Cyber Bullying Tweet Classification.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "777cb9b8",
   "metadata": {},
   "source": [
    "# Importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "95ec4cd6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import re\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "import emoji\n",
    "import string\n",
    "import nltk\n",
    "from PIL import Image\n",
    "from collections import Counter\n",
    "from wordcloud import WordCloud, ImageColorGenerator, STOPWORDS\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.porter import PorterStemmer\n",
    "from nltk.stem.snowball import SnowballStemmer\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.metrics import accuracy_score, f1_score, confusion_matrix, classification_report\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import RandomizedSearchCV\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.svm import SVC,LinearSVC\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.pipeline import Pipeline\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8556b23a",
   "metadata": {},
   "source": [
    "# Getting data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "80eaea50",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('cyberbullying_tweets.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f38a4d86",
   "metadata": {},
   "source": [
    "# Initial Review"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "a9e82241",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 47692 entries, 0 to 47691\n",
      "Data columns (total 2 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   tweet_text          47692 non-null  object\n",
      " 1   cyberbullying_type  47692 non-null  object\n",
      "dtypes: object(2)\n",
      "memory usage: 745.3+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "e4b76404",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_text</th>\n",
       "      <th>cyberbullying_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>In other words #katandandre, your food was cra...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Why is #aussietv so white? #MKR #theblock #ImA...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>@XochitlSuckkks a classy whore? Or more red ve...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>@Jason_Gio meh. :P  thanks for the heads up, b...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>@RudhoeEnglish This is an ISIS account pretend...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          tweet_text cyberbullying_type\n",
       "0  In other words #katandandre, your food was cra...  not_cyberbullying\n",
       "1  Why is #aussietv so white? #MKR #theblock #ImA...  not_cyberbullying\n",
       "2  @XochitlSuckkks a classy whore? Or more red ve...  not_cyberbullying\n",
       "3  @Jason_Gio meh. :P  thanks for the heads up, b...  not_cyberbullying\n",
       "4  @RudhoeEnglish This is an ISIS account pretend...  not_cyberbullying"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d39d45b",
   "metadata": {},
   "source": [
    "# Checking Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "1f37920c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tweet_text            0\n",
       "cyberbullying_type    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ebf3d47",
   "metadata": {},
   "source": [
    "## No Missing Values found!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "68802ba4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "religion               7998\n",
       "age                    7992\n",
       "gender                 7973\n",
       "ethnicity              7961\n",
       "not_cyberbullying      7945\n",
       "other_cyberbullying    7823\n",
       "Name: cyberbullying_type, dtype: int64"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['cyberbullying_type'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b30bb5b",
   "metadata": {},
   "source": [
    "## Renaming columns for better understanding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "19692219",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.rename(columns={'tweet_text': 'text', 'cyberbullying_type': 'sentiment'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "3bd23113",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>In other words #katandandre, your food was cra...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Why is #aussietv so white? #MKR #theblock #ImA...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>@XochitlSuckkks a classy whore? Or more red ve...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>@Jason_Gio meh. :P  thanks for the heads up, b...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>@RudhoeEnglish This is an ISIS account pretend...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                                                text          sentiment\n",
       "0  In other words #katandandre, your food was cra...  not_cyberbullying\n",
       "1  Why is #aussietv so white? #MKR #theblock #ImA...  not_cyberbullying\n",
       "2  @XochitlSuckkks a classy whore? Or more red ve...  not_cyberbullying\n",
       "3  @Jason_Gio meh. :P  thanks for the heads up, b...  not_cyberbullying\n",
       "4  @RudhoeEnglish This is an ISIS account pretend...  not_cyberbullying"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4d7a66e",
   "metadata": {},
   "source": [
    "### Adding Encoded column for sentiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "82ce3b59",
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"sentiment_encoded\"] = data['sentiment'].replace({\"religion\": 1, \"age\": 2, \"ethnicity\": 3, \"gender\": 4, \"other_cyberbullying\": 5,\"not_cyberbullying\": 6})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "2de2f9da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>sentiment_encoded</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>In other words #katandandre, your food was cra...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Why is #aussietv so white? #MKR #theblock #ImA...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>@XochitlSuckkks a classy whore? Or more red ve...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>@Jason_Gio meh. :P  thanks for the heads up, b...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>@RudhoeEnglish This is an ISIS account pretend...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "                                                text          sentiment  \\\n",
       "0  In other words #katandandre, your food was cra...  not_cyberbullying   \n",
       "1  Why is #aussietv so white? #MKR #theblock #ImA...  not_cyberbullying   \n",
       "2  @XochitlSuckkks a classy whore? Or more red ve...  not_cyberbullying   \n",
       "3  @Jason_Gio meh. :P  thanks for the heads up, b...  not_cyberbullying   \n",
       "4  @RudhoeEnglish This is an ISIS account pretend...  not_cyberbullying   \n",
       "\n",
       "   sentiment_encoded  \n",
       "0                  6  \n",
       "1                  6  \n",
       "2                  6  \n",
       "3                  6  \n",
       "4                  6  "
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "e9688ee2",
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_words = set(stopwords.words('english'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f0aec9b",
   "metadata": {},
   "source": [
    "# Preprocessing of Text"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f77655a0",
   "metadata": {},
   "source": [
    "## Function to Remove Emojis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "84b3ac54",
   "metadata": {},
   "outputs": [],
   "source": [
    "def strip_emoji(text):\n",
    "    return emoji.replace_emoji(text,replace=\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5810f430",
   "metadata": {},
   "source": [
    "## Fucntion to Convert text to lowercase, remove (/r, /n  characters), URLs, non-utf characters, Numbers, punctuations,stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "5f08710c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def strip_all_entities(text): \n",
    "    text = text.replace('\\r', '').replace('\\n', ' ').lower()\n",
    "    text = re.sub(r\"(?:\\@|https?\\://)\\S+\", \"\", text)\n",
    "    text = re.sub(r'[^\\x00-\\x7f]',r'', text)\n",
    "    text = re.sub(r'(.)1+', r'1', text)\n",
    "    text = re.sub('[0-9]+', '', text)\n",
    "    stopchars= string.punctuation\n",
    "    table = str.maketrans('', '', stopchars)\n",
    "    text = text.translate(table)\n",
    "    text = [word for word in text.split() if word not in stop_words]\n",
    "    text = ' '.join(text)\n",
    "    return text"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03e802f4",
   "metadata": {},
   "source": [
    "## Function to remove contractions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "9363df94",
   "metadata": {},
   "outputs": [],
   "source": [
    "def decontract(text):\n",
    "    text = re.sub(r\"can\\'t\", \"can not\", text)\n",
    "    text = re.sub(r\"n\\'t\", \" not\", text)\n",
    "    text = re.sub(r\"\\'re\", \" are\", text)\n",
    "    text = re.sub(r\"\\'s\", \" is\", text)\n",
    "    text = re.sub(r\"\\'d\", \" would\", text)\n",
    "    text = re.sub(r\"\\'ll\", \" will\", text)\n",
    "    text = re.sub(r\"\\'t\", \" not\", text)\n",
    "    text = re.sub(r\"\\'ve\", \" have\", text)\n",
    "    text = re.sub(r\"\\'m\", \" am\", text)\n",
