli unanim climat chang real caus human activ mr pruitt refus recog +2,268779,trump take aim obama effo curb climat chang +1,52149,whi arent politician climat chang mayb theyr old +1,962841,lot thing agre call goos believ climat chang aãââ +1,687501,brilliant visual know human influenc climat changeit still debat share far amp wide http +1,218522,look america offici believ climat chang hoax sorri everybodi els +1,264561,lead world fight climat chang +1,295216,women make vital contribut climat chang respons policymak draw upon +0,790788,son know happen climat chang tweet earlier either +0,607332,trump say cancel billion dollar un global warm by way one know happen thatãââ +1,205155,he hot he cold donald trump believ global warm posit everyãââ +0,939204,thing design save us climat chang got mess climat chang guess that it then +2,881424,trump propos budget plan call 100 million cut fund climat chang programm +2,220464,us geolog survey hail earli spring tie climat chang +1,533794,know haarp real know weather get wors global warm fact +2,771895,new studi suggest global warm hiatu 1998 amp 2013 due eah ocean absorb extra heat +1,927940,believ climat chang high 80 middl novemb +2,373190,beyond believ denier american climat chang complic alaska public radio network +2,545033,scientist publish entir studi refut scott pruitt climat chang washington post +1,986373,stake enorm high liter term climat chang futur planet stake +1,542733,help suppo peatland restor flow countri tackl climat chang vote us +1,419651,pruitt deni sum empir scienc urgenc act climat chang +-1,519089,fake global warm finest +2,396566,rare move china critic trump plan exit climat chang pact +0,74691,drink way outta global warm +1,483015,weather channel deliv clapback respons breitba use video deni climat chang +-1,428203,problem evid global warm ho +1,144418,white hous site remov climat chang lgbt page remov websit remov real +1,927633,live miami believ climat chang there someth wrong you cough cough +1,263118,hand fight global warm plant tree dont wast water dont use burn plasticspl dont delet messag without forwarding2 +-1,360369,obama cost us 13 20 increas electr next 20 yearsdu global warm +-1,633915,chicago democrat shot nearli 1000 chicago democrat alreadi year blame climat chang +1,692388,climat council link nsw bushfir climat chang worri say chines hoax httpsãââ +0,137817,actual like welcom global warm +1,64218,breathtakingli wrong epa chief scott pruitt doubt consensu view climat chang +1,364597,nytim leak climat chang repo wouldv undoubtedli tri cover up +1,590197,lot empti seat big excit dc 200000 peopl took street climat chang +1,257454,bear doom refus reveal livestock industri climat chang culprit amp present vegan solut +0,16325,clori leachman ed asner amp take time remind old peopl give crap climat chang +0,43292,could practic speech 100x actual give im like ummm ahhh climat chang good +0,962006,record broken health improv x100 global warm end salt rise idea +1,796892,get yo ass netflix watch bill nye yell bout climat chang educ reliv nostalg elementari school memori scienc bitch +1,629987,build wall obv imp american climat chang ãåââžãåëœâxx +1,609405,end povey clean river climat chang +1,551647,ad least global emiss vulner climat chang here help +0,45663,mother fuck rain too like ok washington im it vote climat chang switch weather la 2 puhoor 2 move +1,677111,presidentelect believ climat chang million peopl go say mr tãââ +1,397971,china tell china would continu struggl curb climat chang http +1,947944,watch right here travel world tackl climat chang httãââ +1,575833,carbon emiss research intern ccc creat uniqu effect tool mitig climat chang while +1,94054,epa administr scott pruitt said co2 emit human activ key caus climat chang pant afir +1,393798,think co2 drive climat chang need anoth copi global warm dummi +1,870364,epa head scott pruitt must act climat chang strong ope +0,555254,would best character view humancaus climat chang honest question +1,234638,us mayor commit urgent impact action climat chang +0,477155,know mani liber friend see ironi rail climat chang skeptic deni scienc wdeadli consequ +0,232383,brief china act climat chang provid full transcript s +1,276795,chimprepo agric issu includ climat chang lanf degrad unfavor market condit high co +2,100446,inhabitat judg order exxonmobil disclos 40 year climat chang research +1,203336,column tell gullibl reader climat chang real obama muslim agent jew control dem go +0,213127,wan na get 2 kno u tell thing like doth music listen tohow feel ab climat changeampif like drug pl +1,723891,enough scienc believ climat chang caus problem ocean +0,168403,guy argu sociopath tendenc babi boomer blame climat chang +2,676377,mitig chang guardian nigeria +1,978907,white peopl slaveri global warm mass incarcer elect trump +1,678051,stop tpp stupid warsforoil person top 2 thing need done apprehend climat chang +1,611144,watch swear anoth politician media sourc laugh global warm might drown rise water +0,309279,creat american job put coal industri back busi climat chang appar fake news +1,542339,unifi in deregul wall st deni climat chang toler lgbt discrimin abolish minimum wageãââ +1,439943,world get warmer everi year thank climat chang exactli heat go http +1,491253,yet chines came global warm own +1,1129,florida vote man believ climat chang liter wash away sea level riãââ +1,179568,honour deposit pakistan instrument access pari agreement climat chang un today httpsãââ +-1,887546,caus popul everywher climat chang gov irrespons dump oil spill etc +0,859644,inilah dampak mengerikan global warm +1,879414,worri global warm were go build new eah bigger eah best eah ever ââ +1,624679,cynic dishonest denial climat chang end time leadership +1,498351,energi secretari rick perri wrongli downplay human role climat chang via +0,516360,global warm advoc scare want action go action china russia india us squeaki +1,491310,weather channel destroy breitba bs climat chang stori via +-1,473306,global warm scam began week 1988 watch video see happen +1,836263,smog dangerousreason pollutionw need act act nowclim chang biggest threat world httãââ +1,907914,absolut disgust big problem climat chang yet nobodi seem give fuck +1,675540,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +-1,93930,world global warm alarmist nation ignor greenland record icecap +0,373826,gavin best guess 110 climat scientist believ global warm +1,637726,trump wall irish reso sign believ climat chang +1,259781,fuck hell nation health care respons global warm send man mar cant even run function +-1,747499,news post global warmist brace snow dump climat chang narr +2,353401,trump outspoken doubt climat chang stir republican environment by +2,41828,china warn trump abandon climat chang deal via +1,492388,secstat hillari appoint first special envoy climat chang focu us effo address climat ampãââ +2,180501,influenc climat chang +1,494795,intim encount polar bear stop global warm +1,114153,fascin climat chang complet avoid everi debat ãåââ polit system corrupt iãââ +-1,626872,peopl predict pa manhattan would underwat 2008 due climat chang concern fakeãââ +1,342387,look climat chang denier vy job trump administr +0,381958,ok guy april longer use global warm joke post warm outsid +1,430054,watch coffe lover climat chang come favorit drink +0,484935,cold back then global warm make hot way jokbal +2,949930,googl game throne star teamup highlight terror chang edi +-1,172184,greeni think cow flatul contribut global warm fake +2,381040,econom phd student jisung park explor climat chang affect human product econom health +0,830367,stream flood new film climat chang amp fisher steven free +1,665039,the concept global warm creat chines order make us manufactur noncompetitiãââ +2,307047,novemb 8 small town might someth citi done climat chang +0,85204,alien alreadi here planet littl cold respons global warm +1,185740,want stop climat chang see univers +2,347427,soil manag could make break climat chang respons effo via +2,444353,australia left behind global momentum climat chang +0,390209,alway walk room get mad state fact yall shouldv seen hu face global warm class +1,994362,presidentelect believ climat chang million peopl go say mr tãââ +1,945760,rex tillerson sidestep s question whether human activ contribut climat chang +2,601441,charismat polar bear becam poster anim climat chang happen next via +2,55250,us roll back progress made climat chang polici +0,456234,side effect modi chang view climat chang palturam +2,281850,republican remain town hall noshow climat chang claim spotlight virginia +1,252073,think go die husband believ climat chang +1,595738,gop suspend committe rule advanc vote climat chang denier scott pruitt confirm epa administrato +1,127566,88 farmer want politician advoc stronger climat chang action +0,31858,park hyungsik contribut global warm +1,630319,eah begin 2017 nearrecord warm temperatur climat chang fake news right +-1,699509,pa scienc that truli settl climat chang turn peopl lunat +1,268164,scienc trump climat chang denial go destroy humankind within centuri ppl yea shout let seeãââ +-1,438630,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +2,70358,scott pruitt mention climat chang first speech epa director +1,736492,mayb ppl sta take climat chang serious realli sta affect lifestyl +1,532867,futur planet stake hillari clinton combat climat chang donald trump think iãââ +2,842983,china coal use drop show commit climat chang exp +-1,389905,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +-1,379434,peopl predict pa manhattan would underwat 2008 due climat chang concern fakeãââ +-1,152471,climat chang next big hoax +2,998597,rare move critic trump plan exit climat chang pact via +1,342449,believ equal need comprehens immigr reform prochoic global warm real ââ +2,255150,world food suppli risk climat chang threaten intern trade exp warn htt +1,88062,furious googl blind trust secretari state defens prolifer climat chang conflict +1,917968,great meet talk effect convers mp climat chang +1,43214,rollback environment regul ignor threat climat chang pose infrastructur +1,952601,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,286073,presid think global warm fake vp believ convers therapi lmaooooooo +0,413065,tell pl hahahah im write page global warm +1,845585,me enjoy life brain broke nuclear war could sta soon global warm get wors +1,327878,8 top speci threaten climat chang ye list +2,985231,climat chang exp fear donald trump presid +1,595473,flood liter masterpiec eye open recommend anyon question climat chang +1,655098,republican held fake inquiri climat chang attack credibl scientist room +2,345556,carbon dioxid primari contributor global warm epa chief say +1,796450,know there someth serious wrong china lectur us climat chang oblig +1,859882,270 minut debat time zero question climat chang educ polici isi email nafta +1,994431,climat chang wide accept 9 global warm effect may still surpris you +1,480107,help citi fight climat chang daili action polit engag amp commun activ right http +0,687781,come ann know global warm simpli result babi boomer go hot flash time +2,464796,decemb 9th 2016 justin trudeau reach histor deal climat chang +1,714873,sessionsstev bannon think greatest threat america immigrationnot isishostil nationclim changeit fuckin brown peopl +-1,950331,new repo antarctica horribl news global warm alarmist +2,770226,turn back climat chang pact say ban kimoon +1,952627,photo kerstin langenberg show polar bear affect climat chang +1,651480,proof climat chang actual happen human caus it read full stori +1,213888,usda made ez say weather extrem climat chang build soil organ matter sequest carbon ht +1,329364,make cup tea understand global warm +1,450755,least theyr final agre climat chang yayprogress +1,607745,die ice age bring em back global warm +0,906631,new wolverin call logan king kong kong peopl still confid well come solut global warm +1,558392,nation damn world citi fight chang +2,303504,sander tear epa head say co2 primari contributor climat chang +1,260748,tell voter u accomplish tonight climat chang colleg tuition suprem cou noth +1,967688,thing heat sen kain grill rex tillerson climat chang do lack knowledg +1,230445,presidenti candid think global warm climat chang hoax deserv place white hoãââ +2,601736,lawmak strip climat chang refer new idaho k12 scienc standard +2,266162,elsss 175 conserv fragment landscap climat chang jenni hodgson liverpool peel1201pm +2,455784,epa repo refut scott pruitt claim carbon dioxid caus climat chang +-1,849450,cbc give climat chang song break climat dynam solar grand minimum approachingnot globalwarmi +1,988275,speech marrakech inspir climat chang +1,891477,know global warm bad thing like weather +0,355890,retweet altern noaa pruitt realli skeptic climat chang is is +1,980789,think go die husband believ climat chang +1,231990,categori 4 gulf temp remain normal power deni climat chang the +1,664835,recent tweet badland nation park regard climat chang delet brave soul tweet t +-1,646876,wish al gore would sit down shut stop gore us phoni climat chang claim +-1,232105,whole problem left get is question global warm were question much +2,33255,sander pathet epa chief think co2 primari contributor climat chang +1,172913,take action climat chang read it +1,18013,politician promis noth abt gun violenc climat chang amp incom inequ sworn somethin +2,756040,presidentelect donald trump say nobodi realli know climat chang real +1,251049,idiot guest bbc say trump claim climat chang hoax exagger deal go +1,947731,everi state tweet basic prove global warm realli seriou problem +1,853819,derang man attack climat chang fund budget ax editori +2,441947,russian presid vladimir putin say climat chang manmad good economi +1,222037,mani way climat chang impact peopl health chri +1,468261,hope global chang action unstopp despit trump +1,22905,neonazi climat chang pa +-1,822745,think know climat chang bogu +0,716787,here thing though now climat chang polit fight alway interpret data pa +1,344603,half dozen crise centuri climat chang resourc crunch age autom inequ centrism sol +2,489452,obama talk social media climat chang final address advic if your tire argu strang +1,772704,help chang market mobilis busi act climat chang ãââ +2,52468,gov jerri brown warn trump california back climat chang +2,57653,centrica donat us climat changedeni thinktank buy +0,893750,directli involv initi focus chang model +2,595591,costa rica seek deeper uae tie amid risk climat chang donald trump via +1,249141,hillari decid bare mention impend climat chang apocalyps campaign amp instead spite frack good amp +-1,864284,never deni climat chang point 25 mile ice atop us amp evid hav +1,160033,watch right here travel world tackl climat chang httãââ +1,113950,far he wipe climat chang equal lgbt right white hous sign antiaboion order pray world tbh +1,271832,polici climat chang complex feasibl polit must focuss nation interest vain hope +0,900220,man u fan still calm down mourinho yet get nerv wait till sta blame global warm +2,664351,presid trump propos epa cut go far beyond climat chang +-1,859146,lol tough guy john kerri scold trump climat chang wonder hard trump laugh via ãââ +1,3553,climat chang denier lead trump epa transit team along oil compani lobbyist +1,305189,climat chang could disrupt food system reli +1,319226,trump order begin unravel america best defens climat chang +1,859776,trump move weaken america nation secur gut nasa abil assess climat chang normal http +0,842338,call climat chang denier climat chang truther we +1,545850,first time spoke crowd idea use blockchain revers climat chang wont th +1,795872,independ scienc lose uninform opinion climat chang yet again +2,948588,canada strategi climat chang work american state +1,882174,nut epa chief scott pruitt claim carbon caus climat chang senat ds check on +-1,507371,climat chang democrat worri polit one +0,669006,80 year old anni proulx latest book barkskin novel climat chang landscap one +0,125627,अगर इस तरह global warm रह त 2050 तक तपमन औसतन 4डगर बढ जयग rajivdixit तमआहरशकहर +0,855009,perchè qualcuno aveva mai avuto dubbi proposito la bestia ha fame climat chang e derivati sono solo le nuov +1,347985,vegan vs climat chang +-1,165855,climat chang hoax +1,437700,hey want talk climat chang fucker human ruin planet me +1,995335,noaa 24 30 extrem weather event 2015 climat chang fingerprint miami sunni day flood +1,556097,pleas share idea bring ground water level reduc global warm +1,384240,im confid clean energi futur india fulli commit climat chang goal +0,248202,iron great barrier reef exist due last global warm event rais sealevel cli +1,644026,everyon must watch great documentari produc amp team show effect climat chang eyeopen +1,183021,13 devast photo show friend believ climat chang +-1,597160,watch elect loss b global warm that +0,882002,bruce springsteen refer climat chang pa hillari clintonãââ big electionev ralli iãââm goingãââ +2,280603,curiou disappear climat chang brexit berlin andrew simm +1,976753,futur vp believ evolut climat chang +2,730288,one man stop progress arnold schwarzenegg climat chang +2,277319,forest key mitig climat chang tim radford +1,255878,climat chang hint quit lot great piec via htt +2,550654,trump climat chang execut order mean futur clean energi +1,761090,weather say 75 degre mean global warm +2,794366,trump realli want face 21 kid climat chang +-1,976248,pleas stfu global warm real +1,898788,last year 190 countri sign promis help worst hit climat chang promisesãââ +1,760873,surpris there compar altern massiv social disrupt due climat chang alreadi visibl syria +2,573603,grow alga bloom arabian sea tie climat chang +1,716634,address climat chang therel conflict limit resourc must listen scientist fossiãââ +-1,41485,thing matter dem leader babykil pp criminalprotect sanctuari citi manmad climat chang wha +1,721689,yet sure climat chang a week allow learn enough do +1,829120,19b propey risk climat chang effect govern repo effect climat chang +1,841128,least he put racist charg nsa climat chang skeptic environ creatiãââ +1,196096,donald trump tri say get way destroy eahdisregard climat chang +2,295371,michael bloomberg mark carney make profit defeat climat chang opinion guardian +2,318473,trump shift stanc climat chang +2,30218,trump presid mean global fight climat chang +1,295557,need discuss global warm first addresss drought top lgbtq commun +1,754608,casual specul steve bannon know climat chang caus chao that soa want +1,46806,ah old classic it cold outsid global warm isnt real +0,289439,damn one democrat ask price global warm smh +1,195957,scientist around world fake climat chang bc hate way life sound right russia w +1,669941,thank handl climat chang denier beauti peopl make sick sellout +1,148684,leo take climat chang skeptic ãâåyou might well believ gravityãâï +2,441274,david bellami bbc froze believ global warm +1,669755,we need find answer secur climat chang problem +1,279877,die war environment impact deni climat chang could alway die embarrassmen +1,832412,today trump order end feder action climat chang ensur infam place histori s +2,777580,pari agreement disappear depament energi climat chang page +2,603357,energi depament disclos name employe work climat chang trump team +1,118177,civic engag vodeo climat chang ãââ +1,869489,ggglobal warm still hoax nervou sweat must bbbbe liber media frantic pace +0,730726,5pm n discu climat chang amp teror +2,802672,sea around rise fishermen deni climat chang cnn +1,258258,someon doesnt believ climat chang man hardli gotten snow year me +0,118578,weather use climat snow winter climat chang +1,486928,america becom countri world leader doesnãâât think global warm realãââ +-1,681862,yet hail hero climat chang mental head lawto kill bald eagl b +0,478885,ask inspir told em global warm +1,638215,climat chang frontlin disappear fish villag bangladesh +1,207515,prolifer new product address climat chang capit religion adher worship money +0,171104,expect us care global warm penguin penguin crime +1,590948,let look bright side mayb climat chang kill human global fascist govern sta tãââ +1,941928,know climat chang happeningand human caus +1,961652,tax break ultra wealthi climat chang denial protect us rise sea +1,93815,call citizen vote ãâåpeopl believ climat changeãâï call itãââ +1,224862,act local look suggest stimul local climat chang solut reco best web platfo +1,984398,mani cut explicitli target climat chang research fattrim attack the +0,778592,global warm real club penguin shut +2,413991,climat nato lawmak warn global warm trigger food shoag +-1,178833,global warm crowd would credibl stop make fals predict weather +0,774022,robot bedrohen humancaus climat chang denial us plastic wast south pacif receiv +1,953164,44 bee coloni die last year due pesticid amp climat chang bee die die but die first the +1,242576,world right now warn abandon climat deal think beij invent climat changeãââ +1,854794,month ago say china invent global warm menac hypocrit +2,115680,republican congressman say god take care of climat chang +1,858612,im even readi watch flood bc gon na make hella emot amp angri peopl care global warm +2,771795,clue revers climat chang oman mountain record +1,995715,solut make sure global warm get wors idk +1,968,wonder dumb vote someon said global warm hoax creat chines +1,122967,sometim sta cri confus peopl deni climat chang +1,918138,last day see s climat chang doc free power stuff +2,419103,blackrock inc promis put new pressur compani regard chang board financi post http +2,851764,us diplomat china quit over trump climat chang polici +2,393489,robe f kennedi jr say presid trump climat chang polici turn america petrol state +2,690123,in epa chief scott pruitt disagre co2 primari contributor global warm repo +1,243700,debat tackl climat chang scienc settl +1,489087,think fact climat chang simpl confus anger stupid +1,595915,rudolph chum might also bit fight climat chang +1,835972,televis debat qs hack clinton campaign email climat chang +1,64563,9 thing know donald trump climat chang denierinchief +1,9515,phoenix face reckon climat chang great stori +2,803120,climat chang affect forest ecolog relat aicl +2,908263,link climat chang diabet +0,261107,complex world climat chang govern new actor new arrang +2,819684,world busi repo crid3t1ir7 food rural affair committe say climat chang could bring heavier rain fall +0,488066,jualan climat chang ga laku di jakaa ga ada yg peduli makanya ga ada yang jualan menyedihkan tp kenyataan httpãââ +0,416734,man got global warm freezer fuck food up cba life +-1,925682,fool bought climat chang hoax see solar panel wind turbin send y +1,896486,leo dicaprio new film befor flood sweep look climat chang mnn mother natur network +2,384750,america big busi take challeng climat chang +2,184728,former us presid obama speak climat chang food suppli seed chip summit itali +1,583279,jame main sj explain climat chang moral religi issu +1,456497,pleas suppo climat chang polici make huge differ world watch human countãââ +1,602037,thx join film fest open today speak truth abt climat chang +2,171439,al gore climat chang film inconveni truth get sequel +0,447603,10 ngolo kant heat map everi game play acceler global warm 10 year coverag +1,885577,face realiti climat chang arguabl biggest threat face today +1,675306,rosa luxembourg said social barbar day trump global warm feel real af +2,501170,appl googl microsoft amazon continu fight climat chang despit trump order +1,624440,climat chang religi issu god creation holi climat chang hu poor most htt +2,896619,februari unusu heat chang link scientist find +0,863360,heard savag show theyr say global warm caus reindeer get smaller +1,264731,last night 8 yr old gave us full present hurrican global warm +1,11242,interest poll data follow learn climat chang affect health +0,396402,first bipaisan press confer climat chang plan sinc 2006 sacramento +2,129328,pre obama say he confid us continu fight climat chang +-1,355752,peopl concern terror climat changethatd great +-1,414641,helmerdc we consign myth manmad global warm dustbin histori +1,648134,warm global warm thing +2,585873,global warm redistrict arnold back capitol weekli capitol weekli +1,484903,global warm real hell al gore told us leo dicaprio keep tryna tell us 82 degre halloween sumn aint rãââ +2,383148,climat chang could make extrem rain even wors +2,607196,interior depament agenc remov climat chang languag news releas via +2,630539,teen su us climat chang ask exxon wayn tracker email +0,841129,robot bedrohen humancaus climat chang denial münchhausen +1,579483,warm climat chang belov nation park +1,803403,nyt hire racist climat chang denier +0,429158,global warm aesthet +1,792227,almost 90 degre outsid halloween yall still deni legitimaci global warm ãåââ +2,41300,australia great barrier reef expedit explor climat changeresist coral +1,219369,bigot homophob climat chang denier dup stuf help govern unit kingd +0,907220,climat chang someth happen someth activ done us rich rule class +1,508017,climat chang comment ignor lie one other longer question +2,159273,eah hour strengthen uae role tackl climat chang minist http +-1,55944,best ever rebutt climat chang +2,103249,oil pledg help tackl climat chang dismiss drop ocean +1,979440,toomey oppos aboion gay marriag probusi anticonsum antiwork antipoor deni climat chang vote ãââ +1,405189,talk w archaeologist today underwat heritag risk climat chang new area research +2,186884,berni sander what astound presidentelect believ climat chang realãââ +0,269793,spin includ climat chang also +1,344862,practic air both side creat complet fals equival eg climat chang repo 22 +1,125818,carbon tax noth combat climat chang tar sand stay ground +1,595937,apathet attitud toward climat chang destroy futur planet +-1,233634,answer everi question ever useless human caus climat chang conspiraci http +1,900748,trump absolut ignor global affair trade repercuss climat chang deniaãââ +1,874349,think go die husband believ climat chang +2,484912,kinder morgan canada presid ian anderson say he read climat chang scienc remain unsur human causeãââ +1,203361,need find solut global warm one wear sho thanksgiv +1,632424,husband believ climat chang just cycl reaction awe disbelief contempt alt right thrive +2,720954,trump pick climat chang skeptic head epa transit team +1,371687,illeg cuz increas global warm go sue +-1,90618,take look els climat chang protest copenhagen promot +1,593814,presidentelect believ climat chang million peopl go say mr tãââ +1,710444,climat chang we cant go back make eah better headedi think t +1,625337,2016 show climat chang hereand stop +1,553002,think mother natur tryin make hint trump global warm real +-1,733706,ive hear global warm idioci 40 year noth chang point scam en +1,533949,scott pruitt climat chang denier receiv 340000 fossil fuel industri combat climat chang d +2,897900,popul pa noh america may climat chang surpris +2,872901,world leader say trump lone holdout global effo fight climat chang +2,683919,antarcticaãââ southern ocean may longer help delay global warm +1,811713,think go die husband believ climat chang +1,255110,keep return thought danger gov polici irrevers one climat chang urban spatial plan +1,608214,suppo murder murder fraud global warm keep pollut +-1,805541,manmad climat chang real manipul data prove it +1,541240,person vegan base scientif find climat chang amp environment degrada +-1,191628,ever happen 1800 id bet did climat chang +1,964006,get cheat massiv trumpian bia american worri human induc climat chang amp want co2 reduct http +1,741063,thank you floridian need speak even sea level rise amp global warm m +2,975898,coalit 17 state challeng presid trump effo roll back climat chang regul +1,767317,fwiw probabl lost battl climat chang tonight +1,533824,let look bright side mayb climat chang kill human global fascist govern sta tãââ +1,271154,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,112432,climat chang make hurrican wors via +0,579886,new quinnipiac poll 76 concern climat chang 65 say it caus human 56 say discourag coal 62 say k +1,501800,next leader one power countri world believ global warm exist welcom theãââ +2,235510,polar voex shift due climat chang extend winter studi find +2,842312,nation geograph ask photograph show impact climat chang here shot +1,702273,whole global warm thing realli unfoun +0,76201,kim jong il alway rememb fondli leadership contribut climat chang +0,387371,guy actual care climat chang mad donald trump believ real +-1,926245,exp said hillari would win claim climat chang real lol go away moron know noth losãââ +0,541359,realli shill say noth climat chang +1,568347,china kindli explain trump didnãâât invent climat chang hoax via +1,229052,one easiest way help combat climat chang daili life stop eat beef here whyãââ +1,606671,especi consid know solv world energi problem also aid solv climat chang problem +1,764166,harvey turn point fight climat chang +0,907987,stori come green say climat chang term use nut argu facebook climat cool +1,514521,si climat chang +0,893831,40 us popul see global warm problem sinc christ return decad +2,334427,usda begun censor use term climat chang email reveal +0,668387,ye wall succumb global warm +0,161092,talk climat chang make japan pay hyper loop asia love ya japan ill get boner +1,135384,one lesser known sideeffect climat chang slow steadi rise crimin activ +2,474081,epa chief carbon dioxid primari contributor climat chang +1,342022,grow clean economi creat good job canada plan fight climat chang +2,364254,mccain jab pruitt climat chang +2,8553,ãâëœthereãââ plan bãââ climat chang scientist fear consequ trump victori +1,106372,tomorrow novemb 4 2016 lasallian eah day let take action climat chang suppo campu greãââ +0,51779,climat chang +2,616646,greenland rapid chang world largest island affect us all convers +1,186103,worri bout eah global warm lowkey bussin +0,395391,interest perspect climat chang amp actual caus trump antiimmigrationterror agenda to +1,406801,think go die husband believ climat chang +1,5109,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +2,635376,trump face g7 squeez climat chang trade sicili summit +0,23008,trump vow cancel us contribut un climat chang program spend clean water clean air amãââ +1,291565,hope horribl amp deadli effect nonexist climat chang happen dc dumbass carrot presid +1,146793,washington failur tackl climat chang stop citi busi citizen lead way +1,745696,nomin climat chang denier lead epa 4 thing need to +1,569370,also eah woefulli unprepar unsurpris total predict human induc climat chang +2,62652,co2 level atmospher hit new high epa head deni role climat chang +2,966399,pari agreement climat chang washington react us pullout via +1,35274,watch right here travel world tackl climat chang httãââ +2,906519,john kerri say hell continu global warm effo day presid obama leav officeãââ +1,982595,bad rememb world know ceas exist becasu climat chang denier +2,882705,plastic bottl menac rival climat chang +1,409108,aist visualis climat chang could new york breathtak +1,57477,relief climat chang realli exist via +2,321347,govern outlin climat chang risk face uk new repo +1,648487,across take action tackl press issu caus chang +1,644096,centerright pai agre w the left climat chang even franc nation front gop outlier +1,673747,neoliber con us fight climat chang individu http +1,788541,genuin fear fate planet presid congress domin pay deni climat chang +1,239930,urg theresa may challeng trump contempt tackl chang +1,745412,show peopl lead caus climat chang see fraction that due anim agricu +1,413459,climat chang aka global warm pretti high bro +0,936497,genuin interest group follow me global warm real +2,275239,reuter trump roll back use climat chang polici review sourc +0,320994,kentut dari hewanhewan purba adalah penyebab utama global warm di zaman dinosauru bbcnew +2,411895,india hit back trump war word climat chang +1,315050,indigen local knowledg role play observ amp respond climat chang ãââ +1,755572,trump govern like true climat chang denier way approach crueler here wrote whi +2,431514,china donald trump no didnãâât invent climat chang +2,437946,stephen hawk messag trump ignor climat chang +2,75418,scientist scrambl protect chang +1,3478,we need act lower carbon emiss improv energi effici amp tackl climat chang head on +1,857728,global news right reason verifi wwf pakistan plant 1 billion tree fight global warm +1,544431,watch right here travel world tackl climat chang httãââ +0,445821,box approv take global warm relat info gov page +1,597449,realli presid believ global warm mani peopl believ global warm wtf +1,331758,oh wasteland creat deni climat chang spend imaginari money +2,744703,germani merkel vow convinc climat chang doubter +2,651018,email obtain guardian show usda begun censor use term climat chang +0,92722,major caus global warm 9gagtweet +0,966254,expect us care global warm penguin penguin crime +2,309377,last top stori could trump unravel pari climat chang deal +1,459490,staff march suppo 320 waterkeep organ amp affili tackl climat chang +2,86,90 think right track 15 veri concern climat chang +1,384830,presidentelect believ climat chang million peopl go say mr tãââ +2,613613,qampa extrem weather event blame climat chang +0,623300,polar bear global warm +2,245730,scaramucci call climat chang denial disheaen took job trump +0,585862,let tell view point global warm consid show delhi recentlydo read spread thread u like it +2,50863,ecowa say address climat chang issu end farmersherdsmen clash +1,668999,god he go build wall promot war crime ignor realiti climat chang worri irishman +1,250178,address climat chang therel conflict limit resourc must listen scientist fossiãââ +0,928102,im wear jean jacket winter global warm brazi +1,197936,know im stoke on fact peopl elect presid openli regard global warm hoax tha +1,162631,understand someon say think climat chang real think eah flat too amp skyãââ +1,851539,epa boss say carbon dioxid primari caus climat chang contradict scientif evid +1,630990,anim ag main caus global warm harm bird creatur pl dont post bacon recip +2,731006,evid global warm overwhelm ãâ✠kerri ãâ✠radio newã zealand +-1,269112,let guess subsidi entitl program prop third world dictat oh yea climat chang hoax +1,135509,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +2,649451,trust global warm scientist ask david rose daili mail onlin +1,522807,global risk economi extrem weather water shoag natur disast amp failur prepar climat chang ht +2,906290,doe head say carbon dioxid primari caus climat chang +2,747908,twitter resist explod feder climat chang gag order +2,514473,wisconsin state agenc delet talk humancaus climat chang websit +1,584858,5 stori read weekend news editor pick believ n climat chang sad 4 us +2,664343,trump chief scott deni human activ link climat chang +0,60562,guy watch climat chang stuff news last time celebr pull pari got leak +1,219164,learn danger climat chang s new netflix show +1,757018,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,262715,he self proclaim racist misogynist climat chang denier homophob amp fascist woman +0,548508,expect us care global warm penguin penguin crime +1,980254,recordbreak climat chang push world uncha territori +1,868161,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +2,834772,market alreadi price climat chang busi cant afford wait act sam mostyn +1,594425,epa head scott pruitt deni carbon dioxid caus global warm absolut scientif fals http +1,785253,climat chang caus thi there enough evid suppo jesu make return say more +1,961888,7 thing taught us chang +1,75397,guess what militari think climat chang threat +1,77083,scientist enough climat chang denial bullst +1,302295,2016 warmest record defens busi amp recreat accept climat chang +2,395544,captain robe scott log book antarctica expedit rais doubt global warm daili mail +1,849330,serious episod 2000 debat climat chang 16 year later stiãââ +1,478651,end world hunger elimin povey slow rate climat chang put end patriarchi system racism +1,94740,11 way see climat chang threaten arctic +-1,275970,tire told dont believ climat chang redund term everyon know occur real denier o +0,358701,clear last 50year global tropic storm amp hurrican count possibl climat chang signal h +1,125289,believ climat chang middl novemb still wear sho day climat chang hoax obv +2,62516,polici shift trump undo obama climat chang agenda +1,720136,i dont believ climat chang say ocean lap rocki mountain it myth say ski +1,218672,common sens least case china warn trump abandon climat chang deal +1,383562,alway wheel climat chang denier liar nigel lawson impli scienc debat not +1,834208,call senat tell block trump cabinet hate climat chang denial amp wall street greed +-1,666011,climat chang ye know when +1,128706,give signatur help combat impact climat chang arctic +2,589834,global warm time china trump we make global warm up ââ +-1,10961,head global climat chang cult al gore say god told fight global warm +0,28437,wish climat chang chapo trap hous +1,185242,love get one claim drought imaginari cough climat chang denier everi singl +1,417834,forget applic tackl climat chang naturenet scienc fellow due nov 30 +1,601728,even iota evid climat chang mass extinct human activ aris woh open +1,171008,anoth silent spring bird struggl cope climat chang +1,391625,im grate time took tell impoant stori climat chang thanãââ +1,228365,were sound alarm ultim danger climat chang danger health everi american +0,52039,linkag made climat chang +2,492437,mediterranean becom dese unless global warm limit 15ãâc studi warn ãâ✠inhabitat +2,570336,scott pruitt move stock epa likemind conserv mani skeptic climat chang +2,334036,2016 super warm arctic winter extrem unlik without climat chang scientist say +1,453933,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +2,488643,obama administr releas thursday updat compendium accept scienc global warm http +1,704666,say climat chang skeptic +1,41327,climat chang scott pruitt contradict epa websiteideolog reason win +1,572732,stop emit greenhous gase right now would stop climat chang +1,510330,snow be bleach anemon crack ice climat chang look likeãââ +1,27,time pull peac sign crank peac emoji get rid idiot dc fight climat chang s +1,217352,presidentelect believ climat chang million peopl go say mr tãââ +2,789044,largest allfemal expedit brave antarctica fight inequ climat chang london thomson reuter +1,881513,stark news climat chang meet target current polici suffici track decarbonis http +2,358185,inconveni sequel truth power trailer climat chang new villain video +1,590065,new new world china lectur unit state climat chang impoanc cooper betweãââ +2,921581,mark first time modern era global warm data temperatur blown past previou record 3 yea +2,338838,chill effect autocraci cdc cancel confer climat chang health effect will +2,152098,scientist measur rapid growth acid arctic ocean link climat chang +1,396891,trumpãââ elect mark end seriou hope limit climat chang 2 degre +0,179266,rain realli need stop blame global warm +1,814487,trigger talk global warm amp money spent renew were enlighten use coal +1,225904,presid believ climat chang intern disgrac +2,514116,china slam donald trump claim climat chang chines hoax +2,514322,without bolder action children wont time debat exist climat chang presid obama +1,956999,noh america get readi giant hailston thank climat chang +0,131186,thoma schell die read essay climat chang nuclear weapon archiv foreign affair +-1,921577,thought climat chang alarmist said would snow free +2,286118,epa administr carbon dioxid primari contributor global warm right scoop +1,692952,forest move go west young pine us forest shift climat chang from http +1,119177,presidentelect believ climat chang million peopl go say mr tãââ +1,616437,fossil leav suggest global warm harder fight scientist thought h +2,256693,former noaa scientist colleagu manipul climat chang data polit reason via +1,180290,blog resourc share amp climat chang learn amp submit april 24 +1,414172,team w explor climat chang prevent catastroph ãâ âãââ +-1,644717,global warm hoax +1,411122,healthi forest fight climat chang tree absorb carbon atmospher leav root wood +2,586676,gop congressman god take care of climat chang exist via +1,148239,feiliz poop load rain climat chang worsen qualiti drink water +1,730331,citi within 600 mile coastlin prob dig giant cistern underground futur global warm super storm +1,326600,learn state govern challeng trump climat chang denial polici +0,837396,question 1 u like smoke weed 2 hate pay tax 3 think global warm big ol hoãââ +2,728959,colleg vow fight climat chang despit u s leav pact +1,273966,novemb 15th 80 degre denver singl snowflak yet trump say global warm real cool +1,236783,climat chang recogn border +1,362117,anyon doubt climat chang fuck scienc real graviti +0,796444,global warm exist trump said got ta true +1,683225,crazi el paso weather global warm idiot +-1,500587,trump climat changeglob warm huge fraud watch new aicl 2 weeksãââ +1,958298,parent id anyth children scientist here stave climat chang children stay oãââ +0,797449,hey global warm real come polic still cold case uh +0,133990,were richard iii allegori climat chang +2,292445,china tell trump climat chang hoax invent +1,90831,victori california climat chang program one vest right pollut well said +1,471219,florida half state go disappear ten year due global warm theyr go guy say chãââ +1,480438,see trump suppoer post eah day pic like u vote climat chang denier u vote defund th +1,602608,thousand march today mani white hous leadership deni climat chang exist he +1,158199,fight climat chang isnt wast money it good invest +1,973857,depend denial climat chang might kill us all +-1,542957,cheer trump interior secretari want combat climat chang via +1,956167,sure let elect soggi cheeto think climat chang chines hoax could go wrong +2,249388,scientist highlight deadli health risk climat chang cnn +1,309739,googl eah timelaps let see climat chang clearer ever next web +-1,462153,think ol joe much alreadyth left need valium add faux global warm +2,989215,race curb climat chang outpac govern via +1,476481,seen activist help push compani consid climat chang +0,964599,global warm +1,818045,major broadcast network fail address link harvey climat chang +1,942439,scott pruitt climat chang deni fossil fuel advoc accept 300000 donat ag the +1,877758,incom administr hostil scienc denial climat chang realli realli bad http +1,735053,passion public climat chang polici nebraskan appli attend ne youth climat summit 420 +2,460697,arctic ice melt could trigger uncontrol climat chang global level +1,434038,great see mani young peopl paner school engag discuss climat chang today +1,972742,realism oppoun climat chang +1,711960,im fuckin tire personif mother natur degrad women natur fuckin moodi jackass global warm +1,937918,grim repo trump plan destroy progress limit climat chang +-1,744790,anon explain climat chang manmad rather pa natur cycl planet go through http +1,308101,climat chang deni republican congress denialist republican ãåëœâ crãââ +1,6292,watch right here travel world tackl climat chang httãââ +1,52041,deni climat chang pa it 5 way donald trump spell doom environ +-1,519840,global warm hoax +1,799409,option basic a everyth slow climat chang base best scienc b wait till everyon +1,889272,prof michael mann give lectur climat chang great honor +1,87971,say climat chang exist ur fuck headass +1,66263,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,53401,readi climat chang +0,852555,came idea order epa remov data climat chang websit you +1,858289,psa vote rememb candid stanc environ trump think climat chang hoax doesnãââ +1,419305,believ equal need comprehens immigr reform prochoic global warm real ââ +1,948676,consequ climat chang profound effect human next 100 year +1,329908,consid climat chang threat golf cours rest countri mr pr +-1,846332,trump right global warm fake news +1,958807,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +1,844511,ãâåcarbon captur use amp storag impoant element mix solut climat chang industryãâï nichola walter +1,125194,factcheck worldãââ biggest oil firm announc miniscul climat chang fund +1,955378,amount peopl deni climat chang use hashtag outright terrifi me +1,856655,keep mind novemb midwest you know climat chang thing one that chines hoax ãåââž +0,791979,might accident stop climat chang buy give larg corpor tax break manufactur +0,153522,get global warm debat whi cant folk enjoy nice day anymor without think tãââ +1,159024,that true silenc epa deni scienc climat chang +0,110626,know journalist ask thi pleas explain specif climat chang nation secur issu +1,679597,think go die husband believ climat chang +0,611492,cant confirm weather were insid global warm +1,784406,ad least global emiss vulner climat chang here help +1,759139,join amp urg leader fight climat chang add voic amp tell other via social media +1,923140,bro next presid even believ fuck climat chang vp think gay treatabl diseas +2,684671,wapo al gore an extrem interest convers trump climat chang +0,679723,global warm myth club penguin shut +1,713100,senat jame inhof oklahoma ignor climat chang denier buddi equal ignor epa head pruitt oh +2,899293,propos epa budget would cut climat chang program busi insid +1,973896,84 degre atlantain novemberdo still believ global warm happen +1,766312,fight against climat chang initi well realli take cake +2,134502,rex tillerson may use alia commun exxon offici risk climat chang +1,662692,usda begun censor use term climat chang email reveal +1,207542,would think presid would want attack unemploy climat chang pollut homeless poor school +1,36827,teach climat chang coal countri kid respond famili teacher tell differ thing +1,875698,im gon na ignor fact world either end bc climat chang nuclear war focu o +-1,128241,ever notic elitist lib cri climat chang s +1,193530,climat chang amp race intersect hint polici amp decis legisl +2,627550,global warm polici foundat uk home climat chang sceptic hit 60 membership fee slump +1,666963,truth climat chang existenti immedi threat publish tripe moral +1,852076,scott pruitt fals say there tremend disagr climat chang one ignor unless theyr paid +0,763117,lovin global warm weather +1,827474,lol right climat chang fake news +1,260812,need indigen person show suppo time treat nativ right take climat chang serious +2,977171,epa told trump administr take page climat chang repo +1,40930,think go die husband believ climat chang +2,669558,climat chang angel demon battl trump soul +2,264008,exxon trump ditch pari climat chang deal +1,264588,climat chang denial were cede global leadership china +1,313822,im sold alway want live california eahquak global warm threat end pacif ocean ãåââãåââãåââ +2,108383,berni sander call donald trump new epa chief pathet climat chang stanc +1,11598,flood full movi avail ahead elect power call action climat chang +1,213478,need law stop climat chang god allow it need law stop aboion god hate d +2,677067,documentari explor climat chang impact yosemit cb news +1,797268,oklahoma hit 100 dead winter climat chang real +0,185861,tri longslowbreatheout thing combin bigpictureperspect of like cosmo climat chang tini step +1,348014,six irrefut piec evid prove climat chang real +2,873913,pull pin quit climat chang author +2,399671,kuwait inferno world hottest citi surviv climat chang +1,15681,real problem trump climat chang dont focu aint gone world hate eachoth +0,635410,visual represent height increas lee wall addit metr top climat chang also be +1,401705,climat chang research im terrifi +0,578441,power number discuss climat chang eveidencesensit skeptic +1,760102,thank suppo cultur amp help build resili climat chang +1,97658,poor bear brunt climat chang impact alreadi gt +0,199825,engin threat civil would almost ceainli fail address would climat chang +1,296388,snow be bleach anemon crack ice climat chang look likeãââ +2,904649,track effect climat chang public health +2,461356,pruitt backtrack chang politico +2,562082,march set remark new record global warm noaa repo +1,20296,argument climat chang mitig ruin economi confus coal amp ga get massiv subsidi compet +2,352287,un agricultur agenc link food secur chang new guidelin un news +2,10852,audaci plan help threaten climat chang manufactur float island +1,108221,anyon interest climat chang check book the climat casino would say bit optimist still good +1,682581,trump world leader deni climat chang +-1,659566,climat chang mad alarmist want eat insect stop global warm +0,208498,global warm help remedi bit season depress kill us all ill allow +1,13475,yet anoth studi show eat less meat crucial tackl climat chang resolut 2017 yet +1,580446,way see it window open amp close fast refight old battl instead climat chang +2,268989,epa shut program help state adjust climat chang +2,904441,appl googl microsoft amazon continu fight chang despit s order verg +2,379983,new nasa visual show invis driver climat chang +1,481113,enjoy warm weather know climat chang +1,954544,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,341928,presidentelect believ climat chang million peopl go say mr tãââ +1,198973,member repo danger impact climat chang worker industriesãââ +0,605539,corpor demand greatest key sustain futur despit climat chang +1,3764,donald trump promis rip pari agreement climat chang also want kill clean power +1,576650,thank clear explanationclim chang caus human would add solut +-1,813736,liber hypocrisi cite scienc come climat chang deni biolog come concept amp gender +-1,809003,hbo climatescientist preach altar manmad global warm +1,71568,call arm climat chang arm mean flipper first dog moon +1,459135,snow be bleach anemon crack ice climat chang look likeãââ +2,89357,american want aggress action climat chang reutersipso poll via +2,19644,nyt spring arriv earli scientist say climat chang culprit +2,953957,global effo climat chang could scuttl trump presid advoc fear +1,409481,unlik mani republican leader european conserv deni climat chang panership w +1,42867,join combat climat chang take action +1,46257,shame cant find 1 legitim scienc organ refut mancaus climat chang instead obfusc inan +1,874692,eah epa chief doubt climat chang role acceler it +-1,631678,religion global warm taxpaid author suppo it question winter get colder +1,685573,utter word im cold australian summer climat chang real +1,785309,still cant believ american vote pre believ climat chang much stumbl establish +2,438882,amplifi plant turnov respons climat chang forecast late quaternari record +1,532311,donald trump chose climat chang denier run environ agenc +2,140929,green republican confront climat chang denial +1,411265,think go die husband believ climat chang +1,675583,fwiw probabl lost battl climat chang tonight +0,52815,bc devil detail text climat chang agreement +0,89910,hairlin reced climat chang +1,830103,26 imag climat chang +1,70956,50 year hide evid climat chang yeah he one talk to +1,254014,assum carbon remov address climat chang bet high larg untest technolog via +1,453031,climat chang directli relat global terror +2,764682,studi assess financ method climat chang damag +1,21135,watch right here travel world tackl climat chang httãââ +0,713793,ivanka head review us climat chang polici +1,356919,everi insan thing donald trump said global warm +2,936802,synthet grass to replac garden lawn due climat chang +1,391843,denier wrong paus climat chang could acceler +0,603751,neg think destroy brain cell caus global warm sourc +-1,450525,30 year ago said global warm would make eah uninhabit cockroach +2,704857,nicola cage star climat chang disast movi +1,618503,despair option come climat chang it us fight bitter end ht +1,734783,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,69418,could alreadi game over climat chang differ rule next game +1,159205,epa chief deni carbon dioxid main caus global warm and wait what +1,691287,think go die husband believ climat chang +-1,356353,global warm worri global warm caus nuclear weapon hand crazi or +2,770586,kid take fed possibl trump cou climat chang +2,969517,sign sweep direct dramat shrink role climat chang play decis across govt +2,415765,feder judg rule favor 21 young adult su feder govern climat chang +0,61750,skin clear grade improv hair shinier student loan paid off global warm gone +1,506376,use concern global warm caus cheeto presid want gw speed end us all +-1,584364,drive climat chang alarm listen find out climat chang scientist say +-1,3221,anyon explain major climat chang event happen eah histori could blame it +2,575164,rex tillerson use email alia exxon talk climat chang bbcworld +1,432865,got sneak peek al gore climat chang doc impoant film woh time check to +1,184117,scienc clearer owe kid everyth combat climat chang +2,363983,soon trump take offic he go su climat chang +1,570981,here one climat chang stori well record tomorrow what your http +1,971643,scott pruitt new head epa believ co2 primari contributor climat chang honest +-1,573799,peopl predict pa manhattan would underwat 2008 due climat chang concern fakeãââ +1,499111,argu climat chang china spend 100 billion renew energi creat 13 million job +2,417331,lead global warm denier told us want trump via +-1,580798,that great newsth epa corruptampcrimin new world order oper 4 communismampclim chang believ lik +1,130061,integr forest tree landscap address climat changenew paradigm shift polici practic +1,494334,tool mind amp motiv address climat chang now honor address global commun leadiãââ +2,594692,rapid declin arctic sea ice combin climat chang +0,264545,protest mostli student concern global warm +1,706947,climater clean energi prove real solid solut climat chang make econom senseãââ +1,363563,peopl world the world whobdont believ climat chang american republican that +1,297814,exxon trump ditch pari climat chang deal even exxonmobi via http +1,229802,timelin eah temperatur sinc last ice age clear direct funni visual climat chang +1,838866,moment china actual becom world leader fight climat chang bc think god will +2,577357,permafrostfrozen groundi thaw much faster thought acceler climat chang +0,722780,great event come next week climat chang action polit understand +1,805960,arent candid make connect natur disast amp climat chang +1,112673,fresh water contamin sea level rise due global warm +0,442990,sta eko atlant citi time pass bar beach road wonder climat chang thre +1,969097,denier humancaus climat chang even scientist explain sudden spike 4 lee thé +2,103883,g7 final communiqu expect state 6 nation suppo pari climat chang agreement us given time to +1,359128,presidentelect believ climat chang million peopl go say mr tãââ +1,239520,whie hous say feder resourc climat chang wast money tell commun +1,92687,today 140p et discuss solut lead fight climat chang w +1,249997,dup antiaboion antisam sex marriag climat chang denier young peopl cant stay silent t +1,131558,scari trump consid ben carson denier evolut climat chang secretari educ +1,98738,want action address climat chang front agenda +1,207436,one idiot get see everyday still deni global warm +2,449594,malcolm dismiss climat chang polici review critic colleagu pi +1,1293,thank bill mook highlight impact climat chang main aquacultur +2,278129,scott pruitt offic delug angri caller question scienc global warm +-1,42154,global warm realli damag cold weather come in suppoer global warm explain thi +0,64089,refer russia climat chang +0,293173,liber version right climat chang denial +1,173266,femal leader around world climat chang women right inextric woven +1,569834,think go die husband believ climat chang +1,484571,peopl believ climat chang im bibl believ christian im also biologist stupid refut it +2,589428,trump begin tear obama year progress tackl climat chang +1,163785,cant wait washington deni climat chang join april 29 http +1,883241,eah deserv better tv coverag climat chang +1,698297,need glass becaus like climat chang eclips hoax creat china +1,300254,presid trump