Part 3.1: LSTM_FakeNews_Classifier.ipynb

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      "cell_type": "markdown",
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      "source": [
        "## Fake News Classifier Using LSTM\n",
        "\n",
        "Dataset: https://www.kaggle.com/c/fake-news/data#"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EYm9sfUCaQqY"
      },
      "source": [
        "import pandas as pd"
      ],
      "execution_count": 1,
      "outputs": []
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      "cell_type": "code",
      "metadata": {
        "id": "CTZ3Zn4daQqa"
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      "source": [
        "df=pd.read_csv('/content/train.csv')"
      ],
      "execution_count": null,
      "outputs": []
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      "source": [
        "df.head()"
      ],
      "execution_count": null,
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          "output_type": "execute_result",
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              "      <th>title</th>\n",
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              "      <td>FLYNN: Hillary Clinton, Big Woman on Campus - ...</td>\n",
              "      <td>Daniel J. Flynn</td>\n",
              "      <td>Ever get the feeling your life circles the rou...</td>\n",
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              "   id                                              title              author  \\\n",
              "0   0  House Dem Aide: We Didn’t Even See Comey’s Let...       Darrell Lucus   \n",
              "1   1  FLYNN: Hillary Clinton, Big Woman on Campus - ...     Daniel J. Flynn   \n",
              "2   2                  Why the Truth Might Get You Fired  Consortiumnews.com   \n",
              "3   3  15 Civilians Killed In Single US Airstrike Hav...     Jessica Purkiss   \n",
              "4   4  Iranian woman jailed for fictional unpublished...      Howard Portnoy   \n",
              "\n",
              "                                                text  label  \n",
              "0  House Dem Aide: We Didn’t Even See Comey’s Let...      1  \n",
              "1  Ever get the feeling your life circles the rou...      0  \n",
              "2  Why the Truth Might Get You Fired October 29, ...      1  \n",
              "3  Videos 15 Civilians Killed In Single US Airstr...      1  \n",
              "4  Print \\nAn Iranian woman has been sentenced to...      1  "
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      "cell_type": "code",
      "metadata": {
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      },
      "source": [
        "###Drop Nan Values\n",
        "df=df.dropna()\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D5n4v7jHaQqd"
      },
      "source": [
        "## Get the Independent Features\n",
        "\n",
        "X=df.drop('label',axis=1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NW1MZhaoaQqe"
      },
      "source": [
        "## Get the Dependent features\n",
        "y=df['label']"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rr17uqjiaQqf",
        "outputId": "e5867325-a12c-44d3-ee0f-cb32940303c0"
      },
      "source": [
        "X.shape"
      ],
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              "(18285, 20)"
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          "metadata": {
            "tags": []
          },
          "execution_count": 77
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    {
      "cell_type": "code",
      "metadata": {
        "id": "z097AW7RaQqf",
        "outputId": "04bb129f-e94d-4372-bbed-8a6f4b293aff"
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      "source": [
        "y.shape"
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          "data": {
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              "(18285,)"
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          "metadata": {
            "tags": []
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          "execution_count": 76
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      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hnpPe9KCaQqg"
      },
      "source": [
        "import tensorflow as tf"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gtE7ZLjOaQqh",
        "outputId": "df9b70ae-6d1b-483f-a77c-0ca55856e1a4"
      },
      "source": [
        "tf.__version__"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'2.1.0'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MkfghLbtaQqh"
      },
      "source": [
        "from tensorflow.keras.layers import Embedding\n",
        "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.preprocessing.text import one_hot\n",
        "from tensorflow.keras.layers import LSTM\n",
        "from tensorflow.keras.layers import Dense"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BrX2HDBXaQqi"
      },
      "source": [
        "### Vocabulary size\n",
        "voc_size=5000"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "93mmZ02taQqi"
      },
      "source": [
        "### Onehot Representation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3ShkPe3kaQqj"
      },
      "source": [
        "messages=X.copy()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EH1AM_NjaQqj",
        "outputId": "64fdd8cd-c926-455d-8845-68f0dba37da5"
      },
      "source": [
        "messages['title'][1]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'FLYNN: Hillary Clinton, Big Woman on Campus - Breitbart'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 103
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vdRGl-qsaQqk"
      },
      "source": [
        "messages.reset_index(inplace=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BHh-xo69aQql"
      },
      "source": [
        "import nltk\n",
        "import re\n",
        "from nltk.corpus import stopwords"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zvAYQm2YaQql",
        "outputId": "4876416a-aaae-4766-e01e-fae110480916"
      },
      "source": [
        "nltk.download('stopwords')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package stopwords to C:\\Users\\Krish\n",
            "[nltk_data]     Naik\\AppData\\Roaming\\nltk_data...\n",
            "[nltk_data]   Unzipping corpora\\stopwords.zip.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TjGOT2ZwaQqm",
        "outputId": "d8a0869b-cd76-4238-c78f-6c4d790d32c3"
      },
      "source": [
        "### Dataset Preprocessing\n",
        "from nltk.stem.porter import PorterStemmer\n",
        "ps = PorterStemmer()\n",
        "corpus = []\n",
        "for i in range(0, len(messages)):\n",
        "    print(i)\n",
        "    review = re.sub('[^a-zA-Z]', ' ', messages['title'][i])\n",
        "    review = review.lower()\n",
        "    review = review.split()\n",
        "    \n",
        "    review = [ps.stem(word) for word in review if not word in stopwords.words('english')]\n",
        "    review = ' '.join(review)\n",
        "    corpus.append(review)"
      ],
      "execution_count": null,
      "outputs": [
        {
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3Ui2u3X0aQqo",
        "outputId": "0ccfecfe-c594-46d9-ad2f-51c3fb1bfc34"
      },
      "source": [
        "corpus"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['hous dem aid even see comey letter jason chaffetz tweet',\n",
              " 'flynn hillari clinton big woman campu breitbart',\n",
              " 'truth might get fire',\n",
              " 'civilian kill singl us airstrik identifi',\n",
              " 'iranian woman jail fiction unpublish stori woman stone death adulteri',\n",
              " 'jacki mason hollywood would love trump bomb north korea lack tran bathroom exclus video breitbart',\n",
              " 'beno hamon win french socialist parti presidenti nomin new york time',\n",
              " 'back channel plan ukrain russia courtesi trump associ new york time',\n",
              " 'obama organ action partner soro link indivis disrupt trump agenda',\n",
              " 'bbc comedi sketch real housew isi caus outrag',\n",
              " 'russian research discov secret nazi militari base treasur hunter arctic photo',\n",
              " 'us offici see link trump russia',\n",
              " 'ye paid govern troll social media blog forum websit',\n",
              " 'major leagu soccer argentin find home success new york time',\n",
              " 'well fargo chief abruptli step new york time',\n",
              " 'anonym donor pay million releas everyon arrest dakota access pipelin',\n",
              " 'fbi close hillari',\n",
              " 'chuck todd buzzfe donald trump polit favor breitbart',\n",
              " 'monica lewinski clinton sex scandal set american crime stori',\n",
              " 'rob reiner trump mental unstabl breitbart',\n",
              " 'abort pill order rise latin american nation zika alert new york time',\n",
              " 'nuke un histor treati ban nuclear weapon',\n",
              " 'exclus islam state support vow shake west follow manchest terrorist massacr breitbart',\n",
              " 'humili hillari tri hide camera caught min ralli',\n",
              " 'andrea tantaro fox news claim retali sex harass complaint new york time',\n",
              " 'hillari clinton becam hawk new york time',\n",
              " 'chuck todd buzzfe eic publish fake news breitbart',\n",
              " 'bori johnson brexit leader fumbl new york time',\n",
              " 'texa oil field rebound price lull job left behind new york time',\n",
              " 'bayer deal monsanto follow agribusi trend rais worri farmer new york time',\n",
              " 'russia move ban jehovah wit extremist new york time',\n",
              " 'still danger zone januari th',\n",
              " 'open thread u elect',\n",
              " 'democrat gutierrez blame chicago gun violenc nra breitbart',\n",
              " 'avoid peanut avoid allergi bad strategi new york time',\n",
              " 'mri show detail imag week unborn babi breitbart',\n",
              " 'best kind milk dairi',\n",
              " 'ryan locht drop speedo usa retail new york time',\n",
              " 'conserv urg session clean obama civil right divis breitbart',\n",
              " 'intern inquiri seal fate roger ail fox new york time',\n",
              " 'press tv debat duff lebanon hezbollah aoun presid video',\n",
              " 'samsung combust galaxi note unveil new smartphon new york time',\n",
              " 'poland vow referendum migrant quota amidst eu pressur public voic heard breitbart',\n",
              " 'spark inner revolut',\n",
              " 'studi half car crash involv driver distract cell phone breitbart',\n",
              " 'trump elect spark individu collect heal',\n",
              " 'ep fade black jimmi church w laura eisenhow restor balanc video',\n",
              " 'cognit true islam book review',\n",
              " 'donald trump win elect biggest miracl us polit histori',\n",
              " 'mind eat way fight bing new york time',\n",
              " 'major potenti impact corpor tax overhaul new york time',\n",
              " 'wonder glp like day elect',\n",
              " 'maker world smallest machin award nobel prize chemistri new york time',\n",
              " 'massiv anti trump protest union squar nyc live stream',\n",
              " 'review lion bring tear lost boy wipe dri googl new york time',\n",
              " 'u gener islam state chemic attack impact u forc',\n",
              " 'juri find oregon standoff defend guilti feder conspiraci gun charg',\n",
              " 'clinton campaign stun fbi reportedli reopen probe hillari clinton email',\n",
              " 'penc speak anti abort ralli new york time',\n",
              " 'berni sander say media trump gutless polit coward',\n",
              " 'make briquett daili wast',\n",
              " 'treason nyt vow reded report',\n",
              " 'dress like woman mean new york time',\n",
              " 'ella brennan still feed lead new orlean new york time',\n",
              " 'press asia agenda obama tread lightli human right new york time',\n",
              " 'democrat percent chanc retak senat new york time',\n",
              " 'judg spank transgend obsess obama lie redflag news',\n",
              " 'u diplomat urg strike assad syria new york time',\n",
              " 'franken call independ investig trump putin crush breitbart',\n",
              " 'louisiana simon bile u presidenti race tuesday even brief new york time',\n",
              " 'turkey threaten open migrant land passag europ row dutch',\n",
              " 'huma weiner dog hillari',\n",
              " 'colin kaepernick start black panther inspir youth camp wow',\n",
              " 'trump immigr polici explain new york time',\n",
              " 'mari tyler moor mourn dick van dyke star new york time',\n",
              " 'poison',\n",