    "    return text"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f27f734c",
   "metadata": {},
   "source": [
    "## Function to Clean Hashtags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "6047710b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_hashtags(tweet):\n",
    "    new_tweet = \" \".join(word.strip() for word in re.split('#(?!(?:hashtag)\\b)[\\w-]+(?=(?:\\s+#[\\w-]+)*\\s*$)', tweet))\n",
    "    new_tweet2 = \" \".join(word.strip() for word in re.split('#|_', new_tweet))\n",
    "    return new_tweet2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ec23586",
   "metadata": {},
   "source": [
    "## Function to Filter Special Characters such as $, &"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "8ec1f6ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "def filter_chars(a):\n",
    "    sent = []\n",
    "    for word in a.split(' '):\n",
    "        if ('$' in word) | ('&' in word):\n",
    "            sent.append('')\n",
    "        else:\n",
    "            sent.append(word)\n",
    "    return ' '.join(sent)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f914a9f",
   "metadata": {},
   "source": [
    "## Function to remove mutiple sequence spaces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "4aef21fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_mult_spaces(text):\n",
    "    return re.sub(\"\\s\\s+\" , \" \", text)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94b7ce8e",
   "metadata": {},
   "source": [
    "## Function to apply stemming to words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "aded2220",
   "metadata": {},
   "outputs": [],
   "source": [
    "def stemmer(text):\n",
    "    tokenized = nltk.word_tokenize(text)\n",
    "    ps = PorterStemmer()\n",
    "    return ' '.join([ps.stem(words) for words in tokenized])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06f11695",
   "metadata": {},
   "source": [
    "## Function to apply lemmatization to words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "bc526527",
   "metadata": {},
   "outputs": [],
   "source": [
    "def lemmatize(text):\n",
    "    tokenized = nltk.word_tokenize(text)\n",
    "    lm = WordNetLemmatizer()\n",
    "    return ' '.join([lm.lemmatize(words) for words in tokenized])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cf32981",
   "metadata": {},
   "source": [
    "## Function to Preprocess the text by applying all above functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "6e656d3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess(text):\n",
    "    text = strip_emoji(text)\n",
    "    text = decontract(text)\n",
    "    text = strip_all_entities(text)\n",
    "    text = clean_hashtags(text)\n",
    "    text = filter_chars(text)\n",
    "    text = remove_mult_spaces(text)\n",
    "    text = stemmer(text)\n",
    "    text = lemmatize(text)\n",
    "    return text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "5f73f2a5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>sentiment_encoded</th>\n",
       "      <th>cleaned_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>In other words #katandandre, your food was cra...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>word katandandr food crapilici mkr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Why is #aussietv so white? #MKR #theblock #ImA...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>aussietv white mkr theblock imacelebrityau tod...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>@XochitlSuckkks a classy whore? Or more red ve...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>classi whore red velvet cupcak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>@Jason_Gio meh. :P  thanks for the heads up, b...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>meh p thank head concern anoth angri dude twitter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>@RudhoeEnglish This is an ISIS account pretend...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>isi account pretend kurdish account like islam...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text          sentiment  \\\n",
       "0  In other words #katandandre, your food was cra...  not_cyberbullying   \n",
       "1  Why is #aussietv so white? #MKR #theblock #ImA...  not_cyberbullying   \n",
       "2  @XochitlSuckkks a classy whore? Or more red ve...  not_cyberbullying   \n",
       "3  @Jason_Gio meh. :P  thanks for the heads up, b...  not_cyberbullying   \n",
       "4  @RudhoeEnglish This is an ISIS account pretend...  not_cyberbullying   \n",
       "\n",
       "   sentiment_encoded                                       cleaned_text  \n",
       "0                  6                 word katandandr food crapilici mkr  \n",
       "1                  6  aussietv white mkr theblock imacelebrityau tod...  \n",
       "2                  6                     classi whore red velvet cupcak  \n",
       "3                  6  meh p thank head concern anoth angri dude twitter  \n",
       "4                  6  isi account pretend kurdish account like islam...  "
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['cleaned_text'] = data['text'].apply(preprocess)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a1e7731",
   "metadata": {},
   "source": [
    "## Cleaned text added"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2db44e62",
   "metadata": {},
   "source": [
    "## Dealing with Duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "596a314f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3041"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"cleaned_text\"].duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "bbf91544",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop_duplicates(\"cleaned_text\", inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13fb3957",
   "metadata": {},
   "source": [
    "# Duplicates removed"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "550ff3ff",
   "metadata": {},
   "source": [
    "# Tokenization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "4023b36e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>sentiment_encoded</th>\n",
       "      <th>cleaned_text</th>\n",
       "      <th>tweet_list</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>In other words #katandandre, your food was cra...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>word katandandr food crapilici mkr</td>\n",
       "      <td>[word, katandandr, food, crapilici, mkr]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Why is #aussietv so white? #MKR #theblock #ImA...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>aussietv white mkr theblock imacelebrityau tod...</td>\n",
       "      <td>[aussietv, white, mkr, theblock, imacelebritya...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>@XochitlSuckkks a classy whore? Or more red ve...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>classi whore red velvet cupcak</td>\n",
       "      <td>[classi, whore, red, velvet, cupcak]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>@Jason_Gio meh. :P  thanks for the heads up, b...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>meh p thank head concern anoth angri dude twitter</td>\n",
       "      <td>[meh, p, thank, head, concern, anoth, angri, d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>@RudhoeEnglish This is an ISIS account pretend...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>isi account pretend kurdish account like islam...</td>\n",
       "      <td>[isi, account, pretend, kurdish, account, like...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text          sentiment  \\\n",
       "0  In other words #katandandre, your food was cra...  not_cyberbullying   \n",
       "1  Why is #aussietv so white? #MKR #theblock #ImA...  not_cyberbullying   \n",
       "2  @XochitlSuckkks a classy whore? Or more red ve...  not_cyberbullying   \n",
       "3  @Jason_Gio meh. :P  thanks for the heads up, b...  not_cyberbullying   \n",
       "4  @RudhoeEnglish This is an ISIS account pretend...  not_cyberbullying   \n",
       "\n",
       "   sentiment_encoded                                       cleaned_text  \\\n",
       "0                  6                 word katandandr food crapilici mkr   \n",
       "1                  6  aussietv white mkr theblock imacelebrityau tod...   \n",
       "2                  6                     classi whore red velvet cupcak   \n",
       "3                  6  meh p thank head concern anoth angri dude twitter   \n",
       "4                  6  isi account pretend kurdish account like islam...   \n",
       "\n",
       "                                          tweet_list  \n",
       "0           [word, katandandr, food, crapilici, mkr]  \n",
       "1  [aussietv, white, mkr, theblock, imacelebritya...  \n",
       "2               [classi, whore, red, velvet, cupcak]  \n",
       "3  [meh, p, thank, head, concern, anoth, angri, d...  \n",
       "4  [isi, account, pretend, kurdish, account, like...  "
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['tweet_list'] = data['cleaned_text'].apply(word_tokenize)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99cebeba",
   "metadata": {},
   "source": [
    "# Checking length of various tweet texts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "8434c6e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "text_len = []\n",