may destroy america mayb stop destroy world sign climat chang petit htãââ +0,999347,like climat chang reaction +1,333610,thank call attent crisi climat chang also ralli peopl around s +1,176539,tell global warm chines hoax record break year red +2,465195,nasa releas seri climat chang imag trump heat attack epa +-1,450485,least actual came admit wrong climat chang cultist would never done that +-1,35115,un blame climat chang meanwhil ignor +2,97220,unit state trump consult withdraw us pari climat chang deal +1,566833,china warn trump abandon climat chang deal wish whole planet +2,744311,one way prepar climat chang seed +0,559587,think climat chang give anxieti +-1,158914,sit lectur climat chang california liber take look job theyr doingãââ +1,247258,tri leav presid believ climat chang screw +1,307181,trump disgust comment yesterday overshadow oveurn obama strongest climat chang adapt effo +0,924263,need email send question climat chang includ view next roundup post +2,129378,badland nation park delet tweet climat chang +2,279545,ocean store stagger amount heat the memori past climat chang +1,58511,well brother cant vape peac im goin w global warm denier russian puppet conflict interest g +1,704379,good work justin gilli nyt answer page climat chang +2,633178,trump sign execut order revers slew obamaera climat chang regul +1,733878,speak climat changetonight anoth killer episod 109c +1,362222,plant flower say pesticid stop climat chang open eye denier save bee +-1,635831,wake manmad life end climat chang fals scienc fabric big busi decad delphi principl look +0,937837,ye virginia hell frozen global warm scientif happen +2,244831,de blasio sign execut order commit new york citi pari climat chang agreement +2,6202,guardian keep ground presid trump mean climat chang +1,404441,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,911183,fair everi sperm use appli climat chang denier +1,228374,dontbelieveinpoliticiansampscientificdepamentsanymoretheyarecoveringtherealityof chang http +1,922069,im gon na tweet tweet again less cryptic whi impoant climat chang tw +1,757167,still think climat chang real +-1,538971,historian look back global warm scam russian hack scam two stupidest episod human +0,415332,global warm exist club penguin shut +2,40831,blue whale huge ancient climat chang new york post +0,447753,palestin litmu test polit courageseri chose campaign tibetclim chang becoz it +1,501268,mani sign end world near noh korea climat chang bigroom produc make futur bass +1,869147,holi wow rememb kid su obama amp big oil climat chang won read thi +0,499658,spatial resili forest landscap climat chang manag +2,649350,manmad climat chang cite caus lengthen wildfir season +0,88124,pleas retweet today poll believ manmad climat chang call 020 38 29 1234 +1,320062,climat chang flood home hope rememb sold peopl n carolina need you fail +2,659491,watch bill nye blast cnn air pit climat chang skeptic +1,562322,frederick speak impoanc chang young peopl take action httpsãââ +1,314858,fuck global warm also shout cold weather without snow +-1,26314,even al gore mack daddi climat chang doesnt believ crap trump right exit pari climat accord +1,768436,mike penc believ imaginari be exist evid thing like climat chang ampl evid +1,877887,halloween get lot scarier consid bc global warm 80 degre octob amp destroyãââ +-1,372359,top russian scientist ãâëœfear deep temperatur drop ãââ global warmingãââ +2,804016,california sign deal china combat climat chang +-1,794536,screw old dyke phoney rule go river like obammi total made climat chang zero proof +1,645872,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,433704,sorri presidentelect climat chang chines hoax +2,448661,cdc abruptli cancel longplan confer climat chang health +1,79030,elect someon believ climat chang would probabl disastr wait +0,269681,tom friedman ask trump withdraw climat chang accord trump im look close open +1,866353,wonder well get first repo critic scientif commun underestim global warm risk +1,916691,climat chang global crisi alreadi tragic effect especi world poor +1,621517,think go die husband believ climat chang +1,858072,91 degre midnovemb presidentelect want cut 100 billion dollar feder climat chang spend +1,199618,ye sens reach point return climat chang mean stop work it degãââ +1,738781,research join global respons climat chang health crisi project lãââ +1,760332,believ equal need comprehens immigr reform prochoic global warm real ââ +1,841604,india throe fever outbreak urbanis climat chang help spread mosquito +0,400759,select myron ebel climat chang global warm skeptic lead transit teamãââ +1,153827,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,987177,day harveytrump roll back obama standard requir gov account climat chang sealevel +0,792718,true hell weather man got weather wrong msm blame harper climat chang +1,157704,us peep pleas get involv climat chang campaign org otherwis could global reach point retuãââ +2,622904,21 kid age 9 20 su trump administr fail prevent climat chang via +2,688213,white hous offici say trump scale back impoanc climat chang govern decis +0,244637,extra cheesi dahyun smile could liter end global warm stop povey bring world peac http +0,451936,go say climat chang like wait month tell everyth abo +-1,389636,celebr drag hillari bloat bodi finish line lectur us climat chang one l +1,844806,8 disgust side effect climat chang +1,866983,al gore keynot speaker call action climat chang impact summit europ +2,23615,indian farmer fight climat chang use tree weapon +1,474625,letter explor energi altern whether one choos believ global warm caus humanãââãââ +1,917467,realli cold today climat chang might exist ate breakfast sure global hunger either +2,660169,scientist publish entir studi refut scott pruitt climat chang washington post +1,243879,vote candid want someth climat chang enough pick them realiz what go on +1,631337,connect russia epa global warm denial +0,272089,actual lot us believ climat chang think pay entir world +1,35380,parent id anyth children scientist here stave climat chang children stay oãââ +0,631060,50 million year ago eah experienc seri extrem global warm event earli mammal +-1,553931,dear celeb give estat privat jet mayb well listen rant climat chang +2,247559,stephen hawk messag trump ignor climat chang +1,894401,dude climat chang lectur liter think global warm chines hoax imagin dumb +2,608225,new york brace loom threat climat chang +1,650986,wow ãâåyou friend die old age iãââm go die climat changeãâï +2,835266,pari climat chang agreement enter forc +2,994436,michael bloomberg say citi must lead way climat chang via +1,259743,citi front line climat chang citi lead charg sustain futu +-1,732888,sure dr sander proctologistatlarg know everyth climat chang ask opinion bet stink +1,971047,97 scientist believ climat chang manmad caus rise sea level ocean 3 believ fran +1,624424,solar panel bloom southwest land hydropow hint chang +2,331296,exxon must turn decad climat chang research +0,192010,trump think answer climat chang rate current action rate +0,454966,craig oliv explain climat chang tax tax tax impo saudi algeria bitumen invest tech +1,312295,lol ok sta want solut climat chang brought id think would +1,568368,despit popular belief factori farm lead caus global warm amongst thing reason n +1,800367,funni thing climat chang denial 15 year ago wellfund oppon deni said 12 +2,364363,indyusa al gore new climat chang film rais huge question run 2020 +1,377807,think point stop call climat chang denier realiti denier closer truth +1,766258,new presid america go trial rape 13 year old girl believ climat chang +1,120797,think go die husband believ climat chang +1,890042,oh believ climat chang explain spring break middl februari +-1,745207,un offici actual admit global warm scam design chang world econom +1,335261,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,241334,weather channel destroy breitba bs climat chang stori via +2,432331,epa remov climat chang page websit hour ahead +2,579611,claudia kemf energi climat chang economist provid transpar beam +2,16343,epa head scott pruitt may broken integr rule deni global warm +2,89606,epa phone ring hook pruitt remark chang repo hill +0,962833,simpl stat project believ global warm ever seriou threat life lifestyl +1,680478,think go die husband believ climat chang +1,236664,liter 96ãâ la today mid novemb amp futur presid believ global warm +2,853883,jaimeotero global corn crop could major victim climat chang +2,335376,disast alley cyclon debbi show climat chang test australia militari via +1,989667,say climat chang myth invent chines environment accord could torn shred +1,737823,biggest loser tonight human race caus climat chang gone issu trump america huge dealãââ +2,316258,trump name climat chang skeptic oil industri alli lead epa +-1,901823,anthropogen climat chang greatest lie ever perpetu modern human histori +1,433821,5 tip talk climat chang famili holiday season +2,600981,us forc g20 drop mention climat chang joint statement +2,100290,epa remov climat chang page websit hour ahead +2,223509,world fishermen like darwin palau frontlin battl climat chang watch +1,428855,dup antiaboion antilgbt right climat chang denier +0,961317,hope global warm keep 84 sunni southern florida rest live +1,60541,last year issu largest us bond fight global warm theyr +0,448886,what global warm +0,580568,would bare back polar bear stop global warm +1,772380,watch weather channel meteorologist flawlessli take lie climat chang denier via +1,436919,curiou ceain peopl think noah divin flood fact humaninduc climat chang is +1,119781,rather deni presid climat chang +1,594477,secstat hillari appoint first special envoy climat chang focu us effo address climat ampãââ +0,983788,well know feel climat chang +2,183013,recordbreak climat event world shape global warm scientist find +1,209805,interior employe say trump admin silenc scientist climat chang abus power can not go unansw http +1,219958,want actual accur repo climat chang welcom visit +0,733383,climat changelt3 +1,293808,creat awar one biggest pa prevent climat chang +0,431851,beauti day climat chang +2,9227,energi dept reject trump request name climat chang worker remain worri washington post +0,259800,popul growth climat chang explain han rosl +1,769617,trump voter dont believ climat chang believ asthma mercuri poison are +1,19685,someon argu global warm real ya check ya weather app 63 degreesat nighton d +-1,556063,lol mean kid prog like brainwash believ lie ye global warm hoax de +2,168282,washington ap unit state said friday continu attend unit nation climat chang meetin +1,620515,tri think joke trump believ climat chang but trump believ climat chang top that +0,488737,deadlin day like global warm price chamberlain40m lemar100m coutinho160m credit mirabelli sign y +0,40504,interest result peopl view climat chang ye damag countri ill be +1,794817,worri global warm were go build new eah bigger eah best eah ever ââ +1,215666,websit depict area would look map water level risen due global warm +2,385441,epa remov climat chang data websit ahead nationwid protest +1,157941,despit mulvaney say fight climat chang wast money it invest futur +-1,877876,climat chang were stuck cycl global warm +1,361389,think that global warm christma +2,637289,un new climat chief admit she worri presid donald trump confid action curb climat chang unsto +1,30932,think go die husband believ climat chang +0,315390,typic eer dislik british judiciari admir trump amp putin deni climat chang +2,413237,icymi event would suppo discuss effect climat chang human health +2,537653,here climat chang hit us hardest +2,267021,congress obama admin fire top scientist advanc climat chang plan fox news +0,810240,epa remov climat chang info websit +2,73634,climat research expedit halt climat chang 012 +1,325260,a sens despair mental health cost uncheck climat chang +0,699512,leonardo dicaprio climat chang documentari free week +1,34667,lit asf bc go 70 whole week know bc global warm destroy +1,161247,well rememb next prez think climat chang hoax creat chines that sta point +1,28816,thing global warm riiiight nasa noaa data show 2016 warmest year record global +2,862490,world bound fight climat chang pari climat agreement becam law today 96 +2,863213,kenyan turn camel cope climat chang +1,964525,canada must give fight climat chang via +-1,187779,live global cool global warm scare yet weather exactli 60 year ago +-1,924364,climat chang theori flaw withstand tiniest amount scrutini +0,850472,remind superman movi plot gene hackman lex luthor eahquak versu global warm +1,385964,who lost pop vote nom scott pruitt climat chang denier de facto oil lobbyist lead epa badchoic http +0,828574,apa gara2 dunia makin pana krn efek global warm ya jadi pada hau kekuasaan gitu +-1,969066,peopl predict pa manhattan would underwat 2008 due climat chang concern fakeãââ +2,448622,china donald trump no didnãâât invent climat chang +1,961845,gop explain kid fail combat climat chang prepar impact deni basic fa +-1,414758,one told berni 35 degre noh dakota call global warm protest +1,878785,god ur give us anoth world wide flood oh wait ppl r also climat chang denier +1,337456,power statement berlin statu call politician discuss global warm think not dr +1,213993,global warm definit real mid novemb 16 degre see iãââ +0,1659,winter come oh thank god summer heat get ridicul dragon caus global warm +1,200686,unbeliev the trumpputin meet took place time world leader discuss climat chang h +2,212171,come world leader declar climat chang action plan unstopp +2,656244,albea climat chang leadership pave way pipelin approv say justin trudeau +1,137099,breitba resid global warm denier lee stranahan promot russia sputnik propaganda op +0,376667,leki fotu solv global warm +1,890205,propoion human sourc climat chang enorm climat chang rapidli +0,225968,nomine secretari interior amp energi testifi believ manmad climat chang +1,634108,pentagon repo climat chang caus war amp worldwid devast need more +2,652534,american among least concern planet regard climat chang gt +2,648244,india dive rs 56700 crore fight climat chang good servic tax regim +-1,154451,obama use privat jet 14 car convoy get climat chang speech +1,769688,let zero climat chang natur amp agricultur instead snippetãââ +1,470646,even wo climat chang trump amp famili sever threat wildlif amp nation park them everyth exist +1,803193,peopl ca deserv leader repres voic climat chang immigr amp water resourc httpãââ +1,88543,think go die husband believ climat chang +0,272192,saturday duti chair respond climat chang session confer cape town +0,72352,climat chang concern you vote retweet +1,426369,surreal husband amp father creat ecolog polici deni amp speed global warm without re +1,122873,progress citi lead climat chang battl +-1,206421,theyll march day long global warm nation debt immigr race iq +2,430982,remot sens data isro satellit help research understand impact climat chang read more http +0,804832,namikawa weavemama mayb gangster whale need order fight climat chang whale +0,619104,mean scientist activ tri disprov human impact climat chang rate prove +2,288018,donald trump nobodi realli know climat chang real +1,52648,total prove climat chang hoax that total mid70 day ag +1,190803,voiceboxofnaija discuss abrupt climat chang here prep thi brazil11 netherland +0,900409,hour emerg offic donald face drench sweat so ask theresa now believ climat chang +-1,982066,noaa got caught fake global warm temperatur data apolog +1,407669,media must make climat chang vital issu presid trump +0,673542,trade center right now need global warm ive said ivanka werent hand if theyr small someth els +-1,601210,american thinker climat chang warrior cant keep stori straight +1,570893,trump deal climat chang obama deal either happen obama +1,534410,curb climat chang need protect expand us forest +1,881892,dear choos climat scientist explain know climat chang real +1,366328,someth ought point more pay well work climat chang pay well be +1,583660,time babyboom end need renew accept climat chang end neg gear so +1,619802,presidentelect believ climat chang million peopl go say mr tãââ +1,341205,read repli peopl truli believ climat chang democrat propaganda +1,464255,sculptur issac cordal berlin call politician discuss global warm +0,77154,cute thing tell kid global warm santa float iceburg outsid greenland +1,840866,think go die husband believ climat chang +2,99018,rare move china criticis trump plan exit climat chang pact trump threaten +1,395354,flood care believ climat chang strike everyon happen thi +1,674788,heck peopl believ climat chang get head booti +0,398743,interview what think global warm melania trump hello he kind he strong he great cãââ +2,956620,us secretari state rex tillerson use email alia exxon ceo talk climat chang +1,596497,rolex award sonam wangchuk creat ice stupa ladakh mitig climat chang impactsãââ +2,789712,former eu ambassador tanzania mim clark address confer concern climat chang adapt +1,302884,consid climat chang everi action +0,734756,ironi is dead bee ice mayb al gore right internet mean global warm +2,405056,reuter rare move china critic trump plan exit climat chang pact beij reuter +1,587036,head epa pruitt deni carbon dioxid caus global warm despit widespread agreement scientif commun +1,688820,summit adm known climat chang deni +1,620217,ought consid global warm mitig infrastructur planningregardlesscauseris tide call sea wall +1,820008,mayb theyll believ scientist say global warm +1,206069,would great time rest world find way pressur us climat chang human right +1,785380,trump say one know climat chang real russia hack dnc descaian refus believ anyth c +1,189505,help us save climat pleas sign petit demand real action climat chang +1,737331,think go die husband believ climat chang +1,4762,also climat chang real wan na argu dismiss god wrong told us take care eah too +2,896991,shark help prevent climat chang +0,936798,correct care climat chang care petti vandal new symbol left +1,17670,think go die husband believ climat chang +1,463200,trump world leader deni climat chang +1,209774,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +1,413703,instead contribut climat chang let switch renew energi also be +0,79642,love global warm +1,143160,im askin u get loud 2day americavot 4 women rights4diversity4 doin 2 battl climat changeãââ +0,707092,liabil implic climat chang disclosur alic gaon explain +2,666500,trump leav g7 summit amid climat chang trade disput german leader cite unsatisfactori talk cli http +1,249906,believ global warm nola winter +1,645084,deni climat chang insult suffer consequ peru via +1,54063,adapt climat chang mean adapt trump here dr aditya v bahadur +1,559889,arctic melt faster us politician continu climat chang denier +1,267540,trump hu thousand small town denial climat chang +1,222134,let look bright side mayb climat chang kill human global fascist govern sta tãââ +1,903012,meat product lead caus climat chang water wast deforest amp extinct ââ +1,170490,think fight climat chang expens calcul cost let happen +-1,129266,warmist fear aris trump plan cut ãâëœclimat changeãââ research +0,985179,believ climat chang exist retweet vote +1,391737,tri prove scientist wrong climat chang ignor arrog anyon stupid enough follow exampl +1,502158,one troubl idea climat chang found new evid favor v +0,230070,someon tri tell amber rose nude yet thing like global warm still exist +0,388849,du climat chang exhibit that thought shock sometim even humor +-1,597419,peopl predict pa manhattan would underwat 2008 due climat chang concern fakeãââ +2,406167,emiss reduct fund cost 23 billion 2030 australia sole polici tackl climat chang abc rura +2,884344,polici shift trump undo obama climat chang agenda +1,2061,fact climat chang made hurrican harvey deadli michael e mann +-1,367869,dissect scam modern climat chang gtgt +-1,796468,warmist upset energi secretari rick perri want hold climat chang debat +0,316295,pledg keep global warm well 2 degre +1,803411,day instructor decid show video global warm kill everi happi feel nice weather +-1,112435,one believ man made apocryph global warm except metropolitan media elit seem biãââ +0,567399,problem climat catastroph greater obsess climat chang produc +1,926333,kid su govern climat chang best hope now via +2,984704,challeng trump 17 republican congress join fight global warm +1,638146,teach climat chang controversi essenti can not let rightw polit censor scientif fact +2,231075,gov scott walker wisconsin administr continu scrub websit climat chang mention +1,174548,analysi harvey climat chang look like it time open eye prepar what come +1,244916,pa worldwid march scienc spark govt muzzl scientistsclim chang denial +0,688002,me leo come leo cant im busi me friend said global warm real leo +-1,405469,hey bunch snowflak like global warm snowflak melt slightest bit heat +0,191505,ye prevent global climat chang +-1,509562,gov admit long term climat chang strategi may includ burn tax buy carbon credit +2,331861,surpris way climat chang could worsen toxic algal bloom +1,741064,s bill come due cost chang add +1,756771,believ equal need comprehens immigr reform prochoic global warm real ââ +1,198850,pray better accept climat chang real join pari climat agreement again +2,998626,ãââ new climat chang film stream +1,693415,unequivoc climat chang happen +2,107717,noam chomski donald trump elect acceler global warm human race disast +1,312582,climat chang iceberg melt sealevel rise caus cyclon hurrican also +2,377593,pa senat blame bodi heat global warm +1,168416,stop fund hate climat chang denial propaganda +1,292563,know aspir filmmak high school let know video contest climat chang +1,91495,here comic strip climat chang spark syrian civil war im afraid happen elsewher +1,460385,waugal refer indigen global warm habitat destruct plaid friend care +2,793130,interior scientist say agenc retali speak climat chang +0,901047,global warm burn that made disappear +1,993112,trump world leader deni climat chang +1,233278,climat chang denieri believ climat scientist rather climat denier caus go +1,578097,ฉนชอบวดโอ climat chang make hurrican wors +1,402682,let look bright side mayb climat chang kill human global fascist govern sta tãââ +-1,329691,scientist say climat chang natur +2,575741,fear us may lose focu climat chang challeng via +1,820939,storm climat chang amp polit upheav lead tragic futur +-1,521482,tomorrow eah day mean well get nag usual magic climat chang yay +1,625534,dream ration convers climat chang donald trump huh +2,331382,plan cut spend epa climat chang programm 70 by +1,792193,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +-1,933449,shut up pretti white boy quit tri cool global warm oop mean climat chang fraud lik +2,425992,tht uk princ charl coauthor ladybird guid climat chang +1,967739,view cleangreennew energi gone beyond politicsclim chang agenda real businessinvestor +-1,260077,far scienc climat chang im assum ur talk about u know mani millio +1,305339,sad know 91 american even worri climat chang even believ actual happen ãåëœâª +1,546289,ocean lose breath ãâ✠climat chang make wors +1,65797,93 climat chang studi suppo claim eah climat warm alarm rate 93 +1,254111,thi state citi form quasigovern around climat chang fascin +1,915878,movement solidifi critic role women fight climat chang +-1,41756,shut climat chang creat china +0,139617,hypocrit like rest celebr climat chang who +2,358963,half world speci fail cope global warm eah race toward sixth mass extinct +2,133969,million bottl minut world plastic bing as danger climat chang +0,159780,observ eah hour yesterday rais continu awar toward climat chang pitbul push it +1,41925,topic mind grow or grow busi climat chang +0,216032,think global warm bad fav think global warm good joel embiid +1,1548,chancellor fail mention word climat chang even respons parl +1,496438,know climat chang happeningand human caus +1,601488,90 degre earli novemb lo angel know accord trump global warm climat changeãââ +1,376661,river vanish four day due climat chang read climat chang rea +1,199560,200yrold climat calam help understand today global warm +1,889657,think go die husband believ climat chang +1,883577,may govern one chao weve got rid ukip instead well get climat chang deni du +0,66614,sta today marrakesh conf indigen knowledg amp climat chang +0,202737,say global warm real +1,811628,oh look chair smith survey ask peopl tell prioriti climat chang anyon http +2,939798,land fit mammoth model impact climat chang human extinct +1,108596,tsonga cost climat chang inact denial milford daili news +1,164712,anim agricultur main contributor climat chang pleas watch cowspiraci see truth +-1,922058,one reason global warm money transfer enlist patriot armi pat +1,264356,nytim american eat less beef might help fight climat chang +1,370538,april 2017 elegantli summaris climat chang challeng 15 +0,472474,said 7 time ill say again big bang theori funni probabl respons global warm +2,952488,trump secretari defens say climat chang real danger via http +0,54415,number time climat chang mention 145 +1,547752,think were go find climat chang everyth els thing like global warm good know els the +1,600523,think go die husband believ climat chang +1,506078,trump new epa head want debat global warm even world burn +1,483591,the heat global warm continu +1,708781,appar best way fight climat chang let oilga industri avoid repo emiss +0,124708,american institut architect take stand climat chang +0,111405,wonder time journo sta state immigr good economi like say climat chang c +2,21913,tropic hurrican expect becom 2 11 percent intens global warm end centuri +1,207956,tell senat reject scott pruitt epa climat chang denier charg +2,865662,investor woh 28 trillion unit donald trump climat chang denial +1,395281,earlier year held town hall pittsburgh amp resid attend call action climat chang cc +2,860378,la coat street materi hide plane spi satellit fight climat chang +1,476784,decis made leader help curb worst effect climat chang imag via hãââ +2,516164,sander tear epa head say co2 primari contributor climat chang +1,828695,celebr 90 citi locat coast protect climat changeââ +1,71679,wan na cri dad believ climat chang +-1,281936,think fool tim kain couldv next vice presid blab climat chang +1,335762,hard believ theyr peopl think global warm hoax +2,831958,militari leader urg trump see climat chang secur threat via +1,562640,anyon notic eah climat chang exo big 3 privileg realli take toll +0,218727,guess heard climat chang +2,406796,unusu group suspect unit fight climat chang +1,321428,biodivers help us face impact climat chang +-1,553977,suppos drown global warm like 10 year ago someth +1,10985,we need invest crippl agenc focus curb climat chang +0,362055,4 lawsuit christi help exxon cheat confus exxon climat chang lawsuit session help squash http +2,797898,more impoant regul climat chang offici said protect american job +1,924078,trump call climat chang hoax chanc destroy effo beat it +1,686607,world fallout new vega gritti predict climat chang futur +-1,979783,instead global warm fals believ fate but nuclear winter inevit tear usa +1,595099,exactli fix economi amp address climat chang w emerg dire ãååâ³ãââ +1,277225,like young climat scientist age climat chang +-1,778814,regardless real hidden agenda behind global warm hysteria co +2,255821,ãââ new climat chang film stream +0,688330,quietli rock back foh nasa jacket job feder fund climat chang data center +1,931207,watch right here travel world tackl climat chang httãââ +2,99359,pattern mammal dwarf global warm +-1,103721,not side scientist disagre theori not theorum climat chang +-1,214460,real fake news expos 97 scientist agre climat chang engin hoax +1,202247,one mani exampl concret citi action climat chang +1,308524,simpli can not epa chief deni co2 primari driver climat chang like nasa ran flat eah +1,772535,know avg american eat 210 lb meat everi yr here that affect climat changeãââ +2,956950,china presid warn world economi face grow risk countri ignor climat chang +1,805506,vote vote vote vote candid believ climat chang hoax danger person toãââ +-1,17971,suppos rememb use say global warm guess everyth prove point +2,237783,co₂ releas warm soil could make climat chang even wors thought +2,273452,predict rice yield loss due climat chang sharedit +1,560813,republican call global warm hoax creat chines im done u fuck seriou right +1,472087,2016 fact presidenti candid believ climat chang absurd vote hillaãââ +-1,111651,that two us recognis truth myth climat chang im ceainli exp +1,600713,wide margin millenni who decad come say climat chang worst problem world face http +2,272745,low carbon economi index 2016 uk maintain posit climat chang leader press room +1,698946,join combat climat chang take action +-1,387570,hiatu global warm impoant bulli exist anoth one +1,3888,need believ evolut climat chang belief reserv thing without shred evid you +1,154320,thank good bill nye back show mayb dumbass care ab climat chang +1,713574,yet none peopl take climat chang serious hypocrit +2,362601,recordbreak climat chang push world uncha territori +1,479590,last year pari agreement show world unit concern climat chang +2,879534,alaska thaw soil becom much bigger problem chang fusion +-1,447889,never said climat chang happen disagre exist reason open question +0,678717,met us secretari state today discuss issu includ intern secur climat changeãââ +-1,877658,cnn brian stelter destroy weather channel founder john coleman global warm deserv endless re +1,780676,thank faux news amp talk radio alway right climat chang hoax +2,653243,rahm emanuel post climat chang webpag delet trump administr +1,298059,meat product lead caus climat chang water wast deforest amp extinct ââ +2,867527,studi nohern state tree speci unabl adapt climat chang +1,775286,front line climat chang maldiv fight rise sea +1,190234,much person contribut arctic melt global warm httãââ +1,700715,know climat chang paramount threat futur time clean hous pollut rig scienc bo +1,386749,dup oppos equal marriag oppos revers climat chang amp oppos lifit ban aboion tori want d +1,698404,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +1,691480,presidentelect believ climat chang million peopl go say mr tãââ +1,498062,appl make eloqu plea take climat chang serious +1,904407,understand peopl think climat chang real honestli special kind stupid +1,233238,great set graphic seven thing need know chang http +1,4670,colleg afford climat chang hillari clintonãââ valu millenni valu ãââ +0,96373,yea nude nice view climat chang choke +1,287866,s mayor post delet epa climat page site in chicago know climat chang real http +-1,322448,fake news media want talk fake global warm focus philippin futur trump guarante +0,269735,ohodox patriarch baholomew deliv strongest word climat chang ive ever heard religi leader httpsãââ +1,621139,believ climat chang understand idiot believ climat chang +2,386506,pari agreement pa climat chang south africaãââ coalenergi complex issu stake africa review +2,251040,us govern ban phrase climat chang +1,647508,highli recommend documentari climat chang truli terrifi wake call halloween +1,292358,yall keep say thing differ state yall realiz global warm happen ppl sta +0,332206,end octob carec exp climat chang sustain energi met nazarbayev universityãââ team +1,699420,carbon dioxid rise record rate main driver climat chang carbon dioxid so +1,781999,understand combat climat chang polit correct speciesessenti +1,133976,parent id anyth children scientist here stave climat chang children stay oãââ +1,445003,liter caus global warm radio wave sent one machin alon far exce fe +1,452480,let give name ancient pathogen releas global warm instanc koch brother anthrax http +2,550540,cityconnect show climat chang impact home +1,594153,still cant get fact someon believ climat chang hold one power posit planet +0,407415,johnni girl hot johnni boy hot johnni everyon hot ten global warm +1,512117,envdefensefund summer heat wave give glimps normal summer climat chang feel like +1,56604,72f boulder colorado snow week ago possibl climat chang sir all fuck t +1,936602,us elect trump rest world didntso us polici eg climat chang threaten reãââ +0,120990,go solv global warm chicago soon figur make ban gu +1,321306,heatwav hurrican 7 climat chang hotspot +1,585446,world determin limit climat chang need fewer coal mine +2,289618,ãâåtrumpãââ new head epa transit said global warm ãâëœnoth worri aboutãââãâï +0,345872,reform australia gridlock republ marriag equal euthanasia drug law reform climat chang neg gear +0,590236,surpris blade fan blame global warm yet +2,129567,new epa chief signal may allow epa scientist studi climat chang +0,556289,snow leopard live high mountain central asia climat chang affect them httpsãââ +2,658862,africa need tackl chang al jazeera +0,306531,what caus global warm bad ye bad pollut ugh fuck human i know right hate them +2,423485,donald trump victori cast shadow us pledg intern climat chang goal +1,871717,that one way get peopl believ climat chang +1,850402,singl word ecolog climat chang french presidenti debat +-1,556051,noth wors climat chang explos devic enlist us join patriot +0,952984,interview what think global warm melania trump hello he kind he strong he great cãââ +2,909543,break presid trump told aid plan withdraw us pari agreement climat chang via a +0,701584,kentut sapi termasuk penyebab utama global warm karena mengeluarkan ga pana yang bisa merusak udara +0,537608,editori ltbgtstopltbgt debat ltbgtclimat changeltbgt +1,846666,scienc knew eclips know climat chang fake news rail brin +1,730594,read detroit climat chang activist like prof toni ream use scienc plan warmer citi +1,353835,miss gtgt british scientist face huge hit us cut climat chang research +2,669611,scientist seek holi grail climat chang oman hill wadi abdah oman ap deep jag red +0,80310,spo toni soprano lookalik found deni climat chang lo angel zoo in hindsight could done thing better +-1,659577,russian oh wait blame global warm +1,132437,kiwi fruit new zealand emit 1billion time weight global warm eat it agre fruit +0,371310,great american disconnect global warm +2,485490,climat chang affect qualiti water +0,607236,absolut bugger climat chang budget reduc congest time save motorist unreal bl +1,538912,simpl stop chang mean cant build pipelin +0,546956,michael gove push global warm remov nation curriculum +2,350740,cost global warm ãâëœi wors iã fearedãââ +2,932993,documentari explor chang impact yosemit cb news +1,220611,epa head fals claim carbon emiss arent caus global warm +1,49068,left right agre fox news destroy epa chief scott pruitt climat chang +2,819246,netherland propos climat chang resili landscap remodel rather defenc +1,172197,global warm real affect person +1,827859,go singleissu voter make global warm even wors would good issu choos httpsãââ +2,302031,nigeria need 140b climat chang commit say world bank +0,233277,im even sure know climat chang +1,65635,mani thing trump say coal climat chang environ bear strain relationship truth +1,862076,time breakdown thing contribut global warm use tool +1,426569,ãåââãåïâ¾ job need work ãëœâãâï 100 clean energi ãååå½ halt climat chang ãååãåïâ¼ war oil obsoletãââ +1,822290,global wish protest similar sustain develop climat chang human right of +2,941074,rex tillerson secretari state use fake name wayn tracker discuss climat chang exxon mobil ceo +1,521037,unlik presid believ climat chang blame coal miner guy hero +1,384262,threat climat action state vow fight climat chang sinc trump +0,575317,direct set revers obamaera polici priorit role climat chang govern decis ie +1,265543,trump make biggest bet leader ever made physic real climat chang safe ignor httpsãââ +0,863062,maar je hebt global warm gegoogl lol +-1,823700,real climat chang absolutley human caus miniscul immeasur best justifi punish abtn +1,541277,even if climat chang wasnt real act would still immeasur improv world mani level there downsid +2,533019,sec state rex tillerson use alia account climat chang email tenur exxon prosecutor sa +1,744053,matt ridley climat chang denier sure coincident man finianci interest coal mine +-1,69565,figur 3 week smash ton event tristat area lmao ps climat chang myth read bibl +2,764469,indigen latin american women craft climat chang solut marrakech +0,40725,global warm isnt real 1d go hiatu +1,370847,40 degre winter morn utah global warm conspiraci creat chines +1,894681,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +1,281442,pm respond commit climat chang commit scrap depament +0,988431,kinda make think goal enviro realli fight climat chang +2,55162,wild oyster san francisco bay threaten climat chang sf examin +1,758064,2 pope gave dondon copi encycl laudato si focus environ global warm etc +2,846644,heathrow expans may breach govern climat chang law +1,642263,scientist year studi conclud beyond doubt global warm real peopl get scienc im cold +1,320973,let hear vulner hardhit chang talk strong messag ââ +2,973547,carbon dioxid primari contributor global warm epa chief say +1,675422,decis inhous climat chang denier 2017 look far wors ten year suppo i +2,514221,top us coal boss robe murray we climat chang problem +1,252627,scott pruitt climat chang denier fossil fuel protector trump head disastr choic a +-1,758209,concept global warm creat chines order make us manufactur noncompetit +1,102122,expect hear word climat chang toss around trump administr anymor +1,655872,liter everi state know struggl call global warm +1,703107,mani aicl campaign intercept trump climat chang vs number aicl clin +1,945950,bold agenda medicar all colleg all climat chang crimin justic r +1,606709,washpost shrink mountain glacier categor evid chang scientist say +0,348950,i tell you discredit climat chang scientist year trump busi crazi no no no nooooooo +1,527761,adapt see simpl way farmer outsma climat chang +0,674016,were talk stori social media epa new head say co2 main caus global warm +1,891447,must watch caus climat chang here flood full movi nation geograph +1,639811,think go die husband believ climat chang +0,605036,anticlim chang senat storm presser descend shout match repoer excerpt +-1,528609,billionair climat chang scammer stop buy ocean front mansion ill sta worri sea leãââ +2,533015,new book rank top 100 solut climat chang result surpris via +1,219495,xenophobia amp nation rise amp around world due fear global climat chang amp shift popul ââ +1,910016,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,153314,conserv convinc fight climat chang specif kind languag +1,280389,new york time coal miner interview wont stop climat chang +1,359476,talk climat chang day innov amp scienc unabl save eah unless stop allow profit defi +1,528958,watch right here travel world tackl climat chang httãââ +1,531950,here optimist liber get wrong trump climat chang +2,533046,8 10 peopl see climat chang catastroph risk survey +1,812462,media must make climat chang vital issu presid trump +1,105364,kid struggl brutal consequ climat chang theyll judg gener stuff +-1,304310,concept global warm creat chines order make us manufactur noncompetit +0,857697,atta turn chapati due global warm scare icecreamif turn kesar milk +-1,749093,thought worri global warm say +1,624053,hourli remind dup politician deni scienc climat chang also evolut too +1,371100,trump epa transit team deni human impact climat chang theyr wrong amp know it here scienc +1,853423,dumber rightw trope it hypocrit say care climat chang still ins normal societ a +2,971355,rex tillerson view climat chang it engin problem +1,329070,trump elect cast shadow cop 22 climat chang talk +1,588412,opinion treat climat chang like killer +2,752145,cute penguin coloni risk climat chang +1,178105,govt build solar panel would sta fight climat chang becom carb +1,688645,hey eah becom uninhabit due climat chang die govern spend goe zero big posit imo +1,435085,analysi epa chief climat chang denial easili refut epa websit +1,343806,feel get directli climat chang 13c taipei 33c thailand within 4 hr +1,650958,question day mani peopleth die yall realiz climat chang real danger +1,122317,best news dutch elect pai take climat chang serious doubl number seat 15 +1,354792,betsi devo nomin alreadi put kibosh public educ countri pruitt deni global warm laughabl +2,762174,world leader g20 summit odd us presid trump trade climat chang +2,358843,donald trump cite global warm danger fight build wall ireland golf cours ãââ +1,930974,mean global warm make shit unpredict like year year sixti degre +1,730826,4 believ global warm mean believ scienc disqualifi you can not trusãââ +1,596842,deep sea coral face climat chang threat +1,132309,climat chang +1,558953,lead global warm denier told us want trump via +2,448426,climat chang exp fear donald trump presid +1,583291,cyclon rare nz 1 hit now word climat chang denier make think song +0,304829,outfit fli ask inspir toldem global warm im cozi +-1,158073,would natur storm cours poor govern energi manag driven climat chang fanat +0,357959,27 evid climat chang without comput model +1,414296,famin econom collaps sun cook us climat chang could wreaksoon think +1,765750,climat chang affect suppli chain manag +0,474902,talk climat changeadapt w firstyear engin today said envtl issu rather itll affectãââ +0,629608,obama decis action toward climat chang cut oil impo 60 subtitut impo domest +1,536326,penc homophobia whack penc attack plan parenthood whack penc say climat chang fake whack bidenãââ +1,780628,good thing global warm hoax made chines +1,769396,agricultur victim solut climat chang +0,647565,goddamn world feel like climat chang polit media war celebr cultur everyth hittin trippi ass crescendo +1,759591,web truth climat chang affect weather +0,751566,think differ climat chang global warm +1,515165,absolut right time human impact global warm chri cuomo cold +1,227456,chad may republican understand threat pose climat chang +1,521962,ceainli refer climat chang civil right etc remov list fascist friendli issu +2,801932,new research show chang lower australian wheat yield 27 sinc 1990 erod gain product +1,903207,major canadian river dri four day climat chang +0,599377,discuss climat chang incognito +0,713658,believ climat chang +1,272449,know climat chang better well deal it keep good woof +1,85328,die thousand degre pleas stop global warm +0,503628,global warm wikileak +1,263315,need get dicaprio white hous jan 21st hottest model find convinc trump climat chang exist +2,480085,watson qampa australia rais middl finger world climat chang naomi klein say +1,952970,global warm kill billion what impoant new kind food might becom hip among west +1,569274,mani actual accept climat chang fact worri impend doom headingãââ +1,231605,the taiwan govern apolog whole world make air pollut caus global warm +1,12572,climat chang denial look like daili ko +2,941194,radic energi shift need meet 15c global warm target iea via +1,69095,presidentelect think global warm hoax creat chines sexual predat endorsedãââ +1,148797,human activ driver climat chang stop drive car emit carbon stop fli manufactur +1,828952,plant tree stop global warm save electr honeywellforcleanair +-1,212231,100 us warm due noaa data tamper climat chang read new book +1,238188,add hormoneantibiot mass producedclim chang affect red meat tooantibiot fill milk +-1,100534,manmad climat chang constant volcan erupt world wide comparison +1,163742,snow be bleach anemon crack ice climat chang look likeãââ +0,962338,leonardo dicaprioãââ climat chang film flood music trent reznor watch free +1,480348,60 rain yesterday 30 snow today think climat chang real pleas educ yourself +1,712620,got presid think climat chang real daughter think 8 month bihday +0,948436,if climat chang bring us rain im it bill horn +-1,601361,know come one ever talk good kind climat chang +0,217014,want climat chang consensu let form mcchrystal commiss +2,58482,trump name scott pruitt oklahoma attorney gener su epa climat chang head epa washington post +1,129559,also know global warm major key thi sadden hea much +1,714784,ha although know peopl pretend global warm hoax sooner crush nonsens better for +0,444601,want acceler global warm he share +1,631024,presidentelect believ climat chang million peopl go say mr tãââ +1,506371,adapt effo winwin socioeconom develop amp deal w climat chang +1,835524,whitehous fill creationist climat chang denier plu side god give grandchilãââ +1,931738,exxon way grappl w climat chang intern sew doubt amp bs myth publicli +1,837008,seem forc will drop mention climat chang joint statement pleas +1,855081,creat crisi man let discuss climat chang +1,481091,may 1 best use taxpay fund 2 effect combat climat chang +0,721445,whoah sens tongueincheek aicl global warm melt sens humor well glacier +1,371169,hope florida water 4 year trump polici ignor climat chang +0,312412,global warm confer 地球温暖化会議 +1,56500,way mani peopl believ climat chang that alarm peopl ignora +0,347510,yeah caus climat chang 9 sho month wow skill bad kerri ran wall kid +1,135316,coachella seem rad owner lowkey donat lgbt hate group amp deni climat chang awar pass +0,370933,ãâëœtiltãââ 5 star thought provok conspiraci thriller involv climat chang +1,508203,think go die husband believ climat chang +2,682078,lake well ocean understand new evid impact climat chang earli jurass period +1,441004,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,73318,smallhold farmer suffer harsh climat chang realiti contribut least toãââ +1,647415,middl novemb still hot outsid amp ur tryna tell global warm real +2,512637,us govt agenc manipul data exagger climat chang whistleblow +1,233065,help destroy hope stop climat chang +1,866378,scott pruitt climat chang denier made career fight epa soon he go run it +0,214308,everyon know primari contributor global warm hot air emit politician +1,55387,2016 like hottest year record sound alarm catastroph climat changeãââ +1,88512,think go die husband believ climat chang +1,323859,wtf america realli want openli racist sexual assault orang monster believ climat chang toãââ +0,202530,whole use global warm enslav human thing +2,364769,freez record low may doubt global warm say usu scientist +2,120169,world mountain threaten global warm climat news network +2,100375,suprem cou loss creat new problem adani australian mine climat climat chang news v +1,636386,may abl pressur kill civilwomen humanitarian right stop dapl believ climat chang +2,405549,tech biggest player tackl climat chang despit rollback +1,805389,us reli rodent weather predict deni climat chang evid scientist spend year o +1,899559,adapt climat chang major challeng forest +1,117113,kill colorado river man wors climat chang htt +2,533194,research say three year act climat chang late +2,380484,secretari gener deliv blunt warn climat chang world leader +1,37577,climat chang denier watch anim temperatur chang countri 19002016 still convinc http +0,281756,hey girl climat chang im go ignor fuck me +2,586293,china tell trump climat chang chines hoax washington post +1,2759,hey global warm real explain snow last week like summer yesterday +1,400301,point still world disput overwhelm evid climat chang via scientif proof +-1,873897,hey democrat let drop global warm bs ok even ur extrem liber news channel itfak af +2,272694,climat chang caus red knot shrink amp goldenrod protein declin read latest wildlif newsãââ +1,83949,believ equal need comprehens immigr reform prochoic global warm real ââ +1,935915,huge section great barrier reef kill overh water death marker climat chang +2,45580,follow nearli two decad inact climat chang canada may reach turn point +1,656462,snow be bleach anemon crack ice climat chang look likeãââ +1,39306,think go die husband believ climat chang +2,28124,research predict climat chang caus increas mycotoxin maiz wur viaãââ +-1,967347,scienc climat chang goe back 160 year much longer bogu 20 quot mr gore read scienc +-1,164714,opchemtrail un blame climat chang meanwhil ignor +1,785466,bleach coral due climat chang similar human fever doc show how +0,287433,anthropolog climat chang denier room talk bad idea +0,76825,come motherfuck im get real bore amp fuck climat chang +1,570177,presid think global warm hoax china n snow 1 time year lmaooo +1,35291,peopl say global warm real +2,219754,kid take fed possibl trump cou climat chang hi action place youthãââ +-1,535207,accord unicef everi 10 min kid yemen die cuz us arm sale 2 saudi arabia global warm hypo +0,346927,global warm concern gay commun shoen mani rooftop pai attend +1,842106,colorado pressur caus climat chang cant wait lead nation andrew t +0,401917,your hot must caus global warm +2,769665,congressman leav stage choru boo say juri still climat chang stupid republican +1,199976,climat chang solut beneath feet +1,78443,im sure global warm exist fl la fine own +0,821443,jame lovelock inventor gaia hypothesi underpin much modern environment think global warm +-1,942268,retweet agre rick perri ban phrase climat chang energi depament +1,997956,think go die husband believ climat chang +2,543873,un secretari gener ban kimoon say believ donald trump make wise decis climat changeãââ +1,677518,cant imagin realist view climat chang sinc like rule big busi +0,639609,savor ur cold one u can climat chang gon na u crack lukewarm one w boy lmao +2,800535,top univers stole million taxpay fake global warm research +2,876440,10 american think climat chang happen via +2,649288,chines presid xi jinp take aim trump global climat chang +2,370659,scientist tie climat chang extrem global event +2,349032,rex tillerson use alia email exxon discuss climat chang new york ag say +1,968554,ãâåact climat chang nation interest ãâ✠good 4 environ economi n good 4 ourãââ +1,593565,think go die husband believ climat chang +-1,238059,deni climat chang know singl person deni chang manmad pa deni idiot +2,415330,ignor climat chang exp +1,487370,u kno climat chang kinda bug american centr around third world lol +0,86058,take put group depos putin best plan combat climat chang ever win +2,955559,us energi depament balk trump request name climat chang reuter +1,819510,peopl town like becom america first climat chang refuge mani resid believ +0,873465,get shi say global warm melt ice cube not father root beer +1,489987,gtabrupt weve call effo curb global warm decad fuck mean abrupt +2,708882,sceptic ridicul comput climat chang model 30 year ago turn remark accur +1,645490,dtrump gentleman chang idea global warm kill peopl kill lot ãåâïãåïâ +1,284838,trump transit team craft new blacklistfor anyon believ climat chang http +0,678359,arctic freez pull usa record decemb cold trump even fix global warm +1,681490,well done mrgate bill amp investor new fund 2 fight climat chang via clean +2,83789,china tell trump climat chang hoax invent +1,710232,right highlight vital impoanc upland peat climat chang depressingli dismiãââ +-1,335297,presid met defens sec matti today talk everyth climat chang ran time m +1,428513,wrote coloni climat chang need +1,755107,proud gov brown demand action climat chang let administr hold us back +1,920782,optim fight climat chang best time act now chief explain inãââ +1,158579,wait sec claim climat chang real caus anyth make look bad +2,159289,uk biggest energi supplier face boycott call climat chang denier li +1,846648,were proud know inspir work climat chang +1,198921,pleas share chanc use skill knowledg use new data sourc address climat chang a +2,282660,rare move china critic trump plan exit climat chang pact +1,24121,somewher geniu climat chang denier think then come snow instead hot +1,466561,govern fail australian busi woefulli unprepar climat chang post pari agreement +1,965931,state depament rewrot climat chang page +2,168854,obama administr give 500m un climat chang fund bbc news via rworldnew +1,614757,scientif unceainti climat chang excus act +2,10860,climat chang scott pruitt caus uproar contradict epa websit +-1,7292,coral affect lot thing imaginari manmad global warm one them +1,828143,watch al franken absolut shut rick perri climat chang +1,616194,say need sustain energi women fight climat chang event ou +0,154110,damn kandi brought drama hous brought global warm along winter gone good +1,878663,the concept global warm creat chines order make us manufactur noncompetitiãââ +2,846908,walker administr climat chang diy word via +2,491309,ucsd scientist worri trump could supress climat chang data +1,590833,love trump hate homophobia bigotri racism sexism disbelief climat chang spread loãââ +2,364676,australia pm advis say climat chang unl ruse establish new world order telegraph +2,709548,strong climat chang signal record june heat +1,558616,six irrefut piec evid prove climat chang real +-1,872902,freez outsid hell global warm +1,942501,last night budget fail even mention climat chang never mind take action address impact malcolm +1,764117,bad could climat chang get realli realli bad realli realli fast +2,920988,state announc fund help farmer impact climat chang sever weather event +2,864831,break new studi implic exxon mislead public climat chang +1,673652,sue trump tri kill us via pollut global warm +1,288491,count mark track allig predict popul respond climat chang harvest pre +2,416497,us presid donald trump sign execut order tuesday undo slew obamaera climat chang regul administra +0,671879,main caus climat chang apologis +1,2137,pari acccord climat chang collaps good thing bernieorbust vote conscienc +1,486307,graduat chemist univ mn fight advoc advanc work toward address climat chang now +2,585639,climat chang air pollut affect health abc abc news +1,956171,lie public there littl connect btwn climat chang amp extrem weather genl accordi +-1,325909,lao final asian tour climat chang hoax etc etc +2,814807,year review nyc adapt better climat chang +1,36022,encourag controversi california effo fight climat chang got good news +1,520217,speak impoanc futur reduc effect climat chang +1,911802,equal right plan combat global warm longer exist home planet +1,398951,clark take transit reduc carbon footprint fight climat chang ampavoid n +1,548718,break scott pruitt head epa doesnt think carbon dioxid main caus global warm +1,877682,regen agricultur revers chang rebuild soil organ matter amp restor soil biodivers +1,727341,hate climat chang denialist least theyr honest love petroleum centrist meali mouth +1,153861,uhuru kenyatta ãâåiãââm pleas announc kenya climat chang act nation adaptationãââ +1,835760,administr climat chang im distress feel helpless someon tell there still reason +0,162936,still debat today whether climat chang real +1,437024,global warm still true stare scienc face flat deni truth +-1,269225,etc mani scientist debunk pro global warm scientist scienc +1,91452,amaz one presid understand talk climat chang next one fear make +1,137529,countri largest contributor climat chang presid even believ exist great +0,794212,wont believ climat chang +2,764214,global investor recognis financi risk climat chang repo find +1,691350,it hot outsid your like believ climat chang public percept climat chang shape b +2,85827,mckibben deni climat chang disrupt scienc search solut assault civil +1,107860,seem connect antimuslim deni climat chang figur is +1,468301,appar climat chang affect peopl de moin iowa good know rest us fed http +0,253393,ah appar global warm led shark crisi someon tell donald +-1,151056,noth wclimat changeit line pocket new +1,449183,global warm hiatu never actual happen +1,941139,trump would us believ climat chang brought us tooth fairi santa claus sleighãââ +1,748616,republican held fake inquiri climat chang attack credibl scientist room +1,240239,midwestern agricultur stand lose climat chang skeptic charg +1,520063,id suggest truthtyp ad campaign climat chang work big tobacco +2,122664,democrat send climat chang educ materi epa chief scott pruitt cnbc +1,448455,trumpãââ win deadli threat stop climat chang +2,634635,economist eah plant counter effect climat chang theãââãââ +1,343259,protect eah lung crucial defend planetãââ biodivers fight global