              " 'trump fan ralli across nation support presid new york time',\n",
              " 'fox biz report help bash clinton ralli cover trump pack event day',\n",
              " 'fiction podcast worth listen new york time',\n",
              " 'mike birbiglia tip make small hollywood anywher new york time',\n",
              " 'invest strategist forecast collaps timelin last gasp econom cycl come',\n",
              " 'venezuela muzzl legislatur move closer one man rule new york time',\n",
              " 'whether john mccain mitt romney donald trump democrat alway run war women tactic destroy republican candid',\n",
              " 'breitbart news daili trump boom breitbart',\n",
              " 'white hous confirm gitmo transfer obama leav offic',\n",
              " 'poll voter heard democrat elect candid breitbart',\n",
              " 'migrant confront judgment day old deport order new york time',\n",
              " 'n u yale su retir plan fee new york time',\n",
              " 'technocraci real reason un want control internet',\n",
              " 'american driver regain appetit ga guzzler new york time',\n",
              " 'hillari clinton build million war chest doubl donald trump new york time',\n",
              " 'trump catch sick report snuck interview priceless respons',\n",
              " 'senat contact russian govern week',\n",
              " 'imag perfectli illustr struggl dakota access pipelin',\n",
              " 'washington state take refuge muslim rest countri take refuge muslim breitbart',\n",
              " 'ncaa big keep watch eye texa bathroom bill breitbart',\n",
              " 'massiv espn financi subscrib loss drag disney first quarter sale breitbart',\n",
              " 'megyn kelli contract set expir next year prime big show new york time',\n",
              " 'teacher suspend allow student hit trump pinata cinco de mayo',\n",
              " 'break trump express concern anthoni weiner illeg access classifi info month ago truthfe',\n",
              " 'snap share leap debut investor doubt valu vanish new york time',\n",
              " 'clinton campaign chair dinner top doj offici one day hillari benghazi hear',\n",
              " 'tv seri first femal mlb pitcher can one low rate season breitbart',\n",
              " 'seek best fit women final four return friday sunday new york time',\n",
              " 'propos canadian nation bird ruffl feather new york time',\n",
              " 'review beyonc make lemonad marit strife new york time',\n",
              " 'trump ask sharp increas militari spend offici say new york time',\n",
              " 'waterg smoke gun email discuss clean obama hillari email',\n",
              " 'chapo trap hous new left wing podcast flagrant rip right stuff',\n",
              " 'taiwan respond china send carrier taiwan strait new york time',\n",
              " 'mother octob surpris hous card come tumbl',\n",
              " 'explos assang pilger interview us elect expect riot hillari win',\n",
              " 'telescop ate astronomi track surpass hubbl new york time',\n",
              " 'close afghan pakistani border becom humanitarian crisi new york time',\n",
              " 'tv anchor arriv white hous lunch donald trump breitbart',\n",
              " 'pelosi republican tell trump bring dishonor presid breitbart',\n",
              " 'beauti prehistor world earth wasteland',\n",
              " 'ignor trump news week learn new york time',\n",
              " 'donald trump unveil plan famili bid women vote new york time',\n",
              " 'montana democrat vote bill ban sharia law call repugn breitbart',\n",
              " 'monsanto tribun go happen',\n",
              " 'offici simon bile world best gymnast new york time',\n",
              " 'liter hurt brain read econom idioci emit trumpkin libertarian',\n",
              " 'u n secretari gener complain mass reject global favor nation',\n",
              " 'trump bollywood ad meant sway indian american voter hilari fail video',\n",
              " 'fbi find previous unseen hillari clinton email weiner laptop',\n",
              " 'year american journalist kill conspiraci theori syria proven fact',\n",
              " 'report illeg alien forego food stamp stay trump radar',\n",
              " 'make netherland great hahaha spread worldwid',\n",
              " 'four kill injur jerusalem truck ram terror attack',\n",
              " 'leader salut comrad newt brutal megyn sic kelli beatdown play game',\n",
              " 'student black colleg got beaten mace protest kkk david duke',\n",
              " 'despit strict gun control one child youth shot everi day ontario',\n",
              " 'rise internet fan bulli new york time',\n",
              " 'newli vibrant washington fear trump drain cultur new york time',\n",
              " 'fed hold interest rate steadi plan slower increas new york time',\n",
              " 'battl unesco',\n",
              " 'latest test white hous pull easter egg roll new york time',\n",
              " 'burlesqu dancer fire investig secret servic trump assassin tweet breitbart',\n",
              " 'clinton haiti',\n",
              " 'cuomo christi parallel path top troubl got new york time',\n",
              " 'top place world allow visit',\n",
              " 'new studi link fluorid consumpt hypothyroid weight gain wors',\n",
              " 'jame matti secretari offens',\n",
              " 'black church burn spray paint vote trump',\n",
              " 'sear agre sell craftsman stanley black amp decker rais cash new york time',\n",
              " 'takata chief execut resign financi pressur mount new york time',\n",
              " 'goodby good black sabbath new york time',\n",
              " 'teen geisha doll gang bust arm robberi breitbart',\n",
              " 'mohamad khwei anoth virginia man palestinian american muslim charg terror',\n",
              " 'price obamacar replac nobodi wors financi breitbart',\n",
              " 'va fail properli examin thousand veteran',\n",
              " 'trump famili alreadi sworn secreci fake moon land soon',\n",
              " 'sport writer nfl great jim brown decad civil right work eras say nice thing donald trump breitbart',\n",
              " 'watch tv excus republican skip donald trump convent new york time',\n",
              " 'open letter trump voter told like',\n",
              " 'comment power corpor lobbi quietli back hillari nobodi talk runsinquicksand',\n",
              " 'hijack end peac libyan airlin land malta new york time',\n",
              " 'like girl girl geniu new york time',\n",
              " 'scientist say canadian bacteria fossil may earth oldest new york time',\n",
              " 'pro govern forc advanc syria amid talk u russia cooper new york time',\n",
              " 'cancer agenc fire withhold carcinogen glyphos document',\n",
              " 'work walk minut work new york time',\n",
              " 'steve harvey talk hous presid elect trump new york time',\n",
              " 'coalit u troop fight mosul offens come fire',\n",
              " 'uk citizen war hero get cheap pre fab hous muslim colon get taxpay fund luxuri council home',\n",
              " 'vet fight war fed demand money back illeg refuge keep money',\n",
              " 'mr trump wild ride new york time',\n",
              " 'fbi director comey bamboozl doj congress clinton',\n",
              " 'food natur unclog arteri prevent heart attack',\n",
              " 'death two state solut',\n",
              " 'comment parent date asleep car cop arriv kill facespac',\n",
              " 'donald trump team show sign post elect moder new york time',\n",
              " 'miami beach tri tame raucou street fishbowl drink stay new york time',\n",
              " 'doctor mysteri found dead summit breakthrough cure cancer',\n",
              " 'donald trump unsink candid new york time',\n",
              " 'shock new mock hillari ad campaign warn take us war enlistforh fightforh dieforh',\n",
              " 'exclus famili slain border patrol agent brian terri say eric holder among real crimin respons',\n",
              " 'trump tell report wall work ask israel breitbart',\n",
              " 'america surviv next year',\n",
              " 'commission start press cleveland indian logo new york time',\n",
              " 'un plan implant everyon biometr id drill',\n",
              " 'trump attack senat credibl gorsuch comment new york time',\n",
              " 'clinton advisor lose leak email hillari illeg activ',\n",
              " 'art laffer paul ryan perfect right breitbart',\n",
              " 'donald trump blame econom crash',\n",
              " 'pokemon go player inadvert stop peopl commit suicid japan',\n",
              " 'california senat race tale divers flail g p new york time',\n",
              " 'exclus sourc say megyn kelli would welcom back fox news',\n",
              " 'break preced obama envoy deni extens past inaugur day new york time',\n",
              " 'brexit vote go monti python may offer clue new york time',\n",
              " 'blind mystic predict bad news trump',\n",
              " 'total vet fail left wing snowden fan girl realiti winner get access nsa secret',\n",
              " 'somalia u escal shadow war new york time',\n",
              " 'free care bless victim orlando nightclub attack new york time',\n",
              " 'durabl democrat counti countri could go trump',\n",
              " 'fed challeng rais rate may existenti new york time',\n",
              " 'russia intent attack anyon absurd say vladimir putin',\n",
              " 'f investig errant flight involv harrison ford new york time',\n",
              " 'fed rais key interest rate cite strengthen economi new york time',\n",
              " 'la expresi n lo siguient ya es la utilizada lo siguient en el castellano',\n",
              " 'trump berat news media new strategi need cover new york time',\n",
              " 'u drone strike target taliban leader new york time',\n",
              " 'u intellig expect al qaeda attack monday new york virginia texa',\n",
              " 'told cannabi great revers alzheim',\n",
              " 'report megyn kelli kick nbc show kardashian famili interview',\n",
              " 'local percent may rich think new york time',\n",
              " 'dr david duke mark collett uk collett explain duke trump victori would chang polit forev',\n",
              " 'statement senat well fargo chief deepli sorri new york time',\n",
              " 'cnn statement distanc network buzzfe fake news dossier breitbart',\n",
              " 'c e ponder new game trump rule new york time',\n",
              " 'spicer bradi stolen jersey anoth bad press breitbart',\n",
              " 'scaredi cat investig peopl enjoy fear new york time',\n",
              " 'left vision',\n",
              " 'showdown loom u question chines deal german chip design new york time',\n",
              " 'trump administr take harder tack trade china new york time',\n",
              " 'pew american trust level feder govern plummet histor low breitbart',\n",
              " 'islam state support former nation guardsman plead guilti terror charg virginia',\n",
              " 'spicer report go rais hand like big boy girl breitbart',\n",
              " 'leader applaud gorsuch confirm win pro life movement',\n",
              " 'newstick',\n",
              " 'french vogu march cover featur transgend model new york time',\n",
              " 'trump veer parti line gun control new york time',\n",
              " 'oligarchi prepar groundwork steal elect',\n",
              " 'ya hay reencuentro de operaci n triunfo que edicion de operaci n triunfo',\n",
              " 'chatsworth hous tale five centuri new york time',\n",
              " 'uncomfort love affair donald trump new england patriot new york time',\n",
              " 'john mccain withdraw support donald trump disclosur record new york time',\n",
              " 'strang unend limbo egypt hosni mubarak new york time',\n",
              " 'poverti rose u hous district obama presid',\n",
              " 'huma abedin seek fbi immun deal',\n",
              " 'singl mom escap friend zone one non date time new york time',\n",
              " 'boe suit futur spaceflight new spacesuit design breitbart',\n",
              " 'trump float oliv branch might keep part health law new york time',\n",
              " 'wapo tri compar elizabeth warren break senat rule milo shut violent riot breitbart',\n",
              " 'crumpl school bu leav chattanooga daze new york time',\n",
              " 'die came back life incred messag human',\n",
              " 'fight nation african american museum new york time',\n",
              " 'father manchest suicid bomber arrest libya breitbart',\n",
              " 'secret true leader',\n",
              " 'muslim demand local walk dog public violat sharia disrespect',\n",
              " 'hillari campaign bed pac staff donat k fbi agent wife investig',\n",
              " 'still tri flip elector colleg block trump win',\n",