    "for text in data.tweet_list:\n",
    "    tweet_len = len(text)\n",
    "    text_len.append(tweet_len)\n",
    "data['text_len'] = text_len"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "3d527c3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,8))\n",
    "ax = sns.countplot(x='text_len', data=data, palette='mako')\n",
    "plt.title('Count of words in tweets', fontsize=20)\n",
    "plt.yticks([])\n",
    "ax.bar_label(ax.containers[0])\n",
    "plt.ylabel('count')\n",
    "plt.xlabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bac7122a",
   "metadata": {},
   "source": [
    "# Removing text without words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "337858c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data[data['text_len']!=0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "5927d28b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(44650, 6)"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a770a2a",
   "metadata": {},
   "source": [
    "# Function to create WordCloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "72ea90e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_wordcloud(cyberbullying_type):\n",
    "    string = \"\"\n",
    "    for i in data[data.sentiment == cyberbullying_type].cleaned_text.values:\n",
    "        string = string + \" \" + i.strip()\n",
    "\n",
    "    custom_mask = np.array(Image.open('statics/twitter.png'))\n",
    "    mask_colors = ImageColorGenerator(custom_mask)\n",
    "    wordcloud = WordCloud(background_color ='white',max_words=2000, max_font_size=256,\n",
    "               random_state=42, width=custom_mask.shape[1],height=custom_mask.shape[0],\n",
    "                mask = custom_mask,min_font_size = 10,color_func=mask_colors).generate(string)\n",
    " \n",
    "    # plot the WordCloud image                      \n",
    "    plt.figure(figsize = (8, 8), facecolor = None)\n",
    "    plt.imshow(wordcloud)\n",
    "    plt.axis(\"off\")\n",
    "    plt.tight_layout(pad = 0)\n",
    "    plt.title(cyberbullying_type)\n",
    "    plt.show()\n",
    "    del string"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98989bcf",
   "metadata": {},
   "source": [
    "# Splitting data based on sentiment for Data Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "8447913c",
   "metadata": {},
   "outputs": [],
   "source": [
    "not_cyberbullying_type = data[data['sentiment']=='not_cyberbullying']\n",
    "gender_type = data[data['sentiment']=='gender']\n",
    "religion_type = data[data['sentiment']=='religion']\n",
    "other_cyberbullying_type = data[data['sentiment']=='other_cyberbullying']\n",
    "age_type = data[data['sentiment']=='age']\n",
    "ethnicity_type = data[data['sentiment']=='ethnicity']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87328182",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6b9ded2",
   "metadata": {},
   "source": [
    "# Gender Based Cyberbullying"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "bf363699",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "#T_dd06b_row8_col1 {\n",
       "  background-color: #e1f3dc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dd06b_row9_col1, #T_dd06b_row10_col1 {\n",
       "  background-color: #e7f6e2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dd06b_row11_col1 {\n",
       "  background-color: #e8f6e3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dd06b_row12_col1, #T_dd06b_row13_col1 {\n",
       "  background-color: #f1faee;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dd06b_row14_col1 {\n",
       "  background-color: #f2faef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dd06b_row15_col1, #T_dd06b_row16_col1 {\n",
       "  background-color: #f2faf0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dd06b_row17_col1 {\n",
       "  background-color: #f4fbf1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dd06b_row18_col1 {\n",
       "  background-color: #f4fbf2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_dd06b_row19_col1 {\n",
       "  background-color: #f7fcf5;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_dd06b_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Top Words</th>\n",
       "      <th class=\"col_heading level0 col1\" >Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_dd06b_row0_col0\" class=\"data row0 col0\" >joke</td>\n",
       "      <td id=\"T_dd06b_row0_col1\" class=\"data row0 col1\" >5179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_dd06b_row1_col0\" class=\"data row1 col0\" >rape</td>\n",
       "      <td id=\"T_dd06b_row1_col1\" class=\"data row1 col1\" >4070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_dd06b_row2_col0\" class=\"data row2 col0\" >gay</td>\n",
       "      <td id=\"T_dd06b_row2_col1\" class=\"data row2 col1\" >3852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_dd06b_row3_col0\" class=\"data row3 col0\" >call</td>\n",
       "      <td id=\"T_dd06b_row3_col1\" class=\"data row3 col1\" >1401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_dd06b_row4_col0\" class=\"data row4 col0\" >make</td>\n",
       "      <td id=\"T_dd06b_row4_col1\" class=\"data row4 col1\" >1283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_dd06b_row5_col0\" class=\"data row5 col0\" >rt</td>\n",
       "      <td id=\"T_dd06b_row5_col1\" class=\"data row5 col1\" >1221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_dd06b_row6_col0\" class=\"data row6 col0\" >woman</td>\n",
       "      <td id=\"T_dd06b_row6_col1\" class=\"data row6 col1\" >1182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_dd06b_row7_col0\" class=\"data row7 col0\" >bitch</td>\n",
       "      <td id=\"T_dd06b_row7_col1\" class=\"data row7 col1\" >1146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_dd06b_row8_col0\" class=\"data row8 col0\" >femal</td>\n",
       "      <td id=\"T_dd06b_row8_col1\" class=\"data row8 col1\" >1108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_dd06b_row9_col0\" class=\"data row9 col0\" >peopl</td>\n",
       "      <td id=\"T_dd06b_row9_col1\" class=\"data row9 col1\" >988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_dd06b_row10_col0\" class=\"data row10 col0\" >like</td>\n",
       "      <td id=\"T_dd06b_row10_col1\" class=\"data row10 col1\" >978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_dd06b_row11_col0\" class=\"data row11 col0\" >sexist</td>\n",
       "      <td id=\"T_dd06b_row11_col1\" class=\"data row11 col1\" >953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "      <td id=\"T_dd06b_row12_col0\" class=\"data row12 col0\" >funni</td>\n",
       "      <td id=\"T_dd06b_row12_col1\" class=\"data row12 col1\" >662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "      <td id=\"T_dd06b_row13_col0\" class=\"data row13 col0\" >mkr</td>\n",
       "      <td id=\"T_dd06b_row13_col1\" class=\"data row13 col1\" >659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "      <td id=\"T_dd06b_row14_col0\" class=\"data row14 col0\" >men</td>\n",
       "      <td id=\"T_dd06b_row14_col1\" class=\"data row14 col1\" >614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "      <td id=\"T_dd06b_row15_col0\" class=\"data row15 col0\" >say</td>\n",
       "      <td id=\"T_dd06b_row15_col1\" class=\"data row15 col1\" >592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "      <td id=\"T_dd06b_row16_col0\" class=\"data row16 col0\" >think</td>\n",
       "      <td id=\"T_dd06b_row16_col1\" class=\"data row16 col1\" >592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "      <td id=\"T_dd06b_row17_col0\" class=\"data row17 col0\" >get</td>\n",
       "      <td id=\"T_dd06b_row17_col1\" class=\"data row17 col1\" >555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "      <td id=\"T_dd06b_row18_col0\" class=\"data row18 col0\" >fuck</td>\n",
       "      <td id=\"T_dd06b_row18_col1\" class=\"data row18 col1\" >548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_dd06b_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "      <td id=\"T_dd06b_row19_col0\" class=\"data row19 col0\" >use</td>\n",
       "      <td id=\"T_dd06b_row19_col1\" class=\"data row19 col1\" >441</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x17d04892eb0>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gender = Counter([item for sublist in gender_type['tweet_list'] for item in sublist])\n",
    "top20_gender = pd.DataFrame(gender.most_common(20))\n",
    "top20_gender.columns = ['Top Words','Count']\n",
    "top20_gender.style.background_gradient(cmap='Greens')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "6863d867",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top 20 words in Gender Cyberbullying')"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,8))\n",
    "sns.barplot(data=top20_gender, y=\"Count\", x=\"Top Words\")\n",
    "plt.title(\"Top 20 words in Gender Cyberbullying\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "8bc2643c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_wordcloud('gender')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8bd58bd",
   "metadata": {},
   "source": [
    "# Religion Based Cyberbullying"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "7fb8c989",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_aff55_row0_col1 {\n",
       "  background-color: #00441b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_aff55_row1_col1 {\n",
       "  background-color: #46ae60;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_aff55_row2_col1 {\n",