warm +0,989871,want chat climat chang polici peer review literatur cost effect carbon price aski +-1,677545,think first global cool global warm climat chang climat chang +2,119119,climat scientist may underestim global warm +2,487519,eah could hit 15 degre global warm nine year scientist say via +1,542390,philosophi forefront climat chang clean energi green growth technolog +2,383813,scientist publish entir studi refut scott pruitt climat chang +1,959077,presidentelect believ climat chang million peopl go say mr tãââ +1,333319,remind step door morn global warm still real regardless of well thi +1,856448,scientist enough climat chang denial bullsht +1,197613,larsen c ice shelf collaps hammer home realiti climat chang +2,381151,idaho lawmak vote remov climat chang scienc curriculum +2,520441,yellow cedar could becom notic casualti climat chang via +0,721967,ill use climat chang discuss class great job +2,994984,first time record humancaus climat chang rerout entir river +1,597967,climat chang ship sail over were fuck 50 year ago +1,509208,think go die husband believ climat chang +1,846720,great head epa think carbon dioxid largest contributor climat chang +1,482301,order overcom global warm crisi weve plant 80 million tree far kp +0,746601,global warm real im cold +1,984,seven speci sea tule overfish climat chang habitat destruct amp pollutiãââ +2,40056,climat chang trump nomine tri way christian scienc monitor +1,615554,ignor come climat chang +2,881689,nation institut health replac climat chang simpli climat +0,569056,tum ho global warm ki waja +1,161281,the small island nation contribut least process climat chang go feel worst efãââ +1,49317,need local economi amp democraci urgent impend realiti peak oil amp catastroph climat chang +1,796996,al gore care climat chang obama hillari care care isnt anyth +0,864741,factcheck berni sander phoenix donald trump call climat chang hoax via ãââ +2,71555,role terrestri biospher counteract climat chang may underestim scienc daili +1,545074,watch right here travel world tackl climat chang httãââ +1,630543,rememb climat chang lawsuit file 21 kid oregon move forward trump +1,679860,thing concern trump presid global warm ãåëœâ +0,44125,like night ask mom trump suppoer believ global warm +1,315362,trump realli want face 21 kid climat chang +1,81433,amp climat chang denier +0,591608,think global warm death storm beyond control guy editori bergenconew +2,674411,fema director want capit protect us climat chang via +1,7939,let look bright side mayb climat chang kill human global fascist govern sta tãââ +2,388652,biden urg canada fight climat chang despit trump +1,288087,media key rais awar among mass 2nd day creat climat chang spacesãââ +2,3666,630 america biggest compani plead trump give climat chang denial +1,730000,lead global warm denier told us want trump via +0,812695,unbeliev club penguin shut yet peopl still deni impact climat chang planet +1,544766,doubt would work plu ad exist pollut level worsen global warm +1,600314,think go die husband believ climat chang +1,878761,presidentelect believ climat chang million peopl go say mr tãââ +1,245751,climat chang get polit key protect environ +1,45745,top immedi aw realis were probabl fuck term global warm +1,589785,great map american think climat chang one tell though note miami there +1,267400,great stori trump could fight climat chang fuher goal +1,454105,think go die husband believ climat chang +1,206440,welldesign polici n action 2 reduc emiss n enhanc resili 2 climat chang deliv broad sustainableãââ +2,44503,new studi find climat chang cost hit trump countri hardest john abraham +1,269838,think trump need turn ac trump tower understand global warm exist +1,426822,instead wait polit leader climat chang let pa ourselv use less water lessen c +2,452808,nearli half million us doctor warn climat chang make us sick via +1,207445,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +1,574953,wont fight climat chang state must seiz job creation oppoun nation htt +0,434729,ive spend much money new cloth freak global warm slap face snow ihyal +1,7629,thank climat chang ocean acidif grave danger http +0,784450,despit global warm alaska littl ani warm sinc 1977 except barrow shown below httãââ +-1,141106,everi time someon kill rape name allah make sens blame global warm chines +1,432819,march second hottest march record accord nasa behind 2016 mark rise global warm +2,610724,globe er mislead reader climat chang critic via +2,4819,obama address climat chang 2017 global food innov summit +1,929692,44 honey bee coloni die last year due climat chang amp pesticid great barrier also dead bee ampocean +-1,231379,climat chang pretend knowamp bulli peopl ask question +0,349374,better chanc warm day bc global warm stuff +0,100018,global warm confirm real runeterra +1,801103,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,624570,peopl still believ climat chang real +1,254309,pleas tell sec ed equat climat chang season +1,187232,asthma climat chang increas level smog urban area children suffer smog pollut +0,823587,believ humankind greed disrespect eah caus climat chang there +1,51250,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,115534,coolest crypto good ai crispr amp horrif nuke bad ai climat chang time aliv reread +0,626434,realiz realli narrow mind want twosid climat chang slaveri +1,517866,gmo travel salesman use fact sourc sourc climat chang deni aiclesãââ +-1,804878,911 incid realli hank 1 meet center might call 911 natur disast caus global warm +1,400865,though gallingli one world largest govern deni climat chang +2,690794,obama trump may face children lawsuit global warm +1,807307,salut plant biologist address climat chang work notil agricultur improv nue http +1,444334,petti egotist buffoon believ climat chang hoax cant even comprehend he uneduc amp wrong +1,827358,helll global warmingw hv succed damag nich +2,703622,depress anxieti ptsd mental impact climat chang +1,573756,global warm frosti surrey eh +2,285032,trump win cdc cancel climat chang summit +0,940620,interview believ co2 contribut global warm scott pruitt head epa no +1,706200,an upsid climat chang unless one wine cellar get flood +2,547518,trump announc decis climat chang thursday +1,977844,fund suppo s team address impact climat chang tree +1,873396,trump pick climat chang denier guid noaa transit +1,840271,exxonmobil voic reason climat chang got problem +1,630621,global warm feiliz food human wast u gon na lovin new ferber +1,861003,break senior republican advoc key climat chang solut join +0,560490,sheet summer feel august na diba anu climat chang nkklk +1,218334,presidentelect believ climat chang million peopl go say mr tãââ +1,764521,one way fight climat chang go veggi lt3 +2,664403,24 19 hous republican call pay someth climat chang dana nuccitelli +1,237573,map visual chang arctic make clear global warm is via +1,632427,wtf pleas princ charl may perfect stanc climat chang spot ontrump amp na +1,395428,arctic climat chang studi cancel due towait itclim chang +0,93018,see believ georg trump demand action climat chang human planet +1,201984,dear american work social justic sustain amp tackl chang keep essenti work donãââ +1,787106,surpris still furiou trump disband feder advisori committe climat chang +1,276276,almost half plant amp anim speci experienc local extinct due climat chang studi show +1,777524,global warm real racism white hous +1,964349,ye orang hitler want climat chang denier head epa +2,606875,beef product drop climat chang target eu commiss +1,446182,research get back you still even thi climat chang real amp isãââ +1,271749,think go die husband believ climat chang +1,516752,critic note recent chang crop insur program allow commod grower hide climat chang impact +-1,957597,good man made global warm biggest hoax ever perpetr +2,720060,ban voic hope leader tackl climat chang trump shadow time live +0,844550,fiancé blame global warm insist on +1,253564,16 strike mural show devast effect climat chang +1,720932,grandkid guy fight climat chang me adult colour mostli +1,776328,think go die husband believ climat chang +2,619234,trump daili lead candid trump scienc advisor call climat chang cult +2,575231,world think climat chang +2,278893,climat chang give great barrier reef herp +1,222721,think go die husband believ climat chang +1,486788,think debat climat chang perfectli accept may sway naysay that debat work +1,475580,china warn trump abandon climat chang deal wish whole planet +1,243413,yet anoth trump advisor clueless climat chang +1,386260,muir institut environ go big new director solv climat chang +1,351539,great deal data climat chang come nasa im genuin worri trump administr +0,929253,new main antidiscrimin bill would protect climat chang skeptic +2,143966,rich countri carbon shame climat chang +1,794932,dude vote trump sorri climat chang 100 real +-1,945389,accord god al gore ny suppos water 2012and global warm climat +2,557929,john kerri talk climat chang trump antarctica highburi clock +1,601226,harvest sun drought rain flood flow current climat chang +1,116886,ãåââãåïâ¾ job need work ãëœâãâï 100 clean energi ãååå½ halt climat chang ãååãåïâ¼ war oil obsoletãââ +1,18417,see direct threat seed indic climat chang which think +1,61612,climat chang economi were trap idiot netherworld guardian +2,942893,trump sweep away obama climat chang polici +1,323516,look now there reason industrialgrad optim climat chang even scienc denier cant deni +-1,638000,oh do do cold that weather hot that climat chang +1,281648,listen ask environ correspond climat chang denier +2,808340,messag trump eu say remain top investor climat chang brussel reuter the +0,263789,one believ that were sure talk trade climat chang etc busi tweet +-1,302245,global warm even real im wear 2 sweater right liber media bias wtf +1,564690,climat denier blame global warm natur nasa data beg differ +0,541695,mencegah global warm dg cara tidak menebang pohon di lahan yg akan dibangun rumah +2,24269,protest gather washington voic concern climat chang +2,594593,china may leav us behind climat chang due trump via +1,355177,happi groundhog day rodent brain size acorn know climat chang presid th +1,35557,uncoupl emiss growth econom expans impoant slow climat chang httpsãââ +2,787389,british tabloid say us scientist exagger global warm respect research disagre +0,824200,presid believ global warm climat chang +0,355955,yall supris smashmouth woke popular song whole ass warn climat chang +1,196575,anyon know like ten homophob climat chang deni brexit ask wheat bother +1,210479,rick perri get free lesson climat chang meteorolog societi +2,502566,al gore extrem interest convers climat chang donald trump via +1,935310,even abnorm warm sea water make wors it did climat chang ad 30 cm water storm surg +2,62924,pb network repo chang trump want cut dana nuccitelli +2,859217,2005 follow ratif russia kyoto protocol climat chang enter for +2,904470,antarcticaãââ southern ocean may longer help delay global warm +1,597211,work climat chang research veri bad hypocrit hombr +1,672960,would great time rest world find way pressur us climat chang human right +2,158448,cdc abruptli cancel confer health effect climat chang updat +0,827942,cont contrail cirru climat chang exist cirru trend analys suggest potenti +1,260014,unless take action climat chang futur gener roast toast fri grill christ +1,476926,priebu say preselect trump default posit climat chang bunk aw news us amp world +0,294052,believ climat chang whi +1,639868,exxon align sustain sharehold climat chang oil co follow thi +0,681824,impoant point is there area countri electr vehicl higher global warm emiss +2,793261,un climat chang agenc react cautious trump plan +0,314452,hear much global warm more climat chang userfriendli age +0,477956,okay gain knowledg exist im root global warm end planet sun +0,69159,no exactli opposit 26 billion spent climat chang research amp regul +0,954594,neighbor bbqing play domino outsid global warm bring us togeth peopl +1,764697,pari climat chang agreement enter forc today ãåâïãåïâ¼ world still track 3c warm repo ãåâå½ãåïâ¼ httpsãââ +2,647425,wmo recordbreak climat chang push world uncha territori +1,395383,u know warm weather octob due global warm climat chang u still kinda enjoyin +1,353093,us can should lead fight climat chang +2,228105,coral bleach caus global warm major threat habitat hawksbil +1,78502,think narendramodi take climat chang serious think again +1,345949,parent id anyth children scientist here stave climat chang children stay oãââ +0,213179,global warm real come wear sweater class today scientist +0,400920,senat inhof back view climat chang hoax point peerreview scientif journal uk tele +0,447135,trump 1st day 1 repeal obamacar 2 cancel obama execut order mostli re climat chang 3 suprem cou 4 cancel iran deal +1,502321,speak climat chang terribl econom consequ and hu +-1,349570,big stori climat chang global cool global warmingask joke weather ask +1,710531,parent id anyth children scientist here stave climat chang children stay oãââ +0,607572,staph caus global warm hot stuff +0,713204,incred invent revers global warmingit experi amp cool eah amp reduc +1,810569,think fight climat chang expens calcul cost let happen +0,943192,britney spear global warmingladi gaga tweet +1,686310,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,221542,futur planet stake hillari clinton combat climat chang donald trump think iãââ +2,274849,editor harvey turn point fight climat chang via +1,454364,editori board man reject settl scienc climat chang lead epa +2,82576,mysteri mercer climat chang agenda suppo healand berkeley eah +2,246670,trump secretari state refus un request attend climat chang meet +2,890194,momentum climat chang pose hurdl trump san antonio expressnew subscript +1,817742,physic chemistri real pretend climat chang hoax realiti is well realit +1,564628,chang kill us may thi sperm count drop could make human extinct bbc news +2,254047,buhari attend climat chang confer morocco +1,376748,acknowledg global warm +2,508085,pope franci appear climat chang movi featur obama clinton leonardo dicaprio +1,313148,mexico must take step cope climat chang stop mine deforest pollut guess +1,648985,dim worsen global warm caus melt ice cap rais sea level perhap mid +0,116115,as climat chang think presid fairli straightforward were spend money anymor ht +1,489349,3 cha show climat chang world biggest risk +0,562554,budget also say administr would ceas payment unit nation climat chang program http +2,524078,solv ancient climat chang whodunit +0,477138,podunk pa hudson valley ask guy think global warm +2,907773,chr chair chito gascon say suppo nation inquiri human right climat chang join petit +1,526949,pleas join wa ny amp ca new allianc state dedic fight global warm +2,167445,concern other activ evangel climat chang via +1,805276,someon actual believ global warm myth +-1,319402,cours suppo idea left hate oil believ climat chang +-1,722329,exactlythat climat chang threaten fakeuge +2,31531,antarcticaãââ southern ocean may longer help delay global warm +2,224781,trump sign execut order take aim obama effo curb global warm wh reviv yucca mountain nuclear wast plan +2,282544,unsung hero 2016 escap sex slave lgbt right campaign climat chang poet +2,659380,kerri tell climat confer us fight global warm ãââ trump withoutãââ +2,372023,2016 veri like hottest year record world meteorolog organ blame climat changeãââ +1,617608,suprem cou climat chang reform congress law gun control role model dollar respect world +1,836177,watch presid obama talk climat chang make miss common sens +1,951798,video care chang care indigen right http +2,770557,trump budget climat chang were spend money more vs matti +1,380372,climat chang paisan issu +1,653204,travel californiaãââ central valley learn climat chang contribut drought tãââ +1,133221,presidentelect believ climat chang million peopl go say mr tãââ +1,358466,join combat climat chang take action +1,347060,massiv alga bloom arabian sea like due climat chang practic nonexist 30 year ago +-1,102281,hope climat chang biggest hoax sinc war world +1,421723,watch right here travel world tackl climat chang httãââ +2,12563,rain horizon climat chang affect australia studi find +2,134675,impact climat chang great barrier reef economist +0,622190,saw nuclear blast 9 spent life oppos nuclear war climat chang +1,12027,green pay proud suppo nohern irelandspecif climat chang legisl move fulli renewãââ +1,199386,aw victim humancaus climat chang +1,679272,trump call global warm chines hoax clinton email +1,454585,hope thought 1progress linear 2much world agre someth climat chang 3mi famili u +1,500748,ppl call believ climat chang aint religion bitch scienc true without ur ignor +1,73487,rick perri done 3 thing energi secretari deni climat chang attack gay student and cant rememb th +0,954526,ill give person exampl there 16 year old climat chang activist name xiuhtezcatl mainez spoke campu last week +1,819431,republican turn global warm fuck polit issu scientist can not right liber cant right +2,703798,ucsd scientist worri trump could suppress climat chang data +1,717236,mean climat chang real winter +0,955086,dia believ global warm u too +1,206091,nation interest labor mp criticis man sexist racist bigot climat chang deãââ +0,883640,iceberg global warm +1,537556,if believ scienc act climat chang vote ãââhillari +1,750574,great aicl need chang commun climat chang +0,445132,global warm +1,244162,flash flood typic drought highveld intens due climat chang make difficult deal with ââ +0,81835,ministri negazionisti del climat chang nemici di ogni controllo sulla finanza ecc che guerra al +1,565849,biggest fear trump climat chang need make congress blue 2018 +1,329588,watch amaz documentari leonardodicaprio climat chang think thisãââ +2,125994,thehil al gore hold climat chang summit cancel trump inaugur +1,868170,let us rememb work tirelessli bring us awar global warm +1,552135,futur want instead got presid believ global warm +2,426025,china may leav us behind climat chang due trump +2,861135,for us climat chang beyond ideolog dutch learn live water +1,660768,recordbreak climat chang push world uncha territori meanwhil trump cut climat research +1,66411,legitim know scientif consensu climat chang is +2,851622,donald trump set revers barack obama climat chang measur tuesday donald +1,693517,antarct iceberg help save world climat chang feed billion fish read how +1,966477,where hell global warm donald trump 20 dismiss quot climat chang +2,878431,us forc g20 drop mention climat chang joint statement +1,707375,transpo pa climat chang problem pa solut find newãââ +0,729202,caus global warm +-1,514418,tucker snooker 20 year evid prove absolut global warm settl scienc evidentiari +-1,201588,peopl predict pa manhattan would underwat 2008 due climat chang concern fakeãââ +0,163266,tillerson use secret alia wayn tracker exxon discuss climat chang amp co disclos probe http +1,265215,emili talk soil suscept eros process climat chang +1,971740,energi amp climat chang info chang delet govern web page kid +1,712959,im say due global warm due global warm +1,687318,get excit 50 saturday rememb still winter climat chang r +2,133873,appolit kerri determin continu climat chang effo obama term +1,4325,that crazi politician still believ global warm +1,883676,climat chang get extrem weather via rclimat ââ +0,648138,trump say cancel billion dollar un global warm by way one know happen thatãââ +2,511423,franc macron fight global warm want us exp help +0,393869,talk scienc festiv climat chang tinder today +2,733373,australia saw hottest winter record year amid warm trend larg attribut climat chang +1,670203,think go die husband believ climat chang +-1,139350,msm fake news spun trump comment global warm tri drive wedg amp suppoer +1,5441,cheerio got think gave fuck bee gener mill pac continu donat climat chang denier +-1,254492,18 inch global warm dump nyc +0,545209,your hot must caus global warm +1,128246,rise temperatur put million risk climat chang hotspot world 3rdlargest store ice meltiãââ +-1,889955,pier corbyn real stori global warm biggest scam centuri +1,194123,trump worri climat chang death star done he go blow sun asshol pr +1,480647,know would realli help address climat chang studi scienc get work gentlemen +1,160981,bumbl bee list s fish amp wildlif servic due pesticid climat chang amp habitat loss +1,713368,wow whop 84 brit want word donald trump climat chang here +1,459032,presidentelect believ climat chang million peopl go say mr tãââ +2,652903,nigeria 146th endors climat chang via sitibedotcom +2,921343,donald trump actual littl control green energi climat chang +2,498487,ny ag rex tillerson use alia wayn tracker discuss climat chang ceo exxon +1,77954,worri climat chang kill us soon +1,516064,futur planet stake hillari clinton combat climat chang donald trump think iãââ +0,277452,ye noth like littl snow storm nyc way work hello climat chang http +0,372261,even trip climat chang night follow day climat chang new al +1,938658,constantli talk climat chang like everi sentenc mouth least should +1,57035,good exampl climat chang adapt hope work +2,619298,break climat chang push world uncha territori +1,680313,indigen peopl enorm contribut make address climat chang global context +1,241299,deal climat chang take costli toll global economi here whi +1,748712,man reject settl scienc climat chang lead epa +1,411658,a rapidli warm planet cant wait solutionsin neither we biskupski http +0,412184,one time took class global climat chang weather patternsi pass got 4 creditsthat know +-1,198764,us consid money spent climat chang wast money make taxpay money spent climat poli +1,205247,move along now global warm see here +2,743879,hold sign russia climat chang covfef antitrump protest march new york citi +1,563904,unit fight climat chang time action +1,208932,children live global warm pollut vote hr 1430 1431 +-1,57276,disput it prove climat chang caus human ill wait +1,429351,christian care climat chang like retweet ill take messag elect leader +2,489971,gov jerri brown gov andrew cuomo blast presid trump climat chang +2,307381,trump energi depament tell staff use phrase climat chang via geller repo bravo +1,311276,zach you friend die old age amp iãââm go die climat chang +1,745098,thank god new york state challeng trump climat chang regul +1,605041,vote leav betray young deliv it play climat chang betray them +1,392175,new goto resourc peopl ask what stop climat chang thank you +1,791931,renew energi climat chang innov +1,101597,peopl unbeliev organ win climat chang fight stand togeth +1,721875,presid elect believ global warm repeat believ global warm +1,682728,alreadi magic technolog suck carbon climat home climat chang news via +-1,195926,croni capitalistbillionair musk want sack taxpay cash climat chang real +0,885462,share feed can not climat chang whitout common human defens +2,20258,obama put pressur trump adher us climat chang strategi guardian +2,598722,uk climat chang nation assess predict flood +1,24065,new peerreview studi show exxon misl public climat chang amp today http +2,535275,bbc news crid5a7si nation secretari gener say pari climat chang agreement collaps presid +2,461841,india trump climat chang may unexpect oppoun lie ahead via +0,646943,interview what think global warm melania trump hello he kind he strong he great cãââ +0,105040,interview what think global warm melania trump hello he kind he strong he great cãââ +1,623635,deni climat chang jeez trump total moron he hate danger +1,262314,econom effect global warm trash environ ai no job lead nuclear war avian flu mop u +1,139745,anoth email issu trump cabinettillerson use alia email exxon discuss climat chang per ny ag http +1,234693,like climat chang evolut health care +-1,976676,climat chang good enough reason conman like help peopl get rip off +0,126596,would actual intellectu climat chang debat +0,198463,obvious cow caus global warm also caus diabet somehow bc actual us beef consumpt down +1,888145,hope fl ok time climat chang denier get head ars that you +1,911813,realli climat chang +1,241586,trump elimin climat chang research amp program increas fund oil amp ga dril +2,403854,freaki februari heat wave trigger chill climat chang +1,506110,polici climat chang wrong maryland februari usual realli cold today 70 degre +2,543890,republican want pay chang tune climat chang +2,921706,reuter reuterspolit race curb climat chang citi outpac govern +0,448130,white hous break champagn popsicl celebr withdraw pari climat chang accord +2,740944,ãâëœthereãââ plan bãââ climat chang scientist fear consequ trump victori +-1,25967,mayb instead global warm obama made cyber secur top prioriti like suggest no hack +1,917871,trump epa pick deni climat chang doj pick oppos vote right edu pick derid public school hh pick want +2,759612,studi bring insight global warm trend learn +2,554224,us geolog survey tie earli spring climat chang promin mention climatologist mark schwaz +1,910558,me enjoy life brain broke nuclear war could sta soon global warm get worst +1,452276,student staff engag deep learn design think tackl climat chang +1,271764,watch now everybodi esp world leader must stand togeth act climat chang +1,400799,cant take heat someth climat chang +1,927984,noam chomski loom catastroph climat chang ignor even exacerb trump +1,676335,reduc global warm +1,460947,resist build rise 429 march climat chang join us +1,664513,believ countri need leader global stage mean take lead revers climat chang +-1,663534,hell global warm need it +-1,990290,im clean air global warm load crap littl chang temp last 20 yr +1,842175,perhap biggest impact result overnight climat chang world littl hope stay wiãââ +2,830988,hpm urg commun unit reduc risk climat chang ââ +1,774538,tunnel environ friendli tunnel help fight global warm pm +0,505326,damn global warm +1,757269,fwiw probabl lost battl climat chang tonight +1,572147,usa mani champion social justic equal action climat chang leadership need moãââ +1,990861,guardian view climat chang trump spell disasterã +0,791473,smile brighter sun ever global warm +0,101021,bob morley soft ill bet dream run daisi elli solv climat chang epidem beau +1,644826,let china beat us climat chang thing go back realiti tv bc govern sad +2,625222,polar bear look healthi theyr climat chang refuge land cant hunt seal sea +2,566633,usda tell staff stop use term climat chang via +2,162064,research vessel visit navi pier crew talk find climat chang +2,158562,american institut architect take stand climat chang via +1,91669,fact check scott pruitt climat chang +2,911292,g7 talk trump isol pari climat chang deal +1,370400,pueo rico canari coal mine climat chang see film 15 stay aliv http +-1,634506,fuc global warm endang speci save eah great grand kid ima let parent figur +-1,689098,potu call gov scott offer condol attack find climat chang angl o +1,191895,excel piec denial america predomin polit respons climat chang +1,160647,deni climat chang progress were share past deserv ninth justic fight watch presid +2,765342,merkel rebuk trump stanc climat chang say deplor decis pull pari climat accord +1,348863,trump deni threat climat chang california peopl tackl challeng head on +0,415534,thank global warm one person photograph +0,797720,littl known fact unsecur privat email massiv global warm potenti fine +2,410415,center diseas control postpon climat chang summit ahead presid donald trump inaugur +1,385581,snow be bleach anemon crack ice climat chang look likeãââ +0,283198,blame climat chang shame you break news emerg servic rush manchest arena +2,865643,epa chief carbon dioxid primari caus global warm chicago sun time +1,371285,that may happen arctic time climat chang melt ice shield rise temperat +0,719685,blog comment climat chang treason us congress amp accus paedophilia 3 easi step htt +1,781870,republican submit resolut suppo action climat chang +2,812407,environ climat chang news headlin one easi read round ecojam uk daili out +1,787793,there way believ climat chang know easi joke go deni +2,193852,environment group vow fight presid trump climat chang polici via +-1,597027,gore fraud phoni understand never bought global warm +2,901020,trump sign execut order revers obama measur tackl climat chang +1,955928,think go die husband believ climat chang +1,207894,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +0,242634,still cant believ gif taehyung save human race stop global warm water everi plant onãââ +1,368041,believ climat chang +0,663213,voic demeanour reason global warm make anyth everyon melt +2,615594,sec john kerri becom highestrank us offici visit antarctica he learn climat changeãââ +1,302249,let look bright side mayb climat chang kill human global fascist govern sta tãââ +1,509453,white peopl elect man believ global warm rememb that +1,319033,cost deal climat chang cost ignor it john kerri +1,490271,harvard paus invest fossil fuel here help paus climat chang +1,872605,believ climat chang realli happen opinion sign delus arrog +-1,445910,snowflak drive car blow dri hair preach global warm +1,631345,think go die husband believ climat chang +1,19617,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,138203,first step solv chang put price carbon here it +1,600970,need healthi forest fight climat chang +1,606812,futur planet stake hillari clinton combat climat chang donald trump think iãââ +0,280336,sun spin around eah global warm thing happen +2,639664,effect climat chang inequ via +2,577061,trump mix messag climat chang +1,74307,econom insecur amp disloc drove elect ignor climat chang exacerb them +2,638085,us climat chang campaign die snorkel great barrier +2,110923,environ exp discuss role civil societi climat chang igcf meet sharjah +2,969497,marin hotspot dual threat chang fish +0,992867,here watch leonardo dicaprio climat chang documentari free onlin +2,350443,geolog record fossil show massiv climat chang mass extinct befor +0,858881,trump climat chang +1,641467,think go die husband believ climat chang +1,749217,crazi pa florida vote trump whole state go underwat defund climat chang research +2,881269,gop congressman god take care of climat chang exist +1,541404,im mostli worri ignor climat chang +1,950472,socal hous scienc committe tweet breitba aicl deni accept scienc climat chang http +-1,734873,inhof warn climat chang denier vigil former presid built cultur radic ala +1,890136,that proof global warm u full shit +2,612996,gener electr ceo take aim trump approach climat chang foun founemagazin march 30 2017 +1,856157,new post a climat chang skeptic lead trump epa transit ãââ cha prove climat changeãââ +2,465883,john kerri leav nz mcmurdo amp south pole meet climat chang research amp scientist 1st us sec stateãââ +2,135595,biden urg canada fight climat chang despit trump outgo us vice presid joe biden urg canadian +1,387472,video show extraordinari trend global warm 100 countri +1,639090,trump thi reject climat chang abandon commit give us leadership damag 2016 +1,328841,want get repub amp global warmingjust tell trillion ton iceberg broke antarct +-1,135623,60 scientist conclud global warm crisi +-1,503983,aicl point out global warm last 15 year +1,132495,believ human caus climat chang probabl also think world flat match head +2,23235,print edit tomá insua argu religion play role combat climat chang +-1,734022,wattsupwiththat coral surviv massiv caribbean climat chang ãâ✠like +1,542514,the warn global warm extrem clear long time explor quot +0,144644,interview what think global warm melania trump hello he kind he strong he great cãââ +-1,911758,glad gop believ climat chang elitist plot explain guy +0,366092,swear winter last like two week year dat global warm maaaaaaan +1,86680,claim global warm paus sta trend line top 1998 el nino spike regress nono +1,371143,think go die husband believ climat chang +1,79648,flood whose question climat chang now +1,554176,bah co2 global climat chang cook like littl fritter soon enough +2,547702,polar bear chang scienc say updat 22317 http +-1,864079,donald realli quit easi trump 97 pro global warm theori scientist becom hero break pa +1,420911,top stori china clarifi trump uh no global warm chines hãââ see +1,418985,s execut order undermin climat chang initi foolish it danger polici +0,952672,everytim renjun breath slow global warm realign eah anim recov extinct deforesta +1,985175,opinion we cant intellig convers harvey without also discuss climat chang +1,893240,might consid sir meet al gore climat chang trump +1,985861,inspir trip discuss busi forc good leadership amp tackl climat chang +1,629893,creation unamerican activ climat chang denial crow law gender convers 3 trump gun everywher htãââ +1,223412,5 tech innov could save us chang +1,839702,know climat chang could affect eah alreadi ha +1,747377,potenti look v like sta next big one brexit plu climat chang unceainti upheav littl +0,931373,believ causat global warm diabet moron obes ye sedentari ye +2,271638,last night presid trump releas execut order demolish sever obamaera polici global warm +2,911769,exxon order turn 40 year climat chang research via +-1,370544,mayb obama fix bridg instead funnel money communist pal climat chang +1,916424,epa address climat chang economi improv amp electr price decreas coal industri wan +1,153281,parrot climat chang initi +-1,737181,fmr obama offici obama bureaucrat promot mislead studi climat chang push agenda +1,244236,think go die husband believ climat chang +1,570609,i believ scienc climat chang type epa chief pockets supercomput built scienc +1,435424,deni exist global warm climat chang deni presenc ever again +1,470645,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,649318,think go die husband believ climat chang +1,823927,colour book meant reliev stress that thing get one climat chang +1,529226,wonder climat chang hope lot money pay lawyer oop +1,220053,thi me im go dead you jerri brown necessari climat chang action http +1,10102,global warm hoax invent chines +1,697000,think go die husband believ climat chang +1,626860,watch right here travel world tackl climat chang httãââ +-1,816369,pope franci decri climat chang umm might want take god chang sinc creation htt +2,556496,mangrov marsh key climat chang battl via +1,834491,think go die husband believ climat chang +1,907661,univers california faculti send open letter trump climat chang honor +1,861171,click stop global warm +0,936116,interview what think global warm melania trump hello he kind he strong he great cãââ +1,821610,american taxpay deserv know money invest wise futur climat chang mind +2,581065,scott walker wisconsin continu scrub websit climat chang mention +1,935543,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,471228,two cent best cope strategi vulner smallhold climat chang +1,848681,thought said climat chang someth china made up hope golf cours sink t +1,120044,call global warmingthat hot +1,528229,best talk ive seen climat chang sir david attenborough amp professor johan rockstrom +2,351919,diplomat un global warm summit concern trump stanc climat chang +1,149533,nuclear war go happen need 50 year minimum surviv global warm though need time t +2,407593,trump administr disband feder advisori committe climat chang +0,83340,weve got tri ride global warm issu even theori global warm wrong +1,610018,dear eah cool climat chang real pleas stop use face mislead american +1,303429,next 4 year amp beyond amp global warm +2,309720,plan respond climat chang build citi float island south pacif move forward +1,811570,govern want roll back regul say global warm exist +2,372976,spring came earli year scientist say chang blame via +-1,672955,chicken littl shepard smithclim chang real pull put us odd wworld +1,55445,no gop believ global warm love oil +2,693138,look like china could emerg global leader climat chang +1,965077,paper discuss fundament best attribut extrem weather event climat chang avail http +2,435306,mélenchon climat chang nuclear power +2,61019,3 key way climat chang transform world food suppli accord exp +1,648222,model v data prove human caus geographicallyvari global warmingmodel show causeampeffect what +1,95517,project drawdown bring hope global warm +1,260494,sign abrupt chang increas around globe via http +1,118062,think need acknowledg want honest climat chang +1,308271,ahead eah day april 22 want know ask effect climat chang +1,441280,differ climat chang trump claim he done 100 day climat chang real +1,457901,doubt pa reason call real action climat chang +0,176899,dad 15 yr ago believ anyth read see internet dad now facebook said climat chang f +1,334356,shame trump backtrack global warm obamacar shame him +1,844675,3 year war scienc canada result 80 reduct media coverag climat chang +0,8340,liter chang much probabl global warm +0,82161,sinc peopl talk climat chang wan na reiter overpopul fascist myth +0,291463,seriou ive seen everyth race climat chang +1,969665,scientist say time run great barrier reef must act curb climat chang preserv +1,758863,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,629020,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,173343,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,930768,catastroph climat chang alon trump presid repres almost beyond measur +1,35815,2016 set hottest year record thank climat chang +1,879596,presidentelect believ climat chang million peopl go say mr tãââ +0,431365,interest student green criminolog climat chang crimin conflict incr +1,807440,win fulli paid trip bonngermanytak pic task climat changetag +1,972669,period remind organ conclud global warm caus human activ urgent +1,348363,iãââm creat new think tank climat chang would join post tweet also +0,534668,made meme month ago save climat chang sea level rise moment look as +2,175877,atrisk countri worri america first mean climat chang +2,920786,climat chang make recent extrem storm wors pb newshour +2,882881,mackerel volcano tell us climat chang yahoo news +0,196061,sen nick mckim offer sen malcolm robe tin foil hat climat chang debat +2,723475,china tell trump climat chang hoax invent +-1,922484,you control climat chang imagin stupid function adult believ whole heaedli +0,897112,global warm exist club penguin shut +2,508343,donald trump want shut orbit space camera monitor climat chang quaz +1,852992,approach climat chang work let tri someth els via +1,378179,anoth nation park tweet inconveni truth climat chang +2,495709,rapid climat chang affect us tell +1,605334,enjoy warm weather vs feel guilti nice due global warm +2,956716,new post ladakh two men tackl climat chang make aifici glacier +2,909695,largest winter wildfir kansa histori like link chang +1,861198,eah hour givergi turn dark across globe get loud climat chang let wo +1,154931,presid believ climat chang happi eah day +1,398868,scott pruitt climat chang denier spent entir career fight clean us water amp power unbeliev +1,541406,appar f you epa remov climat chang page websit htt +2,138393,stop global warm could make world 19 trillion richer repo say +1,492135,2016 year unit state elect man believ global warm chines conspiraci +1,961998,rain heavili fpoal dri isingirothi climat chang thing seriou plz plant trãââ +1,417104,wont let trump intimid fire scientist front line fight climat chang a +2,66100,trump abandon pari agreement strike major blow worldwid effo combat climat chang +1,416652,futur planet stake hillari clinton combat climat chang donald trump think iãââ +2,206996,diplomat annual unit nation global warm summit worri trump could crippl decad climat diplomacyãââ +1,419863,oh god jump scienc wrong climat chang deni nut bag train +-1,685730,steve bannon mean bye bye climat chang scheme were spend 22000000000 year research +1,125069,pledg urg us leader maintain momentum fight global warm +1,669760,opinion climat chang scienc solid better come incred data wa +1,556242,today climat chang stat show scotland met target 2nd consecut year amp +1,222642,catalonia happi share goal amp commit climat chang advanc innov progressiveãââ +2,316577,donald trump withdraw pari agreement chang cours climat chang say advis +1,146342,global warm climat chang real +1,822688,12 yr old think donald trump know global warm real want make money pretend ie nobodi is +-1,352298,im republican came climat chang make apost liber religion hope +1,917785,donald trump previous call climat chang a hoax presid mean move forwardãââ +0,838076,hous scienc committe tweet link fals aicl climat chang im look forward tweet leech an +1,399003,that everyon talk about trade climat chang refuge noh korea syria theyr talk +1,972128,that it mention renew climat chang anoth delusion speech anoth delusion treasur +1,120669,racism climat chang homophobia us vogu men els go plagu us god decid +1,964914,priebu say pre trump default posit climat chang bunk aw news us amp world +0,722858,tri stop ledecki like tri stop global warm +1,824065,roll back climat chang rule would make trump proimmigr amp proterrorist presid us histori htt +1,124118,think go die husband believ climat chang +1,995454,im creat new think tank climat chang would join post tweet also +1,499186,weather channel shut breitba ye climat chang real +2,209183,austrian govern halt 3rd runway vienna due climat chang concern uk they +1,124283,presidentelect believ climat chang million peopl go say mr tãââ +1,528095,good point candid might end global warm bring us nuclear winter beãââ +2,674266,princ charl may rais climat chang trump visit britain +2,288508,un climat chang agenc react cautious trump plan via ap +-1,303067,there yet anoth nail coffin global warm agenda check record got broken +1,927624,u love 71 februari know global warm +1,368333,know altreich freak nonwhit grandkid anyhow climat chang yall could us +1,855474,3 meat wors global warm car +1,199612,think go die husband believ climat chang +2,510207,bbc climat talk save us global warm us urg next head un global climat talk call +1,197339,trade soler danger long term move global warm speedin up guy flat hit warm weather +1,828856,threat climat chang help seal pari agreement earli +2,354115,david letterman amp sen franken take climat chang new seri +1,100301,climat chang oh wait current govern say exist yeah let blame femal +1,634658,click stop global warm +1,577408,happi time green new deal end climat chang put american back work agre +2,773084,anoth us agenc delet refer climat chang govern websit +2,264830,humandriven global warm biggest threat polar bear repo say +1,891120,pictur friday hero fun fight climat chang set exampl next gen +1,291886,think go die husband believ climat chang +2,433696,king counti among us hotb belief global warm relat aicl +1,296613,we realli freak late pay need good pr bc still find climat chang denier +2,998614,govern invest climat chang pay nepal natur khabar +1,390022,pollut climat chang thing imperil surviv observ nation border combat the +0,211979,gfc climat chang experiment mode govern attempt get transform chang difficult context +1,941939,think go die husband believ climat chang +1,361199,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,315213,turnbul legaci pension cut climat chang fight abandon ditto republ spineless ley attack +1,250800,think go die husband believ climat chang +1,181076,join combat climat chang take action +2,4222,hill blog rethink carbon make co2 work climat chang solut the +1,165700,analysi trump intern pariah climat chang +1,709177,kp govern fight global warm success undeak billion project chang better +1,41009,america becom countri world leader doesnãâât think global warm realãââ +1,877617,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +1,519020,70 degre montana novemb elect presid think climat chang hoax +-1,111594,97 global warm alarmist believ presid +1,226041,photo kerstin langenberg show polar bear affect climat chang +1,907510,presidentelect believ climat chang million peopl go say mr tãââ +1,934081,like donald trump think climat chang hoax fuck stupid liter noth els say you +1,556273,total danger climat chang disinform right set us back weaken leadership role +1,553839,ppl understand global warm deforest amp consumpt anim product bigger threat eahãââ +-1,615254,peopl believ climat chang doom r call opposit chicken littl wonder a +1,879620,here climat chang could flood citi and state world warm htãââ +2,85741,epa scott pruitt want set oppos team debat climat chang +1,213177,thereãââ simpl explan thi donald trump know climat chang real give shit you httpãââ +1,218111,without america selfinterest sustain fight global warm +0,611820,rci affili malin pinski cite new york time impact climat chang the +0,532944,god bless climat chang +-1,803933,man made global warm role man adjust temperatur record +2,824388,land clear climat chang +0,616051,want vent layluhan close door turn light sit bed ignit lightstick climat chang +2,667936,trump top advis split whether shld pull pari chang agreement +1,256106,thank make chang educ million look forward visit +0,963147,understanddeb requir scientif studydata nasa studi climat chang +1,131620,trump say nobodi realli know climat chang real washington post error safeti side hu +1,224546,huffpo render dan rather climat chang denier monument great burial marker journal +1,981748,cours did lost file global warm evid had +2,678278,futur climat chang event could lead prematur death exp said atlanta climat meet +-1,159195,al gore told incred boldfac lie ever mr junk climat chang +1,737328,global climat chang exist right +1,415776,presidentelect believ climat chang million peopl go say mr tãââ +0,871666,like stapl climat chang gay immor rest man id forgotten thi +1,675053,proud young peopl seriou remedi climat chang polit gra +2,659353,eu renew energi polici make global warm wors +1,587110,thi deal inevit global disast climat chang human prioriti trump deniesãââ +1,723138,professor jim flynn explos yet sho book climat chang sho messag need p +1,482863,futur planet stake hillari clinton combat climat chang donald trump think iãââ +2,633554,video statoil produc climat chang roadmap news oil ga sector +2,927908,new research shed light geographi climat chang confus unit state +1,364078,ocean connect us all one build wall thought song global warm +0,251551,expect us care global warm penguin penguin crime +1,665134,think couldv hillari quietli work away job healthcar climat chang amp women equal +2,201806,epa shut program help state adjust climat chang +0,467851,funni convers climat chang ruffian get heat sea level fall pari accord +1,437413,way late slew climat chang denier sit power cabinet posit +0,345728,believ man made not natur climat chang +-1,617174,amen mr steve wow mr gore pick ladi mr get rich man made global warm +1,40524,want climat chang denier lead +0,894727,great aicl uk garden amp climat chang ht +1,104229,donald trump end world climat chang may +1,324825,presidentelect believ climat chang million peopl go say mr tãââ +1,451487,join search answer issu climat chang sta now +1,790249,moroccan vault protect seed climat chang war great stori +-1,166524,cours im sure climat chang cult member think tar paint problemat +1,708013,comment global warm embarrass pa stupid eah movi +2,177558,weather channel call breitba climat chang skeptic politico +2,137102,pentagon offici consid climat chang everi decis readi troop battl test weapon httpsãââ +1,265725,effect intervent climat chang isnt pari agreement write amp +-1,154023,mayb manmad global warm fail spectacularli taxpay wake up read learn think vote +0,538834,went bill clinton speech noth highlight polici climat chang student debt job +1,564542,cost mitig global warm ow much would pay everi acr propey meter sea level everi singl beach +1,289085,read nichola stern cost global warm ãâëœi wors fearedãââ ââ +1,682447,parent id anyth children scientist here stave climat chang children stay oãââ +0,605734,nail climat chang pa mental nutcas +-1,898206,lol im watch episod iii right climat chang sensation bull +0,632119,good luck that un meet urg ãâëœhighest polit commitmentãââ climat chang +0,830808,in strang twist fear human extinct global warm evapor threaten fear global annihila +1,207793,trump call global warm chines hoax clinton email +2,636647,senat tim kain challeng rex tillerson climat chang view +1,413434,think go die husband believ climat chang +2,517130,celebpack year live danger want make climat chang vote issu +2,621502,climat chang scott pruitt contradict epa websit +1,542357,watch right here travel world tackl climat chang httãââ +2,641145,uc davi int chancellor join call action climat chang +2,585073,22 mit climat scientist tell donald trump listen retir colleagu climat chang real +-1,133262,exactli prove climat chang temperatur chang day day normal thing as +2,93717,kerri say hell continu antiglob warm effo +2,62469,scientist get better link extrem event wildfir climat chang +1,286038,depress predict trump get readi junk american leadership climat chang +0,448942,leader free world climat chang +2,497025,head scott pruitt co2 primari contributor global warm +-1,410093,icon australian satirist clive jame pen savag essay climat chang alarm +2,940943,pope franci activist stand migrantsdont deni climat chang there thing islam terror http +1,541829,remind trump factor real world effect climat chang came protect golf cours +1,433215,nuclear solut climat chang better option +1,875790,conserv keep pretend climat chang hoax countri arent gon na put anymor htãââ +0,877467,legit question think peopl caus global warm theori democrat progress +1,878660,save planet stop catastroph chang socialist worker +1,543628,three thing unison member climat chang todaythi weekend +2,3332,limit global warm 15c +1,64035,believ scienc believ climat chang let protect preciou resourc includ air breath ampãââ +2,906240,uk cainey said yet see govern rhetor climat chang issu match polici commit +1,974116,want improv peopl health tackl effect climat chang help peopl stop smoke come amp studi +1,639182,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,959687,conserv keep pretend climat chang hoax countri arent gon na put anymor htãââ +1,870494,hope someon foresight consid climat chang ethiopian renaiss dam sta so +1,835178,invit scientist engin franc help fight climat chang +1,806874,lol climat chang real idiot guy dvr 8 differ search bigfoot show +-1,813423,im skeptic everyth n climat chang get pass skeptic wide accept +0,97039,crosspay action need climat chang say look globe nz repo tuesday +1,367677,make peopl final care climat chang +1,723039,find exactli repres see think climat chang go here http +1,106270,good point candid might end global warm bring us nuclear winter beãââ +2,768262,teen su us climat chang ask s email +1,886081,think win singl ga race mean top like think climat chang real snow onc +2,764693,bird speci vanish uk due climat chang habitat loss +1,346076,trump racist misogynist deni exist global warm someon like head uãââ +1,573720,believ equal need comprehens immigr reform prochoic global warm real ââ +2,321827,indigen right key preserv forest climat chang studi find +0,334346,like video mine lobbyst explod climat chang +0,234316,outrag recent column nytim climat chang apologia marin le pen +-1,121820,profit global warm hysteria busi +1,721954,presidentelect believ climat chang million peopl go say mr tãââ +2,834960,racism climat chang american ceo keep turn trump via +1,162451,last book climat chang say number one solut famili plan tip toe around thi +0,398616,lot spend time think die like go get kill egg beef global warm asteroid +2,779371,penguin quickli disappear antarctica due climat chang +1,109746,still believ nasa scientist come climat chang +1,404807,opinion donald trump cant put green geni back bottl climat chang +1,46011,legit saw tweet said god gon na fix climat chang bitch he laugh failur +2,230105,could mutant plant save us global warm christian scienc monitor +0,150521,woman climat chang so +1,995775,donald bad news us ãâ✠come chang belief he danger us httãââ +1,114370,think go die husband believ climat chang +-1,165374,it snow amp freez nyc hell ever happen global warm +2,639829,thousand peopl across us march rain snow swelter heat demand action climat chang +0,365914,suppo blue live im gun owner believ climat chang don +2,676201,china lead way american climat chang denier sit white hous +1,478403,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,363533,anim go extinct alarm rate global leader think climat chang joke +2,877608,scientist sign letter rebuk s scott chang +0,213905,umm global warm never heard never thought ummm +1,587065,know climat chang real truli turn crisi oppoun +1,451777,take sa first climat chang lawsuit +1,589540,feel climat chang denier confirm head epa http +1,468485,noam chomski donald trump elect acceler global warm human race disast +2,20744,catastroph come east africa show true extent climat chang +1,446652,oklahoma hit 100 dead winter climat chang real +1,984550,donald trump think global warm made china lol +-1,443648,al gore current hous must great make money climat chang paranoia +0,176731,absolut messag world imagin climat chang chat went prior +1,574189,go franc transit away fossil fuel vital limit climat chang +1,58422,latin america forest protect initi organ investor w 617b fight deforest amp climat chang +1,503182,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +2,817518,economist explain american polici candid deal climat chang economist blogãââ +1,412563,shame work strategi combat climat chang +2,702797,we know yet epa head scott pruitt deni carbon dioxid caus global warm +1,257612,california climat chang fight also public health via +1,525610,gloriou leader action climat chang thoughtcrim doubl plu good +0,251057,abbot show colour climat chang hey tone one care say +2,829541,michael gove realli tri stop teach climat chang bbc news +1,477433,perhap apa climat chang like biggest threat ignor incom administr +1,206239,absolut worst pa climat chang itãââ novemb 10th iãââm still get mosquito bite +2,981034,donald trump could put climat chang cours danger zone +1,329929,ms lizard get bed dup found paramilitari climat chang denier anti women right aboion lbgt ironi +1,147002,mesmer see climat chang human action alter landscap +1,759781,fair insinu like trump done human action led drastic climat chang see insan +1,902166,need infus energi inspir fight chang attend ccl region confer near you +1,132932,dumbstruck happen us major global leader think climat chang hoax inãââ +1,42166,rememb climat chang lawsuit file 21 kid oregon move forward trump +-1,799804,proud potu place american job feel climat chang alarmist +1,813556,think global warm perspect extra person contribut loooooad co2 lifetim +2,542769,million bottl minut world bing as danger climat chang +-1,280339,sick hear climat chang govern simpli easi file issu +2,822164,seth meyer blast trump dire attitud toward climat chang it liter life death +0,521096,hillari charg 20 year they blame climat chang new guy +1,739942,graphic show terribl climat chang 2016 via +1,618769,shrink sea ice due global warm put seal fish wolv fox polar bear risk +0,114513,thread fascin huge swath america think a global warm happen amp b scient +1,384689,ivanka trump concern child care issu guess care pollut air global warm will +1,688431,read thi hatr al gore make climat chang less real +1,993439,trump posit climat chang pathet embarrass world +1,635725,realli surpris oil giant alway wise climat chang care +2,564834,without bolder action children wont time debat exist climat chang said obama +2,827018,climat chang respons recordset extrem weather event +1,338803,comment daili mail reader debunk climat chang contain mani level stupid cant count all http +2,61136,take polar bear say one sign anticlim chang treati gather outsid white hous +0,4239,interview what think global warm melania trump hello he kind he strong he great cãââ +1,388880,hope wv believ global warm pleas suppo +0,430243,blime global warm go us next +1,189700,think go die husband believ climat chang +1,184504,marin hotspot dual threat climat chang fish +2,748597,scientist tell trump pay attent climat chang +2,297922,scorch heat aifici sun could help fight climat chang +1,647977,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +-1,140153,liber care climat chang aboion +-1,645134,scientif climat chang +1,574181,talk lot peopl impoanc strong climat chang +1,551185,lunch guy claim climat chang myth +1,881273,white hous websit longer section climat chang healthcar civil right lgbtq right +1,316373,believ global climat chang occur believ human contributor global climat chang +0,147329,fuck global warm +1,518874,wonder dt believ climat chang +1,606896,loi barber nuclear weapon climat chang reason back clinton trump call huge militari bu +-1,184813,freez outsid hell global warm +1,497124,februari 2015 oklahoma senat inhof hold snowbal disprov global warm februari 2017 norman oklahoma +1,461728,think go die husband believ climat chang +1,527700,devast storm world wide make climat chang difficult deni +2,442170,china slam donald trumpãââ plan back climat chang agreement +1,197183,lost futur world impact longterm climat chang earli career research poster opp +1,808276,clear concis info climat chang +2,757163,octopu park garag climat changeãââ canari coal mine +1,194380,time take action women right lgtbq right climat chang conserv basic human right +1,554742,idiot tweet climat chang +1,85558,di tourism climat chang +1,419720,america becom countri world leader doesnãâât think global warm realãââ +2,390889,kid take fed possibl trump cou climat chang via +1,847565,eunic foot knew climat chang 1856 scott pruitt know 2017 +1,462759,also believ global warm myth alon might wipe us +0,697048,crook clinton act climat chang enrich her +-1,385714,darn global warm +1,379705,learn abt climat chang depress hale +1,379913,scarciti could cost countri 6 gdp 2050 follow us learn water climat chang pove +-1,286100,teach son climat chang feed soy milk islam teach son kill son +-1,168577,freez outsid hell global warm +1,424000,perhap real climat chang mitig adapt resili action would better idea all +-1,814439,wonder long john kerri blame latest attack london climat chang +1,409457,chad vulner climat chang countri +1,514319,think less conflict global isolationist refus address climat chang creat suffer amp instabl +1,792945,suppo girl amp women strong economi global health amp well commun fight climat chang +1,640149,gtdeni climat chang gtthink chemtrail exist gtclaim bill nye know scienc okay sweeti believ y +0,664794,polar bear climat chang +1,681531,think go die husband believ climat chang +0,60563,kentut sapi termasuk penyebab utama global warm +1,201001,need nuclear power solv climat chang joe lassit +1,772656,impeach presid trump sinc believ climat chang +1,57856,enjoy seren februari weather rememb small way curb climat chang big dummi bel +1,310299,believ equal need comprehens immigr reform prochoic global warm real ââ +1,271575,india plant 50 million tree singl day help fight climat chang read more +1,886725,believ climat chang lesbian mayor +2,16801,scientist say could alreadi game over climat chang +1,290509,mandat climat chang legislationprogram even increment better zero +0,901103,wow use antisemit describ climat chang go unload aerosol honor snowflak +1,970666,keep global warm 2 degre done kaput +-1,615903,climat chang alarmist planet 45 billion year old +1,87911,green inevit fight climat chang +1,102585,creat feminist fossil fuel free futur nepali activist us respons climat chang amp fix it +2,43134,climat chang make us sick gt +1,421348,climat chang truth lte debunk oregonian climat chang denier +1,33253,2017 nobodi realli know climat chang real well 97 climatologist do http +1,801690,mom watch crime show cuz wan na hear bad thing glad see presid appli approach climat chang +1,742826,disagr human impact climat chang come lose loss fossil fuel an +1,288264,global weather climat chang +1,386959,take shoer shower buy reusabl bottl stop global warm main result agricultur demandãââ +1,502759,burn fossil fuel were drive climat chang learn pittsburgh +1,949098,green world dese revers climat chang allan savori via +0,118379,plu load land doubt benefit eu polici farm amp global warm +0,905848,trump patienc wt noh korea dat solut global warm +2,734712,employe went rogu tweet climat chang fact offici account +1,844165,citiesfocus sustain cost reduct amp effect climat chang invest big +2,153749,cdc postpon meet caution follow elect trump call climat chang hoax +2,167819,kid take fed possibl trump cou climat chang +1,271926,hi im jolen studi forest ecosystem respond climat chang +0,313883,link aicl scienc know least one world leader said climat chang real +1,563982,becom activ member fight mitig climat chang +1,412826,cool sick 2017 were still frantic provid evid stage climat chang +2,233795,recordbreak climat chang push world uncha territori +1,446016,watch right here travel world tackl climat chang httãââ +1,498442,um climat changeglob warm +-1,538239,fish bird die place tri associ global warm +1,297200,presidentelect believ climat chang million peopl go say mr tãââ +1,324155,call paper special issu 15c climat chang +1,459903,trump name climat chang denier top person set direct feder agenc address climat chang httãââ +1,970670,dramat climat chang india favour infecti diseas grow +2,521239,energi depament climat offic ban use phrase climat chang +1,475072,u watch super interest amp explain real caus global warm +1,625280,unit fight climat chang take pledg ãâ ãååïãëœâãâºâãëœïãåâãëœâãååâãååâ³ãååâ² +1,732220,visit know recent research climat chang impact ice load transmiss line across canada +1,592103,miss ben santer passion plea us reject ignor embrac action climat chang +1,568225,power insight empathet man lead epa climat changedeni pruitt +2,855944,rex tillerson focu ny ag expand sweep investig whether exxon misl investor climat chang http +1,520364,guardian view climat chang trump spell disast +1,409568,trump liter said he pullin pari climat chang agreementãââthat caus rippl effect eventu lãââ +0,7044,ecologist todd dawson describ redwood use fog amp drought amp climat chang impact forest ââ +2,969206,1 news ãââã ãâëœfight climat chang moral obligationãââ via full stori +1,999179,wow sturgeon climat chang deal realli immedi impact +1,399482,vancouv as in entir citi consid retreat coast respons climat chang +1,292339,think go die husband believ climat chang +2,232968,kerri say hell push antiglob warm pact administr final day leglobalist +0,13101,climat chang crazi +0,871701,solv povey climat chang least pant tell u ur hit downward dog +1,298863,worri global warm were go build new eah bigger eah best eah ever ââ +1,559067,trump cant even conv f c even lcl yet want talk climat chang like phd climatolog +1,199393,donald trump sta presid drop pantomimevillain act climat changeãââ +1,287553,great remark keep fight climat chang reconcili health careãââ +0,168377,like talk global warm +1,600902,think go die husband believ climat chang +1,650297,13 presid may think it hoax million american alreadi feel effect climat chang +2,486372,g7 summit end without agreement climat chang +1,106239,busi premier amp indigen leader work plan fight climat chang amp leav better +1,508490,secur futur coral reef requir urgent action reduc global warm via +2,819986,commonwealth bank sharehold sue inadequ disclosur climat chang risk +2,514254,huffington post buzzfe vice blaze new trail climat chang coverag +1,495395,exxon amp oil compani known global warm sinc 70 +1,272415,watch weather channel debunk breitba bogu claim global warm isnt real via +1,187003,bring togeth geologist engin agronomist more book offer 100 solut global warm +1,586157,climat chang look like +1,794924,vote guy think global warm fabric backward +2,821523,coral reef act natur archiv climat chang ice eah pole +1,280722,would big newsin altern univers media care climat chang threat human httpsãââ +1,464030,great column corpor reckon climat chang defi trump denial +1,520403,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +0,762399,britain face 1000 year ice age due freak climat chang neither endors debunk alleg +1,245877,agricultur across africa must undergo signific transform meet multipl challeng climat chang food insecur mal +1,917509,trump propos put place worstcas scenario respect defund effo combat climat chang htt +0,842420,pati daw global warm sya na din may kasalanan +1,445140,mani die uncheck humankind climat chang fuck idiot +1,187199,parent id anyth children scientist here stave climat chang children stay oãââ +2,330075,great barrier reef tip climat chang iceberg +1,131559,remind epa chief understand carbon dioxid impact climat chang +1,472072,glad keen intellect like side take hoax like climat chang amp born gay h +1,767522,kind tweet show ignor understand climat chang global impact nic +1,28999,may audaci plan yet combat global warm via nbc news mach +1,54274,realli wan na tell elect presid think climat chang hoax yet 60 degre novemb +1,671292,look america offici believ climat chang hoax sorri everybodi els +1,831015,ive defend ca landmark climat chang law challeng biggest pollut ill also use fight +0,417945,someon tell global warm +1,544334,impoant meet regard crosspay respons climat chang pleas share wide +1,372514,dup are climat chang denier anti lgbt anti aboion religi fanat suppo terror group potent +1,840343,climat chang denier antichoic suppoer misinform histori yep reassur +1,986648,fight global warm etribun world +1,243086,look forward trump administr announc fix climat chang +0,55760,recom read repo interest energi climat chang amp economi polici transit requir +1,584189,rex tillerson refus admit climat chang decad ago via +1,95716,anyon surpris trump putin camp putin say human respons climat chang +1,591394,think go die husband believ climat chang +1,286263,leo dicaprio whine futur kid abl see snow best way stop climat chang kid ãåëœâ +-1,936626,exp said hillari would win claim climat chang real lol go away moron know noth losãââ +1,313167,also global warm real thing threaten human threaten godd +1,170759,hear aim to examin sci method amp process relat climat chang also underli scienc help inf +2,593381,may need new name permafrost expect could thaw come year contribut climat chang http +1,835398,hope well actual sta care planet help stop global warm +2,565987,vatican urg trump reconsid climat chang posit +1,650498,despit mulvaney say fight climat chang wast money it invest futur http +1,172118,futur planet stake hillari clinton combat climat chang donald trump think iãââ +-1,890823,famou global warm blizzardgtclim chang fail california hammer rain snow alarmist pred +2,717751,california gop oust assembl leader cooper democrat climat chang via +1,38088,sad hear congressperson global warm denier must know s +2,216885,recordbreak climat chang push world uncha territori repo +1,386623,trumpãââ denial catastroph climat chang clear danger +0,759202,trump whatev al gore say well cope climat chang cnet +1,179533,anyon suppo trump view climat changeselfish narrow mind peoplethink ur grandchildren ampth eah want live +1,522097,need nomine commit commonsens solut address climat chang +1,555488,mayb reve global warm all +1,349285,climat hope optimist convers climat chang real solut +0,358273,global warm real explain +1,328589,20102017 sad see climat chang done grand canyon +1,644821,may make denier like blush climat chang chang big snowstorm too here scienc http +1,376248,scientist resurrect woolli mammoth fight climat chang cours get whole stori i +-1,686309,van jone radic communist hate white want push climat chang increas +2,845202,trumpãââ victori game climat chang progress +1,853804,local commun dont wait take action come mitig effect climat chang +2,54420,pari agreement forc defin moment fight climat chang +-1,711153,take money global warm hoax fund scienc it shut +1,500521,even lil birdi know berni fight delay global warm protect home http +-1,451496,dad scientist learn best sorri dude climat chang wealth distribut +2,949777,white hous disband climat chang feder advisori committe repo +1,278550,man battl climat chang build aifici glacier himalaya read more +1,367653,one troubl idea climat chang found new evid favor washington post +0,219875,arctic yamal lng project matter there big russia global warm thaw ice open shipp +2,997148,michael bloomberg meet emmanuel macron drive honour pari climat chang pact gather pace +2,855429,china trump blame us climat chang +-1,37723,climat chang call weather manmad climat chang call fiction +0,926802,back door knock spruce cliff impoant discuss westgat school climat chang httpsãââ +0,200224,new offici american govern posit climat chang ye amp also australian protest against +1,905489,florida vote someon believ global warm yall peopl hous one inch sea level +1,953501,meet 9 badass women fight climat chang citi +2,719775,exxon mobil carbon tax propos publicrel exercis commit fight climat chang +1,514965,scott pruitt say co2 primari driver climat changea statement odd global scientif consensu h +2,247796,teen su us climat chang ask exxon wayn tracker email +2,149223,earliest manmad climat chang took place 11500 year ago +1,172748,go singleissu voter make global warm even wors would good issu choos httpsãââ +1,744266,think go die husband believ climat chang +1,27762,think go die husband believ climat chang +2,481859,intern bodi pat india transit combat climat chang +1,62742,senior associ speak today climat chang amp polici implic sure follãââ +2,142701,trump sign sweep rollback obamaera climat chang rule +1,522163,ask epa admin pruitt amp pre trump believ climat chang real pruitt answer +0,548651,that want hear josh trump caus great unceainti climat chang confer +0,744560,omg celebr moral action climat chang suit evil apathet wealth expens us suicid maniac +1,559217,fed cou rule right youth threaten climat chang help proceed trialãââ +1,424447,label folder confirm global warm data theyll burn it +2,435019,climat chang lawsuit administr desper stop go trial +2,996384,cdc cancel climat chang confer back thank al gore +0,539485,global warm exist club penguin shut down +1,938692,huge weight work climat chang know scienc amp littl time act u cant ever +1,932085,7 food could go extinct thank climat chang via +1,91480,open letter 2344 professor trumphumancaus climat chang real +2,404344,rick perri deni human main caus climat chang +0,280760,global warm kill club penguin +0,326876,hear climat chang goon screech reeeeeeee +2,878552,presidenti candid ãâådangerousãâï climat chang say ãââ princ albeãââ +1,710628,humaninduc climat chang make extrem weather event stronger frequent costli deadli http +1,397848,appoint someon believ climat chang epa appoint believ cigar +1,596641,sad step backward climat chang massiv failur leadership massiv fail presid http +1,103080,come talk reckless global warm real 80 degre novemb +1,414233,wake climat chang +1,153793,help peopl seek asylum take action climat chang +0,32606,global warm lit +1,11052,social scienc impoant tackl climat chang new blog +1,429259,penc believ climat chang evolut ppl born gay cant believ saw hamiltãââ +1,226664,like polic brutal global warm anim endanger someth petti like damn green cup +1,793508,ignor global warm irrespons choic bozeman daili chronicl +0,872163,global warm thing said +1,566564,fuck vote man thought global warm hoax creat chines new presid noth matter +0,739409,want leader say ye ill press it n korea one them still nuclear winter would counteract global warm +1,948759,hi im michel studi effect climat chang arctic stream +2,130012,kid sue us gov climat chang postnov obama admin conced evid lawyer trump must preserv evid +0,306320,quit apa one think climat chang bret setephen 1st nyt column dread +0,909437,there debat climat chang not realli ye is were debat right now ive seen skit +0,430892,100 disprov global warm not relev +1,94373,otoh lot say notori dumb thing like climat chang problem well longer biolog then +1,4246,higher co2 concentr mean plant grow help slow climat chang nearli enough stop itãââ +0,257222,thank good worri climat chang more well done blockchain +2,327998,recordbreak climat chang push world uncha territori +1,401849,want stop climat chang see univers +2,735799,trump defens sec jame matti say climat chang real amp nation secur threat http +2,854640,climat chang exp fear donald trump presid +1,77960,water life amp climat chang real see climat march cheryl angel sicangu lakota tribe memb +0,717188,here watch leonardo dicaprio climat chang documentari free onlin +1,616453,new new world china lectur unit state climat chang impoanc cooper betweãââ +2,26801,alexandra cousteau climat chang ocean eat tuna dalla news +1,45018,almost everyon know climat chang real +0,160078,hi disclosur review project go time besid climat chang disclosur thank +2,662397,gov jerri brown warn trump california back climat chang +2,627022,jill stein al gore need step up climat chang fight +1,115533,gop 1yr investig flint shut down yield new insight chaffetz solut redirect climat chang +2,189527,global warm worsen flood like kind hit houston +-1,917599,epa chief pruitt question scienc global warm globalist fear climat scam expos dt +1,978948,climat denier blame global warm natur nasa data beg differ +2,449283,human dont 10 year left thank climat chang scientist akei environ +1,385845,in term climat chang debat over +1,660267,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +-1,185519,trump deni climat chang despit liber snowflak melt +1,224127,swear republican think climat chang mean everywher go nice 70 degre time like san diego +-1,100900,nigerian dumb proof climat chang +1,92038,care climat chang environ integr polit pleas vote today +1,279970,america becom countri world leader doesnãâât think global warm realãââ +1,658913,yal realli think global warm joke hurrican katrina sandi harvey begin map gon na look differ +1,292778,look fuher pa republican come singl dumbest theori climat chang +2,110445,survey peopl eight countri show 84 per cent consid climat chang global catastroph risk +1,971509,evid show human activ esp co2 rise like caus global warm repo +1,705152,pruitt believ climat chang move nj instead flabut yo +2,83976,extrem rainfal risk could tripl us climat chang scientist warn via +1,937762,strike photo show peopl v climat chang via +1,53458,gop care climat chang environ women poor peopl children futur mayb season 7 +1,705948,kp provinc think futur gener tackl climat chang thru amp clean energi http +1,843087,fact matter climat chang trump pick get wrong dana nuccitelli +1,87197,photo show chang dramat arctic impact +1,391627,allergi even miser futur thank global warm verg +1,625682,understand climat chang social issu +1,939175,gt committe hold climat chang hear well learn noth +1,259819,watch eff america i deni climat chang get way make money right wi +2,440178,broadcast news coverag climat chang lowest sinc 2011 +2,8769,china tell trump climat chang hoax invent +1,31289,rain snow spring winter climat chang total chines conspiraci +1,776538,thank eye open documentari want real true porait climat chang watch now +1,455428,nowaday climat chang question theori graviti +0,301601,head epa believ scienc behind global warm wrote +1,448828,snow be bleach anemon crack ice climat chang look likeãââ +-1,221727,12 im climat chang denier think ceainli subtl impact upon planet climat greater impact +1,117114,didnt yall vote someon believ climat chang fake +1,417710,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,717408,doug edmead prof rowah paner epa crime out climat chang denier surpris surpris +1,610070,80 degre novemb peopl wan na think global warm real +-1,311448,im go die climat chang go die lack brain matãââ +2,126782,plant appear tri rescu us climat chang +2,849777,must compli massachusett climat chang probe +1,332622,real battl climat chang fought aircondit meet room +2,40970,ocean scienc aicl day meteorologist refut epa head climat chang the hill +2,56346,as climat chang mulvaney say were spend money anymor consid wast mo +1,733619,read aicl abt climat chang oh no bad got ta someth read comment nvm fuck kill us +0,360955,wrote exact thing global warm essay repo plagiar +2,122445,nation park defi trump social media ban climat chang tweet +0,95780,mtv star flog climat chang hypocrit leonardo dicaprio one photo win award via +1,799317,snow march lol how global warm real guess bitch there differ climat weather also dumb +0,414113,princ charl also hope brand new 4ltr rang rover win climat chang sceptic +1,94259,hrc spent year develop 1000 page polici help us amp world climat chang healthcar ku +1,378625,climat hope explor solut climat chang led citi citizen +1,306329,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,538181,much scienc prove climat chang exist yet idiot like make hard get fund revers +1,900215,evolut climat chang scientif con social darwin legit racist fucker smh +1,822682,uncoupl emiss growth econom expans impoant slow climat chang httpsãââ +-1,844487,oh impact global warm let see happen solar minimum lead coolingcold snap prepar httãââ +2,500147,dion impli climat chang play role middl east violenc stéphane dion +0,82176,love weather like global warm +1,115021,presidentelect believ climat chang million peopl go say mr tãââ +1,480015,anybodi high school debat know worst way tackl chang +1,964279,worri global warm were go build new eah bigger eah best eah ever ââ +2,757341,presidentelect trump view scienc opinion 20 subject climat chang public healthãââ +1,232803,busi must continu insist climat chang real real threat econom system +2,572714,white hous fire back claim told epa eras climat chang targetblank +2,50672,dicaprio slam lack climat chang debat us elect itv +2,181300,g7 leader divid climat chang closer trade issu +1,635707,share best solut elimin climat chang in +1,246438,need work togeth creat greener world mitig menac climat chang pm +2,425268,epa chief say pre trump sign execut order week undo obama plan curb global warm +0,28433,mayb mayb possibl global warm friend seem forget distinct two +1,928962,donald trump serious go ignor climat chang like sir stat say 4 million memphi citizen die there eahquak +1,426924,legit understand ppl tht think climat chang hoaxlik tht dumb there evid liter everywher look lol +1,335341,studi stop global warm way save coral reef +1,953414,exp call climat chang panel better reflect oceanãââãââ +2,833709,trump administr disband feder advisori committe climat chang washington post +1,665278,fact check scott pruitt climat chang +0,698398,62 denver love global warm +0,230399,transit black skinni jean light wash slim fit proof global warm need +0,910873,fact think mainli tri get grip climat chang person +1,700697,im dream white christma but due rise global temperatur due manmad climat chang might n +2,959928,donald trump given sho shrift climat chang threat financi time +1,77713,internet thing help fight climat chang +2,593197,gov jerri brown warn trump california back climat chang +2,44222,via here climat chang might liter keep us night +0,390843,counteract climat chang +1,140706,opinion intens summer forest fire europ harbing climat chang bring +0,770434,research next video found twitter asshat presidenti winter global warm +1,782818,autom futur robot job tackl topic slightli less unsettl climat chang h +2,874376,new find show chang influenc india farmer suicid +1,804828,american perspect real chang made tackl climat chang congress persuad ââ +1,384709,aist lorenzo quinn instal giant hand demonstr devast effect climat chang could o +0,692857,hi research iro under2m amp like know there current overview doc nigerian climat chang respons +2,958780,trump defens secretari cite climat chang nation secur challeng +2,389233,17 hous republican push back climat chang denial +2,282873,new research show paus hiatu global warm first decad centuri +2,647496,link climat chang diabet +1,874215,us nation academi scienc climat chang +-1,146835,realiti winner wrote communist climat chang essay +1,291270,could govt touch on marriag equal climat chang energi need employ budget health educ +2,272661,mou sign k8879 million climat chang program +1,351459,suppo upcom touch issu chang preorder htt +1,379598,jame lovelock enjoy life can 20 year global warm hit fan http +1,241698,noam chomski climat chang acceler race toward disast +-1,505172,take rubbish appar global warm 50year ahead climat chang everi st +1,961696,trump ignor climat chang amp admiss even said climat chang ju +1,633314,deadlin extend 331 2017 recogn solut chang challeng appli here +1,567976,watch presid obama work help fight climat chang denier derail progress 2016 +1,399039,no wrong usual fring view like climat chang denial or creation deserv airspac the +2,567000,melanesian nation question global respons climat chang devex +0,757819,nice lol global warm were finna die +1,591174,lead develop countri spend 20 time fossil fuel fight climat chang ââ +0,951005,rememb guy climat chang myth +2,421909,watch cycl nake climat chang eyewit news +1,806332,ok ill conced went fight climat chang totalitarian way possibl could wors +1,38058,coal restrict via execut action donald undo obama action horribl climat chang cog diff +0,621320,folk say the sky ask what up believ global warm smh +0,365373,ãâåtrumpãââ new head epa transit said global warm ãâëœnoth worri aboutãââãâï +0,722487,exom cover mirot icon jongda high note stop global warm btw +1,516314,drought southern africa point urgent need climat chang plan +1,350595,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,380050,i hold gentleman amp coal miner respons climat chang berni sander understand th +1,186800,watch chase coral netflix stream affect global warm coral reef highli recommend co +1,132556,arstechnica one candid louisiana senat runoff embrac climat chang fact megangeuss +1,300740,oh hey rememb transit team ask name climat chang staff doe women program staff +1,461212,matter respect climat chang food system 21st centuri radic transform vermeulen +2,434799,rahm emanuel post climat chang webpag delet trump administr +-1,208921,climat chang often propag thru data manipul conveni global control +2,168857,sex live reptil could leav vulner climat chang via +0,139393,deep sad amp heavi hea rememb jadi white witch work tirelessli revers narnian global warm +2,747463,donald trump win deal blow global fight climat chang +2,862017,new studi risk climat chang coastal landscap wale irelan +2,456191,trump team forfeit global leadership role climat chang +1,4931,3 hurrican threaten east coast massiv fire west yea climat chang made chines sell water +1,580491,book lawson lazi tabloid antisci journal bbc defend lord lawson climat chang interview +2,846377,despit trump skeptic nearli 200 countri pledg keep fight climat chang +1,699127,militari leader know climat chang threaten nation secur theyr urg us defend +-1,69529,climat chang fake +1,823753,sorri america elect presid doesnt believ global warm +1,99084,bring lord lawson in name balanc climat chang ignor irrespons sh +0,421243,noth global warm cours +-1,406962,concept global warm creat chines order make us manufactur noncompetit +2,513283,trump abolish climat chang first moment regim +0,942076,gon na go limb assum scienc buff believ global warm exist either +1,601504,u know pak stand top 10most vulner climat chang countriesw need seriou mitig amp adapt strategi +2,111690,china donald trump no didnãâât invent climat chang +1,717972,lol sexist lol racist lol climat chang denier lol facist lol homophob lol donald trump +2,485116,he tshere tobagi address global audienc discuss climat chang impact foo +1,760429,china roll eye trump ridicul climat chang claim see +0,730838,ask dad watch documentari came climat chang legit turn trump vs hillari thing +1,312681,hey new board bounc idea climat chang interest +2,550262,climat chang go chang way work +0,817815,law scienc relat global warm +1,359180,think climat chang hoax +1,714648,enter forc world move word action climat chang +1,15955,good trump talk climat chang leonardo dicaprio al gore guess could talk to kn +1,88127,scifi author explain solv global warm +1,533911,jerri brown respond climat chang late assin abaixoassinado via +2,463058,un secretari gener ban kimoon urg rethink climat chang stanceãââ +2,577280,tillerson tell diplomat avoid answer question trump climat chang polici repo +1,416633,predict damag climat chang dispropoion affect southern state includ home sweet az +1,627765,usa tast climat chang omen trump +1,990442,water energi climat chang conflict stori 21st centuri mani peopl vi +1,307375,today obama give 500m climat chang fund amp commut chelsea man sentenc trump su sexual a +1,872698,s tonight put focu realiti climat chang amp need action httãââ +1,786702,yo fuck novemb snow ground think global warm exist hmu slap someãââ +2,963654,guardian trump tread water climat chang deal say deputi un chief the +1,427121,think go die husband believ climat chang +0,625654,think global warm real vote retweet +1,445252,coachella profit fund antilgbt group climat chang denial strategi group fun +2,175913,bleach clearest signal climat chang happen say +2,353909,main eke govern fight climat chang +-1,40609,heard right now combo fake news interview fake climat chang propagandist +1,555788,yous peopl abc point posit side racism bigotri sexual assault amp climat chang deniaãââ +-1,320915,in paicular stop job wreck polit scam climat chang +0,891117,stupid tweet eahquak almost imposs predict noth climat chang +-1,604116,80 degre novemb ãåëœåãåâåãååâbut global warm real liber ãåââãåïâãåâå½ãåëœâ +1,18174,jamaican great mani necessari step mitig climat chang done goj +1,838360,homeland sicili burn fire put home houston drown let argu climat chang som +1,405919,presidentelect believ climat chang million peopl go say mr tãââ +1,883945,great lt5 min watch 1 man impact global warm data the snow guardian +-1,527580,im go sta replac climat chang chemosh headlin 9 time 10 bet just +1,204137,million bottl minut world plastic bing as danger climat chang +1,603383,anoth great contribut ray cusson re climat chang amp nl amp beyond rome burn theindependentca +1,960125,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +2,460766,landmark pari agreement combat climat chang come effect offici becom intern law +-1,669562,concept global warm creat chines order make us manufactur noncompetit +1,459928,frydenberg say ridicul number word polici deal climat chang all ev +1,727638,ceo exxon climat chang denier rick perri head dept energi mad goe on +1,618776,hey global warm denier deni photograph evid +-1,93409,know would believ global warm theori yesterday mid 70 today snow +-1,885122,un amp globalist tell america agw climat chang hoax unstopp guess see that htãââ +1,520637,plant tree flower today itll add reduc global warm small +1,427103,trump admin engag modern equival book burningsinc jan20 mention climat chang remov fed websit +0,281533,need good sourc climat chang fact check +1,70117,think go die husband believ climat chang +2,825555,ddt ban global warm blame us mosquito erupt studi +1,641991,yall believ god climat chang +2,733083,donald trump call climat chang hoax chines offici say anyth but +1,816724,swedish minist brilliantli troll donald trump pictur sign climat chang law +1,405764,pari agreement cost foun littl reduc global warm learn video w http +1,98306,inabl mani elect offici take climat chang serious scandal epic propoion +2,550359,trump realli want face 21 kid climat chang +1,96282,think go die husband believ climat chang +2,711158,plant geneticist reinvent rice world transform climat chang http +2,202794,climat chang affect mental health +1,433083,s trump dig via ive help highlight effect climat chang real +1,804889,lower show what stake come chang threat pose trump admin polici +0,193791,joke argu caus global warm woke argu caus racial iq gap +1,150407,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,982918,util knew climat chang 1968 still battl scienc via +0,287832,surpris given stanc climat chang scienc +-1,472159,actual small number scientist agre climat chang +2,154775,trump want downplay global warm louisiana wont let +1,408241,bbc give time flateah give time nigel lawson climat chang denier http +0,913473,eddi vedder talk climat chang induct speech say it real fak +2,502291,nasa say space mine solv climat chang food secur eahli issu ââ +2,153398,climat chang boost hurrican like +1,794970,trump someth global warm tangibl benefit us busi +2,905687,arctic ice melt could trigger uncontrol climat chang global level environ guardian +1,657859,think go die husband believ climat chang +1,405368,he bring climat chang denier white nationalist gop insid wall street croni pero like give chanceãââ +0,681979,your watch ye ye dick cheney daughter rep say climat chang s +2,598172,scientist disprov global warm took break +1,459434,speak climat changetonight anoth killer episod 109c +1,658519,studi climat chang denial censor term put war observ realiti http +1,743789,could next big strategi su climat chang washington post +1,461788,ludicrousclim chang one seriou threat worldno money spent wast ever +2,184237,ge ceo vow ignor trump continu fight climat chang +0,373350,full page ad nyt 2009 call urgent action climat chang believ httãââ +2,566586,rainfal pattern shift increas global warm +2,455099,recordbreak climat chang push world uncha territori +1,188860,republican pay onli major polit pay develop countri deni scienc amp climat chang +2,936670,cop22 africa hit hardest climat chang +-1,551175,pretti much block sun walk outsid global warm made obes also eventu +-1,806284,emmanuel macron concern climat chang probabl stem wife old enough rememb last ice a +1,173018,crafter tri craft idea 3 anim risk climat chang amp share use +1,484297,global warm worsen trend world concern trump administr explain it +1,174942,stake enorm high liter term climat chang futur planet stake +2,898190,sciencechannel reindeer arctic die extrem weather like caus climat chang ãââ +2,136838,obama took one final step fight global warm +1,342821,1st fifti year storm now heatwav use impact climat chang attack renew dang +1,566501,avoid danger climat chang demand degrowth strategi wealthier nation +1,80184,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +1,189755,must push hard climat chang denial capit time trump silenc all +0,48542,mr trump call global warm chines hoax thwa busi mr clintonãââ +2,846394,carbon bacteria help fight climat chang +0,793264,celebr scream climat chang well as +0,652637,consid third way look climat chang +-1,210895,peopl predict pa manhattan would underwat 2008 due climat chang concern fakeãââ +2,74758,us energi depament balk trump request name climat chang +1,90460,snow be bleach anemon crack ice climat chang look likeãââ +1,718335,share aicl pl read fail limit global warm make devãâât goal unattainableãââ +1,845089,think go die husband believ climat chang +1,341725,s offic delug wangri caller question global warm h +1,295056,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,177006,global warm trump suppoer noh korea zero gun control flint water crisi lgbtq right plan parenth +1,806808,fight climat chang prevent food wast stori wwf +1,467447,leo climat chang documentari epic he amaz +2,520773,trevor discuss climat chang russian hack race relat much more watch full interview +0,638650,number alreadi regist cost climat chang +1,350253,trump first act hu struggl home buyer kill afford healthcar amp ditch action climat chang yeah it +2,115822,santa reindeer get smaller thank climat chang +1,259267,terrifi repo climat chang flood grim futur houston +2,178361,rogu nasa account fight trump climat chang +2,397147,dozen militari defens exp advis presidentelect trump global warm transcend politicsãââ +2,511883,break presid donald trump sign execut order roll back obama effo combat climat chang +1,543697,liar tremend disagr scott pruitt deni carbon dioxid caus global warm +1,584007,opinion harvey turn point fight climat chang +0,647207,think global warm +1,530686,me enjoy life brain broke nuclear war could sta soon global warm get worst http +1,502845,store carbon inosoil crop graze amp rangeland offer ag highest potenti sourk climat chang mitig +1,105018,think co2 drive climat chang let send copi global warm dummi http +1,684862,basic power structur biz govt rich folk stupid know climat chang real threaten +0,811976,ever met talk climat chang +2,171650,trump mix messag climat chang +1,907334,dakota access pipelin would huge blow fight climat chang +1,403214,even climat chang hoax wouldnt want reduc pollut improv planet live regardless +1,652856,also think presid obama muslim black live matter terrorist amp climat chang real +2,601805,africa lose 200b everi year climat chang sinc 1990 accord uncdd +2,316099,presid trump repoedli decid pull pari climat chang agreement +1,405951,climat chang denier term use ask whether believ card exist deni it ill call +2,300827,fri nemo sever consequ global warm anemonefish host sea anemon +1,830293,thank climat chang becom new normal decad +1,204165,countri money deal threat climat chang pose rich predominantli western counãââ +-1,442777,lib headlineswer crash da moonglob warm spell doomãåëœïãåëœâšãåëœæãåëœâžãåëœâžãåëœæãåëœâš +2,94646,rex murphi curb climat chang enthusiasm via +1,937486,great voic climat chang bcz he household name bcz he everyman curiou afraid +1,998663,initi empow femal leader take action climat chang stay tune march o +2,825713,race curb climat chang citi outpac govern +-1,593793,bad evid global warm +1,728659,help us fight climat chang invit youth nov 19 spot go fast +1,122964,hard believ speci brilliant enough accomplish behav ignorantli regard issu like chang +2,503529,diplomat un global warm summit concern trump stanc climat chang +1,522588,stand say california back climat chang +2,906772,trump transit team want name energi dept employe suppo climat chang +2,836583,world think climat chang 7 cha +1,487280,got climat changeno cure cancerump presidentbut makin anim ziploc bag alr +2,455267,googl news climat scientist coastal louisiana would suffer trump pull climat chang agreementãââ +1,619610,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +1,983831,act entir speci r lost global warm say scientist eleph cuail slow reproduct rate +1,679893,2 acknowledg climat chang anthropogen amp threat humankind legisl reduc co2 ch4 emiss +0,321676,25 popular slogan global warm +1,680957,an inconveni sequel climat chang comput predict must correct via +2,994487,us govt agenc manipul data exagger climat chang whistleblow +2,848376,might possibl refreez ice cap slow global warm +-1,275430,climat chang con +2,565174,most fishermen agre someth right alaska commerci fishermen talk sign climat chang +-1,230800,job alway dumbass climat chang inevit +0,238105,peopl worri global warm cant spell grodi chillag without ice age +2,518811,epa chief unconvinc co2 link global warm +1,386259,cultur resourc climat chang strategi outlin approach manag impact modern climat chang htt +1,225006,normalis climat chang real human need take immedi action +1,798704,vote vote vote vote candid believ climat chang hoax theãââ +1,868417,the concept global warm creat chines order make us manufactur noncompetitiãââ +2,300959,donald trump potenti white hous press secretari lash pope franci climat chang activismãââ +1,238278,surpris trump want coal booster climat chang denier head interior depament via +-1,131189,gostil waffl abt damn climat chang polici bsit fcking scam full stop +1,583728,corpor america back trump climat corpor america unit climat chang presid +2,8810,rogu nation park tweet climat chang fact defianc donald trump +1,299943,want protect climat chang watch stun film amp pleas http +1,123233,fight climat chang burn flush sneaker +0,589339,concept overwhelm climat chang intens urban plan class 5 min medit session calm +2,75859,channelnewsasia race curb climat chang citi outpac govern +-1,740954,usual ask retweet guy found weather channel say global warm complet ho +1,772230,new new world china lectur unit state climat chang impoanc cooper betweãââ +2,712639,rock band pearl jam use rock roll hall fame induct address climat chang +2,873794,trump administr censorship climat chang send chill spine top scientist warn +0,136482,forget climat chang unless stop ecosystem extinct loom dark age black a +1,748490,look climat chang denier vy job trump administr +2,732024,us energi depament balk trump request name climat chang via +1,413409,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +2,723581,scientist fear white hous buri feder repo effect climat chang http +-1,951909,im sure goodel blame global warm +1,50100,store carbon inqsoil crop graze amp rangeland offer ag highest potenti sourc climat chang mitigafion +1,592582,help environ climat chang +1,867397,want fund rais enough money take trip around us document global warm affect environ +0,265106,realli bad al gore met presidentelect trump re climat chang normal peopl want bipaisan solut +2,634311,children win legal right sue us feder govern oregon climat chang inact +2,488220,judg order exxon hand document relat climat chang probe into via +1,319691,persist can unison victim climat chang ask justic viaãââ +0,805936,there wikipedia entri climat chang malagasi nation languag madagascar +2,938162,epa head scott pruitt said doesnt believ carbon dioxid main contributor global warm +0,621100,white hous climat chang meet postpon +1,6951,watch s climat chang documentari flood excel avail free +0,880237,posibl dramat increas hate crime russiaãââ role elect climat chang +1,549514,meet worldãââ need afford energi perhap urgent aspect respons climat chang httpsãââ +1,344219,white hous go stand way real progress climat chang creat progress ours +1,494144,presidentelect believ climat chang million peopl go say mr tãââ +1,756099,conserv approach climat chang bret stephen great piec +1,331928,remov climat chang info websit guess moron think there exist sad brain +1,518743,news waffl concentr tpp climat chang deni etc etc that impoant shit +1,491810,oil noth celebr anyth allout climat chang denier cant burn it +-1,85467,1st time 8 year us launch air strike someth climat chang violat +1,120062,what ratio email coverag coverag trump clinton climat chang polici 1000 1 htãââ +1,406473,show world understand danger threat amp impact climat chang ãââ +1,645342,watch right here travel world tackl climat chang httãââ +1,301725,make climat chang huge prioriti must keep issu forefront climat chaãââ +-1,326252,denier one say climat chang manmad +1,613361,remind donald trump think climat chang hoax invent chines +2,745461,role terrestri biospher counteract climat chang may underestim +1,818721,sal research impact climat chang carbon storag arctic check blog post learn +2,263799,g20 leader reaffirm suppo pari climat chang agreement without us cbcca +2,620370,hot fli climat chang take toll air travel +1,462563,christian stori echo discuss around climat chang environment catastroph +-1,882251,put pressur climat chang politico +1,198830,know climat chang real know he destabil world know he hule us toward doom +1,379149,solar alon employ 260000 grow coal mine employ 56000 stop climat chang good job n +0,122013,youãââr hot must caus global warm +1,966250,liar 97 world scientist agre carbon dioxid caus climat chang stop lie save r environ +1,472563,everyon tweet halloween tweet genuin terrifi thing like climat chang amp overfishingãââ +1,43051,scari unimpeach evid climat chang alreadi +2,612497,stop global warm could make world 19 trillion richer repo say +2,992063,bbc news wood energi scheme disast climat chang +1,639931,abl let unrecogniz previou generationsbecaus climat chang danger join world +1,536829,presid think climat chang hoax made chines amp vice presid think gay curabl diseaseãââ +1,693196,pollut concern climat chang urgent affect happen +1,108866,everyon believ climat chang realtweet pre elect trump let vo +0,857795,vi ska int glãƒâmma vem som ãƒâr vice presid mike penc anser att homosexualitet ãƒâr en sjukdom och att global warm aãââ +1,486029,detail look global warm hiatu confirm human chang climat +0,493216,isa siyang malak kontribusyon sa global warm +1,698576,suppos 60ãâ sunni today minnesota novemb global warm real right +1,745165,three thing learn climat chang big storm lesson harvey save us via http +0,624023,think mass sun 998 galaxi stupid climat chang analysi must tãââ +2,943209,epa remov climat chang page websit hour ahead +2,665816,trump say nobodi realli know climat chang real despit vast major climat scientist say i +1,260871,period remind incom administr politic climat chang research justifi eventu a +1,84431,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +2,611769,climat chang studi cancel due impact climat chang +1,350389,trump pick lead epa climat chang denier who su epa +-1,431585,antitrump protest think hell doa st valentin day massacr climat chang alarmist calm doãââ +1,918340,could agroforestri secret weapon fight climat chang +1,580745,donald trump think climat chang hoax sigh +2,689178,china trump make global warm china remind presidentelect ofãââ +1,281901,republican held fake inquiri climat chang attack credibl scientist room verg +0,359901,six public climat chang +0,404966,next trick theyll pass law rise sea level caus global warm +0,800164,cofound weather channel climat chang oppon +1,650372,no no no 66 chanc keep global warm 2c not line pari agreement well 2 +-1,428490,fake fraud like manmad climat chang top ex noaa scientist reveal skew wa +1,847118,serious peopl think climat chang happeningw creat extinctio +2,198264,10 speci risk climat chang +1,102166,think go die husband believ climat chang +1,10766,take weather predict frm rodent far superior 2 actual scientif data climat chang +0,574176,liter climat chang +-1,737860,liber tell compani disclos climat chang risk els w +1,866751,peopl vote someon think global warm theori creat chines +1,383108,here real reason republican dont give damn climat chang +0,859249,guess new retir plan trump slash climat chang research fund +1,575393,new asc repo explain stronger need prepar countri climat chang +2,641721,stephen colb skewer epa chief scott pruitt climat chang theori via +0,802483,im tell u obama behind cuz global warm issu 2 matter week weve never thisãââ +0,269040,mean nuclear winter revers delay climat chang silver line +1,5693,donald trump destroy environ follow climat chang rhetor ââ +1,466205,carl ye do catchup climatechang global warm greener renew energi respectlli look good +2,813150,presid trump rollback environment protect leav china pois lead fight climat chang +1,523938,climat chang denier head epa scienc fact critic think assault +1,545024,say truli seriou climat changeact transpoat safe bike rout oakvil go +2,268376,trump cant stop corpor america fight climat chang via +1,169410,investor right know risk climat chang may pose busi invest in http +1,533245,yall watch leo dicaprio movi befor flood like did rememb still think climat chang real +1,123551,remind network even newscast yr spent 125 min clinton email 0 min climat changeãââ +-1,214549,daili san francisco wonder add fight climat chang +2,862187,china could take leadership role pari climat chang deal trump pull us via rworldnew +1,193585,fan fan mayb buri head sand along climat chang sceptic +2,415525,leonardo dicaprio join climat chang protest washington dc today +2,528369,8 kid take washington state cou protect climat chang +1,638734,almost 90 degre outsid halloween yall still deni legitimaci global warm ãåââ +1,720594,climat chang 1 warm were experienc due co2 emit late 1970 2 natur sink sa +1,950409,antisci peopl take everyon includ themselv suffer climat chang without actioãââ +0,585489,expect us care global warm penguin penguin crime +1,881976,worri global warm were go build new eah bigger eah best eah ever ââ +1,3299,mayb democrat nation need sta make crime deni climat chang issu warrant the +1,41580,ye sens reach point return climat chang mean stop work it degãââ +1,53861,citi 2 million peopl current without water glacier complet gone nerv doubt climat chang +2,737376,emerg campaign launch convinc trump climat chang real failur risk planetari disast +2,208786,donald trump climat chang +2,991557,everi trump cabinet nomine posit climat chang +1,494830,forest trap carbon grow sustain manag forest frontlin climat chang +0,445362,problema nate lahat ang climat chang pero ang pinaka kawawa ay ang ate magsasakat mangingisda kung hindi +-1,155133,climat alarmist believ global warm believ peopl believ global warm intel +2,777512,pittsburgh confront varieti extrem weather studi suggest risk grow climat chang +1,848487,thank global warm antarctica sta turn green washington post +1,649492,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,58454,spend money climat chang +1,629264,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +0,861941,oh no bad climat chang vote good climat chang +1,793167,trump presid chinaãââchinaãââwil worldãââ biggest champion fight climat changeãââ +-1,219903,sugar tax climat chang brought gener incom deceit +0,337913,exp say 2020 get climat chang control theyr +1,278463,alga outbreak caus water pollut mostli farm climat chang bring it +1,137581,well done vote green help elect presid believ climat chang love coal want toãââ +-1,202018,global warm +2,513616,fox accept climat chang data scientist never done climat chang research +1,485121,tell trump threaten wildlif wild place revers progress fight climat chang +0,160200,yeah boy come twitter talk global warm climat chang +0,470100,good less babi food adopt lil asian babi someth good miser global warm ass life +1,72992,rump replac white hous climat chang page pledg drill lot oil +2,289320,fox news poll find 60 concern climat chang 29 veri top illeg immigr first t +1,20378,climat chang materi financi risk us especi millenni +1,189480,fact climat chang made hurrican harvey deadli michael e mann +2,693927,ethiopia mozambiqu ghana crude efect climat chang +1,5322,mean unemploy incom inequla climat chang etc gener find impoant triggerhappi onlin ppl +1,865182,amaz peopl actual think climat chang fake guess overwhelm evid good enough peopl +1,34784,presidentelect believ climat chang million peopl go say mr tãââ +-1,394640,anoth global warm hoax movi +1,709256,mean admit climat chang real world +0,250280,teacher explain climat chang ms dion celin dion wer night wind cold wer day when +1,964674,that reassur white hous presid think vaccin caus autism global warm chines +1,229482,4 reason complet despair climat chang 2017 +2,715680,undo obama plan curb global warm epa chief say boston globe +1,192723,global warm real happen right now +0,605455,همین الان global warm از gojira رو گوش دادم و روحم به پرواز در اومد فیالواقع عروج کردم +1,547965,dnc chair candid say we must confront climat chang togeth endors ga station billi +0,723700,mani nuclear weapon would requir destroy major popul center order paus global warm ask for +1,990483,want see fight climat chang everyday life join us +2,369488,wit iran intensifi struggl climat chang +1,798469,21 kid age 9 20 su trump admin fail prevent climat chang +1,750279,97 scientist believ climat chang manmad caus rise sea level ocean 3 believ fra +1,219052,think go die husband believ climat chang +0,844370,interest berni amp co cool w dem progun mention climat chang hi +1,770127,kind saidsh said journal keep mass dumb climat chang http +2,250147,china seek trump cooper implement climat chang treati china say commit treati butãââ +1,332820,morocco plant million tree along road fight climat chang cc +2,151980,reuter south southeast face europ advers climat chang impact agenc +2,413678,climat chang help spread diseas like lyme via +1,233206,22 great barrier reef die 2016 rex tillerson still say climat chang immedi threat +1,650830,money fight chang itãââ weãââr spend +2,552506,california tap climat chang attorney act legal chief +-1,793272,manmad global warm never warm moon sun star end time control god carbon +1,47833,carbon major driver global warm cost money long run whether believ not +-1,557434,regress left want hear impoant convers climat chang guy ancient ali +1,650837,presidentelect believ climat chang million peopl go say mr tãââ +1,606791,young peopl take us cou climat chang heroic brave httpsãââ +1,488899,think thi presid unit state concern feel neonazi climat chang +0,341368,much global warm nonsens huh +1,490711,like egypt climat chang may end mayan civil entir funni histori repeat +1,951847,ugh wake n see shit bout climat chang make wan na cri +1,931721,presidentelect believ climat chang million peopl go say mr tãââ +1,679691,deal fight climat chang late ãåëœâ +2,376001,marrakesh achiev what ahead climat chang fight via +0,527282,caus effect global warm academ essay +1,306587,opinion anoth deadli consequ climat chang spread danger diseas +1,136397,peopl dont accept fact global warm uninformedbias +2,605020,doubt scientist wit climat chang troubl toll aicl date de +1,659575,hey folk never fear tell global warm awesom +1,738599,want stop climat chang see univers +-1,516869,concept global warm creat chines order make us manufactur noncompetit +2,511761,studyclim chang alreadi harm almost half mammal effect climat chang wildli underestim +1,281105,republican respons climat chang obama hack microwav +2,30757,biggest doctor group america join climat chang fight via +1,99961,worri presidenti candid think climat chang hoax +1,667570,would great day talk climat chang pari agreement larg amount pe +1,754005,women right human right climat chang real +0,555618,anoth day tomorrow talk pari climat chang agreement ronald mcdonald suck hillari activist stupid +1,809440,lol peopl claim worri climat chang see impact generat +1,464009,american airlin cant fli plane hot perri deni human caus climat chang +1,46054,sea ice melt away trump appoint infam climat chang denier allpurpos incompet scott pruitt head +1,409407,it late anyth climat chang right wrong here do +2,629461,world food suppli risk climat chang threaten intern trade warn exp +1,33761,investig whether exon deceiv investor amppubl hide knew link bw fossil fuel amp climat chang +2,892713,trump wrong ivanka twitter mistak earn lesson climat chang +-1,15639,new repo antarctica horribl news global warm alarmist +1,442905,watch right here travel world tackl climat chang httãââ +1,120078,bet believ climat chang too perhap could learn make one advisor +0,163949,news paper headlin chicago cub celebr hero revers climat chang make hell freez over +2,148964,rick perri carbon dioxid primari driver climat chang +2,309024,kerri say hell continu antiglob warm effo +1,339725,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,31852,spread love educ peopl climat chang hoax +2,460884,california unveil sweep plan combat climat chang +1,18843,climat chang directli relat global terror +1,318148,fact matter climat chang trump pick get wrong dana nuccitelli +0,600894,spoke new ag secretari sonni perdu here said climat chang immigr more +0,688130,daili brief rex tillerson took differ tone climat chang camera off amp more +1,746424,aicl primat conserv climat chang trump +1,771714,trump epa chief backward climat chang even fox news grill +2,429496,trump quit right dump pari agreement climat chang we say domin lawson ãâ +1,757425,one first citi scientist predict would wipe global warm 15 year a +2,307817,franc un tell trump action climat chang unstopp reuter +-1,266580,the concept global warm creat chines order make us manufactur noncompet +0,322007,expect us care global warm penguin penguin crime +2,977970,berni sander want talk climat chang incom inequ ãâ✠2020 aspir +1,465930,wit 51 year climat chang acceler +1,532586,well done vote green help elect presid believ climat chang love coal want toãââ +1,52213,effect global warm +2,276652,pakistan ratifi pari climat chang accord un ceremoni +1,487570,mislead public decad climat chang ca must investig them +1,276506,coca cola polar bear blatant promot climat chang denial heteronorm parent +1,44438,thing climat chang