              " 'al sharpton dem point appeal archi bunker trump voter breitbart',\n",
              " 'think mani doom sayer trump get offic',\n",
              " 'democrat jump session resign band wagon breitbart',\n",
              " 'alt right architect glenn beck open fire alt right grave threat republ audio tweet',\n",
              " 'politic justic protect hillari',\n",
              " 'north carolina satur surpris reel hurrican matthew new york time',\n",
              " 'live love submit memori new york time',\n",
              " 'achiev mind work medit cushion requir new york time',\n",
              " 'world first zero emiss hydrogen power passeng train unveil germani',\n",
              " 'confus chip credit card get line new york time',\n",
              " 'brook trump side foreign leader us presid israel russia breitbart',\n",
              " 'toxic air home get rid natur',\n",
              " 'connecticut reader report record voter registr inspir trump',\n",
              " 'germani react merkel trump visit could lot wors new york time',\n",
              " 'justin rose outduel henrik stenson golf gold medal new york time',\n",
              " 'iceland water cure new york time',\n",
              " 'shorten l train shutdown month new york time',\n",
              " 'time presid decid new york time',\n",
              " 'u n relief offici call crisi aleppo apex horror new york time',\n",
              " 'berkeley treat violent anti speech left like kkk',\n",
              " 'statist propaganda mani syrian us regim chang kill',\n",
              " 'self help guru jame altuch own thing new york time',\n",
              " 'trump religi liberti order give session major leeway breitbart',\n",
              " 'demoledor amparo contra salgado keiko congresista',\n",
              " 'era trump china presid champion econom global new york time',\n",
              " 'sad saga john walker lindh rebel without clue',\n",
              " 'court disagre michigan vote recount new york time',\n",
              " 'berni sander feud democrat leadership heat new york time',\n",
              " 'shortest power explan trump victori ever seen',\n",
              " 'russia look popul far east wimp need appli new york time',\n",
              " 'johnson amend trump vow destroy explain new york time',\n",
              " 'donald trump march life full support',\n",
              " 'polic offici found dead long island suicid suspect new york time',\n",
              " 'radic chang store world global market readi',\n",
              " 'like make showbiz best friend new york time',\n",
              " 'trump nomin neil gorsuch suprem court new york time',\n",
              " 'bidder cast doubt serious mexican border wall project',\n",
              " 'stake us elect',\n",
              " 'israel approv addit fund settlement west bank new york time',\n",
              " 'tx gov abbott sign legisl could put sheriff sanctuari citi jail breitbart',\n",
              " 'donald trump hold thank ralli cincinnati announc pick defens secretari new york time',\n",
              " 'lawmak look bipartisanship health care new york time',\n",
              " 'insid conserv push state amend constitut new york time',\n",
              " 'donald trump tell n r hillari clinton want let violent crimin go free new york time',\n",
              " 'pope franci trump japan tuesday brief new york time',\n",
              " 'mayorsstand day tout support illeg immigr',\n",
              " 'trump campaign celebr',\n",
              " 'democrat drag jeff session confirm fight breitbart',\n",
              " 'break news podesta brother pedo ring mr trump drain swamp v guerrilla economist',\n",
              " 'la frase destacada del debat de investidura',\n",
              " 'confus jihad hirabah build peac world',\n",
              " 'lazi liber journalist smear bannon',\n",
              " 'australia close detent center manu island still accept asylum seeker new york time',\n",
              " 'politico hillari clinton run breitbart',\n",
              " 'giant lynx make ador sound whenev human rub face',\n",
              " 'minnesota cop found guilti philando castil shoot trial',\n",
              " 'million american kill minut',\n",
              " 'wayn madsen cia alway serv interest wall street',\n",
              " 'novemb daili contrarian read',\n",
              " 'flashback report obama campaign rep talk iran hama',\n",
              " 'lesseroftwoevil',\n",
              " 'aya cash first time ate veget new york time',\n",
              " 'trump advis say isra settlement illeg',\n",
              " 'serena william prevail open problem new york time',\n",
              " 'soul man sam moor honor perform trump inaugur',\n",
              " 'ferrel came back bush destroy trump video',\n",
              " 'chines govern concern tough talk trump cabinet breitbart',\n",
              " 'billionair report seiz hong kong hotel taken china new york time',\n",
              " 'easi know link',\n",
              " 'homebodi find ultim home offic new york time',\n",
              " 'ann coulter unload paul ryan deepli unpopular obamacar bill breitbart',\n",
              " 'transgend bathroom debat turn person vermont high school new york time',\n",
              " 'obama hillari want libya gaddafi toppl kill',\n",
              " 'alert former soro associ warn pro wrong gold silver skyrocket like',\n",
              " 'hillari panick fbi weiner email',\n",
              " 'chaotic minut trump defend fine tune machin new york time',\n",
              " 'one polic shift patrol anxiou america new york time',\n",
              " 'fight ghost fascist aid real one',\n",
              " 'monday even brief brexit abort game throne new york time',\n",
              " 'eu increas brexit bill demand billion billion',\n",
              " 'arianna huffington sleep revolut start home new york time',\n",
              " 'iranian missil accident destroy iranian ship aim syria',\n",
              " 'sonoma counti california vote creat largest gmo free zone america',\n",
              " 'fbi comey wikileak intellig porn journal breitbart',\n",
              " 'clare waight keller name first femal design givenchi new york time',\n",
              " 'realiti face black canadian nation shame',\n",
              " 'top nfl draft prospect caleb brantley charg punch woman face breitbart',\n",
              " 'video pacif crest trail associ lavoy finicim murder',\n",
              " 'life lesson man seen death',\n",
              " 'trump g p work win repeal obama health act new york time',\n",
              " 'atlant goldberg confid trump handl matter life death breitbart',\n",
              " 'orthodox rabbi support trump',\n",
              " 'nuclear tension us russia reach danger point',\n",
              " 'gambia join south africa burundi exodu intern crimin court',\n",
              " 'peyton man golf presid trump sunday',\n",
              " 'obama urg donald trump send signal uniti minor group women new york time',\n",
              " 'like miracl woman give birth use ovari frozen sinc childhood new york time',\n",
              " 'uconn recip success run run run new york time',\n",
              " 'assang final afford opportun give statement rape accus',\n",
              " 'hillari puppet show much hillari care god omiss word',\n",
              " 'stock market gone high problem new york time',\n",
              " 'john kerri reject suggest u involv turkey coup new york time',\n",
              " 'trump aid stephen miller u absolut sovereign right determin cannot enter countri breitbart',\n",
              " 'year old russian girl speak languag',\n",
              " 'power corpor lobbi quietli back hillari nobodi talk',\n",
              " 'maintain sunni spirit face hardship new york time',\n",
              " 'rush limbaugh comey fire epic troll trump dem breitbart',\n",
              " 'twitter sue govern block unmask account critic trump new york time',\n",
              " 'warrior resili home cruis cavali new york time',\n",
              " 'comey letter clinton email subject justic dept inquiri new york time',\n",
              " 'spain malta u uk pressur refus allow russian carrier group refuel port',\n",
              " 'review radiohead moon shape pool patient perfection new york time',\n",
              " 'man militar polic stand rock work',\n",
              " 'woman arrest properti land stolen dapl',\n",
              " 'pulitz prize new york time win daili news propublica share public servic award new york time',\n",
              " 'vanquish wit takeov bush clinton attend donald trump inaugur breitbart',\n",
              " 'specul possibl obama pardon edward snowden bow bergdahl chelsea man breitbart',\n",
              " 'cheesi mash potato soul new york time',\n",
              " 'unprincipl wapo editor damn comey critic join',\n",
              " 'nation wreck immigr civil war brew good swede turn muslim migrant violenc rape murder',\n",
              " 'man shot dead offic crucifix gun polic say new york time',\n",
              " 'exclus rep jim jordan trump first day think great start breitbart',\n",
              " 'haley attack syria one presid finest hour breitbart',\n",
              " 'justin bieber defec ador irish fan hotel window',\n",
              " 'cancer agenc fire withhold carcinogen glyphos document',\n",
              " 'gianno caldwel claim hillari care black vote black live',\n",
              " 'isi use ramadan call new terrorist attack new york time',\n",
              " 'daili show mock mahatma blondi megyn kelli nbc debut',\n",
              " 'health care bill failur part art deal breitbart',\n",
              " 'lewandowski comey liar look sign major book deal breitbart',\n",
              " 'kimberli guilfoyl discuss potenti white hous press secretari job interview',\n",
              " 'clinton campaign chairman john podesta invit occult spirit cook dinner marina abramovi',\n",
              " 'obama coalit crumbl leav open trump new york time',\n",
              " 'pregnanc chang brain way may help mother new york time',\n",
              " 'fema open loan window red cross tri shut shelter',\n",
              " 'gaiaport interweb gaia energet strengthen',\n",
              " 'scarborough trump poop pant call modern art breitbart',\n",
              " 'cook invest time work new york time',\n",
              " 'bad news jackson famili woman leak star sick k sex secret',\n",
              " 'gorsuch london republican parti thursday even brief new york time',\n",
              " 'emma morano last person born die breitbart',\n",
              " 'loserpalooza craziest scene anti trump protest breitbart',\n",
              " 'trump victori mean africa',\n",
              " 'vision life mar earth depth new york time',\n",
              " 'obama cancel talk rodrigo dutert philippin say regret slur new york time',\n",
              " 'new jersey increas ga tax end long polit stalem new york time',\n",
              " 'abc manchest attack like inflam anti islam sentiment breitbart',\n",
              " 'hidden plain sight global depopul agenda',\n",
              " 'job american new york time',\n",
              " 'sander ask obama interven dakota access pipelin disput',\n",
              " 'googl add job section search engin includ employ rate breitbart',\n",
              " 'cri jordan meme die new york time',\n",
              " 'dem rep nchez trump use fear muslim immigr promot polici undermin valu breitbart',\n",
              " 'announc saker commun german saker blog vineyard saker',\n",
              " 'shoot victim famili watch gun measur stall new york time',\n",
              " 'imag reveal crash schiaparelli mar lander',\n",
              " 'grassroot coalit share mani question concern betsi devo senat',\n",
              " 'octob daili contrarian read',\n",
              " 'trump inaugur ball work begin play game breitbart',\n",
              " 'trump choic stephen bannon nod anti washington base new york time',\n",
              " 'media outrag white hous exclus fake news breitbart',\n",
              " 'benni morri unten denial ethnic cleans palestin',\n",
              " 'obama hillari clinton pardon could heal divid nation',\n",
              " 'except handl',\n",
              " 'nota conceptu para la presidencia de rusia',\n",
              " 'respons philippin presid fatal blast rais fear new york time',\n",
              " 'david adjay design museum speak differ languag new york time',\n",
              " 'bulletin righteou jew trump rule ruin gop establish etc item',\n",
              " 'britain reduc terror level one notch sever terror cell arrest',\n",
              " 'mute alon never short kind word friend new york time',\n",
              " 'iranian militari command claim rogu nation send elit fighter infiltr us europ',\n",
              " 'account',\n",
              " 'watch muslim student claim non believ kill islam countri breitbart',\n",