       "  background-color: #87cd86;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row3_col1 {\n",
       "  background-color: #a3da9d;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row4_col1 {\n",
       "  background-color: #b2e0ac;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row5_col1 {\n",
       "  background-color: #d8f0d2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row6_col1 {\n",
       "  background-color: #ddf2d8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row7_col1 {\n",
       "  background-color: #def2d9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row8_col1, #T_aff55_row9_col1 {\n",
       "  background-color: #e0f3db;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row10_col1 {\n",
       "  background-color: #e4f5df;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row11_col1 {\n",
       "  background-color: #e7f6e3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row12_col1 {\n",
       "  background-color: #e8f6e4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row13_col1 {\n",
       "  background-color: #f2faef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row14_col1, #T_aff55_row15_col1 {\n",
       "  background-color: #f4fbf1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row16_col1 {\n",
       "  background-color: #f4fbf2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row17_col1, #T_aff55_row18_col1 {\n",
       "  background-color: #f6fcf4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_aff55_row19_col1 {\n",
       "  background-color: #f7fcf5;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_aff55_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Top Words</th>\n",
       "      <th class=\"col_heading level0 col1\" >Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_aff55_row0_col0\" class=\"data row0 col0\" >muslim</td>\n",
       "      <td id=\"T_aff55_row0_col1\" class=\"data row0 col1\" >4618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_aff55_row1_col0\" class=\"data row1 col0\" >idiot</td>\n",
       "      <td id=\"T_aff55_row1_col1\" class=\"data row1 col1\" >3075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_aff55_row2_col0\" class=\"data row2 col0\" >islam</td>\n",
       "      <td id=\"T_aff55_row2_col1\" class=\"data row2 col1\" >2440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_aff55_row3_col0\" class=\"data row3 col0\" >christian</td>\n",
       "      <td id=\"T_aff55_row3_col1\" class=\"data row3 col1\" >2132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_aff55_row4_col0\" class=\"data row4 col0\" >u</td>\n",
       "      <td id=\"T_aff55_row4_col1\" class=\"data row4 col1\" >1922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_aff55_row5_col0\" class=\"data row5 col0\" >terrorist</td>\n",
       "      <td id=\"T_aff55_row5_col1\" class=\"data row5 col1\" >1378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_aff55_row6_col0\" class=\"data row6 col0\" >right</td>\n",
       "      <td id=\"T_aff55_row6_col1\" class=\"data row6 col1\" >1289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_aff55_row7_col0\" class=\"data row7 col0\" >like</td>\n",
       "      <td id=\"T_aff55_row7_col1\" class=\"data row7 col1\" >1276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_aff55_row8_col0\" class=\"data row8 col0\" >support</td>\n",
       "      <td id=\"T_aff55_row8_col1\" class=\"data row8 col1\" >1251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_aff55_row9_col0\" class=\"data row9 col0\" >woman</td>\n",
       "      <td id=\"T_aff55_row9_col1\" class=\"data row9 col1\" >1247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_aff55_row10_col0\" class=\"data row10 col0\" >terror</td>\n",
       "      <td id=\"T_aff55_row10_col1\" class=\"data row10 col1\" >1182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_aff55_row11_col0\" class=\"data row11 col0\" >radic</td>\n",
       "      <td id=\"T_aff55_row11_col1\" class=\"data row11 col1\" >1110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "      <td id=\"T_aff55_row12_col0\" class=\"data row12 col0\" >peopl</td>\n",
       "      <td id=\"T_aff55_row12_col1\" class=\"data row12 col1\" >1076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "      <td id=\"T_aff55_row13_col0\" class=\"data row13 col0\" >say</td>\n",
       "      <td id=\"T_aff55_row13_col1\" class=\"data row13 col1\" >812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "      <td id=\"T_aff55_row14_col0\" class=\"data row14 col0\" >amp</td>\n",
       "      <td id=\"T_aff55_row14_col1\" class=\"data row14 col1\" >769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "      <td id=\"T_aff55_row15_col0\" class=\"data row15 col0\" >know</td>\n",
       "      <td id=\"T_aff55_row15_col1\" class=\"data row15 col1\" >759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "      <td id=\"T_aff55_row16_col0\" class=\"data row16 col0\" >human</td>\n",
       "      <td id=\"T_aff55_row16_col1\" class=\"data row16 col1\" >744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "      <td id=\"T_aff55_row17_col0\" class=\"data row17 col0\" >kill</td>\n",
       "      <td id=\"T_aff55_row17_col1\" class=\"data row17 col1\" >708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "      <td id=\"T_aff55_row18_col0\" class=\"data row18 col0\" >hindu</td>\n",
       "      <td id=\"T_aff55_row18_col1\" class=\"data row18 col1\" >688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_aff55_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "      <td id=\"T_aff55_row19_col0\" class=\"data row19 col0\" >one</td>\n",
       "      <td id=\"T_aff55_row19_col1\" class=\"data row19 col1\" >666</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x17d09ae8730>"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "religion = Counter([item for sublist in religion_type['tweet_list'] for item in sublist])\n",
    "top20_religion = pd.DataFrame(religion.most_common(20))\n",
    "top20_religion.columns = ['Top Words','Count']\n",
    "top20_religion.style.background_gradient(cmap='Greens')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "ba7da3f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top 20 words in Religion Cyberbullying')"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,8))\n",
    "sns.barplot(data=top20_religion, y=\"Count\", x=\"Top Words\")\n",
    "plt.title(\"Top 20 words in Religion Cyberbullying\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "cc664261",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_wordcloud('religion')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f123cb6",
   "metadata": {},
   "source": [
    "# Age based Cyberbullying"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "15938113",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_9f9fc_row0_col1 {\n",
       "  background-color: #00441b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9f9fc_row1_col1 {\n",
       "  background-color: #005622;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9f9fc_row2_col1 {\n",
       "  background-color: #6bc072;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9f9fc_row3_col1 {\n",
       "  background-color: #78c679;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9f9fc_row4_col1 {\n",
       "  background-color: #d6efd0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9f9fc_row5_col1, #T_9f9fc_row6_col1 {\n",
       "  background-color: #edf8ea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9f9fc_row7_col1 {\n",
       "  background-color: #f0f9ec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9f9fc_row8_col1, #T_9f9fc_row9_col1 {\n",
       "  background-color: #f1faee;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9f9fc_row10_col1 {\n",
       "  background-color: #f2faf0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9f9fc_row11_col1 {\n",
       "  background-color: #f3faf0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9f9fc_row12_col1, #T_9f9fc_row13_col1 {\n",
       "  background-color: #f5fbf2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9f9fc_row14_col1 {\n",
       "  background-color: #f5fbf3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9f9fc_row15_col1, #T_9f9fc_row16_col1, #T_9f9fc_row17_col1, #T_9f9fc_row18_col1 {\n",
       "  background-color: #f6fcf4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9f9fc_row19_col1 {\n",
       "  background-color: #f7fcf5;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_9f9fc_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Top Words</th>\n",
       "      <th class=\"col_heading level0 col1\" >Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_9f9fc_row0_col0\" class=\"data row0 col0\" >bulli</td>\n",
       "      <td id=\"T_9f9fc_row0_col1\" class=\"data row0 col1\" >8899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_9f9fc_row1_col0\" class=\"data row1 col0\" >school</td>\n",
       "      <td id=\"T_9f9fc_row1_col1\" class=\"data row1 col1\" >8426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_9f9fc_row2_col0\" class=\"data row2 col0\" >high</td>\n",
       "      <td id=\"T_9f9fc_row2_col1\" class=\"data row2 col1\" >4861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_9f9fc_row3_col0\" class=\"data row3 col0\" >girl</td>\n",
       "      <td id=\"T_9f9fc_row3_col1\" class=\"data row3 col1\" >4616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_9f9fc_row4_col0\" class=\"data row4 col0\" >like</td>\n",