stupid think realli are +-1,38004,climat chang caus blizzard march pleas explain caus blizzard occur april 18 +1,538980,most gop say global warm exist bullshit everi year ohio season much season +1,567368,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +0,531580,climat chang mannequin challeng 61216 glen le lievr +1,510231,we turn ocean hot sour breathless becaus climat chang +2,450075,nikki haley we need india franc china tell us climat chang +2,631063,japan cherri tree say climat chang +1,951759,much backtrackingnow climat chang could human element +1,330245,persist physic growth can not end povey combat climat chang ãââ +1,869096,okay first creat climat chang could tri fix +1,714597,believ global warm believ scienc believ scienc here +2,204650,futur climat chang event could lead prematur death exp said atlanta climat meet +2,790727,princ charl coauthor ladybird climat chang book +1,163505,air condit creat demand contribut climat chang made us want air condition more +0,405003,mockfest climat chang poster offer absurd reason ever hilari +-1,786973,carbon tax mucho money spread left wing croni zero global warm solut +0,462302,number one fulli understand right now need global warm ive said ivanka werent word +1,704893,trump gut littl climat chang reg had media actng like care theyv hardli coverd climat +1,181793,join combat climat chang take action +1,91523,cant decid horrifi sexist abus thrown number peopl think climat chang hoax +2,154596,gop lawmak buck pay climat chang +2,598412,deadli heat wave go much bigger problem come decad due climat chang research sa +1,500400,stand say california back climat chang +1,975552,watch ãââ rivet new climat chang documentari ãâëœbefor floodãââ free week +1,27156,think go die husband believ climat chang +-1,894090,fuck cdc host fuck climat chang confer wast fuck tax dollar +0,814282,expect us care global warm penguin penguin crime +0,630484,antitrump actor fight global warm wont give 14 home privat jet +2,944318,issu guest edit wire obama call climat chang one great via +1,965028,first day novemb high 88 degre good thing climat chang real +1,527278,well teach creation school head sand climat chang were leader alright +2,872051,china climat chang china promis keep fight climat chang +2,542550,link climat chang diabet +1,253124,watch right here travel world tackl climat chang httãââ +1,140121,good see much common ground franc scotland regard climat chang +1,798214,everyon turn tv nat geo watch s flood climat chang impoant issãââ +1,387245,china critic trump plan exit climat chang pact china dude +0,446483,bad storm turn everi floodtoss briton overnight exp global warm +2,896510,obama administr give 500m un climat chang fund payment un green climat fund announc +0,424446,ทน ประเดนคอ พวกสนธสญญาหรอความตกลงในเรอง climat chang มกจะใหเลกใชสารทำความเยนหลายตว ขอนญาตไมยกชอสารเพราะ +1,663288,share thought world confer environ new delhi highlight issu like climat chang +0,475643,new pitbul singl call climat chang +1,521824,were go die global warm seriou +-1,692225,brutal global warm colorado today +1,183150,scientif illiter ie peopl read thi relat climat chang 22 +1,616151,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +0,858808,world leader fli privat jet limo talk climat chang tell verifi be +2,911675,the scale tip major investor take action climat chang +1,929483,tri think climat chang sever degre san francisco averag april temp +2,296896,anger untru climat chang claim +-1,284915,obvious istanbul expect wick climat chang soon +-1,985422,believ global warmingcool affect man scienc never vile lie +1,636545,whitehous fill creationist climat chang denier plu side god give grandchilãââ +1,429312,young man said global warm death world sign languagefre activist +2,640717,hope mild climat chang dash new research +1,633750,let look bright side mayb climat chang kill human global fascist govern sta tãââ +0,897823,contribut mankind probabl global warm fa +2,416579,trump could face biggest trial centuri climat chang +2,519389,3 minut stori 800000 year climat chang via realli great video +1,475725,manmad global warm anthropogen agw gt170 charact factual despit goper deni +2,898641,watch berni sander grill trump epa pick climat chang via +1,854840,see global warm caus resourc war ye is job leftlol smh +1,669870,reason vote trump thi climat chang deal bad businessbut critic save theãââ +1,865549,polar bear doom unless human curb climat chang +2,956320,recordbreak climat event world shape global warm scient +0,536563,full page ad nyt 2009 call urgent action climat chang believ httãââ +1,450644,presid trump may destroy america mayb stop destroy world sign climat chang petit htãââ +0,177682,al fresco breakfast april thank fuck global warm +1,612026,climat chang polici neither time trump turnbul side coal amp incompat hãââ +0,9844,alien terror celebr split eahquak climat chang recess etc +2,834558,seventhgrad paint dark futur climat chang +2,734489,2009 trump sign letter suppo obama action curb climat chang +1,703338,compani block chang progress +0,937869,evid higher energi cost australia negat climat chang +1,52751,yeah climat chang idiot forest manag +1,463434,in netherland climat chang hypothet drag economi it oppoun +1,953445,honestli climat chang scare heck make sad see were lose it +1,371076,conserv keep pretend climat chang hoax countri arent gon na put anymor htãââ +1,970322,watch right here travel world tackl climat chang httãââ +2,297427,us climat chang offici refus answer 74 question donald trump transit team +0,372093,kate mackenzi speak affect climat chang australia avg temp risãââ +0,628244,scientist solv climat chang +1,93903,encor arctic research share 50 year watch climat chang happen +1,314545,help citi fight chang +1,831898,washington last word climat chang +2,744661,west coast state fight climat chang even trump not coronado calif reuter governor +2,358604,epa watchdog investig whether pruitt claim co2 role climat chang violat polici +-1,980732,freez outsid hell global warm +2,542453,bbc new mercuri threat ocean climat chang +2,560148,nation look detail framework agreement climat chang +1,213317,let fight climat chang diet chang go vegetarian +1,92426,could throw think idiot think global warm real +1,194383,pa heat global warm absorb ocean contribut sea level rise 2 way 1 directli th +0,667397,complex world climat chang govern new actor new arrang oupblog +0,229946,iceberg global warm +1,860260,spent day discuss sexual assault equal educ climat chang amp much more pledg use platfor +2,449839,top environment group call investig epa head climat chang denial +0,38459,lol troll told arrest litter yesterday guess care global warm now +1,514444,eastwick citi navig commun engag compet plan climat chang +2,801251,pentagon video futur citi predict inequ climat chang scarciti crumbl infrastructur +-1,490176,treehuggin hippi man walk barefoot across america protest climat chang save eah +1,681333,deni uss essenti role respond climat chang anoth exampl disregard human life favour of +0,365712,global warm hit fast +2,81190,global green movement prepar fight trump climat chang +0,700618,chicago cub world seri global warm still happen +1,204115,hate trump administr believ equal right outrag global warm +-1,362646,gop climat alarmist push costli global warm plan trump listen +0,640775,keep repeat climat chang l +1,952645,climat chang left right wing scienc scienc fact fact +-1,815332,caus global cool mean global warm mean climat chang impoant muslim terrorist +1,39815,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +0,987573,kirsti alley global warm got noth kyle +1,234795,need believ climat chang vote go +1,595282,climat chang us power corpor countri let corpor free pollut more oh boy +1,198577,climat chang skeptic lead trump epa transit ãââ cha prove climat chang real ââ +1,669552,onli 44 canadian believ climat chang caus mostli human +-1,748210,tripl global warm sinc year 2000 time satellit show temperatur increaseãââ +2,887230,tanzania need sh132tr fight climat chang tanzania need 60 billion sh132 trillion mitig of +1,230001,join combat climat chang take action +1,890635,if believ scienc act climat chang vote ãââhillari +2,59767,satellit help scientist see forest tree amid climat chang +1,273353,plant help buy us time climat chang via +0,216339,climat chang econom grown shift sinc semin stern review publishedãââ +0,383448,2010 answer end global warm +1,864414,still wait mention climat chang im sure come +1,730607,peopl chose believ climat chang +1,781743,littl girl ask climat chang do believ scienc do paid soro r +1,125273,hiv climat chang spot denialist action +2,740136,world leader ignor donald trump climat chang say michael bloomberg +1,549323,realli push it epa wipe climat chang site protest march washington +2,680580,ocean planet lifeblood transform climat chang video +0,927129,good know im good clean environ climat chang global warm h +2,519489,research say three year act climat chang late +2,363480,epa head scott pruitt deni carbon dioxid caus global warm +2,92812,trump failur address climat chang make way china thrive econom diplomat +1,174194,sea ice loss climat chang singl biggest threat +2,105379,increas water avail climat chang may releas nutrient soil antarctica +2,851641,rex tillerson may use alia commun exxon offici risk climat chang +1,111695,he self proclaim racist misogynist climat chang denier homophob amp fascist woman +0,930333,scifi author explain solv global warm +1,202938,20102017 sad see climat chang done grand canyon +1,646361,marrakesh step action climat chang eu lead way show suppo ãåâï +1,288044,india make intern solar allianc realiti solarrich countri come togeth fight climat chang +1,30829,face extrem difficulti presid believ climat chang +1,218086,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,813177,climat chang look like +1,322506,good guess cuz live long enough die climat chang +-1,386469,boycott gore new film amp join round tabl global warm subject need stop chemtrail now +2,601692,china slam donald trumpãââ plan back climat chang agreement +-1,766247,well speak origin global warm myth man made nonsens 100 +1,45733,rnc allow dismantl climat chang work american happi head roll sayin +1,987678,tori offici prop antigay antichoic terrorist sympathis climat chang denier never let th +2,6493,watergrab age dwindl resourc climat chang water increasingli privatis +0,124933,weather climat chang make big impact truck make climat chang right thing +2,911724,cocoa highli suscept climat chang +1,660803,trump call climat chang hoax chines tell michigan crowd im environmentalist +0,858675,global warm isnt real explain goth end endang speci list +2,440523,time leader say great barrier reef teeter verg devast due global warm +-1,762768,al gore proof brain dead self prematur death climat chang +2,648002,advisori vote 623 exxon sharehold vote xom publish repo climat chang impact valu oil +2,829060,trump say nobodi realli know climat chang real +0,461525,youãââr hot must caus global warm +2,148795,major tv network spent 50 minut climat chang combin last year via +2,953963,ricardo moder climat chang workshop rwanda +1,740880,think go die husband believ climat chang +2,750795,thousand die flood africa asia climat chang worsen +2,592304,s pari decis put climat chang rare media spotlight via +1,290914,guardian fix climat chang put citi countri charg +1,236436,interven appli green climat chang len local econom develop policiesãââ +1,90778,obama put meaningless bandaid ovr gape wound climat chang trump settng fire bandaid well do +-1,76644,world leader dupe manipul global warm data via +2,29803,john kerri leav nz mcmurdo amp south pole meet climat chang research amp scientist 1st us sec stateãââ +1,933749,china kindli explain trump didnãâât invent climat chang hoax +1,105325,new name presid no climat chang hack peac human right respect no +0,600931,moment s friend back climat chang documentari omg fangirlin +0,397930,subnat leader come togeth global cooper climat chang state region gener asseãââ +2,695107,brace bitterli cold winter climat chang shift polar voex +1,625188,believ equal need comprehens immigr reform prochoic global warm real ââ +1,520926,joanna m4 15 say felt someth fight climat chang +1,425907,trump want roll back progress climat chang he go fail via +-1,86659,ill sta believ global warm day feet michigan polar icecap begin feel again +1,949956,presidentelect believ climat chang million peopl go say mr tãââ +0,634852,global warm forc citi +2,44680,countri appeal trump climat chang cop22 end euronew +1,245494,someon understand climat chang fwiw warsh sister meteorologist +1,446414,know climat chang happeningand human caus popular scienc via +1,653559,russia oil ga industri flourish flourish dt global warmingtrump play hand with +1,79759,know climat chang happeningand human caus +1,213564,think even climat chang denier could get behind sole econom standpoint pari pull +2,518326,rep lamar smith took quick break healthcar negoti tell us climat chang real +2,519806,mangrov marsh key climat chang battl via +1,481406,believ climat chang lmao +1,845715,here remind scott pruitt co2 major contributor global warm peopl blame +1,260745,trump budget make harder lowincom american deal climat chang +0,652874,live discuss epa presum epa chief say carbon dioxid primari caus global warm +2,202090,reconcil controversi global warm hiatu +1,440688,bold 9yearold afraid take whole govern climat chang +1,963709,find climat chang could affect day day live +1,484051,need know melt planet grab repo front line climat chang here +0,671608,novemb wisconsin mow lawn result global warm were right track +1,981792,deni climat chang help oil compani break treati put pipelin indian land gone far enough +1,799740,fact teenag educ subject climat chang potu honestli terrifi +-1,502164,concept global warm creat chines order make us manufactur noncompetit +2,20352,kerri tell confer may shift climat chang ââ +2,864387,pope see climat chang deadli seriou issu must address presid call hoax view reflect +1,798942,scienc teacher interest climat chang join climat curriculum project +0,597137,climat chang actual affect you repo +0,233962,sungai lebam takda dah tenggelam habi dah global warm air naik huhu +1,853064,happen climat chang denier take govern +-1,411471,christian leader sec state nonexist global warm higher prioriti us life religi libey http +1,853325,believ equal need comprehens immigr reform prochoic global warm real ââ +0,474052,post someth insight global warm again +1,909511,great catch sir talk democraci climat chang resili small islandãââ +0,908122,that decent amount good snow recent melt away thank global warm +2,834102,connect plant local climat chang +-1,200067,global warm conspiraci theorist lol +1,784095,anim agricultur contribut climat chang eat less meat +1,458008,climat chang dissent danger taken academ context mislead laypeopl alway is seen here +2,670121,despot neoliber climat chang morocco catastroph converg +2,972404,trump secretari state refus un request attend climat chang meet +1,126816,cant believ peopl actual believ climat chang real wow deserv becom extinct +1,551982,undermin climat chang evolut allow us teach scienc 3rd rate belief system +0,144886,american even less worri russia climat chang +1,334418,major us tv network cover climat chang grand total 50 minut last yearcombin +1,447652,emerg nation lead world take renew energi tackl climat chang +1,253783,trump world leader deni climat chang +2,260129,scientist want give atmospher antacid reliev climat chang via http +0,360102,publish new blog entri donald trump withdraw pari climat chang deal uncategor +1,342262,honest question educ secretari deni climat chang scienc +2,868286,mark carney busi must come clean climat chang risk avoid tragedi +-1,616800,1 left epa interest global warm vs real threat flint lead +-1,925923,investig verifi global warm leader creat hoax focus profit +2,307255,gov jerri brown warn trump california back climat chang +1,137699,dramat venic sculptur come big climat chang warn +2,112078,centrica donat us climat changedeni thinktank +1,285874,vote vote vote vote candid believ climat chang hoax theãââ +0,284948,subway guy told climat chang real +2,89618,trump admin call elimin climat action plan the nation plan tackl climat chang +0,574574,realli god global warm exist movi pulp fiction plot hell know wann +0,505410,rate terrorist becom voic reason climat chang +1,590667,govern need take climat chang serious name jeff +2,337181,donald nuclear war chang among gravest threat human say nobel prize wi independ http +1,922717,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +1,118997,today news 1 scientist worri trump suppress climat chang repo 2 trump threaten fire amp furi like t +2,760762,white hous websit page climat chang disappear +1,800343,hard see climat chang head sand +1,564486,presidentelect believ climat chang million peopl go say mr tãââ +0,625663,state implement climat chang polici outrag polit concern for +2,977041,uk govt tri buri alarm repo chang +2,126660,trump order signal end us domin climat chang battl +2,912577,nobodi want thi scientist debat extrem step fight global warm +0,423224,unit state deputi ambassador beij embassi resign presid trump climat chang decis +1,807227,16c canada last week know administr deni global warm want kill epa +0,997790,lol climat chang happen quick might never pay loan back ima drown glacier water die laug +2,624173,trump sign execut order dismantl obama climat chang initi +1,59516,coincid 3rd consecut largest flood texa histori bad luck climat chang +2,422915,execut order trump dramat chang us approach climat chang cnn +1,899488,would great reddit would go war climat chang data way fight protect bikini video game charact +1,436336,wire research set studi effect climat chang arctic climat chang got i +1,663579,methan emiss rise that big problem discuss climat chang +0,205590,global warm mean later winter +1,416463,appoint gove env sec sop dup educ tri get climat chang curriculum http +2,384438,trump administr disband feder advisori committe climat chang +2,376724,climat chang scott pruitt caus uproar contradict epa websit via +1,246155,wow ãâåyou friend die old age iãââm go die climat changeãâï +2,841350,role state free market play fight climat chang +1,654221,im climat chang ask anyon get us back reli coal everyth trick +1,651734,stori cover crippl legaci genocid creep border walk thru climat chang amp http +-1,929915,fake biosludg safeti data like fake global warm temperatur data +2,57391,arnold schwarzenegg emmanuel macron shoot video selfi climat chang talk +2,499222,global march scienc protest call action climat chang scienc guardian +1,840920,presidentelect believ climat chang million peopl go say mr tãââ +0,514346,your hot must caus global warm +1,920066,7 thing taught us chang +1,638307,2016 worst year yet climat chang +1,350051,iãââm creat new think tank climat chang would join post tweet also +0,20225,dr dennett written fullthroat defens posit climat chang chall +1,978193,make america great embrac green tech lead climat chang exp biggest g +0,701310,emerg podcast presid trump go climat chang emot podcast get httpãââ +-1,875917,call weather climat chang +1,357863,think go die husband believ climat chang +1,396792,wife deborah steinberg scientist studi climat chang antarct she realli want here +0,91076,climat chang inform watch flood leonardo dicaprio +1,22357,think go die husband believ climat chang +2,766959,michael bloomberg say us citi fight climat chang without donald trump +1,737806,hi remind everyon climat chang real pleas polit debat say climat chang exist +1,824370,peopl florida vote someon believ climat changeãåââ whole shit flood inãââ +-1,313875,oh like human behavior lead caus global warm reg put pla +2,911066,obama speak climat chang +0,164843,think even know global warm +1,702231,understand iceberg new tourist site newfoundland proof global warm tourist de +1,883569,ãâtrump global leader recogn threat climat changeãâãåââ¹ +1,623807,studi show less meat chees school food menu help fight climat chang save money +1,93558,yep linda mcmahon make sens all trump suppoer treat climat chang fiction pro wre +-1,143510,iron everi singl solut climat chang read like laundri list liber prioriti funni coi +0,435789,what plan combat climat chang right +1,126271,wow realli gop rep climat chang real god take care it +1,595583,ignor everyth donald trump said climat chang look latest hire +2,128428,governor moonbeam vow launch own damn satellit donald trump ignor climat chang +1,881602,uneduc moron would think climat chang real want still reli fossil fuel +1,833668,global warm seriou issu peopl still pay attent gon na real sea world soon if +0,351019,immedi begin write fanfic humpback whale emerg climat chang summit +1,156891,fun enjoy presid believ climat chang educ children live depend ãåëœå +2,181911,major us tv network cover climat chang grand total 50 minut last yearcombin via +1,106749,america accept weather predict groundhog deni climat chang evid scientist +2,895658,tillerson move elimin least 30 special envoy posit stateinclud rep climat chang http +1,206569,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,246395,eah fire warn shot across bow climat chang eah nice build got there +1,802206,know global warm bad im hate wear sho tank top februari +2,339901,epa head scott pruitt co2 primari caus global warm via +1,29414,snow be bleach anemon crack ice climat chang look likeãââ +2,579178,ontario plan team california trump climat chang via +1,297482,climat chang denier look like famili caus climat chang put great big hole +1,905055,busi readi take hunger povey war climat changeãââat profit shel hoãââ +1,209599,ignor yokel even say think global warm real phenomeno +0,48942,hope scientist includ climat chang research calcul +-1,299900,accord democrat climat chang bigger threat isi ye modern day democrat pay +1,266255,us new govern suppo free speech lgbtq right believ global warm doesnt +2,451831,austin texa white hous climat chang meet postpon the pari accord sign nearli 200 +1,323984,climat chang transform eah 2016 +2,948368,seth meyer drill donald trump cabinet climat chang +0,277596,silver lake take famili career climat chang +2,953776,first time record humancaus climat chang rerout entir river +1,824203,learn chang may affect state use interact map +1,158599,check prof susanna camp new aicl learn new solut combat climat chang +2,971529,trump delet climat chang one site time us news guardian +2,697247,retweet safetypindaili meteorologist refut epa head climat chang +1,109434,look climat chang denier vy job trump administr via ãââ +1,353831,great aicl right point planet wide damag caus climat chang hap now +2,128419,usda instruct use phrase weather extrem instead climat chang +1,810690,learn climat chang help inform othersa good place sta free onlin cours +2,216563,corpor america unit climat chang presid oppos action take offic +2,905578,china pledg continu activ player climat chang talk +1,330199,california determin fight climat chang +2,260673,john kerri say hell continu global warm effo +1,611767,think go die husband believ climat chang +0,112708,watch leonardo dicaprio climat chang doc free onlin +1,688740,anoth problem republican pay ignor climat chang simultan take money the +1,351877,here talk climat chang denier +0,601799,well theyv implant thought long time nostradamu armageddon manmad climat chang etc dont +-1,522524,global warm butt +1,998651,deni co2 primari contributor chang listen amp +2,232065,trump boost coal china take lead climat chang abc news +0,50771,lose maldiv that ok haleybrew debat climat chang talkradio +-1,507444,good put climat chang first 2017 year climat chang verifi as +1,267764,it time agre climat chang scenario adapt plan advanc с помощью +-1,722775,hyster measur combat climat chang caus povey pollut death +1,997267,arsen novemb crisi januari tell climat chang exist +2,989413,donald trump environment protect chief scott pruitt not convinc carbon dioxid caus global warm +0,648150,dark area map climat chang suppo went hillari +0,194868,said global warm +-1,323292,global warm anoth lie left globalist +1,348368,pope gave trump sign copi encycl climat chang were troubl church defend scie +1,801586,mug 53 time trump tweet climat chang fake cold outsid via +2,149904,trump go purg govern anyon accept climat chang mayb +0,306499,climat chang caus harvey move slowli stall south texa region +1,224568,trump regim made apolog truth go sta tweet climat chang hoax too +2,623736,worri electr blackout spur china ignor climat chang vow dig coal +1,350269,absolut disgust big problem climat chang yet nobodi seem give fuck +0,353311,expect us care global warm penguin penguin crime +1,611116,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,54267,forget progress implement regim climat chang +0,994118,take prove global warm +-1,293157,much global warm +0,143957,panel discuss futur impact volunt lot extern factor economi environ climat chang a +1,728891,climat chang lgbt page disappear white hous websit solid +1,27457,often heard someon say there way connect paicular storm climat chang +1,990471,power amp heabreak photo show impact climat chang way out +0,412750,hey girl climat chang im go ignor fuck me +2,854450,februari unusu nearli record warmth brought chang via +1,44975,optim fight climat chang best time act now chief explain inãââ +2,706041,newest assess climat chang impact speci giant panda +1,368546,creat appear scientif debat exist climat chang one http +1,516571,perfect mayb stop watch snl use time read taiwan climat chang hate +0,565672,let fear in evil along soon form global warm climat chang clean air amp energi amp ocean acid lie +0,279851,seen one befor video debunk 5 climat chang myth terribl want respond +1,220641,agre simpli nye obliter ken ham creationist debat climat chang http +0,20667,point human histori cori booker us senat discuss climat chang be se +-1,595791,obama admin offici may mishandl scientif data advanc global warm alarm +1,347310,seek probe epapruitt climat chang scienc blind eye +2,204456,doomsday seed vault flood climat chang ice melt +1,854016,thereãââ simpl explan thi donald trump know climat chang real give shit you httpãââ +1,107835,absolut disgust big problem climat chang yet nobodi seem give fuck +0,837497,anyon think global warm good thing love ladi gaga think realli interest aist +1,575080,confer malta oct 56 commit fight climat chang marin pollut +1,804244,ãâådue limit resourc collabor hope win climat chang battleãâï +1,539245,time leader stop talk climat chang amp work togeth solv it agre add name httpãââ +2,155209,cloud imped global warmingãââ now lawrenc livermor nation laboratori research id +2,653987,china tell trump climat chang hoax invent +2,900794,measur school pupil pave way key research find lake global warm +1,986998,vs climat let one one man wreck decad progress climat chang pledg stop +1,205601,think understand chanc white nationalist believ global warm h +1,947617,think go die husband believ climat chang +2,612511,larg amount local knowledg effect climat chang agricultur say prof blakeney +-1,715078,proof liber scam call global warm climat chang sure climat alway chang +-1,98522,noth wors climat chang there enlist us amp read truth act httpsãââ +1,203732,chang affectof freefrecansedneg electricenergi willburn animalamphuman hea +2,483025,donald trump actual littl control green energi climat chang +1,455132,nyc sustain big citi world global leader fight climat chang http +1,624486,think go die husband believ climat chang +-1,849142,green energi climat chang amp common core money +1,905085,everyday someth new fear fish global warm second hand smoke salmonella stock market crash war famin +2,35675,rare move china critic trump plan exit climat chang pact +0,738993,organis say it open mind contest scienc global warm +1,534058,think go die husband believ climat chang +1,350648,oil compani buy politician mani still regard climat chang global threat +1,262860,fulli endors fact think singl impoant thing anyon fight climat chang +1,4785,nail it thi compani design float build combat climat chang disast +2,896080,wild oyster san francisco bay threaten climat chang +2,344257,peopl ever worri climat chang +1,626425,nextgener nuclear technolog could help fight climat chang +-1,865510,climat chang real +2,448901,g7 leader blame trump failur reach climat chang agreement via +1,193827,turnbul pass entir pa speech energi without mention climat chang +2,438719,canadian pm justin trudeau kayak world environ day deliv strong remark global warm +-1,89290,lefti either deni go on blame invas iraq global warm +1,434468,enviva po wilmington facil come onlin help turn tide climat chang gt +1,903637,recycl solid wast pa cool climat chang suppo us today +2,466696,climat chang could impact fish aquat habitat area +1,76376,presidentelect believ climat chang million peopl go say mr tãââ +0,5794,were gon na end global warm babi +0,837858,hate global warm lot kinda think univers give us temp save us rest mess life rn +1,397792,theyr busi destroy planet corpor make time cri crocodil tear climat chang +0,434588,misrepres global warm +2,531998,trump drop climat chang environment review sourc say via +1,837907,would also say global warm real creat fake news lolwhat egg +2,128770,etribun becom fifth countri world adopt legisl chang +0,31300,need know climat chang sum genesi 822 +1,718941,davidsirota fossil fuel creat climat chang gt climat chang intensifi oil patch storm gt oil giant po +-1,101159,forget povey explod crime rate mayor new orlean make climat chang top prioriti http +1,881563,imagin everi climat chang denier back mind think oh shit affect h +1,953827,florida enough postur climat chang silent fossil fuel frack sabal trail pipelin solar fo +2,498162,finland voic concern us russian climat chang doubter +1,973656,studi stop global warm way save coral reef +2,382867,epa head scott pruitt deni carbon dioxid caus global warm +1,980959,koch bro hire skeptic prof 2 studi manmad climat chang yr work later said true koch releas s +0,171637,bibl say catastroph climat chang +1,184387,global climat action agenda govern alon can not solv global warm climat chang affect us +1,436214,media must make climat chang aãââ ââ +1,513831,trump call climat chang hoax chanc destroy effo beat it +1,656455,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,409117,climat chang headlin abrog duti truth +1,946409,solar panel lowincom homeown save money longterm fight climat chang +1,257397,politician enact polici gain long gone full effect climat chang felt +1,668185,three debat one postelect interview zero question climat chang z e r +0,464935,hypocrit u talk climat chang ur countri full better pass neighbour ãââ +1,528840,anoth upsid climat chang die +-1,14573,great news anyth chomski amp band global warm marxist disagre good america amp freedom +1,372063,seem like will climat chang threaten propey +1,367176,politician argu climat chang hoax enjoy week 70 degre weather februari +0,933505,natgeoãââ climat chang documentari leonardo dicaprio youtub +0,720381,experi climat changeãååâãëœâ +1,170788,presidentelect believ climat chang million peopl go say mr tãââ +1,745688,show proof previou climat chang warm planet fast rate +1,722964,think go die husband believ climat chang +2,562296,trump tap climat chang skeptic scott pruitt head epa +1,795523,said global warm myth creat china +1,431130,stand amp tell trump admin cant turn back histor pari agreement amp fight climat chang http +1,435450,fantast beast secret weapon combat manmad climat chang ãââ anim ââ +-1,301938,democrat cant blame donald trump flood houston theyll blame global warm mean theyll bl +1,899701,nation geograph ask photograph show impact climat chang here shot +1,984061,there tornado michigan peopl still believ global warm +1,627775,melbourn becom like sydney deal climat chang tree cool citi ht +1,523462,sen al fraken impoant messag climat chang pleas take minut listen retweet it +1,981395,begin entir hour recogn fight climat chang +0,969038,damn girl climat chang believ real might kill +2,192292,trump victori may bad news fight climat chang say inuit leader +1,944531,bobingli epa pruitt a real concern someon disput scienc chang +1,715590,vice presid elect penc confirm antilgbt agenda definit trump appoint climat changeãââ +0,660756,kind trick eddid u watch hear rememb ask pompey climat changelol +2,837938,brad trost tori believ humancaus climat chang +0,81757,omg seriou give fcking break special amp what envt amp climat chang +1,539296,fascin see climat chang denier bolt amp sheridan excit trump win polit contradict scienceãââ +0,233722,ask inspir told global warm +0,584944,well good know worri global warm thing trump none itlol +1,453923,happi eah day way global warm real +1,710058,great even talk harrog clp climat chang amp zero carbon found great gif explain +1,478128,soil health becom critic issu food demand grow climat chang add challeng +1,978381,fwiw probabl lost battl climat chang tonight +1,884987,rememb said china invent global warm +-1,517638,lower oil price climat chang propaganda renew energi capit restructuringãââ +1,462784,map show anim flee chang +1,813590,34 also think eah flat global warm hoax obama made illeg 1st cousin marri +1,609751,thereãââ simpl explan thi donald trump know climat chang real give shit you httpãââ +1,382605,potenti trump fp admin offici militarist protour anticivil libei climat changedeni changãââ +1,163026,white hous websit remov link lgbtq climat chang healthcar spanish translat america now +1,86993,bulli global warm +1,109786,trump ignor record temperatur taxpay foot huge bill climat chang +0,777989,global warm far slow +0,537246,expect chang climat chang polici +1,520265,last saturday 200 hacker uc berkeley gather save feder climat chang data befor +0,789069,select myron ebel climat chang global warm skeptic lead transit teamãââ +1,157148,florida liter sink rise sea level due global warm vote man thinãââ +1,450076,possibl drone simpli weatherrel data collector want back climat chang hoax china +2,352837,climat chang heat up arctic resid struggl keep +1,936339,world upsid china warn trump abandon climat chang deal +1,2693,climat chang impact wildlif +1,695856,aunz waikato project help peopl adapt climat chang associ professor morrison add for exampl +1,852388,climat chang denier read tell see parallel world live now +-1,340042,bought man made climat chang myth dupe +1,105592,compost matter compost build soil amp mitig climat chang +0,311837,leonardo dicaprio still claim necessari go south america find snow due climat chang +1,940855,face climat chang collect +0,695443,want phd marin microb relat climat chang chanc +-1,489797,liber say there money border wall plenti money to send iran research climat chang +1,624095,want get polit consid trump action re climat chang render planeãââ +1,599211,want aggress polici combat chang amp reject pruitt record +1,121851,im suppo show want action climat chang join +1,25496,presidentelect believ climat chang million peopl go say mr tãââ +1,953331,chang agreement enter forc last let get move +2,348357,mediterranean becom dese unless global warm limit 15ãâc studi warn ãâ✠inhabitat +1,592841,stay tune next up global warm effect christma dream girl never got ski +1,367512,trump frozen epa fund includ toxic clean up climat chang research air pollut control htt +1,947494,photo kerstin langenberg show polar bear affect climat chang +-1,494610,categori 3 1966 still list categori 2 climat chang wors almost 47 year ago +2,500710,oil compani outspent environmentalist california climat chang negoti +0,938134,mainez get first team stop global warm bring world peac +1,364997,stale imag around globe help us hone climat chang +-1,968788,husband scientist know climat changefak data scientist get doe must go pay line bs +1,691892,one believ climat chang mind blow +-1,171379,pull need bastard child climat chang first time would approv aboion ab +1,9957,wed expect climat chang denier great deal must oppos +0,152420,shit suffer global warm +1,349611,climat chang risk readi join us find +1,999022,cost noth abt climat chang amp point finger instead someth grow pair amp man +2,112429,al gore battl climat chang like fight slaveri +2,89104,emerg campaign launch convinc trump climat chang real failur risk planetari disast +1,636762,biggest loser tonight human race caus climat chang gone issu trump america huge dealãââ +1,982914,us senat enviro committe chair probabl promin congression climat chang denierãââ +0,544537,hilari appoint barak matt handl climat chang +1,52312,freakish februari warmth latest exampl climat chang make record heat common +1,778577,time wast sign demand strong action climat chang +1,639552,ur enjoy 60 weather realiz global warm real +2,281133,us climat chang campaign die snorkel great barrier +0,502548,taeyong like global warm bec he waaayyy hot +0,296010,believ climat chang also know happen die realli care much either +-1,299954,obama gave iran futur nuclear weapon trump got pari accordmindless liber fear climat chang more +2,337939,worldamp major citi invest 375b usd combat climat chang +1,64219,pleas join us next week find bangladesh refus victim climat change16 nov 68pãââ +1,552544,trump call global warm chines hoax couldnãâât blunter thi +1,353670,deni peopl live hiv transmit viru akin climat chang denialist me scãââ +1,227346,think go die husband believ climat chang +2,442735,trump realli feel climat chang +2,142735,nation top medic societi say manmad climat chang make american sicker +2,849649,europ face drought flood storm chang acceler +2,617942,pari pledg insuffici meet 2c climat chang object +1,428132,think thing im worri trump take offic environ he go gut everi climat changeãââ +1,174033,iãââm creat new think tank climat chang would join post tweet also +-1,603068,lmao fool still think global warm realit 20 degre outsid wake peopl +0,848986,megas canadian deleg morocco yearãââ unit nation climat chang conferenceãââ +1,350132,flood free watch film abt prevent catastroph climat chang disrupt httpsãââ +1,302928,wonder panership fiji deliv regen answer oceanclim chang challeng +1,684732,ive never met climat chang denier mayb situat uniqu +1,248518,modern liber accus peopl russian agent suggest climat chang impoant polit is +1,899648,understand biodivers respond climat chang requir interdisciplinari perspect +-1,504388,pope grandstand climat chang amp islamaphobia christian ethnic cleans pa africa amp much t +1,987517,watch right here travel world tackl climat chang httãââ +1,117933,grand manmad climat chang denier cri it theori stop believ graviti too +2,55720,germani make climat chang g20 prioriti +2,815775,methan emiss surg threaten climat chang goal +2,835710,frontlin climat chang south pacif +1,400994,scienc lose uninform opinion climat chang yet via +2,302871,us defenc secretari jame matti say climat chang alreadi destabilis world +0,413817,happi new year war global warm increas space tourism nostradamu predict 2017 +2,448047,snow surviv chang +1,799268,cooper trump believ climat chang excampaign offici he love outdoor that wrong question +2,733710,demonstr demand roskam address climat chang chicago daili herald +1,426943,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,994899,70 degre decemb virginia peopl still disput climat chang realli proof you +1,122571,in alaska talk whether climat chang theoret +2,546630,cdc abruptli cancel longplan confer climat chang health +1,235369,fight freshwat amid chang pb +1,945753,time ripe isolationist elect offici take action climat chang +2,485246,studi argu exxon contribut quietli climat chang scienc and loudli rais doubt it http +-1,709436,agenda behind humanmad global warm anticapitalist one +-1,673562,rememb were suppos believ everyth fool say climat chang +0,196889,trade center right now need global warm ive said hillari clinton run the view id say rosi your +1,444294,global warm real +2,367403,saudi arabia stick climat chang pledg +1,699229,eu keep lead fight climat chang +1,221499,make sick racist sexist discrimin man think global warm myth go much inãââ +1,181402,q presid trump believ climat chang a believ beauti chocol cake http +1,201455,follow 2006 doc global warm equal motiv inconveni sequel truth pow +1,980273,presidentelect believ climat chang million peopl go say mr tãââ +0,923485,expect us care global warm penguin penguin crime +1,443429,whi need address real issu climat chang check w real +1,776121,research set studi effect climat chang arctic climat chang got way +2,893358,exp say global warm lead prematur death 150 million peopl 2050 due protein defici http +1,372843,absolut disgust big problem climat chang yet nobodi seem give fuck +1,514609,rememb said global warm hoax creat chines well don wasnt +1,569899,watch right here travel world tackl climat chang httãââ +1,749822,think go die husband believ climat chang +2,366316,biocrust live skin dess degrad effect climat chang via +1,500492,turnbul complet denial damag global warm done reef still push new coal pro +2,548029,at unesco showcas indigen knowledg fight climat chang +1,850677,happi bc warm weather sad bc climat chang +1,276811,stand say california back climat chang +1,117984,want play direct role perpetu lead driver climat chang cost us 250ãââ +2,602545,american global warm fear highest nearli decad survey find +1,591982,respond someon care million would die climat chang mayb wast time +1,429826,kowtow putin ignor climat chang reve coal use affect all 4 staer cant realli debat +2,7139,badland nation park defi trump tweet climat chang delet tweet hour later +0,30242,seen christian cant afford buri talent climat chang +1,233651,concern tip scale far well fight climat chang must also prepar co +1,256673,climat chang put hoosier risk pleas protect us vote reject +2,260552,page climat chang lgbt right among topic scrub white hous websit +0,216709,might end global warm insect surviv forev indebt us +1,261513,british state equip 2 tackl world challeng climat chang amp autom tie archaic vest interest +2,943372,trump defens secretari call climat chang nation secur challeng via rclimat +1,18642,even bicycl safe presid trump vendetta barack obama amp climat chang +1,430344,150 year global warm minutelong symphoni ãâ✠video +0,504450,numinipi na ang yelo sa arctic circl pati si santa nangangayayat na nakakatakot talaga ang global warm +1,812273,one key issu realli feel passion climat chang +1,564172,alway bright side trump reject climat chang maralago could lost sea +1,569200,big pictur remind climat chang nuclear weapon threaten factor world no 1 amp 2 th +1,505155,5 ugliest climat chang +1,244349,ever heard peatland profoundli impoant learn care climat chang +1,741277,the concept global warm creat chines order make us manufactur noncompetitiãââ +0,387345,rememb someon say climat chang freak out laugh real hard like do +1,196623,think go die husband believ climat chang +1,554818,watch right here travel world tackl climat chang httãââ +1,691859,wish govern would prevent climat chang +-1,748586,wrestl meme real climat chang +-1,197109,march suppo scienc bullshit march ram bullshit climat chang throat +1,188492,sta town hall discuss climat chang assault scienc watch here +0,760407,51 conserv republican said climat scientist understand whether climat chang happen +1,220687,climat chang white hous lgbt page disappear too +-1,592541,global warm natur phenomenaif werent wed still cover ice +2,965882,global warm could lead 100000 diabet case year us +2,948361,presid trump plan dismantl presid obama climat chang legaci +1,99493,he hide big oil deal russia an russian friendship medal climat chang +2,573408,barack obama warn climat chang could creat refuge crisi unpreced human histori +1,993766,vatican today meet pope franci talk climat chang migrat reconcili wa +2,481454,ban urg rapid increas fund address climat chang +2,704065,global warm help drive record elect turnout +-1,254208,global warm crackpot lost it join us amp enlist patriot central await +1,864953,everyon ignor climat chang spend time screw over +2,860146,gm vice chairman call global warm crock sh gm vice chairman call global +1,665887,no he right new primari contributor climat chang orang spray tan +1,562499,uganda agricultur cant thrive beyond 15degre global warm +1,524717,trump claim global warm fake big meat corpor which contribut immens global warm donãââ +0,981360,climat leader like think chinook climat chang surpris http +1,430425,guy send unsolicit dick pic like climat chang know there sad pretend dont +1,133267,also climat chang denier +1,595458,forbestech here epa head scott pruitt wrong c02 climat chang +1,197050,mayb favorit prayer mammon teach us next climat chang catastroph +2,234577,sciencemag dem think polit litmu test fund social scienc amp chang research +-1,620457,energi dept refus hand climat chang info trump fire insubordin employe fre +2,601187,scientist found anoth case climat chang wipe underwat ecosystem +1,891610,china clarifi trump uh no global warm chines hoax via +1,303715,watch right here travel world tackl climat chang httãââ +1,49728,keep nation safe mean take action press threatclim chang +2,350654,interior dept censor climat chang news releas coastal flood scientist outrag +2,90455,studi find global warm could steal postcardperfect day +1,466809,fight climat chang i think momentum unstopp now were win thi htt +0,162642,climat chang radic islam even relat anyway tammi +1,762388,think go die husband believ climat chang +2,977987,g7 talk trump isol pari climat chang deal germani call climat chang talk veri unsati +1,22283,lighthea clear human acceler global climat chang +2,697778,break pull us global climat chang accord +1,947688,trump world leader deni climat chang +1,53130,p sure global warm r close tha end folk +-1,759720,solv phoni climat chang problem instantli believ quit drive amp fli denier go life usual +2,176933,great barrier reef save urgent step taken reduc global warm new research warn +1,72055,regular cheeto believ global warm bad driver eyebrow unblend hot cheeto 40 gpa love mom g +1,483349,america great again amp eah doom well man believ climat chang creat chines bye +1,564389,peopl surli deserv climat chang tour eah punish loos consciou +1,778989,sign alreadi here leadership climat chang prove remark resili +1,380820,moral duti talk climat chang opinion +2,372401,europ coast see higher frequent extrem coastal flood futur due climat chang +1,241716,moor law carbon would defeat global warm can not allow lnp refus act +1,696397,good afternoon everyon except ppl contribut singl largest direct caus climat chang big mac but +1,656411,prais scot climat chang target achiev +2,509747,role revers chinaãââonc seen obstruct forc un climat chang talksãââwarn trump abandon deal httpsãââ +1,192878,key word apocalypt lot rw christian care climat chang bc storm +0,605001,g7 summit end split trumpoth leader climat chang can world trust us not h +1,846314,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,324308,cop22 kick today let keep momentum go fight climat chang toward lowcarbonãââ +1,579986,honor see ecumen patriarch baholomew athen leadership climat chang environ is +0,120943,trump say cancel billion dollar un global warm by way one know happen thatãââ +-1,325101,souch global warm whatev hell call it +1,496766,think go die husband believ climat chang +0,367792,hunger copperhead snake mind turn climat chang +0,73680,climat chang take us +1,930253,mit research creat robot 3dprint build hour new climat chang adapt strategi +1,533707,sajjan link syrian conflict climat chang send ontario windmil end +2,786110,listen 58 year climat chang one minut +0,917710,interest result survey american popul percept climat chang +1,386036,climat chang look like +1,911390,climat chang health let count way +1,3410,centrica donat us climat changedeni thinktank surpris there profit pl +1,696396,utah student organ public hear chang +2,468218,race curb climat chang citi outpac govern via +1,918097,badass girl invit congressman scienc class learn climat chang he declin +1,482044,how could largest oil compani us know climat chang presid +2,61644,head epa deni carbon dioxid caus global warm video +0,1108,climat chang trumpet would say apocalyps +0,241330,dictat wish poison climat chang born tasmania +2,363814,vancouv compani corvu energi creat electr ship pois combat global warm +1,76474,dear climat chang denier one respect want hear anyth say shhh +1,759391,guess go take 12 month summer peopl believ climat chang +1,222679,pleas help stop climat chang need someth eah die +1,731484,vladimir putin ceas expo wheat due climat chang turn caus civil unrest cairo egypt +2,133474,donald trump like scientif advis call climat chang scientist glassyey cult +1,231615,great resourc suppo climat chang adapt australia +1,234581,realiz donald trump vegan right also think climat chang weãââ +1,505291,deni climat chang fight ensur everi student sho parent plan enabl million us +2,849153,impact climat chang harm algal bloom +-1,421804,so kerri sign guis climat chang tax so oãââ +0,347233,harri journal danger global warm +1,314143,co2 primari ghg contribut recent climat chang epa wrong eg see http +-1,479451,religion global warm everi weather event view thro len scientist manipul data discredit scien +0,390898,pohon kehidupan yg tadinya bs jd solusi global warm malah jadi masalah baru yg memperparah +1,386421,elect leader fail approach environ amp climat chang seriou issu wohi urgenc amp action wiãââ +0,108948,kentut sapi termasuk penyebab utama global warm karena mengeluarkan ga pana yang bisa merusak udara +-1,51769,much heat home winter climat chang denier +2,97110,indigen right key preserv forest climat chang studi find +0,173735,yall sleep tweet reason global warm happen +1,399479,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,944360,im scientist trump administr reassign speak climat chang washington post http +0,121501,climat chang fit rule +-1,222557,97 suppo manmad global warm think so +1,227846,good thing us uk govern realli care climat chang +2,716621,climat chang lawsuit administr desper stop go trial http +1,421301,even scientist wrong climat chang would suppo invest precautionari measur prevent total +1,180393,reduc fish catch west due climat chang could lead 50 fall sector 2 +2,794534,repo say australia expect intens thunderstorm year ahead climat chang +1,914138,high level meet repres vulner climat chang sta +1,134301,decad climat chang caus global famin eat republican first +2,740418,atmospher river fuel climat chang could decim wild oyster san francisco bay +1,847635,help peopl learn climat chang themselv love late +1,48826,deni scienc say carbon caus global warm 950 busi demand +2,740427,accord un 1 30 peopl could displac climat chang mid centuri +1,818957,america becom countri world leader doesnãâât think global warm realãââ +0,218239,climat chang climat chang climat chang climat chang climat chang climat chang climat chang climat chang +0,650364,global warm real club penguin shut down +0,771982,classifi sent it climat chang fbi alreadi review +2,928329,grow alga bloom arabian sea tie climat chang stori +1,462921,climat chang aw human made allow peopl 5 plu kid like china amp demand 1 kid per famili +0,826368,corrupt idiot think usual method stack board croni make climat chang +1,431331,hire climat chang bullshitt bret stephen via +1,749047,presidentelect believ climat chang million peopl go say mr tãââ +2,399132,simpl question chang mind global warm cnn +2,288498,recordbreak climat chang push world uncha territori +-1,485933,yesterday wonder first loon blame london climat chang would be +1,213638,tri explain climat chang dad him it god do +-1,670956,manmad global warm fact fake data suppo it +1,610136,yall wan na complain hot novemb wan na talk climat chang rise ocean level mhãââ +1,319605,presid trump threw away plan combat climat chang amp protect air breath three word advic r +1,327165,ya mcm dont believ climat chang pollut watch world fire think john 316 god got m +1,247474,noth threaten access fresh water climat chang +1,11766,list countri turn back address climat chang sho syria nicaragua unit +0,242128,believ climat chang +2,297226,rex tillerson accus use email alia wayn tracker discuss climat chang exxon via +1,753239,trump chief strategist racist misogynist chang denier must sign amp share +1,68462,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,817014,peopl planet underestim serious climat chang scare get act +-1,54883,rememb liber call climat chang huge fraud design impoverish disempow enrich +1,99853,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +2,993052,wynn build casino along mystic river protect climat chang +0,375585,six ten trump voter suppo tax andor regul changecaus pollut +1,234335,effect climat chang polici cant easili revers here could lose good +1,399134,death coral reef due chang could devast human via +1,153779,way go blackrock financi firm lead sharehold exxon mobil climat chang polici +1,883444,theresa may deal terrorist easi deal climat chang deni homophob +2,673564,climat chang scott pruitt caus uproar contradict epa websit +1,939926,expect trump epa chief and fossilfuel advoc pruitt quick deni scientif consensu climat chang +1,692460,conserv think global warm hoax also conserv defend belief sex gender scienc +1,354526,want talk women issu that fantast let talk health care educ climat chang a +1,813105,fastmov deregulatori agenda go hu public health effo fight climat chang also zero mandat +0,129131,per aicl found unit state delay address climat chang domest four to http +0,977502,nyt opinionsgener bad youll surviv newscycl surviv climat chang less ceain suppo nonprofit journali +0,694292,stop sussidi fonti fossili contro climat chang +1,220594,impoant gener understand realiti climat chang pleas watch flood ãååïãåïæãââ +2,703645,mani american think climat chang lead human extinct +0,876270,global warm today ars tomorrow ice cap +-1,387997,climat chang one big money make scam id love trump expos whole thing +2,412974,cdc cancel major climat chang confer +1,800329,1957 cigarett dont caus cancer 2017 human dont caus global warm +2,603362,new cba case warn step chang well see cou guardian +1,253291,there thing global warm accord white man presid +-1,373228,left right alreadi claim climat chang nation secur issu ugh +1,317528,noh pole 36ãâ warmer normal winter descend right myron global warm phoni htãââ +0,250443,whichev come end end climat chang get readi 2peter 37 +1,439818,dont let kid face climat chang disast +2,314813,harvard studi find exxon misl public climat chang via insideclim +1,210600,think go die husband believ climat chang +1,97723,great work joann engag local voic stori bangladesh climat chang +1,242673,100 frame climat chang uppermiddl class white liber issu diy lie poor ppl of +2,467052,pope franci appear climat chang movi featur obama clinton leonardo dicaprio +-1,977286,dont wast time climat chang hoax +1,169954,miss congeni joke april 25th climat chang fuck season need light +1,41220,open hostil administr notion climat chang alarm lead issu +1,568116,trump scrap feder climat chang rule day histori look back day think noth b +1,138846,trump nomine also climat chang denier guardian set agenda +1,337214,even liber citi america 1 5 adult climat chang denier +1,560930,im join million peopl show suppo action climat chang +0,844127,forget global warm neck frio im current look 95 leo +0,755942,global warm +1,298482,let sink in contin basic ice hit 635 f yall still wan na tell climat chang i +1,512037,bryton vote equal women right climat chang legisl you +1,339385,china clarifi trump uh no global warm chines hoaxã +1,309440,six irrefut piec evid prove climat chang real popular scienc +1,743680,probabl convinc link ive seen show realli anthropogen co2 caus climat chang +-1,206112,fodder arctic climat chang alarmist +1,35532,think go die husband believ climat chang +0,185762,climat scientist keep quiet global