              " 'yemen yet anoth fals flag protect saudi us interest middl east new eastern outlook',\n",
              " 'watch muslim palestinian declar follow prophet muhammad kill christian jew',\n",
              " 'street dog kerala call upon superdog krypto rescu human',\n",
              " 'israel track anti govern journalist facebook',\n",
              " 'new alaska law take first step common core',\n",
              " 'key baylor footbal execut demarko butler fire text scandal breitbart',\n",
              " 'calgari airport arriv yyc',\n",
              " 'georg michael wrestl fame frank sinatra advic new york time',\n",
              " 'sharon old laureat sexual scrutin bodi ode new york time',\n",
              " 'blue collar elect shock liber media',\n",
              " 'die new york time',\n",
              " 'polic fire rubber bullet pipelin protest',\n",
              " 'ann coulter hit suppos gay icon kathi griffin isi crib antic',\n",
              " 'contamin food china enter u organ label',\n",
              " 'ten famou peopl read summer new york time',\n",
              " 'hillari clinton knew year ago anthoni weiner pedophil wikileak',\n",
              " 'million stairway nowher far west side new york time',\n",
              " 'cyber war trifl catastroph inform',\n",
              " 'presid putin ask us stop provok russia',\n",
              " 'inquiri cloud de blasio bid come strong manag race new york time',\n",
              " 'us drone strike afghanistan kill wound sever civilian',\n",
              " 'bobbi hutcherson vibraphonist colorist rang sound die new york time',\n",
              " 'amnesti advoc boycott agenc meet pro american advoc invit breitbart',\n",
              " 'project verita robert creamer illeg foreign wire transfer caught tape',\n",
              " 'ex flotu michel obama trump want feed crap kid',\n",
              " 'south sudan slide closer war gunfir rumbl capit new york time',\n",
              " 'nation mood focu group reflect angri divid america',\n",
              " 'bankrupt puerto rico vote u statehood breitbart',\n",
              " 'overwhelm brexit basic new york time',\n",
              " 'seattl gay mayor accus sexual molest teen breitbart',\n",
              " 'gender fluiditi runway new york time',\n",
              " 'us nato attack putin militari drill russia world war red alert kopya',\n",
              " 'new clinton email came underag sex pest anthoni weiner',\n",
              " 'montana bear attack lesson hope surviv first aid new york time',\n",
              " 'best america new york time',\n",
              " 'pecan step pie plate new york time',\n",
              " 'barack obama plagiar tell word matter breitbart',\n",
              " 'lower back ach activ wait new guidelin say new york time',\n",
              " 'sleep hour peopl die new york time',\n",
              " 'veep season episod littl danc new york time',\n",
              " 'dr oz trump offer placebo transpar new york time',\n",
              " 'comment gold medalist wrestler get violent polic cop choos engag deadli forc buck roger',\n",
              " 'one year water orang counti four day breitbart',\n",
              " 'doctor enemi afghan forc target f hospit new york time',\n",
              " 'year old hebrew mention jerusalem found',\n",
              " 'spirit cook disturb podesta email yet warn graphic content',\n",
              " 'donald trump misstep risk put ceil support swing state new york time',\n",
              " 'green parti margaret flower challeng us senat debat maryland undemocrat',\n",
              " 'offic rescu drown deer pool quick think',\n",
              " 'polic suspect punch armi veteran steal servic dog outsid home bronx breitbart',\n",
              " 'yike megyn kelli receiv rude awaken remind replac',\n",
              " 'iran send elit irgc warfight europ unit state prepar battl',\n",
              " 'hillari endors donald trump presid accord wikileak',\n",
              " 'woodward trump dossier garbag document intellig chief apolog trump breitbart',\n",
              " 'emmi nomin traci morgan emot return saturday night live new york time',\n",
              " 'trump pick mick mulvaney south carolina congressman budget director new york time',\n",
              " 'donald trump el primer president naranja de lo estado unido',\n",
              " 'attorney gener loretta lynch plead fifth',\n",
              " 'russia u missil defens pose deep risk secur asia',\n",
              " 'washington plan b syria realli mean',\n",
              " 'upset brexit british jew look germani new york time',\n",
              " 'girl ask boyfriend give iphon use money buy hous',\n",
              " 'amnesti intern slam obama gov kill civilian syria',\n",
              " 'find flock rural writer book club new york time',\n",
              " 'venezuela crisi enter danger phase maduro foe go milit',\n",
              " 'emigr super bloc part viii quasi legal coup hillari clinton inform oper elect',\n",
              " 'could question ask love one vote way new york time',\n",
              " 'bbc ask realli happen clinton haiti',\n",
              " 'trump pick thoma bossert top counterterror advis new york time',\n",
              " 'come unglu',\n",
              " 'trump jr suspici help arizona woman push stall car use photo op video',\n",
              " 'suicid chicago polic offic skyrocket',\n",
              " 'think suv safe shock video',\n",
              " 'peopl tortur kill sufi muslim shrine pakistan',\n",
              " 'comment architectur clever arrang brick man transform heal process architectur clever arrang brick man transform heal process new earth media',\n",
              " 'hybrid war strategi africa introduct',\n",
              " 'julian assang speak prerecord rt interview',\n",
              " 'watch israel love hollywood actor issu major plea america minut rock elect',\n",
              " 'n l donald trump botch independ day moment new york time',\n",
              " 'exclus congresswoman marsha blackburn say elimin net neutral preserv open internet breitbart',\n",
              " 'attach year round greenhous home',\n",
              " 'sheriff clark obama final day obama like tenant evict properti gonna trash place way door video',\n",
              " 'weird ban women iran',\n",
              " 'end game close clinton deep state turn',\n",
              " 'trump fight chanc establish new eastern outlook',\n",
              " 'trade stanc toward china clinton trump signal chill new york time',\n",
              " 'review secret life pet amus miss opportun new york time',\n",
              " 'first case demonetis relat hiv man unprotect sex atm machin',\n",
              " 'thing need know dakota access pipelin protest',\n",
              " 'koch brother battl prevent dark money disclosur south dakota',\n",
              " 'milo berkeley event evacu mask protest light fire storm venu breitbart',\n",
              " 'authoritarian west demon strong popular leader',\n",
              " 'swedish journo sweden collaps without illeg migrant',\n",
              " 'promis internet career vine dead write newsbiscuit cheer',\n",
              " 'iowa trump voter unfaz controversi new york time',\n",
              " 'radic american grown marxist terror group made announc januari th conserv daili post',\n",
              " 'guardian opinion writer trump bannon count terrorist massacr',\n",
              " 'putin pro trump onlin troll spill bean samantha bee',\n",
              " 'along mosul front line desper civilian dug troop fighter new york time',\n",
              " 'second avenu subway open train delay end happi tear new york time',\n",
              " 'year old cher don see top nippl pasti billboard award',\n",
              " 'report stop nine percent illeg alien border crosser would pay trump border wall breitbart',\n",
              " 'ice union issu final warn voter',\n",
              " 'elit new york polic unit rehears terrorist attack new york time',\n",
              " 'trump hollywood star vandal out shameless new video taunt polic seek',\n",
              " 'california today view san francisco lean tower space new york time',\n",
              " 'matthew trump speech putin say america first hitlerian background breitbart',\n",
              " 'vladimir putin valdai intern discuss club shape world tomorrow vladimir putin',\n",
              " 'chines social media rage unit airlin controversi breitbart',\n",
              " 'america better without border',\n",
              " 'chao terror tie make venezuela direct threat usa former un secur council presid say breitbart',\n",
              " 'rick ross documentari video doubl ad checker new york time',\n",
              " 'oil spill pacif ocean sinc last month total ignor',\n",
              " 'podesta mill go dump email',\n",
              " 'thoughtlessli disbeliev conspiraci theori need read',\n",
              " 'dr david duke dr slatteri expos hillari treason trump duke win',\n",
              " 'russian frigat syrian cost blast terrorist hq cruis missil video',\n",
              " 'hillari clinton like covert action stay covert transcript show new york time',\n",
              " 'us kurdish troop involv invad isi capit raqqa',\n",
              " 'awaken human await fulli script end controversi elect day near',\n",
              " 'georg soro back climat march bring celeb nation mall swelter saturday breitbart',\n",
              " 'edward snowden long strang journey hollywood new york time',\n",
              " 'black trump man belong murder cult',\n",
              " 'bill clinton lover call ruthless hillari warden',\n",
              " 'russia cina e arabia saudita domano l egemonia del dollaro di ariel noyola rodr guez',\n",
              " 'third month india cash shortag begin bite new york time',\n",
              " 'one trump administr posit gain popular go shock breitbart',\n",
              " 'bill clinton said white middl class life expect declin obama year',\n",
              " 'furiou eric holder issu dire warn comey partisan smear',\n",
              " 'memo trump action day',\n",
              " 'chao desper thousand flee aleppo amid govern advanc new york time',\n",
              " 'wildfir empti fort mcmurray alberta oil sand region new york time',\n",
              " 'schumer session investig seem violat recus breitbart',\n",
              " 'amid divis march washington seek bring women togeth new york time',\n",
              " 'zoe saldana trump hollywood got cocki becam arrog bulli',\n",
              " 'anti establish trump plan appoint goldman sach georg soro insid',\n",
              " 'cholesterol drug men gonad',\n",
              " 'trump flynn treat unfair fake media illeg leak breitbart',\n",
              " 'california today virtual realiti investig trayvon martin case new york time',\n",
              " 'nearli decad later apolog lynch georgia new york time',\n",
              " 'marcia clark final moment savor emmi new york time',\n",
              " 'brexit speech theresa may outlin clean break u k new york time',\n",
              " 'man hate black men found victim care other new york time',\n",
              " 'michael flynn fail disclos incom russia link entiti new york time',\n",
              " 'feder judg throw convict c sniper four life sentenc',\n",
              " 'donald trump obama thanksgiv weekend brief new york time',\n",
              " '',\n",
              " 'vine celebr life death app clip',\n",
              " 'squatti potti ceo griffin imag divis disturb decis realli',\n",
              " 'thing let go new year',\n",
              " 'comment polic union post pic hillari arrest facebook dan',\n",
              " 'koch brother secretli alli w georg soro hillari clinton',\n",
              " 'trump expand search secretari state new york time',\n",
              " 'teacher yr old wait trump elect go deport muslim',\n",
              " 'cost choic top concern health insur custom new york time',\n",
              " 'shaq announc plan run sheriff breitbart',\n",
              " 'illeg immigr cross border vote',\n",
              " 'pirat fail take helm iceland pirat parti gain mileag enough steadi ship alon',\n",
              " 'billionair build davo new york time',\n",
              " 'run danger alaskan trail new york time',\n",
              " 'la pel cula de su vida descubr que ha llevado siempr un trozo de lechuga entr lo dient',\n",
              " 'dem win congression basebal game give trophi republican steve scalis breitbart',\n",
              " 'franc present strict gun control paper tiger breitbart',\n",
              " 'china russia silk road commod nixon massiv bull market gold silver',\n",
              " 'troubl quarterback johnni manziel appear shop mall sign autograph next super bowl breitbart',\n",
              " 'bob dylan accus lift part nobel prize speech sparknot',\n",
              " 'blimp crash e coli contamin snakebitten u open wit spectat death breitbart',\n",