       "      <td id=\"T_9f9fc_row4_col1\" class=\"data row4 col1\" >2076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_9f9fc_row5_col0\" class=\"data row5 col0\" >get</td>\n",
       "      <td id=\"T_9f9fc_row5_col1\" class=\"data row5 col1\" >1051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_9f9fc_row6_col0\" class=\"data row6 col0\" >one</td>\n",
       "      <td id=\"T_9f9fc_row6_col1\" class=\"data row6 col1\" >1044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_9f9fc_row7_col0\" class=\"data row7 col0\" >peopl</td>\n",
       "      <td id=\"T_9f9fc_row7_col1\" class=\"data row7 col1\" >934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_9f9fc_row8_col0\" class=\"data row8 col0\" >got</td>\n",
       "      <td id=\"T_9f9fc_row8_col1\" class=\"data row8 col1\" >842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_9f9fc_row9_col0\" class=\"data row9 col0\" >kid</td>\n",
       "      <td id=\"T_9f9fc_row9_col1\" class=\"data row9 col1\" >809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_9f9fc_row10_col0\" class=\"data row10 col0\" >would</td>\n",
       "      <td id=\"T_9f9fc_row10_col1\" class=\"data row10 col1\" >762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_9f9fc_row11_col0\" class=\"data row11 col0\" >middl</td>\n",
       "      <td id=\"T_9f9fc_row11_col1\" class=\"data row11 col1\" >714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "      <td id=\"T_9f9fc_row12_col0\" class=\"data row12 col0\" >friend</td>\n",
       "      <td id=\"T_9f9fc_row12_col1\" class=\"data row12 col1\" >632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "      <td id=\"T_9f9fc_row13_col0\" class=\"data row13 col0\" >im</td>\n",
       "      <td id=\"T_9f9fc_row13_col1\" class=\"data row13 col1\" >625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "      <td id=\"T_9f9fc_row14_col0\" class=\"data row14 col0\" >year</td>\n",
       "      <td id=\"T_9f9fc_row14_col1\" class=\"data row14 col1\" >586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "      <td id=\"T_9f9fc_row15_col0\" class=\"data row15 col0\" >go</td>\n",
       "      <td id=\"T_9f9fc_row15_col1\" class=\"data row15 col1\" >555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "      <td id=\"T_9f9fc_row16_col0\" class=\"data row16 col0\" >look</td>\n",
       "      <td id=\"T_9f9fc_row16_col1\" class=\"data row16 col1\" >545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "      <td id=\"T_9f9fc_row17_col0\" class=\"data row17 col0\" >amp</td>\n",
       "      <td id=\"T_9f9fc_row17_col1\" class=\"data row17 col1\" >527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "      <td id=\"T_9f9fc_row18_col0\" class=\"data row18 col0\" >know</td>\n",
       "      <td id=\"T_9f9fc_row18_col1\" class=\"data row18 col1\" >511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9f9fc_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "      <td id=\"T_9f9fc_row19_col0\" class=\"data row19 col0\" >u</td>\n",
       "      <td id=\"T_9f9fc_row19_col1\" class=\"data row19 col1\" >477</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x17d0ab34f70>"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "age = Counter([item for sublist in age_type['tweet_list'] for item in sublist])\n",
    "top20_age = pd.DataFrame(age.most_common(20))\n",
    "top20_age.columns = ['Top Words','Count']\n",
    "top20_age.style.background_gradient(cmap='Greens')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "9e4ef0b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top 20 words in Age Cyberbullying')"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,8))\n",
    "sns.barplot(data=top20_age, y=\"Count\", x=\"Top Words\")\n",
    "plt.title(\"Top 20 words in Age Cyberbullying\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "30cc0e6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_wordcloud('age')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6b41e24",
   "metadata": {},
   "source": [
    "# Ethnicity based Cyberbullying"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "bd56bdab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_e2849_row0_col1 {\n",
       "  background-color: #00441b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e2849_row1_col1 {\n",
       "  background-color: #005f26;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e2849_row2_col1 {\n",
       "  background-color: #0c7735;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e2849_row3_col1 {\n",
       "  background-color: #b8e3b2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row4_col1 {\n",
       "  background-color: #bee5b8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row5_col1 {\n",
       "  background-color: #c1e6ba;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row6_col1 {\n",
       "  background-color: #dbf1d6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row7_col1 {\n",
       "  background-color: #e3f4de;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row8_col1 {\n",
       "  background-color: #e9f7e5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row9_col1 {\n",
       "  background-color: #eaf7e6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row10_col1 {\n",
       "  background-color: #ecf8e8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row11_col1 {\n",
       "  background-color: #edf8e9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row12_col1 {\n",
       "  background-color: #edf8ea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row13_col1 {\n",
       "  background-color: #eff9eb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row14_col1 {\n",
       "  background-color: #eff9ec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row15_col1 {\n",
       "  background-color: #f4fbf1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row16_col1, #T_e2849_row17_col1 {\n",
       "  background-color: #f6fcf4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e2849_row18_col1, #T_e2849_row19_col1 {\n",
       "  background-color: #f7fcf5;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_e2849_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Top Words</th>\n",
       "      <th class=\"col_heading level0 col1\" >Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_e2849_row0_col0\" class=\"data row0 col0\" >fuck</td>\n",
       "      <td id=\"T_e2849_row0_col1\" class=\"data row0 col1\" >5892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_e2849_row1_col0\" class=\"data row1 col0\" >nigger</td>\n",
       "      <td id=\"T_e2849_row1_col1\" class=\"data row1 col1\" >5456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_e2849_row2_col0\" class=\"data row2 col0\" >dumb</td>\n",
       "      <td id=\"T_e2849_row2_col1\" class=\"data row2 col1\" >5003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_e2849_row3_col0\" class=\"data row3 col0\" >as</td>\n",
       "      <td id=\"T_e2849_row3_col1\" class=\"data row3 col1\" >2241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_e2849_row4_col0\" class=\"data row4 col0\" >black</td>\n",
       "      <td id=\"T_e2849_row4_col1\" class=\"data row4 col1\" >2134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_e2849_row5_col0\" class=\"data row5 col0\" >u</td>\n",
       "      <td id=\"T_e2849_row5_col1\" class=\"data row5 col1\" >2107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_e2849_row6_col0\" class=\"data row6 col0\" >white</td>\n",
       "      <td id=\"T_e2849_row6_col1\" class=\"data row6 col1\" >1557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_e2849_row7_col0\" class=\"data row7 col0\" >call</td>\n",
       "      <td id=\"T_e2849_row7_col1\" class=\"data row7 col1\" >1381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_e2849_row8_col0\" class=\"data row8 col0\" >peopl</td>\n",
       "      <td id=\"T_e2849_row8_col1\" class=\"data row8 col1\" >1182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_e2849_row9_col0\" class=\"data row9 col0\" >rt</td>\n",
       "      <td id=\"T_e2849_row9_col1\" class=\"data row9 col1\" >1166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_e2849_row10_col0\" class=\"data row10 col0\" >obama</td>\n",
       "      <td id=\"T_e2849_row10_col1\" class=\"data row10 col1\" >1112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_e2849_row11_col0\" class=\"data row11 col0\" >one</td>\n",
       "      <td id=\"T_e2849_row11_col1\" class=\"data row11 col1\" >1058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "      <td id=\"T_e2849_row12_col0\" class=\"data row12 col0\" >like</td>\n",
       "      <td id=\"T_e2849_row12_col1\" class=\"data row12 col1\" >1035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "      <td id=\"T_e2849_row13_col0\" class=\"data row13 col0\" >bitch</td>\n",
       "      <td id=\"T_e2849_row13_col1\" class=\"data row13 col1\" >999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "      <td id=\"T_e2849_row14_col0\" class=\"data row14 col0\" >ur</td>\n",
       "      <td id=\"T_e2849_row14_col1\" class=\"data row14 col1\" >987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "      <td id=\"T_e2849_row15_col0\" class=\"data row15 col0\" >say</td>\n",
       "      <td id=\"T_e2849_row15_col1\" class=\"data row15 col1\" >817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "      <td id=\"T_e2849_row16_col0\" class=\"data row16 col0\" >first</td>\n",
       "      <td id=\"T_e2849_row16_col1\" class=\"data row16 col1\" >745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "      <td id=\"T_e2849_row17_col0\" class=\"data row17 col0\" >get</td>\n",