warm theyv mention befor +1,215258,horribl aw corrupt hawkish 90 democrat better trump ceain thing like climat chang tax +1,214868,wale ali malcolm turnbul never credibl climat chang polici +1,298178,new new world china lectur unit state climat chang impoanc cooper betweãââ +1,381388,incred street a draw attent bird threaten chang +1,884705,soil key unlock potenti mitig adapt climat chang +1,393158,what will ignor climat chang kid curs name fool +2,659392,countri set cash climat chang +1,816828,share via cnn climat chang threaten health american +1,409587,passion climat chang exhibit must see list httpsãââ +0,484539,scientist mostli respons climat chang +1,784689,presidentelect believ climat chang million peopl go say mr tãââ +2,760270,environment record shatter climat chang play us +1,795732,urg trump threaten wildlif wild place revers progress fight climat chang +-1,939333,think progress cant possibl get stupid blame volcano global warm +1,237923,essenti deni global warm suppoer bigotri racism +-1,620382,tuff shit taxpay america need climat chang fuck shit +1,186417,america accept weather predict groundhog yet refus believ climat chang scientist +1,450108,next presid make decis climat chang echo centuri havenãâât discuss it +2,625090,exxon mobil turn rockefel famili found compani climat chang +1,7739,mayb could live recov mani mistak continu ignor climat chang could end us +2,187699,farm polici age chang creat anoth dust bowl critic say +-1,228037,liber love credit scienc come climat chang moment talk gender scienc tabl +1,575330,think fight climat chang expens calcul cost let happen +1,923671,today trump pledg repeal obama climat chang reg emiss go up 13 million coastal american risk http +1,488500,moron theori climat chang denial sta fals conclus amp work backward accept fals premis +-1,156402,billion invest climat chang design crippl economi htt +-1,285472,exp said hillari would win claim climat chang real lol go away moron know noth losãââ +-1,579914,hard time believ climat chang extremist mani also believ boy becom girl +1,986005,the concept global warm creat chines order make us manufactur noncompetitiãââ +0,475049,new fake photo show possibl climat chang effect flood houston airpo +1,363374,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,608440,miami sink sea global warm +1,286966,futur planet stake hillari clinton combat climat chang donald trump think iãââ +0,723693,im glad ask email mention cabl news sinc fri 2322 climat chang mention cabl sinc frãââ +2,120890,new post rapid declin arctic sea ice combin climat chang univers washington +1,475165,rememb scienc gave us exact date time locat tell us climat chang real +1,567182,dutch took govt cou insuffici action climat chang cant plu treason sab +2,663158,exp say 2020 get climat chang control theyr optimist +2,382410,feder scientist cook climat chang book ahead obama present whistl blower charg +1,677387,call climat chang is violenc rebecca solnit +1,268509,david bookbind obama chanc realli fight climat chang blew +0,704920,spend qualiti time pruitt talk climat chang skeptic +2,592796,epa chief trump soon sign new order unravel obama sweep plan curb global warm +1,763930,everyon bill pic dress layer global warm denier +0,63167,note come fr bank presid indigen land right climat chang fr ãââ +1,814940,almost like youth concern climat chang crimin justic reform amp gross capit instead +2,85617,british adult repo effect climat chang would encourag chang diet +0,481838,harri profess love danger global warm tomorrow +2,215093,cdc cancel major climat chang confer +1,989370,oh good enjoy sea level rise thank epa deni climat chang +0,984785,check weather unseason warm ny70 global warm heat trump anger +2,512147,trump want downplay global warm louisiana wont let +1,164761,odd cant get climat chang data anymor sex assault victim info public gop shit show exampl do +1,997361,spent last year life work climat chang scienc impo +0,425718,media fals spin trump nyt climat comment trump cite climateg restat skeptic global warm +2,384421,twitter resist explod feder climat chang gag order via +1,246084,integr water manag help commun prepar urban growth climat chang +1,976613,mayb tell donald trump climat chang come mexico actual tri stop +2,143040,leonardo dicaprio surpris audienc talk climat chang doc +-1,146877,look hire car orlando summer offer snow tyre option extra global warm eh +2,924222,oil compani invest 1 billion tackl climat chang +0,902170,kaya may climat chang eh +0,31194,select myron ebel climat chang global warm skeptic lead transit teamãââ +2,711484,world leader move forward climat chang without us declar pari accord irrevers +1,357058,4 day ambiti climat chang agreement histori enter forc read ãââ +1,660522,america lost mind a third us believ global warm big deal +0,834131,next trick ill say global warm hoax +0,542404,yall go enjoy global warm today +0,397214,mean end coincid that gaug global warm predict scari peopl +1,733750,trump climat chang denial lead thousandsmayb millionsof death +1,26402,look simpl florida climat chang denier allow move sell coastal hous that +1,372262,keep global warm 2 degre done kaput +-1,912075,wonder trump appoint charm clever sane myron ebel take global warm charlatan hurrah httpãââ +1,998515,think go die husband believ climat chang +0,767972,22 determin salvag obama legaci it draw battl line immigr obamacar race relat climat chang +1,967815,15 entir histori us conserv engag climat chang exercis justifi two predetermin conc +2,764708,australian coastlin glow dark sinist sign climat chang +2,968030,peru suffer worst flood recent historyand scientist say climat chang blame +1,503663,new studi shown 99999 like global warm caus human influenc greenhous gase +1,226972,never talk climat chang elect despit tremend stake +1,59678,women contribut mitig climat chang adequ access inform train technolog +1,305937,politician sta statement climat chang im scientist probabl pa m +1,992645,think go die husband believ climat chang +0,186152,unlicens lemonad bigger threat climat chang applaud tower hamlet council swift action http +1,428681,believ global warm real thing pleas explain 80 degre day novemb +0,625623,notic climat chang racism sexism homophobia islamophobia forc ceo bounc +1,544843,like global warm real right +0,339521,like bird wire tri way free carlo curbelo climat chang trump +1,698446,britain environ secretari vote climat chang measur 12 time health secretari want t +1,141082,al gore offer work trump climat chang good luck that +1,937902,chang take bite tea flavor +2,112606,energi secretari rick perri say climat chang debat secondari amid harvey destruct +2,397142,jess watter hunt global warm +2,916197,us public larg skeptic climat scientist understand climat chang +1,570729,learn ghana climat innov centr role suppo innov climat chang solut ghana +1,23111,presidentelect believ climat chang million peopl go say mr tãââ +2,39226,wine industri battl climat chang +-1,422685,jay weatheril josh frydenberg ignor renew scam base climat chang fake scienc fraud +-1,741192,left upset trump take terrorist global warm climat chang somet +2,36860,new studi great mass extinct caus ice age global warm +1,954664,mani do cure climat chang add extern cost fossil fuel price see demand fall use treasuri +0,624178,us fight climat chang give billion dollar countri bind commit +-1,936462,dem lib care climat chang +2,116593,trump administr believ climat chang +1,363718,ye gina rhineha climat chang concern think bribe bulli way it +1,213315,donald trump want build wall ãâ✠save golf cours global warm dana nuccitelli +0,240391,45 go fix tell meal wheel children lunch woman health care climat chang hoax epa need +2,582094,bbc news climat talk save us global warm us urg +2,568858,exclus great barrier reef 2050 plan longer achiev due climat chang exp say +0,932831,donald trump best thing happen global warm serious ââ +-1,714891,good sinc presid elect trump believ climat chang spend money fightinãââ +1,435398,climat chang solut beneath feet +-1,992801,again proof man made global warm sham +1,505481,there cognot disconnect caus congest similar climat chang im problem everyon els is +1,694950,need come togeth common goal fight climat chang +0,418887,russian hackingrussian interfer global warmingclim chang cant keep goalpost pl +1,816502,let look bright side mayb climat chang kill human global fascist govern sta tãââ +1,64442,seven factual reason person interest climat chang +2,604979,pope urg world leader hobbl climat chang pact via +2,934196,chang photosynthesi rate temporarili halt acceler climat chang +1,887502,millenni get vote doomedthi futurelet thisfix climat chang women rigãââ +1,811135,agre children schould taught chang read thi +1,213767,anim agricultur lead caus climat chang amp extrem weather laugh vegan +1,714916,republican one thing common threat climat chang affect human let fix it ãååå½ +1,51618,disast texa proof global warm guy stick head sand someplac +1,162964,german statu politician debat global warm +1,733569,concern climat chang fuck winter serious +1,610837,think go die husband believ climat chang +2,208998,china tell donald trump intern respons act climat chang +1,587826,elect donald trump chang climat chang +2,126114,obama left trump major climat chang repo independ scientist said it accur +2,246503,kinder morgan presid say he sma enough know human caus climat chang +2,660378,bori johnson continu lobbi us climat chang trump decis pari agreement loom +0,507493,republican climat chang +2,499860,world three year prevent danger climat chang exp warn +2,609574,franciacoa embrac forgotten grape fight climat chang +1,531011,frontlin climat chang +1,826481,give kid column bet know climat chang real too +2,761849,million bottl minut world plastic bing as danger climat chang +1,916461,exactli fossil fuel what connect climat chang +1,65716,despit overwhelm evid 48 american believ climat chang result human activ +1,365869,legisl care global warm middl worst drought alabama care help +2,950963,antarct ice sheet impact climat chang +2,340695,bring on student sue trump administr climat chang cb news +1,134902,ah ye eleph room freak weather event gon na increas frequenc amp intens caus u guess it climat chang +1,520171,retweet network news spent 50 minut total 2016 cover climat chang let fix thi give cal +1,731503,pretend climat chang happen stop happen +1,304853,let senat amp congressmenwomen know u feel trump end effo 2 halt climat chang 2022253121 +-1,646284,libsdem also greedi lunat global warm even exist hot +1,643763,flood nation geograph join leonardo dicaprio explor topic climat chang +0,750452,would nice al gore climat chang exp condemn noh korea caus eahquak +2,211779,g7 leader divid chang closer trade issu fox busi +2,698214,trump transit team meet epa discuss climat chang +-1,861670,flaw data use suppo global warm +-1,973559,tie 0bama 9112001 amp climat chang global warm carbon trade hoaxamp u got truth abou +1,978326,connect dot climat chang capit occup imperi +1,574989,interact map look impact climat chang food secur via +1,927613,think go die husband believ climat chang +0,397382,nation geograph climat chang doc dicaprio youtub +1,520201,human ingenu prosper best insur climat chang +2,306148,ryu joon yeol narrat eb documentari climat chang +2,396816,major global warm studi question defend +1,374814,peopl still doubt global warm +1,180828,fight climat chang nation geograph +1,55877,trump presid promis 4 year climat chang denial +2,760153,penguin move climat chang +0,424947,funniest thing ive heard day club penguin close due global warm +2,772770,beyond believ denier american climat chang complic alaska public radio network +1,31163,also rest human sinc ignor climat chang research speed destruct of +0,296784,wonder jon ig post sarcasm realli think global warm work kinda want comment ask +1,155381,trump want econom success cant deni climat chang cost extrem weather reach billion annual inãââ +1,776219,dont let kid face climat chang disast +2,757876,swedish politician troll trump administr sign climat chang law +2,858372,studi 82 percent core ecolog process affect global warm +0,248121,im debat climat chang either im debat whether bias cancel shitti column +1,171693,think go die husband believ climat chang +1,248273,factori farm reason global warm deforest water pollut monocultur etc fix thi +1,89825,think go die husband believ climat chang +1,687329,im still confus yall vote mafucka think global warm aint realãåëœâ +1,851315,believ equal need comprehens immigr reform prochoic global warm real ââ +-1,764103,climat stenograph enough ice climat chang much ice climat chang +2,894904,theresa may accus donald trump mole europ uk tri water eu climat chang polici +1,240268,joanna sustento wit effect climat chang firsthand she arctic confront respo +1,54528,physician uniqu pose bridg gap scienc lay publicespeci climat chang +0,699303,climat chang racist along staircas milk tan bead trump suppoer +0,340655,wow wall gun control climat chang russiai issu scaramucci agre presid o +1,67377,want reiter trump climat chang advanc women amp minor right amp prison iãââ +0,297000,tilt 5 star thought provok conspiraci thriller involv climat chang +1,983225,could elect presid would put climat chang denier control epa how +1,537008,think go die husband believ climat chang +1,798938,whale better job fight climat chang human +1,97904,global warm effect reindeer +1,981540,the pentagonãââ intern exp extern deliber highlight climat chang chang everyth +-1,754594,climat chang proven manmad global warm unproven separ fact fiction http +1,714602,pakistan one water starv countri eah r also among affect global warm agricult +1,957681,believ climat chang evolut honestli fuck retard +-1,280310,brand new elit whistleblow smash global warm scienc +2,158731,ny attorney gener uncov email alia use rex tillerson discuss climat chang exxon +1,482906,want combat climat chang must reengin landfil +1,58798,weather past month make believ global warm woke +-1,759823,follow money world leader dupe manipul global warm data via +1,814437,editori unvarnish truth climat chang tampa bay time +1,554409,everyon global warm real trump +1,646035,nation park 2050 climat chang assum still nation park then +1,685878,want cut someon climat chang denial forget scienc talk special interest instead +2,637738,statoil one world biggest oil compani acknowledg climat chang decad +1,784245,jir conduct seminar global warm creat environment awar among student +2,404943,energi dept reject trump request name climat chang worker remain +-1,263622,ur attent seek mate brown say climat chang caus brisban flood uv solut problem tht exist +0,814890,ur wcw think climat chang hoax +0,687847,kentut dari hewanhewan purba adalah penyebab utama global warm di zaman dinosauru bbcnew +1,338726,commit tackl climat chang ground mean challeng neoliber agenda +0,37446,nobel prize winner dr j stark creat thesi carbon jew caus global warm hitler hire him ww2 +1,560,there cohes consist altern theori humancaus global warm +1,473486,sea level rise acceler 50 percent past two decad due climat chang +2,975533,european leader climat chang deal cant renegoti +1,264849,it clear california leadership climat chang never impoant +1,380106,ifil good job 08 vp debat push back normalci palin challeng biden ask climat chang +1,706860,industri pollut air water amp soil reduc biodivers amp contribut global chang ht +0,474799,how global warm thing go see impoant +1,507562,trump worst nightmar mexicanamerican woman scientist fund nsf studi climat chang mexico read +1,93452,harvey global warm global warm caus larg corpor amp develop countri death of +2,962919,michael bloomberg wrote thing make profit defeat climat chang +0,106312,big question remain foreign polici climat chang agreement wall mexico iran deal nato iraãââ +1,681603,doomsday vault protect world seed catastroph flood due global warm +1,266282,big natur disast ever happen climat chang denier would sneak onto lifeboat women kid like th +0,446507,kill hibern bear danger ya think thrash climat chang nightmar th +0,801656,us elect 1 week go read latest research climat chang economi educ +1,862005,optim fight climat chang best time act now chief explain inãââ +1,929849,see happen citi stop climat chang +2,612851,bangladesh paicularli vulner climat chang peopl helpless victim find joseph hanlo +0,167208,virend sehwag view global warm baffl twitter +0,170769,exclus never seen footag rex tillerson meet wayn tracker discuss climat chang +1,437334,spot aicl were everyday climat chang denier alic bell +2,356117,apimag grow alga bloom arabian sea tie climat chang stmcneil +2,448209,despit climat chang africa feed africa via +1,249867,huh sean job speak wh big issu but topic climat chang wa never discuss +0,799496,global warm real club penguin shut +-1,587822,lefti swallow whole shaki scienc climat chang attack denier denial a +1,795545,9 presidentelect believ climat chang real promis negat pari climat agreement +2,406666,fifth harmoni lauren jauregui took social media slam trump recent execut order climat chang +1,354335,gianfo attack obvious result sexism misogyni racism climat chang cc +0,322286,gemuk macam ni kalau gesel peha tu boleh mengakibatkan global warm +1,479889,harri advoc danger global warm everi singl day +1,473777,alaska permafrost thaw there evid global warm exist peopl believ virgin b +2,161722,state depament propos 28 percent cut hit foreign aid un climat chang +2,578315,bbc news g7 talk trump isol pari climat chang deal +1,953794,trump environ chief deni co2 caus global warm vest interest big oil campaign s via +2,379516,s doodl send messag climat chang +1,856749,day tillerson dodg climat chang qs must turn climat chang doc +1,36952,one easiest way help combat climat chang stop eat beef httpsãââ +2,79928,retweettrump epa pick say climat chang hoax +1,663070,die accept climat chang press matter not put lid it +-1,906208,geoengin day combat global warm go end tri block sun +0,513758,deni climat chang stand bold action now +2,738515,justin trudeau stun hypocrit climat chang say top via +1,400221,peopl like paul joseph watson say climat chang real use statist fuck get slap +1,867596,im old enough rememb journalist fell idea jare amp ivanka would interven climat chang htt +1,282685,believ equal need comprehens immigr reform prochoic global warm real ââ +2,936181,verg googl eah timelaps updat illustr 30 year climat chang +1,487912,go ok except american lose obama care job probabl climat chang action otherwis +2,262073,busi leader urg g20 put climat chang back agenda +1,154676,turnbul govt respons climat chang emiss trade scheme etc outrag repo are +2,318119,someth happi climat chang invas plant +2,319478,global warm caus increas prevlanc diabet +1,814067,let wait 100 year new set brilliant mind confirm climat chang then oh waitther ani +1,23180,precis climat chang data fake news trump land hate crime also fall und +1,966349,im creat think tank independ thinker solv climat chang would post also +1,940963,the pentagonãââ intern exp extern deliber highlight climat chang chang everyth +1,930920,told evolut bunk there need anyth climat chang +-1,532208,cover base call climat chang +2,116748,donald trump wont discuss climat chang meet xi jinp despit us china worst pollut +2,93519,scaramucci said it disheaen mani dismiss climat chang took job trump +2,330440,donald trump declar flood disast day us withdraw pari climat chang agreement +2,257068,kid right sue govern climat chang via +1,78431,day 94 hot air constantli switch posit contribut global warm +2,734457,epa shut program help state local adapt effect climat chang +0,274882,wsfuck trumpfuck global warmingfuck +2,942022,san diego adopt urban forestri plan boost tree canopi slow climat chang +1,603327,retweet think abl post actual scienc climat chang affect nationa +2,405281,could tax workplac park space help tackl climat chang +1,832221,unpresidenti ungood planet unbeliev climat chang trump mean +1,489258,draw straight line climat chang denial go uncheck antivax movement sean spicer n +1,412135,sma citi project focu natur calam climat chang +1,397177,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +1,573476,given anim agricultur lead caus climat chang adopt vegan diet practic cours ifãââ +1,476547,debat rick perri want hold global warm total bs +1,749795,believ climat chang exist anoth person add book unintellig imbecil +1,627297,imagin call gigg trash presid think global warm invent chines +1,67194,today ask rep question climat chang pleas join take countri back +0,603017,youãââr hot must caus global warm +1,457607,were move toward sustain futur fight climat chang amp protect ocean citi lead way +2,993851,recordbreak climat chang push world uncha territori +1,162069,sadli presid think climat chang hoax help environ bãââ +2,55068,california knock trump extend climat chang effo via +2,402878,trump effect threaten global momentum climat chang +1,68911,donald trump white hous refus say whether believ climat chang theyr sure graviti either +2,959584,obama climat chang we argu best approach simpli deni problem betr +1,606195,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,694668,thank cover amp s event save climat chang data +1,212722,talk climat chang denial +1,47173,9 thing absolut know global warm +1,867063,worri everyon presid trump noth climat chang florida first go +0,174502,your gon na die old age im gon na die climat chang dnc staffer yell brazil help elect trump +0,413674,interest peopl brag ignor math ask person global warm theyr +1,247435,opinion trump charg critic moment keep climat chang check may never recov +1,340061,climat chang denier epa creationist ded incestu bigot agwish throãââ +2,128340,rfk jr issu warn trump climat chang polici +0,945722,ha that call extrem climat chang gnite steph +1,370359,team w explor climat chang prevent catastroph ãâ âãââ +0,233468,asid climat chang thing none debat talk execut whoever invent slideshow aicl +1,377056,outlet like nyt treat climat chang matter opinion bc peopl approach it +1,586191,wow let ivanka cri everi relev humanitarian caus trump bulldoz first up climat chang +1,256901,effect climat chang go hit us 20 year world +2,595803,white hous call climat chang research wast actual it requir l +1,305503,time act climat chang run fast +1,29594,evid global warm hoax 1 hotter summer 2 water level steadili rise 3 fuck club penguin shut d +2,82116,larsen c ice shelf collaps hammer home realiti climat chang john abraham +2,703761,icon kruger game park face bleak climat futur climat home climat chang news via +1,407510,thing give chanc new restaur differ haircut new sweater thing dont racist climat chang denier +1,370344,neoliber con us fight climat chang individu individu v corpor +2,886815,trump elect victori threaten effo fight climat chang +1,894970,boingbo watch flood urgent call arm climat chang +1,887245,nation interest labor mp criticis man sexist racist bigot climat chang deãââ +2,469559,here presid trump execut order climat chang mean world +2,487063,govern su climat chang bank firm next +1,87052,dup aw anti aboion anti lgbt right anti women right believ climat chang modern sniff +1,652048,creat problem human would fundament fail at climat chang probabl +2,687105,rex murphi curb climat chang enthusiasm via +1,971364,spirit broken hope weather phenomenon brought climat chang take lim +1,363694,creat awar one biggest pa prevent climat chang http +1,610366,we spoke climat chang impoanc pari agreement http +1,550436,china kindli explain trump didnãâât invent climat chang hoax +2,798830,mismatch marin plankton rang movement veloc climat chang +1,952236,incom us administr doubt global warm china place big bet renew energi +1,272801,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,837659,simpl fact cant overst countri world climat chang subject paisan debat +1,356161,time tri school global warm real that get +0,271468,break govern repo find drastic impact climat chang us vote big deal +1,750906,assum global warm hoax expect see yeah guess what +1,646445,think go die husband believ climat chang +1,180348,new piec not talk climat chang politic disast +1,111296,without feder suppo citi state push forward take action climat chang +1,814572,new brief transnat chang impact entri point enhanc global cooper ãââ +1,713336,rescu attempt came late the first record mammalian extinct due anthropogen climat chang +1,508174,vegan yet that effect thing individu fight climat chang +0,401879,la eleccion estadounidens han sido como un tip point la elección de trump como el runaway climat chang impredecibilidad futura +-1,674554,wow mayb manmad trumpmad climat chang real one stroke pen snowflak meltdown +2,883731,king counti among us hotb belief global warm fyi guy +1,667762,20 comic show help fight global warm includ one http +1,89142,doesnt believ climat changedoesnt believ equalityvot ivori ban +1,651746,doe were get anoth one soon hear hey climat chang hoax right right lulz +-1,134174,whitehous ask session climat chang go arrest mother natur +0,514551,expect us care global warm penguin penguin crime +1,913768,one famou global warm scientist say chang becom extrem +-1,482214,proof human activ primari caus climat chang so present it +1,757336,click stop global warm +0,105160,nickel everi time ive heard climat chang need 1st prioriti bc affect us +1,473808,seriou global warm is solv it 1howev 3no matter 4becaus ans1 +1,280951,go green china climat chang isnt consid hoax +-1,824167,scienc fiction manmad global warm rapidli expos legitim climat scienc +-1,916974,climat chang scam allow third world develop pollut infrastructur switch +1,663536,decid climat chang protect environ polit issu instead huma +-1,109665,lizwheel mainvada everyth list predict climat chang scientist alreadi happen none predict +1,910075,administr push coal oil cours theyll creat fals realiti climat chang beli +1,418284,florida half state go disappear ten year due global warm theyr go guy say chãââ +1,988925,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,615943,africa highest risk econom damag futur climat chang index +0,814235,southern south america outsid nuclear fallout zone temper enough surviv global warm +0,62944,peopl still tri deni global warm club penguin shut down +0,648627,opposit want modi govt bring rain blame modiji failur regul climat chang +1,99179,major polit pay entir world deni exist existenti threat climat chang +-1,255441,climat chang real explain thi suck thatliber +0,384452,climat chang +-1,535433,hmmmm climat chang real +1,403631,republican plan multibillion dollar climat budget raid climat home climat chang news vãââ +1,684710,thank you film amp continu rais awar climat chang +1,574361,the extent climat chang alreadi wreak havoc natur simpli astound +1,463091,opinion your troubl beij bird go die replac leader climat chang +1,98454,citizen climat chang legal action surg indic grow global hunger account +2,577780,india late ratifi pari agreement good reason commit stop climat chang +2,599497,epa chief carbon dioxid primari contributor climat chang +2,213730,rex tillerson use alia wayn tracker exxon discuss climat chang new york attorney gener say +1,448741,peopl ignor come climat chang +0,257379,flood leonardo dicaprioãââ climat chang documentari via +1,21401,think go die husband believ climat chang +-1,285017,proleftest agenda includ global warm palestinian +1,867145,solut climat chang put price carbon +1,713328,throw floor congress definit disprov peski global warm act +2,504235,trump cite global warm golf cours fight presidenti candid propos ãââ +1,351088,stori columbia natur horrif catastroph brought climat chang amp paraguay manmadepolit violent caution us +1,363286,help stop texa repub want abolish us dept educ amp call teach ãâåall sidesãâï evolut climat chang +1,210752,climat denier blame global warm natur nasa data show natur chang explain observ warm httpsãââ +1,473323,novemb 2nd im wear sho tshi yeah global warm myth lol +2,742977,urban farm save us climat chang +1,532773,us elect trump rest world didntso us polici eg climat chang threaten reãââ +1,683483,think go die husband believ climat chang +0,210961,popsci bird poop might help keep arctic cool but cant stop global warm sorri ãââ +2,546038,great barrier reef 2050 plan longer achiev due climat chang exp say +1,450012,realli care climat chang boycott eah hour +2,576305,us affirm commit arctic climat chang research +0,475961,thought tag line good take deni climat chang +1,166868,happi novemb high temperatur still 80 global warm real natur progress time mean noth +0,289013,us hot winter climat chang mother ight bet +1,424271,50 countri dispropoion affect global warm vow use 100 renew energi 2050 +1,158550,compani director face penalti ignor climat chang politician +2,135960,gop lawmak buck pay climat chang +1,129457,thing old ppl decid make us fix global warm mass incarcer social secur giant wave western civ fascism +1,940313,texa judg deal exxonmobil blow climat chang fraud case +1,92783,even lil birdi know berni fight delay global warm protect home ãåëœïãåëœå httpsãââ +2,371578,human verg caus eah fastest climat chang 50m year +2,90807,vatican urg trump reconsid climat chang posit via +2,682430,chang affect asthma +1,865436,2017 far secondhottest year record thank global warm dana nuccitelli +1,522118,scott pruitt new head epa state carbon dioxid emiss arent major contributor global warm absol +2,620516,exxon spent million deni climat chang know along real +2,895309,new trailer al gore inconveni truth sequel show presid trump climat chang villain +1,934675,watch free film w leonardo dicaprio coproduc un repres climat chang +-1,681769,1 way 2 get moron 2 stop protest tell em fire r sta contribut 2 climat chang watch scatter +1,777683,wh line presid pull major climat chang treati without discuss consid whether climat c +1,707441,plant new treesplant help mitig climat chang remov carbon dioxid theatmospher +2,849728,children sue us govern climat chang +2,448161,new white hous websit contain mention climat chang +1,228713,global warm real +1,655144,let talk new presid liter believ climat chang scienc matter +-1,777709,fuck global warm +1,881844,us done countri bring global peril climat chang +1,228866,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +0,611525,tri so climat chang world peac make cuppa +1,500477,climat chang real pleas promot renew energi instead coal make world ãååï great again ãëœâºãâï +1,99716,91 degre midnovemb presidentelect want cut 100 billion dollar feder climat chang spend +-1,822083,trust guy offer 25000 proof global warm real +-1,545015,bitcoin climat chang top 10 thing probabl believ complet bull +2,625904,carbon captur technolog could help fight global warm may surviv donald trump presid +2,781632,california lawmak extend landmark climat chang law +1,441430,robot say sarcast global warm caus extrem weather elimin cold weather +2,531103,china prais role pari agreement climat chang battl +1,111968,hush hush 29417 climat chang march dc usa ye hybrid save yur kid lung +1,19992,watch right here travel world tackl climat chang httãââ +-1,952047,pine beetl climat chang +1,104509,china label currenc manipul keyston pipelin move forward un climat chang program paymenãââ +2,800229,un climat chang agenc react cautious trump plan +2,387665,new studi find climat chang cost hit trump countri hardest john abraham +2,342912,meteorologist joe bastardi tell climat chang like natur +0,590030,advoc around global warm answer question +1,201166,let bomb weather distract u fact climat chang real issu need fix +-1,231504,climat chang look kyoto treati get back me +-1,423430,peopl predict pa manhattan would underwat 2008 due climat chang concern fakeãââ +1,292149,india need focu climat changequ educatnstrong antidump lawsstrict food inspectnafforestationpollut control etc +1,751492,lynn featherston talk threat pose us climat chang +1,698408,100 thing need revers global warm +-1,428512,govt stop carbon credit ripoff american consum must stop climat chang fraud use carbon credit +2,608170,commonwealth bank face legal action failur disclos climat chang risk +0,339326,nigga ask inspir is told global warm +0,261675,fun websit u want men monster energi logo pic tell u climat chang fake +1,488947,think go die husband believ climat chang +-1,331229,global warm crackpot lost it join us amp enlist patriot central await http +2,61821,donald trump want shut orbit space camera monitor climat chang +0,793605,ive studi larsen c giant iceberg year simpl stori climat chang +1,444878,habitat manag help curb climat chang +-1,134572,climat chang crock shitt +0,5922,ack would love get haul front world cou argu climat chang meme weak die a +1,548204,fit trump purg climat chang believ doe led perryltindict coerc da h +0,49183,requir believew add next climat chang editori +1,564764,go stop whini dumbass actual sta someth climat chang tree use co2 +0,261505,bitch askin die sta cryin soon hear global warm smh make mind +1,131684,conserv water tide climat chang challeng fao +0,648484,6 month ago omg drought need rain global warm rain non stop complain +2,208016,new repo summar climat chang affect water cycl germani tnx +-1,87712,ie fuckal global warm +1,267430,satellit imag global warm affect forest cover eah +1,287825,googl eah timelaps updat illustr 30 year climat chang +2,476621,trump advis compar climat chang research belief eah flat +1,904114,photo forc look victim climat chang eye +1,480641,auster climat chang intensif resourc conflict remind neoliber threat speci surviv +1,414945,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,451967,almost negat good deed bad deni climat chang could innov fuck outta the +1,429203,mcm think climat chang real +1,21635,world end human anyth climat chang +1,114845,elect someon claim climat chang hoax made chines govern +1,85790,us polit could focus prevent climat chang destroy life eah instead focus vlad +1,790499,scientist nightmar trump budget cut least 7 billion research climat chang diseas amp energi http +2,586846,one nation senat join new world order climat chang denial guardian +0,467155,twitter account donald trump said 6 novemb 2012 the concept global warm creat and +1,764681,say peopl climat chang real +1,227463,scheer alreadi rule open pay discuss carbon tax polici option climat chang action +1,702141,replac farm fish farm odd solut hunger climat chang +1,844327,admiss know climat chang real amp give frig 4 million +1,243076,neuter vasectomi revers unlik chang even eunuch still speak +-1,275649,could greatest pm histori acknowledg global warm climat chang biggest scaãââ +1,818711,think go die husband believ climat chang +2,612709,eahãââ plant counter effect climat chang +1,549438,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,397923,degrad pastur key sourc fresh asia dri chang +1,922907,peopl call left regress believ climat chang exist throw coal wast water g +2,260793,live louisiana island gener displac due climat chang +1,158388,watch bill nye rip cnn treat climat chang like theater instead scienc +2,575261,governor push back s plan cut fund fight chang komo news +1,396527,two word 100 fail use crisi climat chang can not hide it +2,634262,china tell trump climat chang hoax invent +-1,793994,whatev weather is scientist find ad hoc explan blame global warm +1,420290,news leav pari agreement mainer help combat climat chang +2,35618,climat chang lawsuit trump administr desper stop go trial +2,467745,teen su us climat chang ask exxon wayn tracker email +0,674357,amp ralph nader sure help presid gore keep iraq war happen amp got us 16 year fight sta global warm +1,363337,man reject settl scienc climat chang lead epa +1,969594,discov way compani take real action climat chang +1,129475,graph show global warm load ocean heat open access review +0,530681,must climat chang +1,427218,trump inact climat chang could lead impeach +1,236063,actual would erad global warm +1,669398,retweet cechr live planet lunchtim listen inuit cope climat chang +2,88226,rare move china critic trump plan exit climat chang pact via +0,642168,heat talk global warm +1,908407,think that global warm christma +1,389073,trump amp climat chang deni epa nomine scott pruitt want protect littl guy like asbesto man +2,40071,haitian stew millet flour ball climat chang affect cook develop countri +-1,60880,know noth spread lie fear bs global warm dishonest disgustin +2,981277,recordbreak climat chang push world uncha territori +1,467466,appar trump confid global warm exist might stop nasa monitor ceain eah relat data sen +1,459684,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +0,877574,global warm +0,344329,local climat chang amp global warm 2 diff thing +1,122217,toomey oppos aboion gay marriag probusi anticonsum antiwork antipoor deni climat chang vote ãââ +1,694529,s chief climat chang denier julia reid block repli bc ukip cant stand truth it +2,638988,epa remov climat chang page websit hour ahead +2,146182,climat chang koch brother stole republican pay john mccain +2,92076,in presid dute say sign climat chang agreement +1,108444,epa chief tongueti ask climat chang denial mashabl +0,372234,pa climat chang hoax right +1,456476,trumpãââ elect mark end seriou hope limit chang 2c +1,916139,yet green pay candid qualm hand climat chang concern destructor +1,661868,agricultur victim solut climat chang +1,968728,robinson also climat chang denier behind oregon petit +1,755713,cant wait sta s chang +-1,937376,complet mad think human alter climat chang king canut tri amp look happen him glug glug +1,237234,possibl beauti distinct sign climat chang +1,272060,take climat chang take back power corpor plutocraci sebastian job http +1,373570,think go die husband believ climat chang +1,990302,scientist plot eccentr orbit around saturn wrong climat chang +1,148915,singl shine hope stop chang +1,737295,still peopl believ global warm +1,60420,help stop climat chang person action +1,384115,file one climat chang primarili engin problem +1,336741,thing is directli care anim care climat chang balloon kill +-1,403548,silli bear dumb enough believ climat chang +2,543263,vancouv could transform san diego 2050 due climat chang globalnewsca +1,856217,council unveil plan combat climat chang +1,822660,whitehous fill creationist climat chang denier plu side god give grandchilãââ +2,735935,trump realli want face 21 kid climat chang +1,963350,wisconsin gop elimin climat chang scrub websit hope deal w povey soon +1,931532,republican held fake inquiri climat chang attack credibl scientist room +-1,728645,global warm worri global warm caus nuclear weapon hand crazi orãââ +1,869722,aaaaand go trump admin sta remov climat changerel inform epa websit +1,237146,climat chang denier top aw chummi big oil coal though sure that coincid though +0,374608,hate global warm would kick morn +1,149715,think go die husband believ climat chang +1,806238,novemb 2014 februari 2017 tornado hit illinoi illinoi still think global warm hoax +2,858982,energi dept reject trump request name climat chang worker remain worri +2,153785,bbc news badland twitter us park climat chang tweet delet +1,460814,onion headlin australian prime minist newest climat chang advis longtim mine lobbyist +1,293389,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,251144,the meat industri contribut climat chang state scientif fact magic word evok anger the +1,357928,whilst donald trump appoint climat chang denier scott pruitt exxon knew better almost 40 year ago +1,154687,trump win savag planet chanc deal climat chang veri long run biggest resultãââ +1,311920,believ equal need comprehens immigr reform prochoic global warm real ââ +2,287961,michael bloomberg plan shift convers climat chang +1,295636,liter white hous admit not familiar econom impact climat chang think +2,446076,new zealand newspap predict global warm 1912 daili mail onlin +-1,586514,thing global warm behind time eah vari b +2,139722,seth meyer devot full nine minut trump climat chang +2,747445,0324 2016 un goe dark spotlight climat chang +-1,9870,like global warm cant accept even basic premis without swallow insan hyperpaisan conclus +2,969025,could mutant plant save us global warm +1,484019,paicip open map session citi commun humanitarian amp climat chang honour +1,918524,think manmad climat chang key factor intens hurrican +-1,932966,global warm myth global warm essay paper +1,422775,need win climat chang war terribl troubl +2,770978,un climat chang agenc react cautious trump plan +1,248996,im wear tshi outsid novemb colorado global warm real right ãåââž +-1,169577,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +1,448672,newli publish paper show exxon knew climat chang real manmad publicli tout opposit +0,125946,clearli sign global warm ai winter 1980 thaw +2,657186,unescoih henkovink recordbreak climat chang push world uncha territori guardianeco unf +1,237287,glad 46 hous republican will listen militari leader tell us climat chang is +0,166816,egon ist son richtig weichei global warm +1,961576,nice weather were have hmmm politician discuss global warm sculptur berlin issac cordal +1,615727,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +2,833638,south dakota nation park tweet fact climat chang amid epa blackout via +-1,490649,concept global warm creat chines order make us manufactur noncompetit +0,257499,could live work franc expens paid work climat chang the +1,704900,okay okayso man that openli sexist racist homophob rude amp think global warm mythi shock ââ +1,336266,snow be bleach anemon crack ice climat chang look likeãââ +1,806260,hey florida nice littl everglad got there thank vote climat chang denier see hurricaneãââ +2,862138,berni sander call trump climat chang deni climat chief pathet +1,920493,20102017 sad see climat chang done grand canyon +0,237849,read harvard prof said futur climat chang action trump administr httpsãââ +1,927491,rich countri avoid help worldãââ poor cope climat chang +0,416170,climat chang effect militari sharon burk pose question +0,322904,scientist research mental vaccin treat climat chang denial +2,444011,bloomberg trump still global warm stupid +2,928609,no donald trump delet tweet china global warm +1,681701,nice know climat chang denier place wh especi one even fail see increment increas +2,268128,epa chief unconvinc co2 link global warm via +1,341717,ironi rex tillerson secretari state oil man one trump team believ climat chang +1,325269,weve recycl cut meat out planet havea man deni climat chang power u mean +0,330023,thing global warm ngolo kant cold turn sun up +2,925832,small farmer need immedi help adapt climat chang warn fao chief +1,567753,presidentelect believ climat chang million peopl go say mr tãââ +0,397897,want live texa everi season global warm +2,984048,increas rainfal climat chang lead runoff creat new mercuri threat ocean +1,100114,new paper scientist explain climat chang use beforeaft photograph evid http +1,575086,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +2,735244,south southeast face europ advers climat chang impact agenc read +-1,776617,one deni climat chang douchebag deni free peopl chang it +2,914096,california governor vow hold strong climat chang polici +1,705513,paper implic climat chang onlin earli +2,513163,feder highway administr chang mention climat chang resili transpoat program +1,519376,dishonest presid think global warm chines hoax vaccin caus autism +1,464316,white racist care call mayo twitter global warm joke yall bc sun yãââ +1,124596,gop congressman god take care of climat chang exist via some +2,683524,trump plan cancel billion payment un climat chang program amp use money fix america water environment infrastãââ +1,421330,want get polit consid trump action re climat chang render planeãââ +-1,448270,deni climat chang ppl say deni scienc +1,342441,44 honey bee coloni die last year due climat chang amp pesticid bee die die +2,906245,global warm nile swing devast flood wither drought research +0,629052,prepar climat chang ask georg pepler award winner isobel brunnkiaer blog +1,677851,signific intervent put church key posit drive global respons climat chang +2,326748,uk busi call govern embrac lowcarbon futur enact climat chang legisl +1,673892,fossil fuel corrupt expos scienc politic deni climat chang +1,653521,favorit thing peopl act like know climat chang scientist whove dedic live studi +-1,669283,but global warm caus blizzard which 20yr ago call snow +1,660391,out new paper ipcc reason concern regard chang risk in +1,973441,dude said expect 1224 inch snow tuesday new york lmao mid march republican swear climat chang is +1,917170,crazi that come u u basic vote asshol delet climat chang webpag fir +1,251239,keep eye dane beechwoh seconday colleg he passion climat chang +2,688575,polar voex shift due climat chang extend winter studi find +1,269858,scott pruitt comment climat chang breathtakingli wrong +1,969568,russia hack denier amp climat chang denier lot common either theyr corrupt refus 2 accept univerãââ +-1,852089,climat crimin so send weatherstapo him global warm scam fanat worst ãââ +1,699259,trump admin remov climat scienc epa site amp make harder teacher talk climat chang http +1,310022,im gon na unfollow you cant toler ignor peopl deni climat chang +-1,691275,lefti ignor scienc aboion hard righti ignor scienc climat chang +1,484078,effect individu action fight climat chang here studi +2,833079,obama administr page climat chang offici delet +2,136343,humancaus climat chang caus unpreced arctic heatwav scientist say +2,19364,sec john kerri becom highestrank us offici visit antarctica he learn climat changeãââ +1,624146,climat chang sta climat action is via +1,22260,hurrican season assist global warm +1,223171,hey coal burn major driver climat chang fund adani uneth +1,252780,trump appoint climat chang denier head envirin agenc vote green elect congratul great +2,271925,climat talk save us global warm us urg +1,787963,peopl believ global warm climat chang bunch burro +1,584357,know amp say climat chang real +-1,156998,global warm scam tax air breath order fund +1,944221,tv weather present foreshadow effect climat chang includ hotter summer major citi +1,538791,remov word global warm climat chang meet presid budget languag restrict +0,44138,differ canada us theyr gut climat chang epa site were worri +1,418991,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +1,126266,look america offici believ climat chang hoax sorri everybodi els +2,376202,pruitt noth know would caus review of climat chang scienc point +0,434570,negara pale rendah di dunia adalah maldiv dijangka akan tenggelam kerana global warm pada suatu hari nanti jomãââ +2,730391,epa head stack agenc climat chang skeptic +2,302057,bric meet highlight climat chang trade terror +1,637345,find truth climat chang tv read scienc +1,969161,presidentelect believ climat chang million peopl go say mr tãââ +2,470549,uk send stress ball us scientist worri donald trump climat chang sa +2,781813,normal march snowstorm blame climat chang +1,333703,nigeria allevi effect climat chang paner train peopl +1,846045,tv network turn blind eye climat chang major disservic viewer +1,324276,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,387547,tonight 1110c trevor idea get trump care climat chang +1,614937,vote man believ global warm hoax creat china think fuckingãââ +1,471395,watch right here travel world tackl climat chang httãââ +1,663679,polit jibberish outweigh fact climat chang alreadi begin damag world economi ââ +1,117529,watch right here travel world tackl climat chang httãââ +1,764373,remind case urg toss snowbal hous govern scream climat chang r +1,594451,tell us global warm myth +1,523532,sad cu goin keep continu w global warm around +1,169458,hoax two choic address climat chang elect one address other fuck vote thãââ +1,904194,empow women empow nation fight climat chang go hand hand liberia +2,316797,nation park defi trump social media ban climat chang tweet +1,810627,cape town determin act boldli climat chang sake resid economi save planet +-1,839292,world leader dupe manipul global warm data +1,972700,cop22 digit calltoact climat chang +0,625784,bi lanc omg everyon hot ace pidg global warm +-1,973420,horror chelsea clinton blame diabet climat chang get factcheck hard via +2,957691,global seed vault spitsbergen threaten climat chang piqd aicl +1,263169,climat chang leadership white hous entrepreneur green energi compani redeem us +1,873015,peopl ever worri climat chang +0,635903,trump believ global warm +-1,100297,went global cool 60s70 global warm t +1,818167,today launch essenti copi s publicfac climat chang websi +1,945749,drop bucket compar rampant climat chang +1,236588,un hire climat chang skeptic leader epa +1,294463,regardless happen austin lead climat chang much what requir happen lo +1,949490,acciona nation geograph team fight climat chang +2,757507,100 year old paper aicl climat chang +-1,480949,watch climat chang documentari leonardo di caprio zero scienc emot conclus tax +1,960522,half us popul believ global warm kill planet we +1,879298,al gore thought trump might come sens climat chang nope +2,203509,climat chang studi canada hudson bay thwa climat chang +1,203377,presidentelect doesnãâât believ climat chang thatãââ frighten countri world +1,1983,die point climat chang eah get warmer chang +0,58818,ur mcm tweet we need sta take climat chang serious prior take anoth bite doubl big mac +2,449415,colorado join climat allianc state fight global warm reuter +1,554886,trump gop made pledg corpor pollut block action climat chang httpsãââ +0,378393,he polit ope writer realli repo climat chang news +1,962110,must readwatch youth amp adult fantast aicl soil mitig climat chang video byãââ +2,209438,break ap sourc presid trump announc plan withdraw pari climat chang accord +1,264103,donald trump sta presid drop pantomimevillain act climat changeãââ +1,878097,sad live countri climat chang a chines hoax bite us ass sooner later amp regret +-1,720366,doesnt climat chang 4 time year +2,745492,coral reef hope halt global warm studi say +1,659882,chose run countri trump say nobodi realli know climat chang real +1,88717,see invit russian climat chang denier defend donald trump sometim balanc goe farãââ +-1,523145,peopl plz follow put global warm scare tactic histor context +1,739267,60 past day cold rain smh sure global warm seem legit +2,786270,proof climat chang say one activist +1,917533,read thi work farmer climat chang piti believ amp persist i +2,650502,american want aggress action climat chang reutersipso poll +1,828529,proud environment damag profound ignor global warm bottl +1,606494,matter give voic climat chang denier +-1,996502,due global warm +1,127803,fake meat clever concret best us climat chang innov +1,945328,global climat chang seriou problem need address now +1,136882,stori kany stori rick perri climat chang denier tap lead energi dept want +2,688103,author radio host suggest weve alreadi lost climat chang war +1,248373,proud leo decapriro hard work climat chang believ pa destini believ were criãââ +2,548426,climat talk save us global warm us urg +1,295826,snow be bleach anemon crack ice climat chang look likeãââ +2,139395,gov jerri brown warn trump california back climat chang +1,285054,could countri alloc 1 annual budget tackl climat chang interest idea +1,728604,exxon knew climat chang 1981 email say fund denier 27 year +1,746561,wor process food climat chang well here twofer lead revolut +2,651687,new bill would creat climat chang commiss anwr tour congress alaska dispatch news +-1,701237,chang global warm climat chang warm stope lol +1,895131,nuclear war destroy india pakistan howev explod popul global warm will +1,822267,opinion harvey turn point fight climat chang +1,987486,friend real leader fight climat chang amp advanc low carbon economi +1,441072,paper refut consensu climat chang +2,553042,centuri climat chang 35 second via +1,272258,say guy claim climat chang chines hoax lucki us +1,481800,everyon still think global warm real +-1,355018,obama fiddl climat chang gitmo visit havana world burn iran russia china isi march +-1,59589,global warm kachina peak use snow cover cover snow +2,221962,trump set undo obama action global warm +0,464704,dispropoion religi amp ethnic minor prison fake climat chang scienc admiss bbc take eu m +2,360274,chicago mayor emanuel post epa delet climat chang page +-1,962309,notic democrat call global warm anymor climat chang +1,413377,charl moor they sign climat chang bill day snow what about piec suggest need weekl +1,219589,remind network even newscast yr spent 125 min clinton email 0 min climat changeãââ +1,49393,ceo amp investor see chang financi amp econom issuegain made loss ave +1,933751,comfoabl wear sho hoodi outsid februari morn climat chang real anyth u know +2,489542,new climat chang evangelist areconserv +2,410770,shift trump say human may caus global warm +1,528384,russia hack denier amp climat chang denier lot common either theyr corrupt refus 2 accept univerãââ +-1,896997,us amp europ tri get climat scientist downplay lack global warm last 15 year ââ +1,323405,meet chang goal without lot densiti citi +0,876828,peopl think climat chang thing caus trump fail thing iãââv seen onc +2,922307,ucla scientist mark trump inaugur plan protect climat chang data +1,954978,also know quit well climat model accur predict climat chang 30 year now stop lie +1,855281,worri everyon presid trump noth climat chang florida first go +1,746093,think go die husband believ climat chang +0,331696,epa limit climat chang research +2,677083,kid right sue govern climat chang popular scienc via +1,977910,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +2,658615,loreal name global leader climat chang strategi +1,495473,repoer keep ask presid trump believ climat chang imma leav here 114 m +1,615484,map show everi extrem event know climat chang connect +0,716086,climat chang su +2,587950,read green wood energi key mitig climat chang improv rural livelihoodsgt +2,7694,360green world agricultur affect climat chang +1,665301,could acceler global warm need action stop it +1,93048,underestim pace global warm time wast question scientif exp httpsãââ +-1,493745,liber trust data clinton trust data amp look happen her therefor climat chang real +1,854582,head epa believ global warm presid think vaccin caus autism merica +1,420051,celebr scientist doctor businesspeopl join new nz push action climat chang http +1,634267,join call strong clean car standard protect health air pollut climat chang +1,900786,want stop climat chang see univers +1,604528,worst news today 58000 cr dive climat chang gst today +1,511355,delet line global climat chang drive sealevel rise increas frequenc coastal flood +1,428736,california went winter right summer global warm real sarcasm +1,605245,everybodi want ignor global warm recent realli see take toll eah +1,606700,vital impoant elect governor amp state legisl recogn realiti climat chang especi in +2,110969,use technolog fight climat chang betanew +1,113394,wmo humandriven climat chang verifi fact disput r sceptic antisci denier +1,805580,question surviv lack tri believ global warm nuãââ +0,512774,trust climat chang liar hypocrit answer here http +0,940697,green tweet 4 day elect climat chang denier slander hiãââ +1,435319,goal america better smaer except deni climat chang deni america abil +1,291117,fix climat chang refus abandon hope zoe william +1,871821,watch children know climat chang admin scott pruitt doe sad +2,751434,forest key mitig climat chang +0,807498,tfw u leav work hail rain 60 yesterday thank u global warm +1,644884,woh read media role legitim climat chang denial +2,100444,commonwealth brainstorm climat chang revers +1,466911,someon argu work climat chang like even presid believ real still gon na job +2,242643,oxygen level ocean fallen 2 due climat chang affect marin habitat larg fish +-1,140454,how global warm fraud collaps +0,780824,take pic fight climat chang +-1,125975,went outsid today quit chilli happen socal global warm local warm +1,358412,9 way global warm affect