              " 'public employe shadow world american carnag',\n",
              " 'espn lz granderson justifi think kaepernick blackbal nobodi sign breitbart',\n",
              " 'prescript painkil death drop state legal marijuana',\n",
              " 'low growth world get new york time',\n",
              " 'istanbul donald trump benjamin netanyahu morn brief new york time',\n",
              " 'hitler hillari',\n",
              " 'dalian wanda hollywood event product new york time',\n",
              " 'comment pm water cooler timmi',\n",
              " 'breakdown clinton money machin',\n",
              " 'california forefront climat fight back trump new york time',\n",
              " 'g e year old softwar start new york time',\n",
              " 'hillari clinton hamilton would enough new york time',\n",
              " 'brain concuss children adult know vaccin damag',\n",
              " 'trump great paul craig robert',\n",
              " 'hillari frantic dirti secret implod get wors prison bombshel',\n",
              " 'rent car know rule road new york time',\n",
              " 'impeach polit brazil someth sinist new york time',\n",
              " 'trump interview moder view defi convent new york time',\n",
              " 'review sweetbitt bright light big citi restaur set new york time',\n",
              " 'gonzaga beat south carolina final four shot anoth first new york time',\n",
              " 'gorka trump interventionist command chief noth chang breitbart',\n",
              " 'thank fbi clinton email investig shift poll number significantli trump favor',\n",
              " 'race class dictat republican futur',\n",
              " 'gorsuch scalia lion law judg look law demand prefer breitbart',\n",
              " 'nc state provid student post elect comfort food therapi',\n",
              " 'iraqi troop push mosul kill across iraq',\n",
              " 'pregnant women turn marijuana perhap harm infant new york time',\n",
              " 'biggest winner loser u presidenti elect',\n",
              " 'trump psychic listen word one year ago look happen',\n",
              " 'mccain trump attack press dictat get start breitbart',\n",
              " 'judgment day one reason everi christian jew america vote donald trump',\n",
              " 'coup stolen elect',\n",
              " '',\n",
              " 'thing need know black dakota access pipelin protest',\n",
              " 'germani iraqi asylum seeker convict rape chines student',\n",
              " 'teenag boy knock classmat assault femal teacher face epic',\n",
              " 'take bring hillari clinton justic',\n",
              " 'ice round crimin alien texa capit',\n",
              " 'elect hate grief new stori',\n",
              " 'hillari question michel obama help',\n",
              " 'keith vaz british lawmak quit senior post amid sex drug scandal new york time',\n",
              " 'comment sunday devot whole univers grain sunday devot whole univers grain fellowship mind kommonsentsjan',\n",
              " 'donald trump syria emperor akihito morn brief new york time',\n",
              " 'hell frozen michel obama made hillari destroy move twitter',\n",
              " 'flynn critic call nuclear scientist miss usa dumb diss femin call health care privileg breitbart',\n",
              " 'hampshir colleg student accus assault basketbal player wear hair braid claim cultur appropri breitbart',\n",
              " 'obamamomet toxic legaci rule lawless',\n",
              " 'simon manuel gold rippl beyond pool new york time',\n",
              " 'vote machin program order steal elect',\n",
              " 'redraw tree life scientist discov new bacteria group stun microbi divers underground',\n",
              " 'trump putin destroy isi',\n",
              " 'photo game camera catch glimps possibl antler buck',\n",
              " 'turkey relat europ sink amid quarrel netherland new york time',\n",
              " 'wikileak document reveal unit nation interest ufo video',\n",
              " 'blue state blue deliber politic intimaci',\n",
              " 'clare hollingworth report broke news world war ii die new york time',\n",
              " 'north miami polic offic shoot man aid patient autism new york time',\n",
              " 'path total dictatorship america shadow govern silent coup',\n",
              " 'effort curb polic abus mix record uncertain futur new york time',\n",
              " 'signal major bottom gold silver',\n",
              " 'hey ho old england embrac punk rock year later new york time',\n",
              " 'cano reek genocid theft white privileg say canadian professor',\n",
              " 'illeg immigr advoc pledg resist deport trump',\n",
              " 'cdc scientist confirm donald trump right vaccin autism',\n",
              " 'breitbart news daili drain swamp breitbart',\n",
              " 'trump media frankenstein monster',\n",
              " 'watch toni romo say goodby dalla cowboy instagram video breitbart',\n",
              " 'global far right conspiraci theori buoy trump new york time',\n",
              " 'georgia father convict murder toddler death hot car new york time',\n",
              " 'richard boll die wrote color parachut new york time',\n",
              " 'stranahan steve bannon nail media fight trump breitbart',\n",
              " 'texa elector expect massiv corrupt relat elector colleg vote',\n",
              " 'guilti power nullif counteract govern tyranni',\n",
              " 'trillion new debt day',\n",
              " 'tori councillor say homeless peopl elimin',\n",
              " 'review hillbilli elegi tough love analysi poor back trump new york time',\n",
              " 'crimin chief',\n",
              " 'govern lie movi',\n",
              " 'trump brexit defeat global anyway',\n",
              " 'face congress sport offici begin confront sexual abus new york time',\n",
              " 'airbnb end fight new york citi fine new york time',\n",
              " 'big pharma martin shkreli suspend twitter breitbart',\n",
              " 'next big tech corridor seattl vancouv planner hope new york time',\n",
              " 'evid robot win race american job new york time',\n",
              " 'see africa road new york time',\n",
              " 'happen hip hop hillari goe dead broke brace',\n",
              " 'bill maher high trump state free speech new era new york time',\n",
              " 'l p g tour donald trump complic new york time',\n",
              " 'legend art cashin trump presid new world order gold brexit great depress see panic',\n",
              " 'fl sheriff day goe arrest lot illeg alien prey peopl breitbart',\n",
              " 'donald trump threaten cancel berkeley feder fund riot shut milo event',\n",
              " '',\n",
              " 'bill herz last war world broadcast crew die new york time',\n",
              " 'gari johnson equat syria death caus assad west new york time',\n",
              " 'republican senat bill defund un anti israel resolut',\n",
              " 'rose evanski pioneer women hairstyl die new york time',\n",
              " 'blackston saudi arabia announc billion invest u infrastructur breitbart',\n",
              " 'satur fat heart diseas greatest scam histori medicin',\n",
              " 'dem sen merkley gorsuch nomin court pack scheme turn nomin breitbart',\n",
              " 'four common mistak burn wood',\n",
              " 'push internet privaci rule move statehous new york time',\n",
              " 'madonna gave surpris pop concert support clinton new york time',\n",
              " 'trump support plan anti trump ralli lack tax reform',\n",
              " 'british healthcar offer glimps futur obamacar',\n",
              " 'trump iranian presid rouhani better care breitbart',\n",
              " 'break sec defens carter attempt fool american public veteran caught red hand',\n",
              " 'putin advis take credit trump victori mayb help bit wikileak',\n",
              " 'warren buffett stake suggest appl grown new york time',\n",
              " 'fbi clinton email investig shift poll number significantli trump favor',\n",
              " 'hillari horrifi pic surfac overnight want',\n",
              " 'paul lepag governor main say quit new york time',\n",
              " 'colorado radio station paul martin interview dave hodg elect fraud stand rock',\n",
              " 'bill clinton want call someth complet ridicul hillari elect',\n",
              " 'son death salli mann stage haunt show new york time',\n",
              " 'trump team link russia crisscross washington new york time',\n",
              " 'north korean arrest kill kim jong un half brother new york time',\n",
              " 'surgeon admit mammographi outdat harm women',\n",
              " 'war street pari arm migrant fight run battl french capit',\n",
              " 'oscar voter meryl streep nomin anti trump speech',\n",
              " 'texa enact anti sharia law',\n",
              " 'chicago polic board chair windi citi need feder help turn tide crime breitbart',\n",
              " 'look beyond novemb th song oligarchi doom',\n",
              " 'neil young celebr st birthday perform stand rock',\n",
              " 'exclus amid paul ryan obamacar push mississippi chri mcdaniel prep potenti senat run breitbart',\n",
              " 'boom short list peopl inspir michel obama',\n",
              " 'artist go boycott grammi face fallout fraught award new york time',\n",
              " 'video idiot destroy trump hollywood star get bad news second later',\n",
              " 'elit want global economi collaps',\n",
              " 'best health benefit sweat',\n",
              " 'senat confirm scott pruitt e p head new york time',\n",
              " 'cricket snake crab mix fact fraud new york subway new york time',\n",
              " 'session potenti deputi face stern test russia inquiri new york time',\n",
              " 'suicid squad top box offic second weekend new york time',\n",
              " 'health insur plan rate hike obamacar exchang breitbart',\n",
              " 'look like someon think democrat ohio full manur',\n",
              " 'syrian war report novemb govt forc relaunch offens oper insid outsid aleppo',\n",
              " 'mysteri solv get hillari clinton get movin twitchi com',\n",
              " 'senat narrowli pass rollback obama era auto r rule new york time',\n",
              " 'cramp costli bay area cri build babi build new york time',\n",
              " 'champion optim obama hail clinton polit heir new york time',\n",
              " 'fiona appl releas trump protest chant new york time',\n",
              " 'susan rice u must integr lgbt right gov foreign polici',\n",
              " 'trump organ move avoid possibl conflict interest new york time',\n",
              " 'sweden brink polic forc push break point violenc amid migrant influx',\n",
              " 'comment hemp vs cotton ultim showdown hemp readdress cannabi kuebiko co',\n",
              " 'jare kushner trump son law clear serv advis new york time',\n",
              " 'fisherman face life prison catch worth cocain sell breitbart',\n",
              " 'step ring roll punch new york time',\n",
              " 'adnan sy serial podcast get retrial murder case new york time',\n",
              " 'scientist say weird signal space probabl alien',\n",
              " 'u swimmer disput robberi claim fuel tension brazil new york time',\n",
              " 'way take self care vacat new york time',\n",
              " 'economist sign letter urg america vote donald trump',\n",
              " 'campaign long expens chaotic mayb good thing new york time',\n",
              " 'alien megastructur star target million seti search',\n",
              " 'brazen kill myanmar lawyer came spar militari new york time',\n",
              " 'jane pauley back new york time',\n",
              " 'deutsch bank consid altern pay cash bonu',\n",
              " 'danni dyer footbal foul up dvd second',\n",
              " 'lack oxford comma could cost main compani million overtim disput new york time',\n",
              " 'european parliament committe consid legal right robot breitbart',\n",
              " 'rex tillerson aggress dealmak whose tie russia may prompt scrutini new york time',\n",
              " 'fbi conduct new investig email clinton privat illeg server',\n",
              " 'heart mine us empir cultur industri',\n",
              " 'report megyn trash trump newt murdoch announc replac avail',\n",
              " 'russian scientist track sea lion space',\n",
              " 'seiz definit popul reuter warn us chao come',\n",
              " 'seaworthi readi earli unveil new york time',\n",
              " 'donald trump add k mcfarland nation secur team new york time',\n",
              " 'snowstorm bring wintri mix slush gripe new york time',\n",
              " 'republican wilder tillerson thursday even brief new york time',\n",
              " 'review bryan cranston shine lyndon johnson way new york time',\n",