       "      <td id=\"T_e2849_row17_col1\" class=\"data row17 col1\" >740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "      <td id=\"T_e2849_row18_col0\" class=\"data row18 col0\" >anyth</td>\n",
       "      <td id=\"T_e2849_row18_col1\" class=\"data row18 col1\" >708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e2849_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "      <td id=\"T_e2849_row19_col0\" class=\"data row19 col0\" >racism</td>\n",
       "      <td id=\"T_e2849_row19_col1\" class=\"data row19 col1\" >689</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x17d0af8b970>"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ethnicity = Counter([item for sublist in ethnicity_type['tweet_list'] for item in sublist])\n",
    "top20_ethnicity = pd.DataFrame(ethnicity.most_common(20))\n",
    "top20_ethnicity.columns = ['Top Words','Count']\n",
    "top20_ethnicity.style.background_gradient(cmap='Greens')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "e186b9be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top 20 words in Ethnicity Cyberbullying')"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,8))\n",
    "sns.barplot(data=top20_ethnicity, y=\"Count\", x=\"Top Words\")\n",
    "plt.title(\"Top 20 words in Ethnicity Cyberbullying\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "a9caeb66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_wordcloud('ethnicity')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff2b24b3",
   "metadata": {},
   "source": [
    "# Other types of Cyberbullying"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "c5ca6ffe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_5cfda_row0_col1 {\n",
       "  background-color: #00441b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_5cfda_row1_col1 {\n",
       "  background-color: #1a843f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_5cfda_row2_col1 {\n",
       "  background-color: #7fc97f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row3_col1 {\n",
       "  background-color: #a9dca3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row4_col1 {\n",
       "  background-color: #b6e2af;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row5_col1 {\n",
       "  background-color: #c8e9c1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row6_col1 {\n",
       "  background-color: #e1f3dc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row7_col1 {\n",
       "  background-color: #e6f5e1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row8_col1, #T_5cfda_row9_col1 {\n",
       "  background-color: #ebf7e7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row10_col1 {\n",
       "  background-color: #ecf8e8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row11_col1 {\n",
       "  background-color: #eef8ea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row12_col1 {\n",
       "  background-color: #f0f9ec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row13_col1 {\n",
       "  background-color: #f2faef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row14_col1 {\n",
       "  background-color: #f2faf0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row15_col1 {\n",
       "  background-color: #f3faf0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row16_col1, #T_5cfda_row17_col1, #T_5cfda_row18_col1 {\n",
       "  background-color: #f6fcf4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5cfda_row19_col1 {\n",
       "  background-color: #f7fcf5;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_5cfda_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Top Words</th>\n",
       "      <th class=\"col_heading level0 col1\" >Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_5cfda_row0_col0\" class=\"data row0 col0\" >bulli</td>\n",
       "      <td id=\"T_5cfda_row0_col1\" class=\"data row0 col1\" >882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_5cfda_row1_col0\" class=\"data row1 col0\" >rt</td>\n",
       "      <td id=\"T_5cfda_row1_col1\" class=\"data row1 col1\" >727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_5cfda_row2_col0\" class=\"data row2 col0\" >fuck</td>\n",
       "      <td id=\"T_5cfda_row2_col1\" class=\"data row2 col1\" >509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_5cfda_row3_col0\" class=\"data row3 col0\" >like</td>\n",
       "      <td id=\"T_5cfda_row3_col1\" class=\"data row3 col1\" >424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_5cfda_row4_col0\" class=\"data row4 col0\" >get</td>\n",
       "      <td id=\"T_5cfda_row4_col1\" class=\"data row4 col1\" >393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_5cfda_row5_col0\" class=\"data row5 col0\" >peopl</td>\n",
       "      <td id=\"T_5cfda_row5_col1\" class=\"data row5 col1\" >353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_5cfda_row6_col0\" class=\"data row6 col0\" >go</td>\n",
       "      <td id=\"T_5cfda_row6_col1\" class=\"data row6 col1\" >277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_5cfda_row7_col0\" class=\"data row7 col0\" >idiot</td>\n",
       "      <td id=\"T_5cfda_row7_col1\" class=\"data row7 col1\" >261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_5cfda_row8_col0\" class=\"data row8 col0\" >know</td>\n",
       "      <td id=\"T_5cfda_row8_col1\" class=\"data row8 col1\" >241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_5cfda_row9_col0\" class=\"data row9 col0\" >think</td>\n",
       "      <td id=\"T_5cfda_row9_col1\" class=\"data row9 col1\" >237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_5cfda_row10_col0\" class=\"data row10 col0\" >would</td>\n",
       "      <td id=\"T_5cfda_row10_col1\" class=\"data row10 col1\" >235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_5cfda_row11_col0\" class=\"data row11 col0\" >u</td>\n",
       "      <td id=\"T_5cfda_row11_col1\" class=\"data row11 col1\" >223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "      <td id=\"T_5cfda_row12_col0\" class=\"data row12 col0\" >make</td>\n",
       "      <td id=\"T_5cfda_row12_col1\" class=\"data row12 col1\" >215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "      <td id=\"T_5cfda_row13_col0\" class=\"data row13 col0\" >one</td>\n",
       "      <td id=\"T_5cfda_row13_col1\" class=\"data row13 col1\" >205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "      <td id=\"T_5cfda_row14_col0\" class=\"data row14 col0\" >time</td>\n",
       "      <td id=\"T_5cfda_row14_col1\" class=\"data row14 col1\" >202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "      <td id=\"T_5cfda_row15_col0\" class=\"data row15 col0\" >hate</td>\n",
       "      <td id=\"T_5cfda_row15_col1\" class=\"data row15 col1\" >199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "      <td id=\"T_5cfda_row16_col0\" class=\"data row16 col0\" >want</td>\n",
       "      <td id=\"T_5cfda_row16_col1\" class=\"data row16 col1\" >183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "      <td id=\"T_5cfda_row17_col0\" class=\"data row17 col0\" >thing</td>\n",
       "      <td id=\"T_5cfda_row17_col1\" class=\"data row17 col1\" >182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "      <td id=\"T_5cfda_row18_col0\" class=\"data row18 col0\" >need</td>\n",
       "      <td id=\"T_5cfda_row18_col1\" class=\"data row18 col1\" >182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5cfda_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "      <td id=\"T_5cfda_row19_col0\" class=\"data row19 col0\" >see</td>\n",
       "      <td id=\"T_5cfda_row19_col1\" class=\"data row19 col1\" >178</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x17d09b0ec10>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "other_cyberbullying = Counter([item for sublist in other_cyberbullying_type['tweet_list'] for item in sublist])\n",
    "top20_other_cyberbullying = pd.DataFrame(other_cyberbullying.most_common(20))\n",
    "top20_other_cyberbullying.columns = ['Top Words','Count']\n",
    "top20_other_cyberbullying.style.background_gradient(cmap='Greens')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "42204cf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top 20 words in Other Cyberbullying')"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,8))\n",
    "sns.barplot(data=top20_other_cyberbullying, y=\"Count\", x=\"Top Words\")\n",
    "plt.title(\"Top 20 words in Other Cyberbullying\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "e68c4a0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_wordcloud('other_cyberbullying')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54f6c8bf",
   "metadata": {},
   "source": [
    "# Tweets without Cyberbullying"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "a0b925b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_beda4_row0_col1 {\n",
       "  background-color: #00441b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_beda4_row1_col1 {\n",
       "  background-color: #45ad5f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_beda4_row2_col1 {\n",
       "  background-color: #98d594;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row3_col1, #T_beda4_row4_col1 {\n",
       "  background-color: #ddf2d8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row5_col1 {\n",
       "  background-color: #e2f4dd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row6_col1 {\n",