daili life lake disappear drink water suppli risk via +1,511699,congrat elect pleas let turn back clock aboion gay right climat chang +0,309770,indu civilis didnt collaps deurbanis migrat due climat chang cameron petri +2,342322,groundup landmark cou rule climat chang daili maverick +1,763413,somebodi realli want climat chang take look mirror first point finger other +0,692070,cold weather time shine global warm realli mess me +1,463941,2 kind peopl eah affect climat chang actual trick everi +0,219841,river seen cold climat chang isnt real +1,215475,rw climat chang denier amp ipa celebr today societi human amp planet noth celebr +-1,458377,believ global warm hoax +2,143857,hungari overal respond less concern climat chang 2010 +2,899239,rex tillerson also wayn tracker ny ag say exceo use alia discuss climat chang exxon +1,857920,deni climat chang luxuri human afford trump oldamp rich never 2 worri abt foo +2,72480,octopu park garag climat changeãââ canari coal mine +1,758440,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,216902,actual mike penc climat chang noth liber agenda via +1,559945,you friend die old age im go die climat chang +1,780206,pleas wake folk donald soon cabinet who climat chang skeptic homophob racistãââ +1,818128,look die alon due rapid rise climat chang itll probabl drown +0,305592,im convinc fake blond girl stick thin obv straighten hair reason climat chang real +2,797072,agricultur overus greater threat wildlif climat chang studi +1,828021,watch right here travel world tackl climat chang httãââ +-1,471639,agre ralli distract republican make referendum climat chang hysteria +0,70837,theoriz akkadian empiremesopotamia first unifi civilizationwa undon climat chang creat +1,152320,peopl happi warm weather freak global warm +1,28947,think go die husband believ climat chang +1,80843,ironi florida state danger wash away due rise sea level elect guy deni climat changeãââ +1,941478,he make clear he go ignor climat chang judici system +2,511505,world food suppli risk climat chang threaten intern trade exp warn +1,844298,wake us elect ever need doubl effo fight climat chang inspiãââ +1,972432,believ climat chang even believ +2,906085,obamaera climat chang healthcar page longer white hous websit new polici posit up +1,993936,anim agricultur one lead caus climat chang go green go +1,885520,china soon trump america countri global leader climat chang reform +2,835,exp fear quiet spring songbird cant keep climat chang +2,41456,fact chang it pb +1,309745,franc troll climat chang take video edit origin vid +-1,354386,20 trillion debt trump climat chang issu sander senil old bastard would rather see usa bankrupt +0,316451,dear trump global warm fake explain club penguin shut +0,876623,publish new anim put recent climat chang context past 800000 yr +0,386166,interview what think global warm melania trump hello he kind he strong he great cãââ +-1,801134,hey global warm look like weather +2,950362,ocean conserv tackl climat chang s highlight obama year +2,154857,activist march trump hotel urg presid wake up climat chang +1,791136,trump looney polici slash nasa climat chang budget favour moon mission +1,88221,think planet cant afford climat chang denier lead epa +1,117106,develop nation world led climat chang denier +1,865205,random stranger cleahink young brighton woman school respons climat chang +0,708522,அமரககவறக ஒர மட இநதயவறக ஒர டரமப climat chang feel +2,696708,obama administr outlin path climat chang resili +0,846034,climat chang real handmaid tale +2,838744,rex tillerson wast time state depament rewrot climat chang page +0,804765,claim climat chang chines hoax +-1,36041,just point bring question milit ohodoxi current climat chang univers +1,267364,honestli know know there solut climat chang lot bit mess aint figur out +1,891395,impact climat chang real grave travel world show danger path on +1,587176,say secretari clinton believ scienc debat climat chang real contrast wiãââ +1,403862,we will continu confront existenti threat time ãââ devast climat chang httpsãââ +1,762424,climat sma agricultur integr approach achiev food secur face chang +1,120137,care global warm care abou world were live suppo black commun afraid +1,794440,watch right here travel world tackl climat chang httãââ +0,373861,global warm real explain club penguin shut down +-1,327489,fool obama amp world leader dupe manipul global warm data +1,504402,presidentelect believ climat chang million peopl go say mr tãââ +1,202482,pari accord biggest step forward climat chang wed taken year it unconscion a +1,160929,egregi order media blackout tell employe cut climat chang webpag +2,357836,republican sceptic call climat chang hear massiv backfir exp wit call independ +2,22153,harvest us suffer climat chang impoant crop risk +2,437757,presid buhari attend climat chang confer morroco +1,185801,oil compani the scientist wrong climat chang ãååå½ who say so oil compani our scientist +1,581064,to woman children champion regard climat chang amp effect would wonder regina d +1,512598,verafi therickydavila al franken shut rick perri climat chang everyth amp more +1,618314,sweden troll trump photo deputi pm sign climat chang bill surround allfemal staff via +-1,977109,epa chief pruitt rightli point carbon dioxid primari contributor global warm thesun is +0,758029,admit he wrong climat chang honest gener stop tri fleec public +1,188813,easi flippant ignor everyth know climat chang order continu lini +1,919984,you friend die old age im go die climat chang +2,590272,trump team memo climat chang alarm energi depament staff via +1,300401,pollut amp climat chang denier back charg trump ignor health amp safeti resurrect amp http +1,270766,anyon ask exxon knowledg climat chang 80sand subsequ disinform campaign +1,504211,climat chang massiv hoax not make sens +-1,832799,even arab newsmen mock bho global warm screed ãââ hilari +0,546987,global warm hellhahahaha +0,255521,your gon na die old age im gon na die climat chang dnc staffer yell brazil help elect trump +1,432695,pleas ice new app use ar simul effect climat chang +1,715291,alaska town batter climat chang option great ontheground repo +1,621588,take shoer shower buy reusabl bottl stop global warm main result agricultur demandãââ +1,76681,told militari recogn impoant climat chang is +1,180483,tonight 830 eastern hear young peopl take us govern cou climat chang +-1,69167,tread climat chang alway hoax reason stupid came into +2,402346,trump plan withdraw us climat chang deal ãâ✠sourc +1,177380,research examin lifestyl contribut climat chang idea lab +1,893083,epa head deni carbon dioxid caus global warm +2,931725,hous scienc committe claim scientist fake climat chang dataher know +1,295971,fed cou rule right youth threaten climat chang help proceed trialãââ +2,191818,new epa chief offic delug angri caller question climat chang scienc +1,654160,renew energi great oppoun british farmer tackl climat chang +1,237448,look climat chang data nasa websit 19 +-1,333361,obama take 747 plane ralli hillari ask us taxpay suppo climat chang hypocrit muãââ +1,238822,leadaddl gener bequeath us modern gop stanc climat chang rememb k +2,783871,19 hous republican call pay someth climat chang dana nuccitelli +1,16610,fuck climat chang peopl get board let save kid chrissak +1,291548,trump budget envis us govern bare deal climat chang +0,90090,blajar itu pake buku buku itu dari kea kea dari kayu mari kita dukung anti global warm dengan tidak blajar menggunakan bukuheh +1,229872,real economi move faster polit economi climat chang iie join launch missio +1,695539,collabor learn awesom renew project like tackl climat chang +1,433124,colleg afford climat chang hillari clintonãââ valu millenni valu +0,624823,anyth els like accus putin of perhap global warm mayb yettobediscov invas ea +2,274349,mongolia nomad adapt climat chang +1,212217,povey climat chang amp boko haram led insecur ne nigeria read wfp help +-1,776445,scienc disput theori like global warm reli +2,157628,insur help southeast s farmer cope chang +2,106465,arctic ice melt could trigger uncontrol climat chang global level +-1,226417,bunch oxford elitist want tax food poor peopl climat chang fuck instead httpãââ +2,101058,repo trump dissolv climat chang advisori panel +2,744699,trump insan climat chang polici destroy job creat say global warm exp +-1,892312,lib consid manmad climat chang written stone gender fluid conclus theyr idiot +0,124695,garbag ur say that call climat chang pay th +1,828102,global warm term describ eah right now climat chang cold becom hot hot becom cold +1,170668,sorri presidentelect climat chang chines hoax +1,453409,perspect irma harvey kill doubt climat chang real +-1,424355,honey said istanbul climat chang one take serious +2,121580,trump sweep away obama climat chang polici bbc news +1,316268,public discuss chang highli controversi topic learn address myth http +2,882978,realdonaldtrump overh arctic sign climat chang viciou circl +0,913383,would like thank everyon contribut climat chang +1,887329,conserv elect trump climat chang john abraham anyon vote trump share theãââ +2,124411,1st set guidelin compani repo busi risk climat chang publish +1,843631,epa chief say co2 primari contributor global warm scientif commun say is +2,789942,vr make peopl feel impact climat chang tree +1,183050,donald trump dismiss climat chang hoax pentagon veteran warn impact global secu +2,854752,ãââ new climat chang film stream +2,60711,alreadi happen hundr anim plant extinct due climat chang +-1,677311,glad common sens amp posit maga ye climat chang agenda big m +2,91664,human verg caus eah fastest climat chang 50m year +1,667788,agre climat chang real sta put mind resourc effo togeth som +1,443035,think go die husband believ climat chang +2,270510,climat chang frontlin disappear fish villag bangladesh +-1,467991,freez outsid hell global warm +1,3155,christma ask mum dad go meat free one day everi week help climat chang said ye +0,539213,peopl ship raulson gon na make holland leav sarah hamish abandon lili global warm rise everyon get acn crop die +0,570495,expect us care global warm penguin penguin crime +-1,849994,past decad global temp hv increas global warm ceas amp sign futur deep temp drop +1,161732,new presid believ global warm new vice presid believ electroshock gay outãââ +2,218632,analysi research climat chang africa bias matter +1,799252,think go die husband believ climat chang +2,343755,sander perri spar climat chang +1,88476,mourn stage over fight put climat chang denier head epa act war kid +2,186608,epa chief carbon dioxid primari contributor climat chang +1,795834,conserv water tide climat chang challeng fao +2,705961,pakistan ratifi pari agreement fight global warm +0,368157,here ceo ge compani give money jim inhof senat believ global warm hoax http +2,931097,scott pruitt say co2 pollut next us climat chang polici +0,919061,it bigger deal climat chang eventu mayb fix that +2,569591,world leader ignor trump climat chang say michael bloomberg +2,164998,al gore climat chang nation secur threat via +1,871244,world fish fleet catch 25 billion fewer fish year 2100 unless done stop climat chang +1,409225,excel lectur royal societi differ climat chang denier of +1,476490,american face catastroph effect climat chang trump voter deep red state stori here http +2,779885,trump controlaltdelet climat chang polici bbc news +2,625142,care trump theyr determin continu polici plan address climat chang +1,687255,think go die husband believ climat chang +1,259978,listen dan peña dude make go bed w oil compani doesnt believ climat chang coincid +-1,303923,actual evid moon land global warm moon stupid rock influenc tide +1,727471,world poor live agricultur the biggest threat agricultur climat chang +2,605489,hous republican buck trump call climat chang solut +-1,966890,shock realli world leader dupe manipul global warm data via +1,251885,murdoch too time global warm dickhead like turnbul think somebodi joke 2017 alreadi exc +1,658108,97 scientist agre human caus climat chang climat denier scott pruittdo not run epa +1,948278,2 believ fact amp global warm could see 2 whiteorang eye hed want too +1,295986,weak govern climat chang act acceler instabl threat multipli +0,37652,power icebreak need baltic sea despit global warm +2,121151,climat chang take shape fear threat cultur resourc grow +1,769442,mike penc get buri pretend cant understand impoanc climat chang via +1,170593,think go die husband believ climat chang +2,727087,faith leader refram climat chang moral issu +1,418341,theyz talkin mass famin 2050 result climat chang n u nigga wan na sit around debat tradit famili struc +1,668337,let sink in climat chang denier primarili fund oil ampa ga industri argu not +0,201345,jonathan persh us envoy climat chang we need show chang drastic term youãââ +1,335928,good pt need see climatesci hardampfluid bret stephen nyt column classic climat chang denial http +2,363222,radic energi shift need meet 15c global warm target iea via +0,780629,see also public edhigh ed fund climat chang wage suppress social safeti net public infrastructur afford hous +1,3271,human caus climat chang highlypollut countri usa op out everyon must engag reduc co2 +0,636913,interview what think global warm melania trump hello he kind he strong he great cãââ +0,299806,rain sword effect global warm +1,317094,thank singl payer healthcar 15 min wage equal pay women amp leadership mitig climat chang +1,633190,know appar global warm myth scientist know theyr talk guess gon die +-1,279761,scienc now much money spent global warmingso mani resourc wast +1,288348,miss last chanc save world global warm +2,666349,chang scott pruitt contradict epa websit washington post +-1,899796,global warm worri global warm caus nuclear weapon hand crazi orãââ +1,333112,snow be bleach anemon crack ice climat chang look likeãââ +2,864803,plant appear tri rescu us climat chang via +1,485331,okay destroy planet a major peopl board climat chang +0,236984,spring may sta earlier global warm +-1,139475,cant wait say real danger climat chang +2,616723,trump epa pick recent call climat chang religi belief +0,683043,listen malcolm turnbul polit climat chang +2,616081,frydenberg trump caus great unceainti climat chang confer via +1,438159,elect presid believ global warm hoax creat china persãââ +0,421755,china work climat chang epidem hand ill transfer paperwork +1,753590,asshol reject fact climat chang +2,198951,teen inspir stop climat chang famili farm lost flood +2,157378,octopu miami park garag climat changeãââ canari coal mine +2,572267,covington tryon care climat chang via +0,869011,imagin care global warm dead 50 year +1,991845,deni drug use exist among welfar recipi crazi republican deni climat chang +0,587004,im glad ask email mention cabl news sinc fri 2322 climat chang mention cabl sinc frãââ +1,143353,explain climat chang uniqu impact women amp girl around world +0,697031,send ramsey noh pole hell slow global warm +2,804141,epa head say carbon dioxid primari contributor global warm http +1,904708,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +1,629029,coffe chocol wine good enough reason tri stop climat chang +1,124093,climat chang real right +0,125343,pretti sure mayor stoth pray enough global warm never snow omaha again everi time snow citi shut +-1,383672,man made climat chang hoax +0,229933,week edit newspap young peopl featur interview hrh climat chang +2,786635,indigen right key preserv forest climat chang studi find environ viaãââ +1,432533,hate human be much die natur caus yet smh global warm speed bit ya +0,477349,global warm real club penguin get shut down +1,412449,yo know mayb whole global warm thing bad ignor rise sea level die veget stuf +1,547177,let guessit reason democrat realli give shit climat chang +0,357695,us announc withdraw pari climat accord 33 thousand wikileak doc climat chang +0,632498,tough climat chang polici elect win strategi +2,440164,geoscienc column africa vulner climat chang +2,664973,scienc committe chair call nyt stori climat chang fake news +1,111720,abbott bulldoz turnbul toward trumpif liber climat chang multicultur amp unfair ta +1,213103,shame enjoy content pa deni climat chang ridicul +1,233252,inact climat chang think strong crime human +1,493498,anyon believ care climat chang honestli die pleas die +1,552187,switch light join eah hour walk chang climat chang saturday 25th ma +1,356793,donald trump ban offici tweet climat chang one nation park spoke anyway +1,87616,interview fake news psycholog climat chang denial in finnish +1,161057,women lead fight climat chang make citi smaer stronger innov e +1,256425,besid climat chang biggest issu face state +1,597483,can not be seriou act climat chang without deal emiss energi sector +1,119208,climat chang denial among gop irk me lot outdoorsi type want kid enjoy outdoor +2,244729,climat chang scott pruitt follow lead vladimir putin +0,139570,want get drunk tonight forget climat chang +1,200373,epa head fals claim carbon emiss arent caus global warm +0,174073,dnc staffer brazil iãââm go die climat chang go cut 40 year life expectãââ +2,9118,trump energi depament tell staff use phrase climat chang +1,985210,white hous dosent believ climat chang +1,744673,learn stop worri deal climat chang +2,518660,global warm melt sea ice across arctic ship rout thought imposs may open midcentur +2,726874,tesla electr semi truck could help fight climat chang +0,256498,20 degre global warm even list thing concern about +1,905622,climat chang us place south springsumm like australia +0,996244,offenc spent 8 year studi global warm fraud never model close power plãââ +1,557188,think go die husband believ climat chang +1,266966,today march scienc fact matter eah round climat chang real hope join f +1,663090,american busi inhabit real world climat chang real clean energi futur +1,714464,new pa proce kid indigen commun suffer climat chang +2,928127,here optimist liber get wrong trump climat chang +1,799261,guess climat chang biggest problem world doubt let sing eah +1,45672,know unusu warm weather octob due global warm climat chang still kindãââ +0,575923,refus accept anyform natur climat chang +1,187987,left right agre fox news destroy epa chief scott pruitt climat chang +2,852762,rare move china critic trump plan exit climat chang pact via +2,858770,david hemplemanadam urg climat chang action arctic voyag +1,415106,address climat chang therel conflict limit resourc must listen scientist fossiãââ +1,42632,massiv your wrong chang collect +1,168918,world biggest oil compani tell abid exist climat chang agreement mayb time stop be +0,901505,70 degre februari chicago allow forget climat chang hot second +1,520485,berni god work everi day climat chang attackin pruitt stayin woke he fuckin readi fight +1,137214,possibl creat job revers effect climat chang administr want to +0,519743,1 winter climat chang even trend scienc much +2,939153,congress obama admin fire top scientist advanc climat chang plan +2,515116,700 speci face extinct hit climat chang +0,250474,pretti soon car gon na complain like bitch one anotheromg owner use reg unlead global warm real get bike +0,356654,aicl discuss gene catalogu aim select crop surviv climat chang +1,67114,america vote man said climat chang hoax perpetu chines realli america ââ +1,44212,fals equival newspap hire climat chang denier name manufactur aifici imag of +1,160130,climat chang educ amp stand middl class famili explain needãââ +1,78227,snowfre imag arctic polar bear show harsh realiti climat chang +2,114749,race curb climat chang citi outpac nation +2,711992,calper plan 17 climat chang proxi effo year +0,279533,grassyknol antitrump actor fight global warm wont give 14 home privat jet +1,664078,must reject notion there choic bt protect planet economi combat climat chang creat goodpay job +1,688843,top global warm hit point activ danger iranian anywher i +1,565631,given humanitarian crise like drought reinforc climat chang solut need anchor within +1,588506,look climat chang children someth +1,795723,necessari tool long term econom growth climat chang wellb citizen +1,5632,scare tactic stop climat chang +1,321356,wowit almost likeclim chang happen everywher +-1,999013,freez outsid hell global warm +0,949071,wish everyon dakota could hear truth climat chang brook sd april 4 7 pm +1,998150,talk climat chang skeptic +1,213084,beforeandaft imag show stale effect chang +0,958176,energi sec rick perri ask co2 primari driver climat chang no ocean water are interest answer +1,38420,great plenari talk effect climat chang human anim health +1,473046,trumpãââ elect mark end seriou hope limit climat chang 2 degre +0,808284,older aicl explain russian oil thirst arctic climat chang play role elimin middl east +1,974739,updat law better address challeng warm planet +1,547041,tackl problem climat chang like tackl problem child literacyand better +1,827648,vote man believ global warm hoax creat china think fuckingãââ +-1,677687,global warm ass noh america amp europ deep freez pleas give us global warm +1,671860,must right climat changeth rest world must wrongnow respons link internet climat denier +2,695004,epa chief scott pruitt say carbon dioxid primari contributor global warm +2,612917,scottish space firm new tool help tackl climat chang +1,713510,floodridden nigeria farmer need help adapt climat chang +1,390418,think go die husband believ climat chang +2,242840,uc berkeley research warn fewer tree left behind wildfir acceler climat chang +1,461635,noncrazi news global warm look like unstabl weather unpredict weather extrem w +1,60037,global warm real +1,920408,watch right here travel world tackl climat chang httãââ +1,563449,stake today climat chang get talk enough +1,222989,women right lgbt right plan parenthood black live matter climat chang educ disabl p +2,880213,recordbreak climat chang push world uncha territori +1,292847,prep talk think climat chang water abouãââ +0,919148,magnu bane problemat magic stop global warm +1,798237,beauti ny eve walk dog field 25 tick wrong age climat chang +1,640658,new repo show averag temp us risen rapidli sinc 1980 time act climat chang now http +2,704061,extrem weather increasingli link global warm +0,10763,american even less worri russia climat chang +1,712563,old caoon mine relev today climat chang denier scott pruitt work subv core +1,219943,think go die husband believ climat chang +1,45833,time implement pari agreement climat chang move ahead save eah creatur +0,143999,matt sum trump climat chang best cours +2,417291,endors hillari clinton slam donald trump climat chang +1,808703,recordbreak climat chang push world uncha territori 15mm sea level rise 15 month +0,422472,untangl complic connect climat chang soontob iceberg here +0,167607,dear iceberg sorri hear global warm karma bitch sincer titan +1,88947,america becom countri world leader doesnãâât think global warm realãââ +-1,977942,foy year ago blame african drought famin global cool blame global warm +2,708600,presid donald trump sign execut order roll back obamaera rule aim tackl global warm +1,870388,best way restor environ face climat chang natur sourc resilien +1,647944,deplor minion hate equal climat chang action refuge amp indigen constitut recognãââ +1,271770,power help stop climat chang 9 thing daili life +1,511274,felt weather like hemispher befor thank climat chang +1,628197,ye implic firepron area climat chang +2,859871,anoth climat chang bomb drop interior secretari zink sign alaskan drill order +0,86409,hey girl climat chang im go ignor fuck me +1,477615,grandad politician climat chang began irrevers well pass piec coal around +-1,145985,lefti alway melt down might effect global warm would better equat oãââ +1,839530,great read climat chang friend former professor cu stager tale warmer planet +0,791924,leonardo dicaprio climat chang documentari free week mashabl +0,302984,scienc today highli advanc instrument studi phenomena like climat chang +1,515661,next epa chief believ climat chang align coal industri cmt +0,557316,peopl never notic climat chang +1,811602,peopl realli believ zodiac shit global warm +1,517671,come work california fight climat chang ca want hire epa staffer sick trump +1,885508,scientist publish entir studi refut scott pruitt statement climat chang +1,238028,think climat chang trump admin acceler plural global apocalyps capitalocen amp plãââ +2,436755,cabl news spent less hour cover climat chang 2016 +1,696488,damag pa trump climat chang order messag send via +-1,767039,global warm chines hoax +1,496018,believ global warm pleas feel free move mar +0,731050,write song danger global warm eventu +1,64576,photo kerstin langenberg show polar bear affect climat chang +-1,799807,concept global warm creat chines order make us manufactur noncompetit +2,465869,teen su us climat chang ask exxon wayn tracker email +2,11459,pari agreement climat chang vp penc say trump fight american job via +1,936255,morn broken let help protect mother eah sever climat chang +1,525633,scotland pioneer new way fight climat chang +0,470086,healthcar russia climat chang obstruct justic fund social program corrupt govt +-1,770549,game climat chang believ +2,785620,research studi impact climat chang poor +1,332345,deni co2 primari contributor global warm like deni graviti keep feet groundit go +1,608398,fam global warm real lago hot rn +2,489626,wave goodby global warm gm pesticid via +-1,420367,dino survey 101 margin american think al gore fo fraud sell climat chang cours speech +1,797185,take major hurrican get gop react reason climat chang must god answer ignor j +1,286132,cdc cancel major climat chang confer +0,407670,climat chang impact kenya kenyan agricultur +2,127878,trump sign order undo obama climat chang polici +2,383292,hous say militari think climat chang via +0,151079,game idea pointandclick sim simul global warm +2,724243,rare move china critic trump plan exit climat chang pact +1,635153,discuss impact climat chang fisheri migrat amp surviv sound water via +1,905757,ya exp r beg u 2 accept climat chang u maniac were fire amp water stop suck off +-1,567356,gore effect snow global warm denver +1,116018,today come check it hot rocki top panel discuss local impact climat chang +1,676856,given global warm retreat icecap feel like there horror novel somewher +1,732154,one issu greatgreatgreat grandchildren talk refer trump year climat chang +1,469645,novemb 900 degre outsid idiot still believ global warm +2,754698,presid trump sign execut order dismantl former presid obama effo combat climat chang +1,298692,know countri combat global warm 2017 china communist know stake +1,821437,deni climat chang danger join team today +1,751365,new jersey retak lead fight climat chang watch phil answer town hall in +2,453845,trump undo obama plan curb global warm epa chief say boston globe +1,659637,normal help stop climat chang suppo sexual educationãââ +1,631668,truli cant fathom peopl still believ global warm exist +1,409811,use look way climat chang issu till pay attent real sadden kill everyth +1,307036,sta pareto biggest contributor climat change1 china 2 hollywood train plain automobil yacht +-1,522638,concept global warm creat chines order make us manufactur noncompetit +1,708253,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +2,95045,trump save worst last first foreign tripwith debat climat chang free trade +1,992516,china explain histori climat chang sciencepolit 2 underscor trump didnt hoax godãââ +0,516957,im interest relationship internet amp climat chang realli enjoy aicl wrote aug 2013 +1,32989,irrespons food product drive climat chang drive irrespons food product time breakãââ +2,985039,test speci respond climat chang +1,387389,vote war climat chang subjug corpor voteãââ +2,72131,presid trump rollback environment protect leav china pois lead fight climat chang +2,108076,repo california need address hous crisi meet longterm climat chang goal +1,125788,s plan fight global warm nuclear winter +1,695442,2016 year unit state elect man believ global warm chines conspiraci +2,726217,newcastl univers exp call urban wasteland use fight climat chang +-1,163229,bad news climat chang boondoggl washington time predict tomorrow weather +2,994966,mit professor denounc colleagu letter trump deni evid chang +1,42291,ur pay u rememb ur presid believ climat chang +1,14738,stop global warm +2,329742,unit state trump consult withdraw us pari climat chang deal +2,537561,appl walma stand climat chang polici despit presid trump execut order +1,467737,snowingit 75 degre yesterday director epa say climat chang amp global warm exist +1,34052,mindsconsol uberpix see victim global warm +2,610545,el nino warm planet may spark zika epidem scientist repo washington post +2,231292,hous scienc committe claim scientist fake climat chang dataher know +0,800721,believ climat chang whether super pump put american +1,75815,side note fan word believ talk climat chang make sound religi therefor open interpret +1,405758,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,590679,17year cicada emerg 4 year earli anoth horrormovielik sign global warm via +1,91294,energi depament climat offic ban use phrase climat chang indic profound need f +1,340554,an epa admin claim co2 primari caus climat chang like us surgeon gen say smoke primari ca +2,578245,rare move china critic trump plan exit climat chang pact china tuesday reject plan donald +1,945673,big oil must pay climat chang calcul much groundbreak new scienc today http +-1,703862,tristat area blizzard april 12 1875 due global warm well +1,878373,if websit goe dark year work done climat chang disappear say anonym epa staffer http +0,122061,ãƒâ onlin la nuova version de si proprio quello il cui direttor dice che il global warm non esist perchãƒâ coina si scia +1,894267,parent id anyth children scientist here stave climat chang children stay oãââ +1,780736,ya big pussi bet cant curb climat chang emiss next 4 year sad +0,819696,2 ปญหานกำลงจะเปนปญหาระดบโลก ฝรงจะกดดนเราเหมอนประมงiuu และ climat chang เพราะวาขยะกบปลาในทะเลมนโกอนเตอรได +2,426659,first time record humancaus climat chang rerout entir river washington post +1,458103,hurrican harvey driven climat chang trump see way write +-1,606465,drag drop look made global warm thank rajni +2,378350,discuss climat chang notabl absent trump meet chines presid xi by +0,587635,check the arriv 1996 movi premis alien orchestr climat chang wipe human them +2,678640,ban voic hope leader tackl climat chang trump shadow +0,508505,nut red peoni global warm lawngreen tea eah aaaaaaaaaaa +1,214870,gbcsa net zero build unexpect hero fight climat chang amp stand +2,930628,five african state benefit 1 billion afdb chang kitti asoko insight +0,422459,giant iceberg calv larsen c normal due climat chang nice see bbc say so +1,692250,climat chang realli big prank +1,176955,futur climat chang affect plant soil differ eurekal press releas +2,711107,bill gate et al laun cleanenergi fund fight climat chang solv +1,977054,let fight togeth global warm make planet readi +1,619853,know better peopl actual studi climat chang becaus know also wwe real +2,623542,quit un climat chang bodi could trump quickest exit pari deal +1,14217,probabl evid climat chang amp inclement weather 2 buff +0,930713,commut work strictli roll steep hill reason global warm +2,797285,2030 half world could reel chang scientist say chicago tribun +1,26543,also put climat chang denier epa amp someon believ public school charg edu +-1,678046,still spend 22 billion year global warm initi money go +1,372745,futur planet stake hillari clinton combat climat chang donald trump think iãââ +0,190829,bbc news crid4b7lji sign agreement accept need tackl climat chang less month later thi +2,124186,the sta new era trump sign execut order roll back obama climat chang effo +1,60773,think go die husband believ climat chang +2,908555,us busi push trump attempt dismiss climat chang +1,663047,speak softli carri hammer smack hand cowork say so much global warm +1,119725,here wear arctic were studi effect climat chang +1,454685,thing gener provid job also awar wealth gap climat chang +1,951699,farmer profit econom polit address climat chang +1,667686,continu uncomfo term belief chang matter belief play denialist +-1,708143,manmad climat chang crowd bare restrain glee success hurrican like katrina aftermath anoth chanc hi +1,839375,power ive keep dem climat chang doco must watch it +2,490058,rare move china critic trump plan exit climat chang pact +1,389097,ok im end silenc view climat chang believ believ big problem countri fu +2,711067,global green movement prepar fight trump climat chang +1,343805,here climat chang from 2015 +2,826009,mccahi urg scientist rais voic climat chang +1,960187,given exxon scientist knew fact abt climat chang amp lie uswrd come co +2,190156,trump slash nasa budget monitor climat chang favour send human back moon beyond httpsãââ +1,603436,republican still reject scienc global warm +1,979752,believ global warm come tallahasse rn +2,940849,labour love talk climat chang say ukip paul nuttal dont talk work class issu +-1,914431,left allow altern fact global warm debat either allow differ view scienc totalitarian +1,146114,al gore fight climat chang an inconveni sequel +1,750754,tillerson deni climat chang real despit overwhelm data confirm climat chang do +1,684743,climat chang look like antarctica via +0,950902,liber can mayb pleas tri stop global warm now +2,385197,trump administr disband feder advisori committe climat chang +1,697923,wow ãâåyou friend die old age iãââm go die climat changeãâï +1,500276,penc believ climat chang evolut ppl born gay cant believ saw hamiltãââ +2,770801,ludicr gulf climat chang goal realiti one cha via +2,239753,pranita biswasi lutheran odisha give testimoni effect climat chang amp natur disast poãââ +0,307427,swiss gov also 1st contribut un climat chang deal rhone glacier melt comm w otter space alien +1,413098,2 climat chang reduc individu carbon footprint recycl reus nose bleed ka dyan maxin +0,562229,ceainli agre 2 climat chang argument interconnected threat +1,407896,recordbreak climat chang push world uncha territori dystopian futur beckon ht +1,107116,think way off us largest pollut 50 year like rand climat chang hyster +-1,534556,research find antarct sea ice shrunk 100 year much great global warm hoax +1,495398,epa pruitt say co2 primari contributor global warm relat octomom plan kid lotsa +1,354949,everyon whine elect freak global warm issu realli matter +1,989597,good thing administr doesnt think climat chang fund wast money +1,395806,peopl deni thing alreadi proven climat chang put danger +2,572113,cow centr viciou cycl methan climat chang +1,597265,think go die husband believ climat chang +0,925769,want suppo trump suppo climat chang viewsh absolut rubbish them +1,165227,snow too citi mountain coupl hour away melb sure climat chang hoax +2,934337,clinton trump call climat chang chines hoax daili usa news +0,773206,full page ad nyt 2009 call urgent action climat chang believ httãââ +1,942475,remov textbook that republican fix stupid notion like evolut climat chang right +0,995920,us world climat chang 33608 climat chang relat document from via +1,522684,whether climat chang deni holocaust deni denial cant deni more t +2,843663,gizmodo governor moonbeam vow launch own damn satellit donald trump ignor climat chang +1,247196,5 way citi fight climat chang without pari deal +0,437709,new paper climat chang impact upper indu basin hydrolog +-1,668606,climat chang which utter complet bullshit +1,967320,tillerson ridicul answer exxon lobbi russian sanction exxon climat changeputin war crimin +2,50773,food suppli protect global seed vault vault safe climat chang repo +0,381245,climat chang got wave hairlin hang thread +1,161473,presid trump call climat chang hoax amp white hous delet climat chang polici websit on +1,123887,climat denier corpor besti epa chief scott pruitt say co2 main contributor global warm +1,983870,lake respons climat chang water clariti may imp air temp new lampo letter ãââ +1,851269,sorri true delus climat chang denial +1,551958,al gore stir new climat chang ad call world leader +1,53715,also climat chang appar alreadi gone past point return presid us believ it +1,636388,normal again climat chang hoax mt +2,695712,worldwid momentum climat chang despit trump un offici reuter +0,562059,wan na gunshot gunshot gunshot gunshot click cash regist nois talk climat chang +1,337831,im canadian feel disheaen presidentelect trump view climat chang im look give monthli donat charãââ +2,146542,pakistan iran agre boost bilater cooper climat chang +2,728928,nation park fire climat chang tweet +1,209608,weird keep see consequ imaginari climat chang thing +0,550752,wow china point ronald reagan ghw bush suppo intern climat chang talk +-1,408287,word salad spew gibberish hope fool fall race hustl climat chang scam s +1,75770,good polici design requir analysi ensur benefit outweigh costsamp includ cost climat chang http +0,421587,check sarah palin freezer affect climat chang pipe +1,802913,fight gay right climat chang denial again least he interest +2,434158,china strongli commit southsouth panership address climat chang special envoyãââ +-1,243511,freez outsid hell global warm +-1,631021,environmentalist planet save planet expos climat chang loon +1,689406,fool say there climat chang suppo march scienc +2,472750,find nyt repo climat chang +1,952909,dear texa what go take stop vote peopl deni climat chang +2,322312,latest john kerri say fail fight climat chang would moral failur betray +1,194121,florida nice job vote trump look like within next centuri thank climat changeãââ +1,897434,last thing climat chang research need nowaday year year work go smoke +0,374250,s video un global warm confer marrakech comeãââ +1,930381,believ climat chang come west breath air +2,225955,race curb climat chang citi outpac govern +2,443804,figur much contribut climat chang +0,387947,never found alien great filter chang +-1,754803,feder scientist cook climat chang book ahead obama present whistl blower charg ht +0,71991,must global warm +1,378664,climat chang real +1,505560,watch right here travel world tackl climat chang httãââ +2,827263,morocco take lead climat chang fight cost +1,721446,faster suppo need climat chang adapt +1,85352,millenni get vote doomedthi futurelet thisfix climat chang women rigãââ +0,390131,malcolm robe ask csiro studi state penis caus climat chang serious +1,645546,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,88109,earli spring sharp cold front peach amp blueberri one 3485712 way climat chang real b +1,791331,pm trudeau presid castro agre collabor climat chang gender equal well take step growãââ +1,927845,fight were fight futureth futur planet term climat chang futur a +1,10687,presidentelect think global warm hoax ãåëœï +2,712996,american eat less beef might help fight climat chang +1,204692,join combat climat chang take action +1,255228,bedrock inform wine global warm come from +1,775947,kid learn climat chang peru read interview gtgt +1,656067,anoth legal battl await trump here world react american presid climat chang order http +2,212511,survey quaer trump voter believ humancaus climat chang via +1,430661,get transpo georg orwel novel dnr purg climat chang web page +1,257655,head sandbag defra thought govern seriou climat chang think +1,99245,stage polit denial around hous explod like denial povey climat chang neo +1,521589,polit denial climat chang make thing wors even local level +1,376526,hero natl park servic sta rogu acct shut tweet climat chang fact +2,194079,trump tri keep 21 kid climat chang lawsuit go trial +-1,513561,real problem global warm global cool fact crash mode +2,777930,arctic mosquito increas climat chang say studi +1,576527,trump environment protect chief wrong say carbon dioxid primari caus global warm +2,619078,warm planet drive human migrat +1,206571,donald trump toxic emiss climat chang destroy human +0,296112,trump foundat gave 59125 organ suppo climat chang lgbt issu immigr amp minoritiesãââ +0,453436,call global warm billi +1,615971,here three tip talk climat chang denier +2,232351,european leader vow keep fight global warm despit us withdraw +0,132193,theo epstein need tougher challeng like climat chang england job +1,173637,also climat chang resl +1,997452,indi front page unreal scientist prepar explain presid elect climat chang real ffsãââ +1,705165,today ever need tell stori climat chang donat amp let continu fight togetherãââ +0,357360,thought seen all syria conflict due climat chang top all +1,172574,12 repo read summit climat home climat chang news via +1,515164,like countri much feel compel tell peopl climat chang it +1,208025,know damag barron trump tweet ignor climat chang someon fire that +1,10175,go pretend climat chang real thing focus our america amp make great again +-1,493648,john kerri land antarctica offici say he look everywher 4 global warm cant find +2,371410,global march scienc protest call action climat chang +1,388956,new brief transnat climat chang impact entri point enhanc global cooper ââ +1,162185,a4 cost deal climat chang cost ignor it +-1,508898,delus climat chang disast still limit rational t +1,553410,humancaus climat chang like increas sever heat wave india pakistan europ east africa e +1,109373,donãâât believ manmad global warm silli issu give natur resourc defens council httpsãââ +2,668594,climat chang death sentenc afghanistan highland guardian +1,865168,trump decis leav pari agreement hu farmer can not sustain viabl system climat chang left uncheck +1,129788,climat chang liber opinion accord us politician +1,44932,trump sign eo stand exacerb climat chang expect eo get challeng quickli +1,226737,slow global warm feed cow seawe fa less make up scienc +2,586864,a cat hell chanc were lose battl keep global warm 2c +1,446933,actual evid anthropogen climat chang correl +-1,578200,s 4th mention global warm fret russian land use melt arctic juli 16 +1,800781,mp want tackl climat chang shouldnt invest it join new campaign +2,381754,govern staffer ask scientist delet climat chang grant peopl mad +1,276916,think go die husband believ climat chang +2,950215,trump name scott pruitt oklahoma attorney gener su epa climat chang head epa +2,550806,climat chang produc mani femal sea tule +2,89276,finland voic concern us russian climat chang doubter +-1,852787,see unholi allianc pp climat chang nut horizon +1,628709,un reform refuge conflict resolut climat chang ãâ✠insid work ãââ +1,37708,africa burn us largest contributor climat chang refus take action stop +1,424540,rightw politician nl post hoax climat chang websit ask believ too +-1,926229,u must understand global warm theori never prove +1,733875,come envorimentclim changew boat +1,859069,presidentelect believ climat chang million peopl go say mr tãââ +0,944658,full page ad nyt 2009 call urgent action climat chang believ httãââ +0,158563,ask inspir tell em global warm cozi +2,116600,half world speci fail cope global warm independ +1,931075,cant believ say isi plzzz kill trump kill us beliv chang plzz us fav +1,554247,instal yesterday monitor todayour global warm greenhous studi begun +2,180943,epa chief trump undo obama plan curb global warm +0,731146,let tell view point global warm consid show delhi recentlydo read spread threãââ +1,60721,watch right here travel world tackl climat chang httãââ +1,325359,fact check global warm hoax +1,781106,right need leader combat climat chang amp back pari agreement h +2,736049,trump administr believ climat chang +2,822967,octopu park garag climat changeãââ canari coal mine via httpsãââ +1,984848,action stop scott pruitt call senat tell vote no climat chang real 2022243121 +1,534738,me enjoy life brain broke nuclear war could sta soon global warm get wors http +1,248643,coachella owner donat lgbt hate group deni climat chang koch connect +-1,726028,sciencefict person preach fear narr altar manmad global warm +0,111282,week ago snow predict w climat chang +1,478385,crybabi want seawal scotland climat chang +0,868834,expect us care global warm penguin penguin crime +0,254869,puffl note home builder feder tri strike cc1 mitig amp climat chang plan httpsãââ +1,286237,damn that wild psa meat dairi industri contributor climat chang def +1,832458,like young climat scientist age climat chang +2,745787,ocean planet lifeblood transform climat chang watch +1,603569,bravo young person audienc hold govern account inact climat chang +1,380331,trump line climat chang even dumber im scientist defens via +1,486206,kxanweath respondtweet hoax everi repo global warm climat chang read thi +1,140403,white christma song reminisc day climat chang +2,914103,presid trump sign execut order roll back obama climat chang effo +1,208760,america becom countri world leader doesnãâât think global warm realãââ +-1,1422,anyon say manmad global warm msm lie keep come enlist amp join patriot at +1,938890,rather lawyer vet tweet scientist vet climat chang agenda +2,777944,john kerri say heãââll continu global warm effo washington post +1,21431,wow oil compani understand sever climat chang govern +1,597510,sen session death penalti advoc and surpris surpris climat chang denier +2,828747,could meet leader countri chang trump mind climat chang by +1,717013,cnbc surpass fox cabl news safe space falsehood climat chang +2,779540,obama climat chang to simpli deni problem betray futur gener betray essenti +0,722340,damn that pretti good scorch global warm state live in joke show global warm +0,901193,determin natur process sinc climat chang b +1,355584,signpost bad thing gotten sizeabl chunk skeptic commun made climat chang den +1,1744,5 tech innov could save us climat chang +1,240595,australia wick heat wave convinc climat chang denier dw +1,734632,watch go frontlin learn link climat chang wildfir +1,689500,old peopl tell millenni theyr definit go die climat chang form suppo empathi +1,934339,noth revers effect climat chang more choos boycott anim product +1,583509,s photo offer rare glimps climat chang visibl effect iran +1,523461,kid public system know agw epa phone ring hook pruitt remark climat chang repo http +2,299467,pari agreement disappear depament energi climat chang page +0,177321,right prais chines govern effo control global warm +1,790477,think go die husband believ climat chang +1,371104,classic find shell film make clear oil giant knew global warm 91 and still drill arctic http +2,233003,green leader fear presid donald trump threaten progress climat chang new statesman +1,911127,worri everyon presid trump noth climat chang florida first go +1,706202,futur planet stake hillari clinton combat climat chang donald trump think iãââ +1,4933,here climat chang affect sea level rise and flood citi world warm +2,949358,conway attack cnn anchor bring climat chang hurrican relief effo +1,957549,nyt columnist includ two white men name david climat chang denier man suppo ban aboion zer +2,796370,break rare move china critic trump plan exit climat chang pact cnbc +2,431518,new high 62 american say effect global warm happen now +1,292111,spoke one simpl thing combat climat chang +1,286783,think go die husband believ climat chang +2,506101,climat chnge sceptic suffer blow satellit data show 140global warm say via +1,29570,everi scientist want write someth climat chang wrote town counti region paper +1,781673,everi g7 energi minist want issu joint statement climat chang except rick perri +-1,841847,liber chang term global warm climat chang didnt launder plutocraci +-1,205844,hey dumbfuck climat chang hoax n trump suppoer stop protest drill well put wall gun +1,542645,join search answer issu climat chang sta now +2,769341,broadcast news coverag climat chang lowest sinc 2011 +1,234064,hamburg call leader join effo combat climat chang violent extrem unpreced +1,976552,true caus global warm rais cattl unknown fact global warm +1,93561,ignor bliss come climat chang vest interest +1,350968,origin climat chang last time check climatologist 98 agre +1,520233,not fix attenuatingand climat chang affect cost a +0,769918,except climat chang +1,768531,almost like al franken put eah humili climat chang denier +-1,329497,tucker carlson obliter leftist pari accord shut believ climat chang creed +0,453241,peopl think climat chang real +2,776778,trump epa sta scrub climat chang data websit column via +0,672019,kenya benefit sh113bn afdb climat chang kitti +1,11216,presidentelect donald j trump call humancaus climat chang ãâåhoaxãâï perpetu chines hoax perpetuãââ +1,77065,trump deter us climat chang +1,767250,guess lay whole global warm nonsens bed then right +1,48567,u believ climat chang real +1,597291,harm climat chang actual price in coal would kaput henc confus +1,347738,watch right here travel world tackl climat chang httãââ +1,427353,id go vegan could never give climat chang amazon deforest total ecosystem collaps amp irrevers envir +1,869631,presid trump consid address climat chang greatest longterm threat planet wast you +0,321986,funni man say global warm doomsday doomsd +2,125490,envdefensefund climat chang affect base state live in +1,514953,the trump admin retali rais threat climat chang alaskan nativ +1,113551,what caus prevent climat chang improv public educ reform govt regul effici e +1,458539,320 fli melt arctic made climat chang feel much urgent +2,52733,govern scale down climat chang measur bid secur postbrexit trade +1,408295,human affect chang sunday observ +2,613796,trump cite danger global warm fight build wall golf +2,126418,exxonmobil say year woh rex tillerson alia email climat chang case lost +1,261611,zach you friend die old age amp iãââm go die climat chang +2,714164,research harvard publish studi alleg exxonmobil misl public climat chang de +1,860749,the challeng face likeclim chang oh dear theresa good speech point lost it +1,103507,deni climat chang deserv quick death +1,920871,indi front page unreal scientist prepar explain presid elect climat chang real ffsãââ +1,77340,you friend die old age im go die climat chang +1,818495,u climat chang denier gon na keep deni +2,765496,climat chang lawsuit trump administr desper stop go trial +0,307252,still sure global warm caus california drought +1,704479,still believ global warm now incompet dementia ridden moron +2,419096,sceptic ridicul comput climat chang model 30 year ago turn remark accur +0,557017,fuck global warm neck frío +2,199095,cancel 3b global warm payment green climat fund effo grow job us +1,336148,citi chang flood first http +1,759150,hey mani peopl good brain agre climat chang threat human like a +2,967321,climat scientist ubc give us histori climat chang +1,828133,almost understand ignor individu could disput climat chang clean air on +1,885815,especi sinc popul grow exponenti 9 billion 2050 now time climat chang denier +1,770545,100 humid 11pm u wot mate adelaid weather root year appar climat chang thing +1,73316,top climat chang twitter influenc one follow +1,64145,huffpostgreen nvisser pretti much everi live thing planet alreadi felt climat chang +2,686591,vicki cobb cheeseburg forest evid global warm climat changeãââ +1,691663,climat chang denier chronic liar unbridl man given conspiraci theori amp wild idea save us +1,435296,canada unwav commit fight climat chang suppo clean econom growth +2,263343,warn abandon climat chang deal +2,14862,activist struck kill suv florida walk barefoot across countri protest climat chang +1,365062,think go die husband believ climat chang +-1,230157,freez outsid hell global warm +1,103129,fear econom impact climat chang move canada or scandinavia +1,55113,think go die husband believ climat chang +1,77812,sinkhol sign climat chang question answer faqsãââ +2,356221,anxieti trump environment stanc could factor american heighten concern global warm +1,889458,meet lead charg climat chang +1,814922,regionalglob seabird stress like climat chang planktonforag fish reloc hard address singl site level 33 +2,663093,bush epa chief slam trump climat chang deni pick via +1,668787,hey global warm real hoax invent chines 100 degre novemb +2,24585,execut order trump dramat chang us approach climat chang +1,337673,nc still gotten mathew hey climat chang chines hoax huh flood regulat +1,852331,bro next presid even believ fuck climat chang vp think gay treatabl diseas +2,55300,gallup poll march 2016 american ever take climat chang serious ââ +2,949112,refer climat chang delet white hous websit +1,127334,last year snow ground suppos 69ãâ tomorrow presid elect believ global warm +1,388738,quick way fight climat chang were work alongsid promot 100 renew electricityãââ +0,520139,expect issu tl oil global warm eyebrow issu tl mere pakod mein se aloo kisn churaya +1,471206,presid believ global warm were doom regardless +1,952092,optim must avoid extinct climat chang +2,489304,idaho lawmak strip climat chang refer new k12 scienc standard +1,9043,it foolish take snowbal senat say climat chang isnt real +1,560832,fyi ye im still worri climat chang like deer immedi threat predat onli +2,892178,putin think russia benefit climat chang commun adjust +2,114561,trump seem chang mind climat chang +0,234929,omg relev im climat chang confer liter right minut +1,406585,glad announc prep motion 12th euth environ 1 thw crimin climat chang denial +1,756147,yall fake care world care would tri contribut climat chang least bit aren +1,880981,wall keep pathogen out say climat chang bring outbreak like ebola zika +1,570047,tallest dam us risk climat chang realli hoax mr mother natur 1000 climat scienti +1,943225,rapaci consumer climat chang +2,490726,stephen hawk messag trump ignor climat chang +1,64282,time leader stop talk climat chang amp work togeth solv it agre add name httpãââ +2,305218,australian coastlin glow dark sinist sign climat chang +0,8976,global warm +1,403268,build pari agreement climat chang home +1,438895,right deni climat chang easi +2,343118,trump realli want face 21 kid climat chang +1,428985,see global warm isnt real lol yeah actual knew climat chang work realiz prov +2,44478,feder scientist cook climat chang book ahead obama present whistl blower charg +0,369330,global warm real agre +-1,548220,focus climat chang nyt complet botch stori mexico citi myriad problem +1,744614,saw tweet context think someon talk climat chang b +0,355079,scorpio n pisc need stay faraway possibl red sea might pa global warm stop +1,941183,almost 60 degre outsid thanksgiv next week peopl still believ global warm +0,236048,time pass still want crime rise still want climat chang debt still want +1,550172,lost decad climat chang amp energi polici let forget charlatan led us path +1,229906,know even costli tri address climat chang 100 year without mitig +2,210434,fiction take climat chang read recommend +2,762280,curat sec tillerson arctic meet sign document affirm need action climat chang +1,655073,were tri go in chocol giant mar pledg 1 billion fight climat chang nobl leader +-1,625660,climat chang chines hoax +0,21275,meet unoppos assembl candid say climat chang good thing hu enemi equat +1,672991,busi lead charg climat chang worldwid +1,599744,think go die husband believ climat chang +1,494782,innov commit sustain save food system mitig climat chang +1,779515,effect climat chang us devast agricultur +0,75005,beat climat chang outta him +1,687738,were late stop global warm renew need someth much drastic +1,395016,russia hack denier amp climat chang denier lot common either theyr corrupt refus 2 accept univerãââ +2,973252,michael bloomberg world leader ignor trump climat chang +1,289131,american think climat chang hu usabut them relat viz +1,356254,guardianeco fix climat chang refus abandon hope zoe william +0,766019,dudethat normal weatherha noth climat changedolt +1,645216,let us work natur depend commun affectedpoor farmersecorestor climat chang +1,404504,thank im old enough rememb mock obama make climat chang prioriti +-1,912594,like went global cool warm climat chang c +1,865646,effect devast fact pruitt believ climat chang scienc disqua +1,698040,peimbangkan satu hal climat chang shoag everyth need surviv front us +2,267843,antarctica biodivers threat tourism climat chang transnat pollut +1,654555,today countri elect man think global warm hoax fml +0,28248,well done tonight ie climat changestev price show r commit us 2 pay 1billion year agreement +1,132089,funni peopl ate less meat there less global warm relat natur disast like +0,201341,kayaknya memang rpw lagi global warm ka +2,843571,trump buy climat chang +2,20869,donald trump must face climat chang realiti say ban kimoon +1,712388,pleas address climat chang now 200 year research describ happen +-1,497630,gore scam money climat fool al gore climat chang film inconveni truth get sequel +2,901651,repo climat chang disappear state depament websit +2,493174,us diplomat china quit over trump climat chang polici +-1,230309,mansbridg impli link big storm australia climat chang tonight nation evid +1,411627,depress anxieti ptsd mental impact climat chang +2,279528,head pruitt say co2 primari contributor global warm +0,577072,could us face punish tariff climat chang mayb +1,968395,sound like climat chang denier think noth wrong weather nice citi +1,806952,think go die husband believ climat chang +1,10005,busi oppoun creat climat chang interest +1,916715,povey today big enough problem without climat chang make much much wors +2,439244,extrem summer driven humancaus global warm studi +1,985080,amp look increas energi access amp address climat changeãââ +1,375162,trump epa transit team deni human impact climat chang theyr wrong amp know it here scienc +2,684416,donald trump propos huge epa budget cut stop environ agenc research climat chang +1,136687,dont christian conserv worri climat chang god +2,254019,hous scienc committe tweet stori skeptic climat chang +1,809734,you danc want scientist told global warm +-1,911566,think voter left wing state dismiss man made climat chang hysteria +2,535186,ucla scientist mark trump inaugur plan protect climat chang data +1,19946,scotland climat chang emiss come transpo sector still get o +1,410608,rapidli grow human popul deterior health planet climat chang rise +0,88506,join eco dir erick shambarg free movi flood dicaprio climat chang movi tonight 7pm uwm +1,296097,aicl show sb 775 best bet california meet climat chang goal +0,708243,climat chang view elitist issu +1,412158,sign restor amp maintain accur sciencebas info climat chang white hous websit +1,597974,prayer diari pray around world affect climat chang whether africa south asia america +0,893828,mute krokodil må være global warm betal eller så kommer de til norg ja +2,857282,reindeer shrink climat chang put food ice +2,188687,fiji invit trump come see effect climat chang +1,932389,epa chief pruitt lie climat chang +1,262970,think co2 drive climat chang let send copi global warm dummi +1,900018,irrespons food product drive climat chang drive irrespons food product time breakãââ +0,821174,cant put climat chang 19 inch spin rim fair +2,95533,human verg caus eah fastest climat chang 50m year dana nuccitelli +2,697715,thehil schwarzenegg launch project help lawmak challeng trump climat chang +1,791525,impact yesterday disappoint decis real watch break amp climat chang http +1,62987,dire need adapt amp mitigationcan help reduc risk climat chang natur amp societi +1,581936,87 degre still technic winter yeah global warm definit myth +-1,645251,sun put brake global warm via fox news +2,828722,bill nye slam cnn climat chang skeptic air +1,619244,iãââm creat new think tank climat chang would join post tweet also +1,565207,sent email would love tell new climat chang project +1,149724,god it climat chang man made +-1,528738,no come swinney democrat invent global warm ignor ice cap melt amp swing temp +2,421932,massachusett democrat urg trump stay pari climat chang agreement +1,23341,believ equal need comprehens immigr reform prochoic global warm real ââ +2,595113,trump inaugur section civil right climat chang amp health care remov white hous websit http +0,594402,ur mcm believ global warm +2,197691,inconveni sequel truth power trailer climat chang new villain video +1,795576,mulvaney climat chang we consid wast money billion useless wall ye +1,182749,need statement climat chang the scienc commun ralli togeth march washington http +2,806651,peopl cancel subscript climat chang column +1,410962,matter donald trump still believ climat chang hoax +1,507800,funni admit climat chang upon us +0,563725,you climat chang kill us me intellectu joe jona year 3000 amp much chang b +2,496428,obama privat sector lead way climat chang +1,745426,you die old age children die climat chang +-1,625549,avoid climat chang discuss religion +-1,774648,lib scienc prove climat chang real ignor scientif fact child beat hea aliv +-1,890582,were point wthe delusion left liter everi weather event evid global warm dishonesti +-1,380307,al gore admit pari accord solv issu climat chang yet liber say trump pull de +1,46706,the concept global warm creat chines order make us manufactur noncompetitiãââ +1,486351,think go die husband believ climat chang +2,160984,michael moor call trump action climat chang declar war via +0,443913,least climat chang bring iceberg kitesurf like badass +0,694145,even true main word isless say less climat chang thought climat chang +-1,390339,funni peopl believ climat chang bc scienc cant accept biolog male femal +2,455405,trump cut epa spend target climat chang effo cleanup work repo +1,426368,remind texa hit climat changerel disast week also south asia a +1,446382,arent doom chang right choos doom +1,549007,futur nation park system look like climat chang +1,479950,think go die husband believ climat chang +1,458326,elect leader fail approach environ amp climat chang seriou issu wohi urgenc amp action wiãââ +0,894388,scientist say increas soda carbon 13 worldwid contain enough carbon revers global warm +1,782837,look america offici believ climat chang hoax sorri everybodi els +1,390236,scott pruitt next head epa climat chang denier cours is +2,128711,2030 half world ocean could reel climat chang scientist say +2,775956,giant crater canada melt permafrost impact climat chang research +1,803767,take good look forecast tell global warm thing +2,760417,donald trump princ charl in row climat chang ahead presid first uk visit +1,805511,overwhelm number scientist agre climat chang scientif fact epa administr know that +1,992098,want help help fight climat chang simpl ãââã go vegan +1,542735,epa propagandist claim there ongo scientif debat caus climat chang there not +1,903498,network repo climat chang trump want cut dana nuccitelli +1,853832,listen alaska commerci fishermen talk sign climat chang place live work http +2,747579,stand rock tribal chairman thi climat chang +1,408219,plantbas protein increas food secur amp help mitig climat chang +1,204039,claim global warm myth +1,794883,still keep global warm 2 here +1,18595,tillerson boss say climat chang hoax made chines undermin us industri +1,69451,here new climat chang realiti trump new polici ignor +1,5371,can not continu build pipelin mr trump need wake realiti climat chang +1,445607,arctic heat amp melt fast take look global warm chang ecosystem http +1,447665,andrew speak need urgent action climat chang andrew wilki mp +0,461322,fox releas anoth bullshit pol climat chang love see sampl size dna bull +0,544462,look like fan head s posit climat chang +1,569493,the concept global warm creat chines order make us manufactur noncompetitiãââ +0,201169,kendrick got track u2 that almost bet gon na global warm affect hood +1,110301,sta name hurrican notabl climat chang denier +2,618623,aga khan warn climat chang affect muslim world gulf news +1,537668,scienc climat chang offens christian think man live whale belli amp g +2,203663,say tackl climat chang mean chang eat habit +1,783223,parent id anyth children scientist here stave climat chang children stay oãââ +0,257456,next fashion line ivanka trump label climat chang tshi slogan make cli +1,902055,trump action today undermin us leadership address climat chang ceainli world wonder wh +1,16272,applaud s effo make ca leader climat chang climat chang hoax amp must act http +1,488079,kate codirector women environment network believ gender equal amp climat chang worst challeng face world +1,920087,act combat climat chang help environ grow economi +1,69553,hey get rid tanadict trumpold amp band idiot plz focu real issu like climat chang and +2,382181,al gore climat chang film inconveni truth get sequel independ +0,229370,time fundament defens measur global climat chang project ark +1,138661,new year terror attack noth islam everyth climat chang +1,177843,mr trump climat chang manmad danger wise polici urgent need +2,655818,pacif countri advanc region polici toward migrat climat chang +2,831353,academ visit trump golf reso aberdeenshir yesterday present ladybird guid climat chang +2,978586,80000 reindeer die starvat caus global warm +0,230868,trump ever decid climat chang real fix jare job too +1,191937,what plan were gon na colon mar were gon na ignor climat chang let handl +1,903098,excel 2 respect scientistsw limit global warm 15c thing next 10 year htt +2,52157,bill nye slam cnn climat chang skeptic air +0,240504,after trump china take lead fight climat chang piec confront realiti +0,277693,global warm shill +0,387218,releas album call climat chang 2012 releas global warm realli make u think +1,881152,want stop climat chang mass scale stop drive car use airplan makeup lube anyth plastic detergentsetc +1,511224,gon na keep happen climat chang lgbt right protect minor long he i +0,734922,worst thing global warm allow peopl wear flipflop public later year +1,568361,there real evid manmad global warm exist say rick perri believ virgin bih resurr +1,690093,googl eah timelaps updat illustr 30 year climat chang +0,609304,believ global warm crush josh dun hate +1,595674,deal fight climat chang late ãåëœâ +1,798646,along paner 10 caribbean countri were frontlin fight global warm +1,768656,one believ global warm +1,917254,also head epa knowledg manmad climat chang +2,856102,climat chang exp fear donald trump presid +1,989057,politician discuss global warm name awork +1,985970,one strang terrifi reveri whenev read anyth climat chang lord fuck +1,869993,think go die husband believ climat chang +0,826690,still time appli scholarship peruvian master student impact climat chang neotrop fore +1,568055,want stop climat chang see univers via +0,761355,foolish 4 world leader stay fixat pari costli amp almost noth fix climat chang http +1,519866,concern epa chief claim co2 primari contributor climat chang +0,938402,epa scientist allow talk climat chang bet tri nonverb cue like wear scuba suit +2,489942,china rais hope continu climat chang action respons xi jinp speech htt +1,951898,newsfromunderground big money that drive climat chang denial also hatch antisci smear htt +1,530499,deni evid climat chang like find odd spot intim region deni genit herp thing +1,618837,fight climat chang shouldnt paisan issu alli need ht +0,410790,instagram danger global warm everi singl day +1,970642,trump action climat chang assault upon poor +2,5456,suicid nearli 60000 indian farmer link climat chang studi claim +1,62737,deni climat chang real danger join team today +2,150587,china coal use drop show commit climat chang exp +2,983654,time give climat chang fight caus weve alreadi hit point return scientist +0,650825,damn china amp climat chang conspiraci frack babi frack +1,863077,dam rais global warm ga scidev more +1,52528,hrc propos instal half billion solar panel end first term trump think climat chang hoaxãââ +1,580806,practic way ave climat chang make nuclear innov +1,331127,viualli everi major issu ãââ rais minimum wage climat chang pay equiti women ãââ major +2,585908,michael bloomberg world leader ignor trump climat chang +2,296403,suicid nearli 60000 indian farmer link climat chang studi claim +1,386076,full knowledg global warm +2,830383,new head epa say climat chang caus primarili carbon dioxid +-1,213863,al gore idiot think climat chang caus problem alway ha alway w +1,447067,climat chang comment would like nasa say the moon land complic hoax not studi need +0,127777,could convinc hyperbol lead caus global warm +2,705048,quest captur store carbon slow climat chang reach new mileston +0,572819,global warm late season pretti annoy +1,426353,think go die husband believ climat chang +1,989478,2016 hottest year histori also 2016 182 member congress deni climat chang real +1,442853,epa head fals claim carbon emiss arent caus global warm +1,22001,took materi global warm lgbt right health care theyr hock melania qvc +2,17856,climat chang could break 200millionyearold relationship +0,384248,notiven nytimesworld what trump actual believ climat chang rick perri join aid +-1,819732,hey liber climat chang crap hoax tie climat chang byãââ +0,806319,s climat chang equat 4 screenshot From 9fb1a4f116d965cfaa10614d9c24612eea089d38 Mon Sep 17 00:00:00 2001 From: OBOT JOSHUA PETER <105857279+Mcshiloh@users.noreply.github.com> Date: Sat, 24 Jun 2023 20:57:39 +0100 Subject: [PATCH 19/19] Add files via upload --- language identification challenge.ipynb | 2025 +++++++++++++++++++++++ 1 file changed, 2025 insertions(+) create mode 100644 language identification challenge.ipynb diff --git a/language identification challenge.ipynb b/language identification challenge.ipynb new file mode 100644 index 00000000..1a4dfdbc --- /dev/null +++ b/language identification challenge.ipynb @@ -0,0 +1,2025 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 135, + "id": "c8936590", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd #For data loading and data manipulation\n", + "import seaborn as sns #For data visualization \n", + "import matplotlib.pyplot as plt #For data visualization\n", + "%matplotlib inline\n", + "import re\n", + "\n", + "import nltk\n", + "from nltk.corpus import stopwords #For stopword removals\n", + "\n", + "import string #For Punctuations\n", + "\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "id": "b666d86d", + "metadata": {}, + "outputs": [], + "source": [ + "# Display.max_colwidth option set to None to show all text content without truncation\n", + "pd.set_option('display.max_colwidth', None)\n", + "# Your code to read the DataFrame\n", + "df1 = pd.read_csv('train_set.csv')\n", + "test_df = pd.read_csv('test_set.csv')\n", + "df=pd.concat([df1,test_df])" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "id": "3c827c0a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
lang_idtextindex
0xhoumgaqo-siseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrikaNaN
1xhoi-dha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga i-dha mayibize uncedo olufanelekileyo elungelweni layoNaN
2engthe province of kwazulu-natal department of transport invites tenders from established contractors experienced in bridge construction for the construction of the kwajolwayo tugela river pedestrian bridge near tugela ferry the duration of the project will be monthsNaN
3nsoo netefatša gore o ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri a magolo a a šomišwago go fihlelela meagong e metelele scaffolds a a bolokegilego lefelo la maleba la go šomela go phela gabotse bjbjNaN
4venkhomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone i ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyisoNaN
5nsodinyakišišo tše tša go dirwa gabedi ka ngwaga di tla lebelela diphetogo tša mebaraka ya mešomo le mekgwa ga mmogo le go thapiwa mešomong ka makaleng ao mešomo ao lego molaong le ao a sego molaong le go hloka me omoNaN
6tsnkgetse nngwe le nngwe e e sa faposiwang mo tshekong go ya ka temana ya a e tshwanetse kwa ntle ga fa kgetse e tsholotswe kgotsa e fetiseditswe kwa kgotlatshekelo ya bana ya fetisediwa kwa kgotlatshekelo ya bosiamisi ya ngwana gore a ikarabele mo tatofatsong le go sekiwa ga kgetse go ya ka kgaolo yaNaN
7venmbadelo dze dza laelwa dzi do kwama mahatulele apo a khothe ya madzhisitirata lihoro line la si vhe na mulandu li do vha lone line la wana masheleni ngeno lihoro le la wanwa mulandu li tshi do vha lone line la tea u lifha ayo masheleni o laelwaho nga khotheNaN
8nsomaloko a dikhuduthamaga a ikarabela mongwe le mongwe go tonakgolo le go thteramelao ya profense malebana le taolo ya dipotfolio tša bona mme maloko a mangwe ka moka a khuduthamaga le wona bjalo a ikrabela ka seboka mabapi le phethagatšo ya mediro ya mmušo wa profense le go merero ya wonaNaN
9tsnfa le dirisiwa lebone le tshwanetse go bontsha lesedi le le benyabenyang le le bogale jo bo dirang gore le kgone go bonwa ke motho yo o bonang sentle mo leseding le le tlwaelegileng mo sekgaleng sa dimitara di leNaN
\n", + "
" + ], + "text/plain": [ + " lang_id \\\n", + "0 xho \n", + "1 xho \n", + "2 eng \n", + "3 nso \n", + "4 ven \n", + "5 nso \n", + "6 tsn \n", + "7 ven \n", + "8 nso \n", + "9 tsn \n", + "\n", + " text \\\n", + "0 umgaqo-siseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika \n", + "1 i-dha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga i-dha mayibize uncedo olufanelekileyo elungelweni layo \n", + "2 the province of kwazulu-natal department of transport invites tenders from established contractors experienced in bridge construction for the construction of the kwajolwayo tugela river pedestrian bridge near tugela ferry the duration of the project will be months \n", + "3 o netefatša gore o ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri a magolo a a šomišwago go fihlelela meagong e metelele scaffolds a a bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj \n", + "4 khomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone i ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso \n", + "5 dinyakišišo tše tša go dirwa gabedi ka ngwaga di tla lebelela diphetogo tša mebaraka ya mešomo le mekgwa ga mmogo le go thapiwa mešomong ka makaleng ao mešomo ao lego molaong le ao a sego molaong le go hloka me omo \n", + "6 kgetse nngwe le nngwe e e sa faposiwang mo tshekong go ya ka temana ya a e tshwanetse kwa ntle ga fa kgetse e tsholotswe kgotsa e fetiseditswe kwa kgotlatshekelo ya bana ya fetisediwa kwa kgotlatshekelo ya bosiamisi ya ngwana gore a ikarabele mo tatofatsong le go sekiwa ga kgetse go ya ka kgaolo ya \n", + "7 mbadelo dze dza laelwa dzi do kwama mahatulele apo a khothe ya madzhisitirata lihoro line la si vhe na mulandu li do vha lone line la wana masheleni ngeno lihoro le la wanwa mulandu li tshi do vha lone line la tea u lifha ayo masheleni o laelwaho nga khothe \n", + "8 maloko a dikhuduthamaga a ikarabela mongwe le mongwe go tonakgolo le go thteramelao ya profense malebana le taolo ya dipotfolio tša bona mme maloko a mangwe ka moka a khuduthamaga le wona bjalo a ikrabela ka seboka mabapi le phethagatšo ya mediro ya mmušo wa profense le go merero ya wona \n", + "9 fa le dirisiwa lebone le tshwanetse go bontsha lesedi le le benyabenyang le le bogale jo bo dirang gore le kgone go bonwa ke motho yo o bonang sentle mo leseding le le tlwaelegileng mo sekgaleng sa dimitara di le \n", + "\n", + " index \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "5 NaN \n", + "6 NaN \n", + "7 NaN \n", + "8 NaN \n", + "9 NaN " + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "id": "aba85825", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(38682, 3)" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "id": "a3e6ab8a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 38682 entries, 0 to 5681\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 lang_id 33000 non-null object \n", + " 1 text 38682 non-null object \n", + " 2 index 5682 non-null float64\n", + "dtypes: float64(1), object(2)\n", + "memory usage: 1.2+ MB\n" + ] + } + ], + "source": [ + "df.info() #checking the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "id": "ff68a177", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plot a barg graph to show the distribution of the sentiments\n", + "df['lang_id'].value_counts().plot(kind = 'bar')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "aeb1c65c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "lang_id 5682\n", + "text 0\n", + "index 33000\n", + "dtype: int64" + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "859a15f4", + "metadata": {}, + "source": [ + "CHECK FOR DIFFERENT TARGET LABELS" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "id": "008bf634", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "xho 3000\n", + "eng 3000\n", + "nso 3000\n", + "ven 3000\n", + "tsn 3000\n", + "nbl 3000\n", + "zul 3000\n", + "ssw 3000\n", + "tso 3000\n", + "sot 3000\n", + "afr 3000\n", + "Name: lang_id, dtype: int64" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['lang_id'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "id": "f8344c63", + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (3058242454.py, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[1;36m Input \u001b[1;32mIn [144]\u001b[1;36m\u001b[0m\n\u001b[1;33m DATA PREPROCESSING\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "DATA PREPROCESSING\n", + "\n", + "REMOVING OF STOP WORDS" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "id": "33ca3bc1", + "metadata": {}, + "outputs": [], + "source": [ + "df_train = df.copy() #Let us make a copy of our dataframe to avoid modifying the original dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "id": "352b6541", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n" + ] + } + ], + "source": [ + "#To get a list of english stopwords\n", + "stop_words = stopwords.words('english')\n", + "print(stop_words)" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "id": "00f67e6f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
lang_idtextindexclean_text
0xhoumgaqo-siseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrikaNaNumgaqo-siseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika
1xhoi-dha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga i-dha mayibize uncedo olufanelekileyo elungelweni layoNaNi-dha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga i-dha mayibize uncedo olufanelekileyo elungelweni layo
2engthe province of kwazulu-natal department of transport invites tenders from established contractors experienced in bridge construction for the construction of the kwajolwayo tugela river pedestrian bridge near tugela ferry the duration of the project will be monthsNaNprovince kwazulu-natal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months
3nsoo netefatša gore o ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri a magolo a a šomišwago go fihlelela meagong e metelele scaffolds a a bolokegilego lefelo la maleba la go šomela go phela gabotse bjbjNaNnetefatša gore ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri magolo šomišwago go fihlelela meagong e metelele scaffolds bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj
4venkhomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone i ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyisoNaNkhomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso
\n", + "
" + ], + "text/plain": [ + " lang_id \\\n", + "0 xho \n", + "1 xho \n", + "2 eng \n", + "3 nso \n", + "4 ven \n", + "\n", + " text \\\n", + "0 umgaqo-siseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika \n", + "1 i-dha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga i-dha mayibize uncedo olufanelekileyo elungelweni layo \n", + "2 the province of kwazulu-natal department of transport invites tenders from established contractors experienced in bridge construction for the construction of the kwajolwayo tugela river pedestrian bridge near tugela ferry the duration of the project will be months \n", + "3 o netefatša gore o ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri a magolo a a šomišwago go fihlelela meagong e metelele scaffolds a a bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj \n", + "4 khomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone i ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso \n", + "\n", + " index \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "\n", + " clean_text \n", + "0 umgaqo-siseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika \n", + "1 i-dha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga i-dha mayibize uncedo olufanelekileyo elungelweni layo \n", + "2 province kwazulu-natal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months \n", + "3 netefatša gore ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri magolo šomišwago go fihlelela meagong e metelele scaffolds bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj \n", + "4 khomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso " + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " clean_texts = []\n", + "\n", + "for text in df_train['text']:\n", + " words = text.split()\n", + " filtered_words = [word for word in words if word.lower() not in stop_words]\n", + " clean_text = ' '.join(filtered_words)\n", + " clean_texts.append(clean_text)\n", + "\n", + "# clean_texts\n", + "df_train['clean_text'] = clean_texts\n", + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "id": "bbea8071", + "metadata": {}, + "source": [ + "REMOVE URLS" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "id": "4172dde1", + "metadata": {}, + "outputs": [], + "source": [ + "#Remove urls and replace with 'url'\n", + " \n", + "pattern_url = r'http[s]?://(?:[A-Za-z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9A-Fa-f][0-9A-Fa-f]))+'\n", + "\n", + "subs_url = r'url'\n", + "\n", + "df_train['clean_text'] = df_train['clean_text'].replace(to_replace = pattern_url, value = subs_url, regex = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "id": "66382826", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'province kwazulu-natal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months'" + ] + }, + "execution_count": 149, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_text'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "id": "18715788", + "metadata": {}, + "source": [ + "REMOVE PUNCTUATIONS" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "id": "8f3b8239", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "!\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n" + ] + } + ], + "source": [ + "#Convert text to lower case\n", + "df_train['clean_text'] = df_train['clean_text'].str.lower()\n", + "\n", + "print(string.punctuation)" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "id": "b7cb2839", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'fa le dirisiwa lebone le tshwanetse go bontsha lesedi le le benyabenyang le le bogale jo bo dirang gore le kgone go bonwa ke motho yo bonang sentle mo leseding le le tlwaelegileng mo sekgaleng sa dimitara di le'" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def remove_punctuation(text):\n", + " return ''.join([l for l in text if l not in string.punctuation])\n", + "\n", + "\n", + "df_train['clean_text'] = df_train['clean_text'].apply(remove_punctuation)\n", + "df_train['clean_text'].iloc[9]" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "eca7b5cf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'province kwazulunatal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months'" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_text'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "id": "a924ce73", + "metadata": {}, + "source": [ + "Despite removing puntuations, we still observe some curly quotation marks and repeated punctuations.\n", + "\n", + "Let's deal with these using regular expression(regex)" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "f5629e1b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'province kwazulunatal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months'" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def clean_text(text):\n", + " text = re.sub(r'[^\\w\\s\"“”]', '', text) # Remove non-alphanumeric characters and curly quotation marks\n", + " text = re.sub(r'\\s+', ' ', text) # Remove extra whitespaces\n", + " text = re.sub(r'([!?.])\\1+', r'\\1', text) # Remove repeated punctuation marks\n", + " return text.strip()\n", + "\n", + "# Apply the clean_text function to the 'message' column\n", + "df_train['clean_text'] = df_train['clean_text'].apply(clean_text)\n", + "df_train['clean_text'].iloc[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "5c4f24e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'fa le dirisiwa lebone le tshwanetse go bontsha lesedi le le benyabenyang le le bogale jo bo dirang gore le kgone go bonwa ke motho yo bonang sentle mo leseding le le tlwaelegileng mo sekgaleng sa dimitara di le'" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['clean_text'].iloc[9]" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "a97f2b9e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(38682, 4)" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "ed1bc0fb", + "metadata": {}, + "outputs": [], + "source": [ + "df_train=df_train.drop([\"text\"],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "1fc22053", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
lang_idindexclean_text
0xhoNaNumgaqosiseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika
1xhoNaNidha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga idha mayibize uncedo olufanelekileyo elungelweni layo
2engNaNprovince kwazulunatal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months
3nsoNaNnetefatša gore ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri magolo šomišwago go fihlelela meagong e metelele scaffolds bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj
4venNaNkhomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso
\n", + "
" + ], + "text/plain": [ + " lang_id index \\\n", + "0 xho NaN \n", + "1 xho NaN \n", + "2 eng NaN \n", + "3 nso NaN \n", + "4 ven NaN \n", + "\n", + " clean_text \n", + "0 umgaqosiseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika \n", + "1 idha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga idha mayibize uncedo olufanelekileyo elungelweni layo \n", + "2 province kwazulunatal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months \n", + "3 netefatša gore ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri magolo šomišwago go fihlelela meagong e metelele scaffolds bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj \n", + "4 khomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso " + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "markdown", + "id": "6dde29af", + "metadata": {}, + "source": [ + "COUNTS VECTORIZER" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "id": "99d68145", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.feature_extraction.text import CountVectorizer" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "id": "61f35741", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CountVectorizer()" + ] + }, + "execution_count": 153, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vect = CountVectorizer()\n", + "vect.fit(df_train['clean_text'])" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "id": "d25fd719", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
lang_idtextindexclean_text
0xhoumgaqo-siseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrikaNaNumgaqosiseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika
1xhoi-dha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga i-dha mayibize uncedo olufanelekileyo elungelweni layoNaNidha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga idha mayibize uncedo olufanelekileyo elungelweni layo
2engthe province of kwazulu-natal department of transport invites tenders from established contractors experienced in bridge construction for the construction of the kwajolwayo tugela river pedestrian bridge near tugela ferry the duration of the project will be monthsNaNprovince kwazulunatal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months
3nsoo netefatša gore o ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri a magolo a a šomišwago go fihlelela meagong e metelele scaffolds a a bolokegilego lefelo la maleba la go šomela go phela gabotse bjbjNaNnetefatša gore ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri magolo šomišwago go fihlelela meagong e metelele scaffolds bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj
4venkhomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone i ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyisoNaNkhomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso
\n", + "
" + ], + "text/plain": [ + " lang_id \\\n", + "0 xho \n", + "1 xho \n", + "2 eng \n", + "3 nso \n", + "4 ven \n", + "\n", + " text \\\n", + "0 umgaqo-siseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika \n", + "1 i-dha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga i-dha mayibize uncedo olufanelekileyo elungelweni layo \n", + "2 the province of kwazulu-natal department of transport invites tenders from established contractors experienced in bridge construction for the construction of the kwajolwayo tugela river pedestrian bridge near tugela ferry the duration of the project will be months \n", + "3 o netefatša gore o ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri a magolo a a šomišwago go fihlelela meagong e metelele scaffolds a a bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj \n", + "4 khomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone i ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso \n", + "\n", + " index \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "\n", + " clean_text \n", + "0 umgaqosiseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika \n", + "1 idha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga idha mayibize uncedo olufanelekileyo elungelweni layo \n", + "2 province kwazulunatal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months \n", + "3 netefatša gore ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri magolo šomišwago go fihlelela meagong e metelele scaffolds bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj \n", + "4 khomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso " + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "id": "a86fde6c", + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(stop_words='english')" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "id": "81ed8808", + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(ngram_range=(1, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "id": "7e87373e", + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(max_df=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "3b26e940", + "metadata": {}, + "outputs": [], + "source": [ + "vect = CountVectorizer(min_df=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "id": "dc771fab", + "metadata": {}, + "outputs": [], + "source": [ + "betterVect = CountVectorizer(stop_words='english', \n", + " min_df=2, \n", + " max_df=0.5, \n", + " ngram_range=(1, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "id": "377f0ceb", + "metadata": {}, + "outputs": [], + "source": [ + "df_new=betterVect.fit_transform(df_train['clean_text'])" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "id": "283549d3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CountVectorizer(max_df=0.5, min_df=2, stop_words='english')" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "betterVect" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "b66f1229", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
lang_idtextindexclean_text
0xhoumgaqo-siseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrikaNaNumgaqosiseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika
1xhoi-dha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga i-dha mayibize uncedo olufanelekileyo elungelweni layoNaNidha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga idha mayibize uncedo olufanelekileyo elungelweni layo
2engthe province of kwazulu-natal department of transport invites tenders from established contractors experienced in bridge construction for the construction of the kwajolwayo tugela river pedestrian bridge near tugela ferry the duration of the project will be monthsNaNprovince kwazulunatal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months
3nsoo netefatša gore o ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri a magolo a a šomišwago go fihlelela meagong e metelele scaffolds a a bolokegilego lefelo la maleba la go šomela go phela gabotse bjbjNaNnetefatša gore ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri magolo šomišwago go fihlelela meagong e metelele scaffolds bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj
4venkhomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone i ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyisoNaNkhomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso
...............
5677NaNYou mark your ballot in private.5678.0mark ballot private
5678NaNGe o ka kgetha ka bowena go se šomiše Mofani ka tirelo yo a kgethilwego wa GEMS (DSP), gona tefelo mmogo e tla šomišwa. Tefelo mmogo yeo e ka nna ya ba phapano magareng ga hlwahlwa ya tirelo le yeo GEMS e ka bego e e lefeletše ge nkabe o šomišitše GEMS DSP Goba persente ya tefelo mmogo go ya ka Melao ya Setlamo ya GEMS.5679.0ge ka kgetha ka bowena go se šomiše mofani ka tirelo yo kgethilwego wa gems dsp gona tefelo mmogo e tla šomišwa tefelo mmogo yeo e ka nna ya ba phapano magareng ga hlwahlwa ya tirelo le yeo gems e ka bego e e lefeletše ge nkabe šomišitše gems dsp goba persente ya tefelo mmogo go ya ka melao ya setlamo ya gems
5679NaNE Ka kopo etsa kgetho ya hao ka hloko, hobane ha o na ho kgona ho fetola kgetho ena hara selemo ntle le tumello ya Boto ya Batshwaredi.5680.0e ka kopo etsa kgetho ya hao ka hloko hobane ha na ho kgona ho fetola kgetho ena hara selemo ntle le tumello ya boto ya batshwaredi
5680NaNTB ke bokudi ba PMB, mme Morero o tla lefella tlhahlobo ya ho sheba lefu lena. Leha ho le jwalo, o tlameha ho fumana kalafo ya hao ya TB ditsing tsa Mmuso.5681.0tb ke bokudi ba pmb mme morero tla lefella tlhahlobo ya ho sheba lefu lena leha ho le jwalo tlameha ho fumana kalafo ya hao ya tb ditsing tsa mmuso
5681NaNVakatjhela iwebhusayidi yethu ku-www.5682.0vakatjhela iwebhusayidi yethu kuwww
\n", + "

38682 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " lang_id \\\n", + "0 xho \n", + "1 xho \n", + "2 eng \n", + "3 nso \n", + "4 ven \n", + "... ... \n", + "5677 NaN \n", + "5678 NaN \n", + "5679 NaN \n", + "5680 NaN \n", + "5681 NaN \n", + "\n", + " text \\\n", + "0 umgaqo-siseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika \n", + "1 i-dha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga i-dha mayibize uncedo olufanelekileyo elungelweni layo \n", + "2 the province of kwazulu-natal department of transport invites tenders from established contractors experienced in bridge construction for the construction of the kwajolwayo tugela river pedestrian bridge near tugela ferry the duration of the project will be months \n", + "3 o netefatša gore o ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri a magolo a a šomišwago go fihlelela meagong e metelele scaffolds a a bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj \n", + "4 khomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone i ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso \n", + "... ... \n", + "5677 You mark your ballot in private. \n", + "5678 Ge o ka kgetha ka bowena go se šomiše Mofani ka tirelo yo a kgethilwego wa GEMS (DSP), gona tefelo mmogo e tla šomišwa. Tefelo mmogo yeo e ka nna ya ba phapano magareng ga hlwahlwa ya tirelo le yeo GEMS e ka bego e e lefeletše ge nkabe o šomišitše GEMS DSP Goba persente ya tefelo mmogo go ya ka Melao ya Setlamo ya GEMS. \n", + "5679 E Ka kopo etsa kgetho ya hao ka hloko, hobane ha o na ho kgona ho fetola kgetho ena hara selemo ntle le tumello ya Boto ya Batshwaredi. \n", + "5680 TB ke bokudi ba PMB, mme Morero o tla lefella tlhahlobo ya ho sheba lefu lena. Leha ho le jwalo, o tlameha ho fumana kalafo ya hao ya TB ditsing tsa Mmuso. \n", + "5681 Vakatjhela iwebhusayidi yethu ku-www. \n", + "\n", + " index \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "... ... \n", + "5677 5678.0 \n", + "5678 5679.0 \n", + "5679 5680.0 \n", + "5680 5681.0 \n", + "5681 5682.0 \n", + "\n", + " clean_text \n", + "0 umgaqosiseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika \n", + "1 idha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga idha mayibize uncedo olufanelekileyo elungelweni layo \n", + "2 province kwazulunatal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months \n", + "3 netefatša gore ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri magolo šomišwago go fihlelela meagong e metelele scaffolds bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj \n", + "4 khomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso \n", + "... ... \n", + "5677 mark ballot private \n", + "5678 ge ka kgetha ka bowena go se šomiše mofani ka tirelo yo kgethilwego wa gems dsp gona tefelo mmogo e tla šomišwa tefelo mmogo yeo e ka nna ya ba phapano magareng ga hlwahlwa ya tirelo le yeo gems e ka bego e e lefeletše ge nkabe šomišitše gems dsp goba persente ya tefelo mmogo go ya ka melao ya setlamo ya gems \n", + "5679 e ka kopo etsa kgetho ya hao ka hloko hobane ha na ho kgona ho fetola kgetho ena hara selemo ntle le tumello ya boto ya batshwaredi \n", + "5680 tb ke bokudi ba pmb mme morero tla lefella tlhahlobo ya ho sheba lefu lena leha ho le jwalo tlameha ho fumana kalafo ya hao ya tb ditsing tsa mmuso \n", + "5681 vakatjhela iwebhusayidi yethu kuwww \n", + "\n", + "[38682 rows x 4 columns]" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "id": "b249c72f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " (0, 59885)\t1\n", + " (0, 64148)\t1\n", + " (0, 2231)\t1\n", + " (0, 25827)\t1\n", + " (0, 3775)\t1\n", + " (0, 59652)\t1\n", + " (0, 34308)\t1\n", + " (0, 26398)\t1\n", + " (0, 43936)\t1\n", + " (0, 20938)\t1\n", + " (0, 27213)\t1\n", + " (0, 14828)\t1\n", + " (0, 67964)\t1\n", + " (0, 47470)\t1\n", + " (0, 28487)\t1\n", + " (0, 67440)\t1\n", + " (0, 19508)\t2\n", + " (0, 66937)\t1\n", + " (0, 42595)\t1\n", + " (0, 65469)\t1\n", + " (0, 45822)\t1\n", + " (0, 33441)\t1\n", + " (0, 1355)\t1\n", + " (1, 26398)\t1\n", + " (1, 18848)\t2\n", + " :\t:\n", + " (38680, 56082)\t1\n", + " (38680, 36634)\t1\n", + " (38680, 23009)\t1\n", + " (38680, 18202)\t3\n", + " (38680, 56896)\t1\n", + " (38680, 36677)\t1\n", + " (38680, 17484)\t1\n", + " (38680, 37253)\t1\n", + " (38680, 51623)\t1\n", + " (38680, 22545)\t1\n", + " (38680, 56124)\t1\n", + " (38680, 54338)\t2\n", + " (38680, 56247)\t1\n", + " (38680, 30078)\t1\n", + " (38680, 30674)\t1\n", + " (38680, 47980)\t1\n", + " (38680, 30033)\t1\n", + " (38680, 16317)\t1\n", + " (38680, 22680)\t1\n", + " (38680, 6740)\t1\n", + " (38680, 29993)\t1\n", + " (38680, 10261)\t1\n", + " (38681, 66332)\t1\n", + " (38681, 61551)\t1\n", + " (38681, 27009)\t1\n" + ] + } + ], + "source": [ + "print(df_new)" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "id": "fe297e9a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['xho', 'xho', 'eng', ..., nan, nan, nan], dtype=object)" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"lang_id\"].values" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "f1c65298", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
lang_id
0xho
1xho
2eng
3nso
4ven
......
32995tsn
32996sot
32997eng
32998xho
32999sot
\n", + "

33000 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " lang_id\n", + "0 xho\n", + "1 xho\n", + "2 eng\n", + "3 nso\n", + "4 ven\n", + "... ...\n", + "32995 tsn\n", + "32996 sot\n", + "32997 eng\n", + "32998 xho\n", + "32999 sot\n", + "\n", + "[33000 rows x 1 columns]" + ] + }, + "execution_count": 165, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y=df_train[:len(df1)][[\"lang_id\"]]\n", + "y" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "f0e83e4c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " (0, 59885)\t1\n", + " (0, 64148)\t1\n", + " (0, 2231)\t1\n", + " (0, 25827)\t1\n", + " (0, 3775)\t1\n", + " (0, 59652)\t1\n", + " (0, 34308)\t1\n", + " (0, 26398)\t1\n", + " (0, 43936)\t1\n", + " (0, 20938)\t1\n", + " (0, 27213)\t1\n", + " (0, 14828)\t1\n", + " (0, 67964)\t1\n", + " (0, 47470)\t1\n", + " (0, 28487)\t1\n", + " (0, 67440)\t1\n", + " (0, 19508)\t2\n", + " (0, 66937)\t1\n", + " (0, 42595)\t1\n", + " (0, 65469)\t1\n", + " (0, 45822)\t1\n", + " (0, 33441)\t1\n", + " (0, 1355)\t1\n", + " (1, 26398)\t1\n", + " (1, 18848)\t2\n", + " :\t:\n", + " (32998, 13091)\t1\n", + " (32998, 58601)\t1\n", + " (32999, 29681)\t1\n", + " (32999, 65303)\t1\n", + " (32999, 63168)\t1\n", + " (32999, 36039)\t1\n", + " (32999, 23009)\t1\n", + " (32999, 18202)\t3\n", + " (32999, 56896)\t3\n", + " (32999, 29559)\t1\n", + " (32999, 13457)\t1\n", + " (32999, 9916)\t1\n", + " (32999, 34597)\t1\n", + " (32999, 32696)\t2\n", + " (32999, 14433)\t1\n", + " (32999, 24438)\t1\n", + " (32999, 29972)\t1\n", + " (32999, 35056)\t1\n", + " (32999, 46020)\t2\n", + " (32999, 9504)\t1\n", + " (32999, 66804)\t1\n", + " (32999, 55532)\t1\n", + " (32999, 17852)\t1\n", + " (32999, 39813)\t1\n", + " (32999, 10083)\t1\n" + ] + } + ], + "source": [ + "X_train=df_new[:len(df1)]\n", + "print(X_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "id": "eded1f6b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['xho', 'xho', 'eng', ..., 'eng', 'xho', 'sot'], dtype=object)" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y[\"lang_id\"].values" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "96d15b32", + "metadata": {}, + "outputs": [], + "source": [ + "X_TEST=df_new[len(df1):]" + ] + }, + { + "cell_type": "markdown", + "id": "2408b88e", + "metadata": {}, + "source": [ + "Now our parameters are y,X_train,X_TEST" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "id": "814ff207", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "533d38f8", + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X_train,y[\"lang_id\"].values, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "markdown", + "id": "6e88b421", + "metadata": {}, + "source": [ + "DATA NORMALIZATION\n", + "\n", + "TOKENIZATION" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "id": "6f8eb683", + "metadata": {}, + "outputs": [], + "source": [ + "from nltk.tokenize import word_tokenize, TreebankWordTokenizer\n", + "\n", + "tokeniser = TreebankWordTokenizer()\n", + "df_train['tokens'] = df_train['clean_text'].apply(tokeniser.tokenize)" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "id": "02ae9665", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['province',\n", + " 'kwazulunatal',\n", + " 'department',\n", + " 'transport',\n", + " 'invites',\n", + " 'tenders',\n", + " 'established',\n", + " 'contractors',\n", + " 'experienced',\n", + " 'bridge',\n", + " 'construction',\n", + " 'construction',\n", + " 'kwajolwayo',\n", + " 'tugela',\n", + " 'river',\n", + " 'pedestrian',\n", + " 'bridge',\n", + " 'near',\n", + " 'tugela',\n", + " 'ferry',\n", + " 'duration',\n", + " 'project',\n", + " 'months']" + ] + }, + "execution_count": 172, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['tokens'].iloc[2]" + ] + }, + { + "cell_type": "markdown", + "id": "e862d973", + "metadata": {}, + "source": [ + "SCALING" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "id": "63652ae7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
lang_idtextindexclean_texttokens
0xhoumgaqo-siseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrikaNaNumgaqosiseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika[umgaqosiseko, wenza, amalungiselelo, kumaziko, axhasa, ulawulo, lwesininzi, kunye, nokuthath, inxaxheba, kwabafazi, ezi, ziquka, phakathi, kwezinye, zazo, ikomishoni, yokulingana, ngokwesini, ikomishoni, yamalungelo, oluntu, lomzantsi, afrika]
1xhoi-dha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga i-dha mayibize uncedo olufanelekileyo elungelweni layoNaNidha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga idha mayibize uncedo olufanelekileyo elungelweni layo[idha, iya, kuba, nobulumko, bokubeka, umsebenzi, naphi, na, kwisebe, ngokusekwe, kwiimfuno, zokusebenza, zalo, emva, kokubonana, nomsebenzi, kunye, okanye, imanyano, yakhe, ukuba, ulandulo, lomntu, onjalo, alufanelekanga, idha, mayibize, uncedo, olufanelekileyo, elungelweni, layo]
2engthe province of kwazulu-natal department of transport invites tenders from established contractors experienced in bridge construction for the construction of the kwajolwayo tugela river pedestrian bridge near tugela ferry the duration of the project will be monthsNaNprovince kwazulunatal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months[province, kwazulunatal, department, transport, invites, tenders, established, contractors, experienced, bridge, construction, construction, kwajolwayo, tugela, river, pedestrian, bridge, near, tugela, ferry, duration, project, months]
3nsoo netefatša gore o ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri a magolo a a šomišwago go fihlelela meagong e metelele scaffolds a a bolokegilego lefelo la maleba la go šomela go phela gabotse bjbjNaNnetefatša gore ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri magolo šomišwago go fihlelela meagong e metelele scaffolds bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj[netefatša, gore, ba, file, dilo, ka, moka, tše, le, dumelelanego, ka, tšona, mohlala, maleri, magolo, šomišwago, go, fihlelela, meagong, e, metelele, scaffolds, bolokegilego, lefelo, la, maleba, la, go, šomela, go, phela, gabotse, bjbj]
4venkhomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone i ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyisoNaNkhomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso[khomishini, ya, ndinganyiso, ya, mbeu, yo, ewa, maana, u, ya, nga, mulayo, wa, khomishini, ya, ndinganyiso, ya, mbeu, u, thetshelesa, mbilaelo, dzine, dza, tshimbilelana, na, tshialula, u, ya, nga, mbeu, nahone, ivhea, sa, foramu, ya, thungo, u, ya, nga, mulayo, wa, ndinganyiso]
\n", + "
" + ], + "text/plain": [ + " lang_id \\\n", + "0 xho \n", + "1 xho \n", + "2 eng \n", + "3 nso \n", + "4 ven \n", + "\n", + " text \\\n", + "0 umgaqo-siseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika \n", + "1 i-dha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga i-dha mayibize uncedo olufanelekileyo elungelweni layo \n", + "2 the province of kwazulu-natal department of transport invites tenders from established contractors experienced in bridge construction for the construction of the kwajolwayo tugela river pedestrian bridge near tugela ferry the duration of the project will be months \n", + "3 o netefatša gore o ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri a magolo a a šomišwago go fihlelela meagong e metelele scaffolds a a bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj \n", + "4 khomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone i ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso \n", + "\n", + " index \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "\n", + " clean_text \\\n", + "0 umgaqosiseko wenza amalungiselelo kumaziko axhasa ulawulo lwesininzi kunye nokuthath inxaxheba kwabafazi ezi ziquka phakathi kwezinye zazo ikomishoni yokulingana ngokwesini ikomishoni yamalungelo oluntu lomzantsi afrika \n", + "1 idha iya kuba nobulumko bokubeka umsebenzi naphi na kwisebe ngokusekwe kwiimfuno zokusebenza zalo emva kokubonana nomsebenzi kunye okanye imanyano yakhe ukuba ulandulo lomntu onjalo alufanelekanga idha mayibize uncedo olufanelekileyo elungelweni layo \n", + "2 province kwazulunatal department transport invites tenders established contractors experienced bridge construction construction kwajolwayo tugela river pedestrian bridge near tugela ferry duration project months \n", + "3 netefatša gore ba file dilo ka moka tše le dumelelanego ka tšona mohlala maleri magolo šomišwago go fihlelela meagong e metelele scaffolds bolokegilego lefelo la maleba la go šomela go phela gabotse bjbj \n", + "4 khomishini ya ndinganyiso ya mbeu yo ewa maana u ya nga mulayo wa khomishini ya ndinganyiso ya mbeu u thetshelesa mbilaelo dzine dza tshimbilelana na tshialula u ya nga mbeu nahone ivhea sa foramu ya thungo u ya nga mulayo wa ndinganyiso \n", + "\n", + " tokens \n", + "0 [umgaqosiseko, wenza, amalungiselelo, kumaziko, axhasa, ulawulo, lwesininzi, kunye, nokuthath, inxaxheba, kwabafazi, ezi, ziquka, phakathi, kwezinye, zazo, ikomishoni, yokulingana, ngokwesini, ikomishoni, yamalungelo, oluntu, lomzantsi, afrika] \n", + "1 [idha, iya, kuba, nobulumko, bokubeka, umsebenzi, naphi, na, kwisebe, ngokusekwe, kwiimfuno, zokusebenza, zalo, emva, kokubonana, nomsebenzi, kunye, okanye, imanyano, yakhe, ukuba, ulandulo, lomntu, onjalo, alufanelekanga, idha, mayibize, uncedo, olufanelekileyo, elungelweni, layo] \n", + "2 [province, kwazulunatal, department, transport, invites, tenders, established, contractors, experienced, bridge, construction, construction, kwajolwayo, tugela, river, pedestrian, bridge, near, tugela, ferry, duration, project, months] \n", + "3 [netefatša, gore, ba, file, dilo, ka, moka, tše, le, dumelelanego, ka, tšona, mohlala, maleri, magolo, šomišwago, go, fihlelela, meagong, e, metelele, scaffolds, bolokegilego, lefelo, la, maleba, la, go, šomela, go, phela, gabotse, bjbj] \n", + "4 [khomishini, ya, ndinganyiso, ya, mbeu, yo, ewa, maana, u, ya, nga, mulayo, wa, khomishini, ya, ndinganyiso, ya, mbeu, u, thetshelesa, mbilaelo, dzine, dza, tshimbilelana, na, tshialula, u, ya, nga, mbeu, nahone, ivhea, sa, foramu, ya, thungo, u, ya, nga, mulayo, wa, ndinganyiso] " + ] + }, + "execution_count": 173, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4ec7d9b4", + "metadata": {}, + "outputs": [], + "source": [ + "SUPPORT VECTOR MACHINE" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "id": "349cccae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy score of the SVC is: 0.9942424242424243\n", + "\n", + "\n", + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " afr 1.00 0.99 1.00 583\n", + " eng 0.99 1.00 1.00 615\n", + " nbl 0.99 0.98 0.99 583\n", + " nso 1.00 0.99 0.99 625\n", + " sot 1.00 1.00 1.00 618\n", + " ssw 1.00 1.00 1.00 584\n", + " tsn 0.99 0.99 0.99 598\n", + " tso 1.00 1.00 1.00 561\n", + " ven 1.00 1.00 1.00 634\n", + " xho 1.00 0.99 0.99 609\n", + " zul 0.97 0.99 0.98 590\n", + "\n", + " accuracy 0.99 6600\n", + " macro avg 0.99 0.99 0.99 6600\n", + "weighted avg 0.99 0.99 0.99 6600\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import classification_report\n", + "\n", + "svc = SVC(kernel='linear')\n", + "svc.fit(X_train, y_train)\n", + "y_pred = svc.predict(X_test)\n", + "\n", + "print(\"The accuracy score of the SVC is:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\n\\nClassification Report:\\n\\n\", classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "markdown", + "id": "97b78de1", + "metadata": {}, + "source": [ + "SAVING AS CSV " + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "id": "31a23478", + "metadata": {}, + "outputs": [], + "source": [ + "results=svc.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "id": "f10edff7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
lang_id
0sot
1nso
2eng
3nso
4nso
\n", + "
" + ], + "text/plain": [ + " lang_id\n", + "0 sot\n", + "1 nso\n", + "2 eng\n", + "3 nso\n", + "4 nso" + ] + }, + "execution_count": 178, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "DAF= pd.DataFrame(results,columns=['lang_id'])\n", + "DAF.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "id": "e4648468", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexlang_id
01sot
12nso
23eng
34nso
45nso
\n", + "
" + ], + "text/plain": [ + " index lang_id\n", + "0 1 sot\n", + "1 2 nso\n", + "2 3 eng\n", + "3 4 nso\n", + "4 5 nso" + ] + }, + "execution_count": 180, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "output= pd.DataFrame({'index':test_df['index']})\n", + "submission=output.join(DAF)\n", + "submission.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "id": "380efba8", + "metadata": {}, + "outputs": [], + "source": [ + "submission.to_csv('Lang_kaggle.csv',index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "245fbb49", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "330a9eb8", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e2704341", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}