              " 'samsung urg consum stop use galaxi note batteri fire new york time',\n",
              " 'elect result discuss presidenti elect open thread',\n",
              " 'ag lynch told fbi director comey go public new clinton email investig',\n",
              " 'donald trump rise white ident polit',\n",
              " 'red blue divid six view america new york time',\n",
              " 'franc identifi nd man attack church kill priest new york time',\n",
              " 'dreamer arrest nationwid gang crackdown',\n",
              " 'maxin water american public get weari trump impeach yet breitbart',\n",
              " 'wwn horoscop',\n",
              " 'deport italian mobster caught sneak across u mexico border',\n",
              " 'leak audio hillari clinton push rig palestin elect',\n",
              " 'iranian saudi proxi struggl tore apart middl east new york time',\n",
              " 'lavrov kerri discuss syrian settlement',\n",
              " 'l influenc de usa et de l otan dan le rapport de l ue avec la chine manlio dinucci',\n",
              " 'open border group gird h b fight',\n",
              " 'weinerg expos darker dirtier secret imagin',\n",
              " 'trump elect break chain polit correct',\n",
              " 'whitehous gov take climat page put america first energi plan breitbart',\n",
              " 'iran warn presid elect trump mess sweetheart nuclear deal obama',\n",
              " 'toni perkin trump eo affirm jefferson doctrin separ church state',\n",
              " 'moon fell heaven',\n",
              " 'mom star launch campaign plan parenthood',\n",
              " 'assad lesson aleppo forc work consequ new york time',\n",
              " 'penc bossert bannon demot continu play import polici role breitbart',\n",
              " 'bundi ranch occupi acquit count challeng corrupt bureau land manag',\n",
              " 'report googl face fine billion eu antitrust case breitbart',\n",
              " 'ask thom york write cover quot book',\n",
              " 'internet flasher',\n",
              " 'gretchen carlson suit aim retali discrimin new york time',\n",
              " 'googl launch ai program detect hate speech breitbart',\n",
              " 'poll show hillari lead useless mislead cartoon',\n",
              " 'last second lane merger good traffic new york time',\n",
              " 'macau skip casino embrac past new york time',\n",
              " 'montreal ungainli unlov christma tree new york time',\n",
              " 'photo jupit nasa spacecraft near far new york time',\n",
              " 'trump labor pick andrew puzder critic minimum wage increas new york time',\n",
              " 'nico rosberg take formula one driver titl despit lewi hamilton win abu dhabi new york time',\n",
              " 'sensori isol tank taught brain new york time',\n",
              " 'chelsea handler botch tweet attack trump grandchild',\n",
              " 'report trump move tax reform plan without speaker paul ryan breitbart',\n",
              " 'ag jeff session unveil program acceler deport imprison illeg breitbart',\n",
              " 'former us attorney dc new hillari email probe result revolt insid fbi',\n",
              " 'keep appear ruin former dalla banker new york time',\n",
              " 'sesam seed knee osteoarthr',\n",
              " 'white cop interact black real life',\n",
              " 'pennsylvania republican push ban privat gun sale breitbart',\n",
              " 'review warcraft orc differ domain fight heart new york time',\n",
              " 'good peopl share bad info need fact check click share',\n",
              " 'charit wed registri new york time',\n",
              " 'nypd raid hillari properti found ruin life usa newsflash',\n",
              " 'feinstein gorsuch originalist doctrin realli troubl origin would allow segreg breitbart',\n",
              " 'confront flare obama travel parti reach china new york time',\n",
              " 'reason appli job trump administr',\n",
              " 'thought silver market rig',\n",
              " 'hear agn martin seren john zorn frenzi music new york time',\n",
              " 'must see welcom famili mani hispan american vote donald trump',\n",
              " 'iraqi forc enter western mosul fierc battl isi new york time',\n",
              " 'european futur putin migrant crisi video',\n",
              " 'roll stone defam case magazin report order pay million new york time',\n",
              " 'hillari sick tire suffer weiner backup',\n",
              " 'taiwan itali joe mcknight friday even brief new york time',\n",
              " 'shiit militia say close tal afar turkey warn limit',\n",
              " 'brother clinton campaign chair activ foreign agent saudi arabian payrol',\n",
              " 'must fight trump goe conserv freedom caucu new york time',\n",
              " 'isi kidnap kill least civilian afghanistan',\n",
              " 'hold hillari account',\n",
              " 'break ted cruz call special prosecutor investig hillari truthfe',\n",
              " 'spare gunman charleston churchgoer describ night terror new york time',\n",
              " 'war satur fat harm peopl poor countri shun tradit fat like coconut oil',\n",
              " 'democrat garland mind mobil suprem court fight new york time',\n",
              " 'comment best kind milk dairi best kind milk dairi collect evolut apg editori',\n",
              " 'harri reid blast comey misconduct drop bombshel fbi sit russian trump info',\n",
              " 'nation review conservat inc plan cave even immigr',\n",
              " 'watch thug call us marin pussi bare live tell tale',\n",
              " 'next us presid psycho lesbian plu break news video',\n",
              " 'critic see effort counti town purg minor voter roll new york time',\n",
              " 'even brief hillari clinton donald trump cultur revolut new york time',\n",
              " 'indiana parent lose babi year live jail abus say never happen',\n",
              " 'roll stone paint blue new album new york time',\n",
              " 'uber extend oliv branch local govern data new york time',\n",
              " 'wilder put dutch first brussel africa asylum seeker',\n",
              " 'donald trump good educ enrich mind soul',\n",
              " 'watch brad pitt play afghanistan war gener war machin teaser breitbart',\n",
              " 'two power earthquak strike central itali',\n",
              " 'indoor garden made easi nutritow',\n",
              " 'elizabeth warren defin sleazi hypocrisi',\n",
              " 'rush limbaugh reilli departur natur campaign breitbart',\n",
              " 'museum truste trump donor support group deni climat chang new york time',\n",
              " 'cecil richard credit plan parenthood support stop ahca breitbart',\n",
              " 'switch chip know anymor',\n",
              " 'u conced million payment iran delay prison leverag new york time',\n",
              " 'australia say foil terrorist plot new york time',\n",
              " 'orovil dam state feder govern share blame',\n",
              " 'daili traditionalist jeff schoep nsm',\n",
              " 'michael moor joe blow vote trump ultim f elit human molotov cocktail',\n",
              " 'jaguar owner shahid khan oppos trump immigr ban new york time',\n",
              " 'anti trump advert side bu realli visual clever see motion',\n",
              " 'piano man mani face stranger stori new york time',\n",
              " 'ticket releas harri potter curs child new york time',\n",
              " 'fbi visit man home film us postal distribut center',\n",
              " 'hispan crowd boo marco rubio stage',\n",
              " 'fire tv report receiv thousand sexual violent threat',\n",
              " 'detain illeg alien end day hunger strike',\n",
              " 'break silenc offic testifi kill walter scott new york time',\n",
              " 'illeg immigr allegedli kill park spot',\n",
              " 'presid trump honor littl sister poor first white hous nat l day prayer year breitbart',\n",
              " 'hillari clinton support call recount vote battleground state',\n",
              " 'hbo scrap jon stewart anim comedi seri',\n",
              " 'sentenc murder rare book dealer',\n",
              " 'latest stock market invest book financi market',\n",
              " 'fashion industri ceo support plan parenthood civic respons',\n",
              " 'anti trump protest paid stage craigslist reveal',\n",
              " 'men exercis put damper sex life new york time',\n",
              " 'bake soda coconut oil kill cancer eye open evid',\n",
              " 'trump cite evid suggest susan rice commit crime new york time',\n",
              " 'breitbart news daili gorsuch scotu breitbart',\n",
              " 'hillari arrest',\n",
              " 'siri open smart lock let neighbor walk hous',\n",
              " 'donald trump michael phelp zika tuesday even brief new york time',\n",
              " 'obama furiou fed deplor drop piec gift',\n",
              " 'l mark year sinc rodney king riot breitbart',\n",
              " 'de facto us al qaeda allianc inform',\n",
              " 'cori booker paul rever moment underway russian come breitbart',\n",
              " 'rapper troy ave shot brooklyn new york time',\n",
              " 'seattl judg ignor jihad convict prior impos refuge reform ban breitbart',\n",
              " 'texa student skip school protest arrest violent crimin',\n",
              " 'trump aid tri reassur europ mani wari new york time',\n",
              " 'china trigger next global recess',\n",
              " 'bomb kill baghdad new york time',\n",
              " 'comment black racism martin wright',\n",
              " 'thank fbi clinton email investig shift poll number significantli trump favor',\n",
              " 'u rescu attempt afghanistan miss western hostag hour new york time',\n",
              " 'rick rule look sprott asset manag client money right',\n",
              " 'farm owner arrest protest dakota access pipelin theft land',\n",
              " 'trump pois lift ban c black site prison new york time',\n",
              " 'tesla musk investig solarc congress',\n",
              " 'ridicul stupid thing men keep women',\n",
              " 'press tv duff un condemn moder terrorist',\n",
              " 'nemesi scourg western world',\n",
              " 'trump budget new foundat american great breitbart',\n",
              " 'exclus islam state support vow terror group retak mosul liber',\n",
              " 'roll thunder motorcyclist return c honor pow mia breitbart',\n",
              " 'interest fun fact stethoscop',\n",
              " 'china seek bigger role world stage xi jinp go davo world econom forum new york time',\n",
              " 'veteran prepar join stand rock protest stop dakota access pipelin',\n",
              " 'photo latin america condemn venezuela excess use forc protest breitbart',\n",
              " 'sugar feed cancer cell may even creat',\n",
              " 'john kerri urg ground militari aircraft key area syria new york time',\n",
              " 'outsid money favor hillari clinton rate donald trump new york time',\n",
              " 'fake news new york time target breitbart report truth breitbart',\n",
              " 'blast new yorker examin psycholog shrapnel new york time',\n",
              " 'resist schwarzenegg call grassroot revolut u exit pari agreement',\n",
              " 'virginia offici request u inquiri inmat death jail new york time',\n",
              " 'report voter fraud crash cours',\n",
              " 'associ press report admit fake news stori hillari clinton',\n",
              " 'review garth brook bring rous anthem ballad yanke stadium new york time',\n",
              " 'sicher trainieren beim spin gilt ab sofort helmpflicht',\n",
              " 'everi asset class collaps need look wealth term mani chicken much ga buy',\n",
              " 'review halt catch fire time travel silicon valley dawn new york time',\n",
              " 'obama use religi test favor muslim christian',\n",
              " 'wingsuit flyer vs tree',\n",
              " 'turkey say airport bomber kyrgyzstan russia uzbekistan new york time',\n",
              " 'turmer power artifici drug',\n",
              " 'facebook caught sell target advertis exclud differ race',\n",
              " 'gatlinburg resid return home wildfir destruct new york time',\n",
              " 'year old girl use human bomb nigeria attack',\n",
              " 'shock berkeley poll california voter want democrat work trump breitbart',\n",
              " 'famili terror attack victim sue twitter provid resourc servic isi breitbart',\n",
              " 'philippin leader vow pardon polic accus mayor death new york time',\n",
              " 'fda found manipul media favor big pharma',\n",
              " 'jay h lehr begin end epa',\n",
              " 'imahdi arriv satan practic leader',\n",
              " 'ag session dem sen harri abl rush fast make nervou breitbart',\n",
              " 'u n envoy say u still back palestinian state new york time',\n",