       "  background-color: #e5f5e1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row7_col1, #T_beda4_row8_col1 {\n",
       "  background-color: #eef8ea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row9_col1 {\n",
       "  background-color: #f0f9ec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row10_col1 {\n",
       "  background-color: #f0f9ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row11_col1 {\n",
       "  background-color: #f1faee;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row12_col1 {\n",
       "  background-color: #f2faf0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row13_col1, #T_beda4_row14_col1 {\n",
       "  background-color: #f4fbf1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row15_col1 {\n",
       "  background-color: #f4fbf2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row16_col1 {\n",
       "  background-color: #f5fbf2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row17_col1 {\n",
       "  background-color: #f6fcf4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_beda4_row18_col1, #T_beda4_row19_col1 {\n",
       "  background-color: #f7fcf5;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_beda4_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Top Words</th>\n",
       "      <th class=\"col_heading level0 col1\" >Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_beda4_row0_col0\" class=\"data row0 col0\" >mkr</td>\n",
       "      <td id=\"T_beda4_row0_col1\" class=\"data row0 col1\" >1674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_beda4_row1_col0\" class=\"data row1 col0\" >bulli</td>\n",
       "      <td id=\"T_beda4_row1_col1\" class=\"data row1 col1\" >1102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_beda4_row2_col0\" class=\"data row2 col0\" >rt</td>\n",
       "      <td id=\"T_beda4_row2_col1\" class=\"data row2 col1\" >785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_beda4_row3_col0\" class=\"data row3 col0\" >like</td>\n",
       "      <td id=\"T_beda4_row3_col1\" class=\"data row3 col1\" >424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_beda4_row4_col0\" class=\"data row4 col0\" >get</td>\n",
       "      <td id=\"T_beda4_row4_col1\" class=\"data row4 col1\" >423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_beda4_row5_col0\" class=\"data row5 col0\" >go</td>\n",
       "      <td id=\"T_beda4_row5_col1\" class=\"data row5 col1\" >394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_beda4_row6_col0\" class=\"data row6 col0\" >school</td>\n",
       "      <td id=\"T_beda4_row6_col1\" class=\"data row6 col1\" >374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_beda4_row7_col0\" class=\"data row7 col0\" >kat</td>\n",
       "      <td id=\"T_beda4_row7_col1\" class=\"data row7 col1\" >286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_beda4_row8_col0\" class=\"data row8 col0\" >would</td>\n",
       "      <td id=\"T_beda4_row8_col1\" class=\"data row8 col1\" >286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_beda4_row9_col0\" class=\"data row9 col0\" >peopl</td>\n",
       "      <td id=\"T_beda4_row9_col1\" class=\"data row9 col1\" >272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_beda4_row10_col0\" class=\"data row10 col0\" >one</td>\n",
       "      <td id=\"T_beda4_row10_col1\" class=\"data row10 col1\" >264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_beda4_row11_col0\" class=\"data row11 col0\" >amp</td>\n",
       "      <td id=\"T_beda4_row11_col1\" class=\"data row11 col1\" >258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "      <td id=\"T_beda4_row12_col0\" class=\"data row12 col0\" >think</td>\n",
       "      <td id=\"T_beda4_row12_col1\" class=\"data row12 col1\" >242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "      <td id=\"T_beda4_row13_col0\" class=\"data row13 col0\" >u</td>\n",
       "      <td id=\"T_beda4_row13_col1\" class=\"data row13 col1\" >231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "      <td id=\"T_beda4_row14_col0\" class=\"data row14 col0\" >know</td>\n",
       "      <td id=\"T_beda4_row14_col1\" class=\"data row14 col1\" >229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "      <td id=\"T_beda4_row15_col0\" class=\"data row15 col0\" >time</td>\n",
       "      <td id=\"T_beda4_row15_col1\" class=\"data row15 col1\" >224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "      <td id=\"T_beda4_row16_col0\" class=\"data row16 col0\" >make</td>\n",
       "      <td id=\"T_beda4_row16_col1\" class=\"data row16 col1\" >219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "      <td id=\"T_beda4_row17_col0\" class=\"data row17 col0\" >love</td>\n",
       "      <td id=\"T_beda4_row17_col1\" class=\"data row17 col1\" >207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "      <td id=\"T_beda4_row18_col0\" class=\"data row18 col0\" >andr</td>\n",
       "      <td id=\"T_beda4_row18_col1\" class=\"data row18 col1\" >194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_beda4_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "      <td id=\"T_beda4_row19_col0\" class=\"data row19 col0\" >need</td>\n",
       "      <td id=\"T_beda4_row19_col1\" class=\"data row19 col1\" >191</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x17d0b040340>"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not_cyberbullying = Counter([item for sublist in not_cyberbullying_type['tweet_list'] for item in sublist])\n",
    "top20_not_cyberbullying = pd.DataFrame(not_cyberbullying.most_common(20))\n",
    "top20_not_cyberbullying.columns = ['Top Words','Count']\n",
    "top20_not_cyberbullying.style.background_gradient(cmap='Greens')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "dc077276",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top 20 words in Not Cyberbullying')"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,8))\n",
    "sns.barplot(data=top20_not_cyberbullying, y=\"Count\", x=\"Top Words\")\n",
    "plt.title(\"Top 20 words in Not Cyberbullying\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "684fee73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_wordcloud('not_cyberbullying')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "37454d4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>sentiment_encoded</th>\n",
       "      <th>cleaned_text</th>\n",
       "      <th>tweet_list</th>\n",
       "      <th>text_len</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>In other words #katandandre, your food was cra...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>word katandandr food crapilici mkr</td>\n",
       "      <td>[word, katandandr, food, crapilici, mkr]</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Why is #aussietv so white? #MKR #theblock #ImA...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>aussietv white mkr theblock imacelebrityau tod...</td>\n",
       "      <td>[aussietv, white, mkr, theblock, imacelebritya...</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>@XochitlSuckkks a classy whore? Or more red ve...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>classi whore red velvet cupcak</td>\n",
       "      <td>[classi, whore, red, velvet, cupcak]</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>@Jason_Gio meh. :P  thanks for the heads up, b...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>meh p thank head concern anoth angri dude twitter</td>\n",
       "      <td>[meh, p, thank, head, concern, anoth, angri, d...</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>@RudhoeEnglish This is an ISIS account pretend...</td>\n",
       "      <td>not_cyberbullying</td>\n",
       "      <td>6</td>\n",
       "      <td>isi account pretend kurdish account like islam...</td>\n",
       "      <td>[isi, account, pretend, kurdish, account, like...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text          sentiment  \\\n",
       "0  In other words #katandandre, your food was cra...  not_cyberbullying   \n",
       "1  Why is #aussietv so white? #MKR #theblock #ImA...  not_cyberbullying   \n",
       "2  @XochitlSuckkks a classy whore? Or more red ve...  not_cyberbullying   \n",
       "3  @Jason_Gio meh. :P  thanks for the heads up, b...  not_cyberbullying   \n",
       "4  @RudhoeEnglish This is an ISIS account pretend...  not_cyberbullying   \n",
       "\n",
       "   sentiment_encoded                                       cleaned_text  \\\n",
       "0                  6                 word katandandr food crapilici mkr   \n",
       "1                  6  aussietv white mkr theblock imacelebrityau tod...   \n",
       "2                  6                     classi whore red velvet cupcak   \n",
       "3                  6  meh p thank head concern anoth angri dude twitter   \n",
       "4                  6  isi account pretend kurdish account like islam...   \n",
       "\n",
       "                                          tweet_list  text_len  \n",
       "0           [word, katandandr, food, crapilici, mkr]         5  \n",
       "1  [aussietv, white, mkr, theblock, imacelebritya...        11  \n",
       "2               [classi, whore, red, velvet, cupcak]         5  \n",
       "3  [meh, p, thank, head, concern, anoth, angri, d...         9  \n",
       "4  [isi, account, pretend, kurdish, account, like...         8  "
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "eedfe8d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "sentiments = [\"religion\", \"age\", \"ethnicity\", \"gender\", \"other_cyberbullying\",\"not_cyberbullying\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "440a39e6",