              " 'trump happen',\n",
              " 'japan vote strengthen shinzo abe goal chang constitut new york time',\n",
              " 'trump camp caught cam brag voter suppress women black video',\n",
              " 'chelsea man ask obama cut sentenc time serv new york time',\n",
              " 'red sox broadcast jerri remi think foreign player use translat',\n",
              " 'shi ite militia join iraq mosul attack',\n",
              " 'escap reign super bowl commerci polit prove inescap new york time',\n",
              " 'naval brief novemb th ledahu',\n",
              " 'scandal video footag anonym expos huma hillari',\n",
              " 'jar new level confront conflict hit washington new york time',\n",
              " 'clinton transmit classifi info lawyer',\n",
              " 'hillari russian hack guid american might trump breitbart',\n",
              " 'gener elect campaign suspend wake manchest suicid bomb',\n",
              " 'grand slam father son film smash hit famili',\n",
              " 'venezuela econom crisi mean left fail',\n",
              " 'herd stamped wild boar kill three islam state jihadist breitbart',\n",
              " 'venu mar believ gender often wrong new york time',\n",
              " 'obama pardon list hotel magnat own studio new york time',\n",
              " 'suspect captur ambush style kill two iowa cop',\n",
              " 'megyn sic kelli gowdi triumphantli comment hillari case reopen',\n",
              " 'famili friendli polici friendliest male professor new york time',\n",
              " 'ringo starr anuncia que deja lo beatl',\n",
              " 'war less immin clinton defeat',\n",
              " 'mi chief present russia grow threat british interest',\n",
              " 'washington state upend trump travel ban new york time',\n",
              " 'protect swerv polic chief caught speed get laugh ticket video',\n",
              " 'fake news trump hit mexico explod',\n",
              " 'go wikileak',\n",
              " 'former cia director blame millenni wikileak document breitbart',\n",
              " 'tell stori slaveri new york time',\n",
              " 'live wire dutch elect high turnout expect controversi turkish mosqu poll centr',\n",
              " 'shave mean freedom omar',\n",
              " 'bombshel leak email expos muslim got obama administr',\n",
              " 'nativ american part ten lost tribe jewish peopl',\n",
              " 'blm rapper bill alleg son nasti surpris hillari',\n",
              " 'kevin durant join golden state warrior new york time',\n",
              " 'indian call center becom major center defraud american breitbart',\n",
              " 'congress attorney gener lynch plead fifth secret iran ransom payment',\n",
              " 'lo angel time editori lose trump narcissist demagogu breitbart',\n",
              " 'swirl untruth falsehood call lie lie new york time',\n",
              " 'hillari clinton lead donald trump new hampshir florida poll show new york time',\n",
              " 'gene wilder huma abedin donald trump monday even brief new york time',\n",
              " 'watch blimp crash catch fire us open breitbart',\n",
              " 'toddler loos gun car mother die new york time',\n",
              " 'asian american actor fight visibl ignor new york time',\n",
              " 'mexican feel environ',\n",
              " 'insid donald trump last stand anxiou nomine seek assur new york time',\n",
              " 'park servic name divers nation landmark new york time',\n",
              " 'weiner rise white hous alli disgrac ex congressman hire breitbart',\n",
              " 'trump lose grab musket former congressman readi go full revolut',\n",
              " 'decod north korea claim success nuclear test new york time',\n",
              " 'bill belichick wit list testifi aaron hernandez doubl murder case breitbart',\n",
              " 'l mayor silent citi rise violent crime breitbart',\n",
              " 'theresa may new british prime minist give bori johnson key post new york time',\n",
              " 'donald trump hillari clinton iphon wednesday even brief new york time',\n",
              " 'usa kill million peopl victim nation sinc world war ii',\n",
              " 'polic offic face backlash hillari photo',\n",
              " 'shakespear remain authent bore',\n",
              " 'georgia candid jon ossoff film firm financ facebook fact check funder',\n",
              " 'effort defeat isi u iran imped one anoth new york time',\n",
              " 'rick put bullet trump wilson potu support see scalis shoot bless breitbart',\n",
              " 'western intellig agenc run al qaeda camp north africa',\n",
              " 'trump tell plan parenthood fund stay abort goe new york time',\n",
              " 'comment hillari clinton gun control agenda expos wikileak email braindiseasecalledliber',\n",
              " 'barack obama delay suspend elect hillari forc new fbi email investig',\n",
              " 'donald trump incit feud g p candid flee shadow new york time',\n",
              " 'germani student forc chant allahu akbar punish refus trip mosqu',\n",
              " 'meteor space junk rocket mysteri flash hit siberia',\n",
              " 'trump nation secur advis call russian envoy day sanction impos new york time',\n",
              " 'project verita implic democrat oper claim credit romney video',\n",
              " 'laid american requir zip lip way grow bolder new york time',\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 104
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yyTLAPSLaQqp",
        "outputId": "e98cbcdb-5591-48b6-b207-487617e08291"
      },
      "source": [
        "onehot_repr=[one_hot(words,voc_size) for words in corpus] \n",
        "onehot_repr"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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              " [3395, 750, 3238, 1835, 1052, 794],\n",
              " [1386, 172, 3950, 3405, 1278, 1799, 172, 1200, 1924, 4427],\n",
              " [765,\n",
              "  3359,\n",
              "  1712,\n",
              "  3168,\n",
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              " [4714, 3680, 979, 4991, 3446, 2414],\n",
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              " [756, 4411, 4402, 1757, 1757, 1757, 3059, 3059, 4160],\n",
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              " [3417, 4580, 722, 4043, 3417, 495, 58, 575, 1612],\n",
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              " [2098, 1624, 2702, 414, 3022, 2395, 4369, 3825, 3059, 3059, 4160],\n",
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              " [684, 4131, 3142, 1149, 2842, 3065],\n",
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              " [55,\n",
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              "  594,\n",
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              "  3059,\n",
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              "  3414,\n",
              "  1815,\n",
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              " [1559, 344, 4182, 2867, 2936, 843, 1304, 3843, 418],\n",
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              " [157, 3417, 2702, 2995, 3011, 3634, 768, 3446],\n",
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              " [3417, 2702, 875, 2723, 2917, 3650, 1361, 4997],\n",
              " [4728, 1797, 1780, 1070, 967, 1351, 2828],\n",
              " [1787, 1483, 3807, 3965, 2769],\n",
              " [3895, 98, 3556, 3485, 3965, 2628, 3556],\n",
              " [3225, 3877, 3748, 875, 3903, 4594, 1697, 977],\n",
              " [843, 1342, 4259, 4622, 3682, 847, 857],\n",
              " [282, 2723, 4651, 2929, 1916, 4175, 3059, 3059, 4160],\n",
              " [4106, 3762, 1966, 4672, 750, 1336, 1226, 4719, 3927],\n",
              " [1342, 4085, 3927, 1912, 3682, 480, 2963, 4691, 3059, 3059, 4160],\n",
              " [418, 673, 3514, 1978, 2634, 418],\n",
              " [3417, 4039],\n",
              " [2452, 4719, 3407, 4762, 1457, 469, 1125, 533],\n",
              " [3701, 1342, 1931, 4856, 420, 4477, 4618, 4691, 3059, 3059, 4160],\n",
              " [157, 4886, 4137, 2300, 625, 1786, 3544],\n",
              " [180, 4142, 1158, 1246, 1624, 616, 4474, 418],\n",
              " [2444, 3455, 1835, 4821, 2658, 3170, 4990],\n",
              " [3999, 105, 1872, 4964, 175, 2387, 4114, 3341, 418],\n",
              " [268, 2340, 2522, 1586, 1311, 3059, 3059, 4160],\n",
              " [1452, 2435, 1614, 122, 388, 4679, 1804, 2213, 495, 1454, 418],\n",
              " [654, 566, 4921, 2776, 4259, 4039, 4010, 743],\n",
              " [1342, 4256, 1854, 3190, 2109, 2150, 1130, 3059, 3059, 4160],\n",
              " [1512, 1928, 637, 2280, 3442],\n",
              " [794, 750, 1335, 3059, 3059, 4160],\n",
              " [2789, 979, 2918, 4871, 2501],\n",
              " [1378, 3482, 2702, 414, 3531, 4125, 1667, 2489, 1780, 1342, 1336],\n",
              " [3131, 4460, 4160, 3225, 812, 693, 3558, 4671, 3059, 3059, 4160],\n",
              " [2478, 2787, 1518, 4465, 4089, 6, 3109, 269, 1021],\n",
              " [2012, 1131, 4039, 4259, 694, 3410, 3995, 4296, 977],\n",
              " [1342, 372, 2487, 1454, 1738, 979, 2371, 1523, 3059, 3059, 4160],\n",
              " [3932, 2487, 3531, 691, 4258],\n",
              " [3062, 276, 1899, 282, 3937, 3839],\n",
              " [4081, 2343, 1146, 510, 124, 1127, 2292],\n",
              " [3716, 385, 693, 4687],\n",
              " [1342, 2681, 3059, 4543, 3124, 1615, 418],\n",
              " [3665, 1304, 4997, 875, 3594, 3699, 2349, 2353, 2475, 2587],\n",
              " [4150, 2426, 4223, 2011, 1738, 3734, 4191, 4853, 418],\n",
              " [1566, 3960, 2574, 2861],\n",
              " [1512,\n",
              "  2112,\n",
              "  4882,\n",
              "  3302,\n",
              "  4687,\n",
              "  3682,\n",
              "  3836,\n",
              "  4917,\n",
              "  4334,\n",
              "  3029,\n",
              "  4687,\n",
              "  138,\n",
              "  4060,\n",
              "  3059,\n",
              "  3059,\n",
              "  4160],\n",
              " [295, 2058, 2109, 1149, 2842, 4259, 4984, 694, 3410, 3995],\n",
              " [3852, 3251, 3498, 124, 4947, 1272, 2644, 4737, 4259, 418],\n",
              " [4492, 3734, 1336, 468, 3803, 4618, 4701],\n",
              " [1039, 2364, 2638, 4661, 1881, 3178, 4658, 4552, 2343, 3059, 3059, 4160],\n",
              " [2240, 269, 1336, 3417, 2702, 2976, 3701, 1342, 3059, 3059, 4160],\n",
              " [3271, 673, 3059, 3059, 4160, 3055, 418, 673, 4539, 418],\n",
              " [4909, 3059, 1037, 836, 2211, 1122, 3059, 3059, 4160],\n",
              " [4688, 3298, 2723, 4630, 1755, 3131, 2113, 4627, 1053],\n",
              " [3182, 249, 340, 3131, 3825, 311, 1924, 3950, 3059, 3059, 4160],\n",
              " [673, 4444, 4917, 24, 1999],\n",
              " [3046, 4081, 673, 1135, 3271, 673, 1799, 3417, 2702],\n",
              " [691, 1425, 1577, 4092, 4701, 4346, 1930, 3893, 1168, 3059, 3059, 4160],\n",
              " [1746, 2525, 2027, 4272, 4960, 4705, 3438, 1826],\n",
              " [3164, 4089, 3720, 2998, 695, 1518, 499, 1771, 2150, 1787, 4043, 3385, 1272],\n",
              " [691, 1531, 2302, 1184, 4160, 578, 2741, 3077, 787, 3059, 3059, 4160],\n",
              " [157, 2644, 227, 3360, 1336, 4604, 1650],\n",
              " [428, 484, 1759, 847],\n",
              " [3897, 3727, 1138, 4024, 4472, 269, 1845, 3059, 3059, 4160],\n",
              " [2963, 4100, 2831, 337],\n",
              " [3786, 4963, 1495, 3055, 3354, 376, 2060, 4544],\n",
              " [2314, 629, 2011, 644, 1645, 223, 3059, 3059, 4160],\n",
              " [1158, 1782, 3500, 2644, 2760, 794, 937, 4182],\n",
              " [4884, 2219, 1667, 276, 4444, 3195, 2566, 3065, 1342, 418],\n",
              " [1128, 3699, 4182, 4105, 381, 1227, 4574, 2679, 4361, 4514, 418],\n",
              " [4221, 609, 3594, 2995, 3142, 2205, 187, 1924, 3059, 3059, 4160],\n",
              " [3722, 4820, 945, 3827, 1336, 4060, 3385],\n",
              " [547, 1893, 978, 4783, 2922, 4803],\n",
              " [3165, 2709, 1704, 638, 609],\n",
              " [2694, 1170, 1014, 34, 3140, 3495, 2810, 2952, 4334, 3643, 418],\n",
              " [3131, 3315, 2525, 3727, 3131, 898, 336, 1841, 4997, 3059, 3059, 4160],\n",
              " [1342, 723],\n",
              " [66, 3650, 1865, 1116, 1201, 290, 2924, 599, 3059, 3059, 4160],\n",
              " [1342, 4320, 4963, 3870, 3437, 4444, 233, 3839, 979, 4829],\n",
              " [102, 684, 496, 157, 179, 1787, 4160, 2554, 3059, 3059, 4160],\n",
              " [3882, 4559, 1788, 3720, 78, 1390, 3588, 4295, 2644, 2700],\n",
              " [2967, 3670, 1634, 2109, 506, 2475, 4182],\n",
              " [3968, 760, 3207, 1676, 1193, 4452, 4618, 4703, 3059, 3059, 4160],\n",
              " [47, 4691, 2272, 3072, 3856],\n",
              " [3937, 4829, 4151, 4658, 2943, 445, 3417],\n",
              " [839, 3059, 1858, 1739, 3053, 3461, 1602, 3059, 3059, 4160],\n",
              " [2702, 2361, 3199, 458, 1772],\n",
              " [3417, 4114, 426, 3702, 3124, 982, 1342, 418],\n",
              " [4186, 2669, 607, 3899, 4589, 344, 1706, 794],\n",
              " [1853, 671, 4264, 4196, 1523, 3611, 3461, 1128],\n",
              " [4947, 138, 4818, 2035, 3087, 4217],\n",
              " [1614, 1689, 3905, 3362, 750, 1489, 1304, 4997, 3912, 418],\n",
              " [378, 3897, 106, 3854, 900, 4899, 3059, 3059, 4160],\n",
              " [157, 2995, 397, 2974, 3645, 4068, 3222, 3059, 3059, 4160],\n",
              " [88, 777, 4744, 1692, 750, 2639, 3584, 1768],\n",
              " [2127, 4049, 2783, 50, 3348, 2789, 3417, 3031, 2420],\n",
              " [1128, 3931, 2512, 4840, 4471, 3723, 3059, 3059, 4160],\n",
              " [4774, 1647, 1879, 4458, 2437, 3866, 3142],\n",
              " [339, 1005, 3585, 2702, 3029],\n",
              " [3785, 699, 4545, 269, 1254, 2595, 3463, 1566],\n",
              " [1602, 4997, 3765, 1342, 578, 1454, 3059, 3059, 4160],\n",
              " [2958, 3972, 3142, 699, 4963, 253, 1183, 3483, 3836, 4829],\n",
              " [3271, 673, 1342, 3461, 128, 2294],\n",
              " [4334, 2886],\n",
              " [845, 508, 1112, 1496, 336, 2886, 449, 418],\n",
              " [1956, 1799, 1772, 3059, 3059, 4160],\n",
              " [3441, 1726, 4377, 2669, 2683, 4976, 4628, 1172, 2314, 4844, 1667, 2684],\n",
              " [348, 2035, 3870, 786],\n",
              " [4347, 3682, 414, 2943, 4604, 1694, 157, 429],\n",
              " [242, 3124, 4144, 2390, 2905, 3336, 1998, 2072],\n",
              " [1129, 268, 3734, 3985, 4196, 4344, 4056, 3417],\n",
              " [2630, 2888, 2109, 15, 4997, 1171, 3059, 3059, 4160],\n",
              " [1188, 2723, 4096, 434, 1422, 4096, 458, 3124, 418],\n",
              " [4258, 615, 4186, 2246, 3075, 2539, 3293, 2400, 1974, 727],\n",
              " [3866, 562, 4160, 4750, 3610, 1342, 4662, 3892, 418],\n",
              " [3797, 1941, 511, 2723, 2720, 2720, 3059, 3059, 4160],\n",
              " [3417, 2702, 3196, 3701, 1342, 3059, 2983, 4467, 1667, 722, 3059, 3059, 4160],\n",
              " [1928, 597, 445, 3518, 3701, 1342, 547, 4618, 4691, 3059, 3059, 4160],\n",
              " [2646, 2995, 24, 2302, 1184, 1835, 4719, 418],\n",
              " [4615, 3315, 997, 3002, 905, 3807, 3059, 3059, 4160],\n",
              " [4696, 3124, 2095, 2272, 3844, 1614, 3059, 3059, 4160],\n",
              " [2270, 2455, 2553],\n",
              " [267, 3701, 1342, 1230, 1149, 4905, 4752, 2112, 2909, 3059, 3059, 4160],\n",
              " [2693, 4361, 4155, 3235, 3446, 2750, 3059, 3059, 4160],\n",
              " [3965, 3494, 2962, 533, 526, 947, 2516, 2795, 4940, 418],\n",
              " [1342, 3610, 4032, 4972, 845, 2795, 1856, 4334, 3085, 1755],\n",
              " [347, 4952, 3227, 4806, 4402, 4328, 3360, 3059, 3059, 4160],\n",
              " [3734, 3870, 3455, 397, 4573, 4129, 2710, 1792, 1483, 3031, 418],\n",
              " [180, 187, 170, 645, 3494, 4010, 4691, 418],\n",
              " [145,\n",
              "  3803,\n",
              "  3059,\n",
              "  3463,\n",
              "  1277,\n",
              "  1277,\n",
              "  1607,\n",
              "  1481,\n",
              "  3512,\n",
              "  4658,\n",
              "  2723,\n",
              "  3059,\n",
              "  3059,\n",
              "  4160],\n",
              " [3701, 1342, 3417, 2702, 1600, 391, 4618, 4691, 3059, 3059, 4160],\n",
              " [3955, 750, 4519, 2072, 4105, 3446, 1246, 4687, 339, 4486],\n",
              " [3142, 1090, 3680, 3436, 3417, 3852],\n",
              " [300, 4551, 2158, 3737],\n",
              " [1818, 2089, 1780, 2564, 1523, 341, 3731, 3786, 2574, 4664, 4640],\n",
              " [4545, 3029, 4514, 3131, 2400, 955, 4549, 4624, 3059, 3059, 4160],\n",
              " [2478, 4651, 1064, 1342, 1966, 285, 875, 4250, 3094, 3418, 1457, 418],\n",
              " [693, 2346, 1481, 1757, 4821, 2658, 4320, 4952, 1961],\n",
              " [1342, 1956, 3903, 4594, 3961, 3161, 3154, 3310, 3059, 3059, 4160],\n",
              " [2789, 3417, 2702, 997, 4614, 197, 2943, 2886, 414, 3527],\n",
              " [4444, 157, 8, 3899, 2669, 3417, 4737, 3059, 3482, 414, 3531],\n",
              " [3701, 1342, 3071, 311, 4143, 3256, 2089, 3572, 3471, 3059, 3059, 4160],\n",
              " [1054, 566, 4737, 1284, 4409, 4915, 3543, 4251, 819, 4844],\n",
              " [1350, 750, 1058, 2104, 1600, 2724, 3461, 3620],\n",
              " [1342,\n",
              "  3446,\n",
              "  2959,\n",
              "  4639,\n",
              "  2723,\n",
              "  4114,\n",
              "  2525,\n",
              "  1928,\n",
              "  4741,\n",
              "  1804,\n",
              "  3059,\n",
              "  3059,\n",
              "  4160],\n",
              " [3704, 3848, 1198, 2566, 4295, 4806, 809, 4465, 4829],\n",
              " [3963, 3124, 374, 787, 3475, 1804, 1254, 2757, 3059, 3059, 4160],\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ksYgthl5aQqq"
      },
      "source": [
        "### Embedding Representation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VT3nf1QIaQqr",
        "outputId": "e8312f2d-96a7-447d-a3db-61556c40cfc0"
      },
      "source": [
        "sent_length=20\n",
        "embedded_docs=pad_sequences(onehot_repr,padding='pre',maxlen=sent_length)\n",
        "print(embedded_docs)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[   0    0    0 ... 4170 1313 3707]\n",
            " [   0    0    0 ...  172 4509  418]\n",
            " [   0    0    0 ...  982 1183 1184]\n",
            " ...\n",
            " [   0    0    0 ... 3059 3059 4160]\n",
            " [   0    0    0 ... 4076 2723  164]\n",
            " [   0    0    0 ... 3937 1837 2236]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5v5oAoo0aQqr",
        "outputId": "fbbf9441-f158-4c38-bec8-1d8e41ac1d18"
      },
      "source": [
        "embedded_docs[0]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([   0,    0,    0,    0,    0,    0,    0,    0,    0,    0,  533,\n",
              "       1014, 4256, 4618, 4250, 2098, 1624, 4170, 1313, 3707])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 105
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "ciC7gjnXaQqs",
        "outputId": "a88c81a3-dc6e-4628-8b44-d2674dde9cf1"
      },
      "source": [
        "## Creating model\n",
        "embedding_vector_features=40\n",
        "model=Sequential()\n",
        "model.add(Embedding(voc_size,embedding_vector_features,input_length=sent_length))\n",
        "model.add(LSTM(100))\n",
        "model.add(Dense(1,activation='sigmoid'))\n",
        "model.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])\n",
        "print(model.summary())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_2\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "embedding_2 (Embedding)      (None, 20, 40)            200000    \n",
            "_________________________________________________________________\n",
            "lstm_1 (LSTM)                (None, 100)               56400     \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 1)                 101       \n",
            "=================================================================\n",
            "Total params: 256,501\n",
            "Trainable params: 256,501\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n",
            "None\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UvYniPRFaQqt",
        "outputId": "9a141ba0-0383-4f19-d1b6-6db1b244d216"
      },
      "source": [
        "len(embedded_docs),y.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(18285, (18285,))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 83
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oO7dKSt8aQqu"
      },
      "source": [
        "import numpy as np\n",
        "X_final=np.array(embedded_docs)\n",
        "y_final=np.array(y)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hXSHYQJdaQqu",
        "outputId": "7aa4c59a-d467-44c1-a48a-1500ec82ac27"
      },
      "source": [
        "X_final.shape,y_final.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((18285, 20), (18285,))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 86
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lA0VsWOcaQqu"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X_final, y_final, test_size=0.33, random_state=42)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WqOkZOCKaQqv"
      },
      "source": [
        "### Model Training"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yGARt2NuaQqv",
        "outputId": "6ebff521-910b-42a7-d0d6-fbcfd07701f5"
      },
      "source": [
        "### Finally Training\n",
        "model.fit(X_train,y_train,validation_data=(X_test,y_test),epochs=10,batch_size=64)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Train on 12250 samples, validate on 6035 samples\n",
            "Epoch 1/10\n",
            "12250/12250 [==============================] - 4s 347us/sample - loss: 0.0041 - accuracy: 0.9991 - val_loss: 0.6781 - val_accuracy: 0.9130\n",
            "Epoch 2/10\n",
            "12250/12250 [==============================] - 3s 261us/sample - loss: 0.0030 - accuracy: 0.9989 - val_loss: 0.5203 - val_accuracy: 0.9102\n",
            "Epoch 3/10\n",
            "12250/12250 [==============================] - 4s 293us/sample - loss: 0.0038 - accuracy: 0.9990 - val_loss: 0.6349 - val_accuracy: 0.9062\n",
            "Epoch 4/10\n",
            "12250/12250 [==============================] - 3s 276us/sample - loss: 0.0037 - accuracy: 0.9989 - val_loss: 0.7011 - val_accuracy: 0.9052\n",
            "Epoch 5/10\n",
            "12250/12250 [==============================] - 3s 258us/sample - loss: 0.0016 - accuracy: 0.9998 - val_loss: 0.7310 - val_accuracy: 0.9089\n",
            "Epoch 6/10\n",
            "12250/12250 [==============================] - 4s 307us/sample - loss: 0.0013 - accuracy: 0.9996 - val_loss: 0.7530 - val_accuracy: 0.9092\n",
            "Epoch 7/10\n",
            "12250/12250 [==============================] - 3s 268us/sample - loss: 6.1424e-04 - accuracy: 0.9999 - val_loss: 0.7777 - val_accuracy: 0.9099\n",
            "Epoch 8/10\n",
            "12250/12250 [==============================] - 3s 249us/sample - loss: 9.3134e-05 - accuracy: 1.0000 - val_loss: 0.8206 - val_accuracy: 0.9069\n",
            "Epoch 9/10\n",
            "12250/12250 [==============================] - 3s 282us/sample - loss: 4.9069e-05 - accuracy: 1.0000 - val_loss: 0.8323 - val_accuracy: 0.9077\n",
            "Epoch 10/10\n",
            "12250/12250 [==============================] - 3s 243us/sample - loss: 3.7881e-05 - accuracy: 1.0000 - val_loss: 0.8481 - val_accuracy: 0.9077\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tensorflow.python.keras.callbacks.History at 0x2e39f597f48>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 106
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wDqx7bj_aQqw"
      },
      "source": [
        "### Adding Dropout "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uE3hL0PcaQqw"
      },
      "source": [
        "from tensorflow.keras.layers import Dropout\n",
        "## Creating model\n",
        "embedding_vector_features=40\n",
        "model=Sequential()\n",
        "model.add(Embedding(voc_size,embedding_vector_features,input_length=sent_length))\n",
        "model.add(Dropout(0.3))\n",
        "model.add(LSTM(100))\n",
        "model.add(Dropout(0.3))\n",
        "model.add(Dense(1,activation='sigmoid'))\n",
        "model.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mQhi15lOaQqx"
      },
      "source": [
        "### Performance Metrics And Accuracy"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F3uEBxQtaQqx"
      },
      "source": [
        "y_pred=model.predict_classes(X_test)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0Lyq8SiNaQqx"
      },
      "source": [
        "from sklearn.metrics import confusion_matrix"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dvV8mkahaQqy",
        "outputId": "59096dc8-40c2-4b5e-a9f1-f9b94da69a5f"
      },
      "source": [
        "confusion_matrix(y_test,y_pred)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[3140,  279],\n",
              "       [ 278, 2338]], dtype=int64)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 109
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l2PJAN9NaQqy",
        "outputId": "595b7b9f-5a1a-44eb-87ad-3d032629040c"
      },
      "source": [
        "from sklearn.metrics import accuracy_score\n",
        "accuracy_score(y_test,y_pred)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.907705053852527"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 110
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UnHa9TNbfoub"
      },
      "source": [
        "---"
      ]
    }
  ]
}