   "metadata": {},
   "source": [
    "# Splitting Data into Train and Test Sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "d5639dad",
   "metadata": {},
   "outputs": [],
   "source": [
    "X,Y = data['cleaned_text'],data['sentiment_encoded']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "8d820ba2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(31255,) (31255,) (13395,) (13395,)\n"
     ]
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size = 0.3, stratify =Y, random_state = 42)\n",
    "print(X_train.shape, y_train.shape, X_test.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d856c65a",
   "metadata": {},
   "source": [
    "## tf-idf Vectorization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "38ee8a14",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(31255, 29111)\n",
      "(13395, 29111)\n"
     ]
    }
   ],
   "source": [
    "tf_idf = TfidfVectorizer()\n",
    "X_train_tf = tf_idf.fit_transform(X_train)\n",
    "X_test_tf = tf_idf.transform(X_test)\n",
    "print(X_train_tf.shape)\n",
    "print(X_test_tf.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb46782d",
   "metadata": {},
   "source": [
    "# Trying Different ML Models"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c58b9ef",
   "metadata": {},
   "source": [
    "## Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "19fd696a",
   "metadata": {},
   "outputs": [],
   "source": [
    "log_reg = LogisticRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "8a315a7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "log_cv_score = cross_val_score(log_reg,X_train_tf,y_train,cv=5,scoring='f1_macro',n_jobs=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "713d8410",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8228272280708214"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_log_cv = np.mean(log_cv_score)\n",
    "mean_log_cv"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27c9371c",
   "metadata": {},
   "source": [
    "## Support Vector Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "f14649e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "lin_svc = LinearSVC()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "f110ed71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8220066371295554"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lin_svc_cv_score = cross_val_score(lin_svc,X_train_tf,y_train,cv=5,scoring='f1_macro',n_jobs=-1)\n",
    "mean_lin_svc_cv = np.mean(lin_svc_cv_score)\n",
    "mean_lin_svc_cv"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "363aaf14",
   "metadata": {},
   "source": [
    "## Naive Bayes Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "e26fb4bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "multiNB = MultinomialNB()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "f2c7e8ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6708019945279682"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "multiNB_cv_score = cross_val_score(multiNB,X_train_tf,y_train,cv=5,scoring='f1_macro',n_jobs=-1)\n",
    "mean_multiNB_cv = np.mean(multiNB_cv_score)\n",
    "mean_multiNB_cv"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e057eb82",
   "metadata": {},
   "source": [
    "## Decison Tree Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "dc0cb476",
   "metadata": {},
   "outputs": [],
   "source": [
    "dtree = DecisionTreeClassifier()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "1e4850b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8087938020774486"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtree_cv_score = cross_val_score(dtree,X_train_tf,y_train,cv=5,scoring='f1_macro',n_jobs=-1)\n",
    "mean_dtree_cv = np.mean(dtree_cv_score)\n",
    "mean_dtree_cv"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45941111",
   "metadata": {},
   "source": [
    "## RandomForest Classifier "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "917497ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "rand_forest = RandomForestClassifier()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "fa4a8d3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8299577325897154"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rand_forest_cv_score = cross_val_score(rand_forest,X_train_tf,y_train,cv=5,scoring='f1_macro',n_jobs=-1)\n",
    "mean_rand_forest_cv = np.mean(rand_forest_cv_score)\n",
    "mean_rand_forest_cv"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9d22fe6",
   "metadata": {},
   "source": [
    "## Adaboost Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "6055d92a",
   "metadata": {},
   "outputs": [],
   "source": [
    "adab = AdaBoostClassifier()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "c1e3b714",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.760119208505768"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adab_cv_score = cross_val_score(adab,X_train_tf,y_train,cv=5,scoring='f1_macro',n_jobs=-1)\n",
    "mean_adab_cv = np.mean(adab_cv_score)\n",
    "mean_adab_cv"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "a48cfd3b",
   "metadata": {},
   "source": [
    "## By trying different models we can see logistic regression, svm and random forest classifier performed similarly, so among these we will go with svm model as it is more generalised and light"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9305d95",
   "metadata": {},
   "source": [
    "## Fine Tuning Support Vector Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "c0a29506",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5, estimator=LinearSVC(), n_jobs=-1,\n",
       "             param_grid={'C': [0.0001, 0.001, 0.01, 0.1, 1, 10],\n",
       "                         'fit_intercept': [True, False],\n",
       "                         'loss': ['hinge', 'squared_hinge']},\n",
       "             return_train_score=True, scoring='f1_macro')"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc1 = LinearSVC()\n",
    "param_grid = {'C':[0.0001,0.001,0.01,0.1,1,10],\n",
    "             'loss':['hinge','squared_hinge'],\n",
    "             'fit_intercept':[True,False]}\n",
    "grid_search = GridSearchCV(svc1,param_grid,cv=5,scoring='f1_macro',n_jobs=-1,verbose=0,return_train_score=True)\n",
    "grid_search.fit(X_train_tf,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "d517b9c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearSVC(C=1, loss='hinge')"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_search.best_estimator_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "a7a6aa2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8244012024546198"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_search.best_score_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf493091",
   "metadata": {},
   "source": [
    "# Model Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "245152c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "lin_svc.fit(X_train_tf,y_train)\n",
    "y_pred = lin_svc.predict(X_test_tf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "b8844e8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_confusion_matrix(confusion_matrix, class_names, figsize = (10,7), fontsize=14):\n",
    "    df_cm = pd.DataFrame(confusion_matrix, index=class_names, columns=class_names)\n",
    "    fig = plt.figure(figsize=figsize)\n",
    "    try:\n",
    "        heatmap = sns.heatmap(df_cm, annot=True, fmt=\"d\")\n",
    "    except ValueError:\n",
    "        raise ValueError(\"Confusion matrix values must be integers.\")\n",
    "    heatmap.yaxis.set_ticklabels(heatmap.yaxis.get_ticklabels(), rotation=0, ha='right', fontsize=fontsize)\n",
    "    heatmap.xaxis.set_ticklabels(heatmap.xaxis.get_ticklabels(), rotation=45, ha='right', fontsize=fontsize)\n",
    "    plt.ylabel('Truth')\n",
    "    plt.xlabel('Prediction')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "230489f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test,y_pred)\n",
    "print_confusion_matrix(cm,sentiments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "73b5f468",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification Report:\n",
      "                      precision    recall  f1-score   support\n",
      "\n",
      "           religion       0.94      0.95      0.94      2386\n",
      "                age       0.93      0.97      0.95      2365\n",
      "          ethnicity       0.97      0.99      0.98      2331\n",
      "             gender       0.89      0.85      0.87      2286\n",
      "other_cyberbullying       0.58      0.59      0.59      1734\n",
      "  not_cyberbullying       0.63      0.60      0.61      2293\n",
      "\n",
      "           accuracy                           0.84     13395\n",
      "          macro avg       0.82      0.83      0.82     13395\n",
      "       weighted avg       0.84      0.84      0.84     13395\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print('Classification Report:\\n',classification_report(y_test, y_pred, target_names=sentiments))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "287943cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(tf_idf, open('vectorizer.pkl', 'wb'))\n",
    "pickle.dump(lin_svc, open('model.pkl', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "816ee699",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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